Brain arteriovenous malformation

Vascular Disease MONDO:0007154 Pathograph 36 Show in embeddings browser Arteriovenous malformation Cerebrovascular disease Vascular malformation

Brain arteriovenous malformation is a nidus of abnormal vessels connecting cerebral arteries to veins without an intervening capillary bed. Presentation includes intracranial hemorrhage, seizures, headache or focal neurological deficits; some lesions are detected incidentally. This entry focuses on sporadic brain AVM. Somatic activating KRAS variants, and less frequently activating BRAF variants, explain a substantial subset of sampled lesions, with endothelial enrichment and experimental evidence of MAPK-dependent vascular remodeling. A molecular cause is not established in every lesion. Altered endothelial metabolism, junctional integrity, mural-cell support and inflammatory interactions contribute to vascular instability, with different levels of human and model evidence. Germline syndromic AVMs are covered in the HHT and capillary-malformation–AVM syndrome entries.

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1
Inheritance
17
Pathophys.
8
Phenotypes
3
Gaps
36
Pathograph
2
Genes
8
Medical Actions
9
Trials
8
Models
39
References
1
Deep Research
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Classifications

Harrison's Part
NEUROLOGIC
👪

Inheritance

1
Somatic mosaicism (sporadic lesions, not inherited) HP:0001442
Sporadic brain arteriovenous malformation is not a heritable disorder. The causal activating KRAS (or BRAF) variant is a somatic event confined to the lesional endothelium and is absent from paired blood, so the lesion is a somatic mosaic clone within an otherwise normal vasculature. Familial AVM in hereditary hemorrhagic telangiectasia is a distinct germline entity and is not covered by this block.
Somatic mosaicism
Show evidence (1 reference)
PMID:29298116 SUPPORT Human Clinical
"We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples."
Lesion-restricted detection with absence from paired blood is the defining evidence of a somatic mosaic origin.
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Discussions and Knowledge Gaps

3
Which patients with an unruptured brain AVM benefit from intervention when both hemorrhagic and nonhemorrhagic outcomes are considered?
KNOWLEDGE GAP OPEN bavm-unruptured-management-controversy
ARUBA randomized adults and measured death or any symptomatic stroke, including ischemic stroke. MATCH emulated a target trial in an observational registry that included younger patients and measured AVM-related hemorrhage or death; its primary outcome excluded ischemic stroke, radiation injury, seizures and cognitive effects. Longer follow-up alone cannot explain the different estimates, and weighting cannot eliminate unmeasured confounding. MATCH high-grade subgroup estimates were imprecise. Diffuse lesions showed benefit at five years but no significant advantage at ten years, rather than uniform absence of benefit.
Proposed experiments
Long-term randomized assessment of net clinical benefit
bavm-long-horizon-randomisation
Compare intervention and observation with long-term randomized follow-up, prospectively stratified by clinically relevant lesion anatomy. Measure death, hemorrhagic and ischemic stroke, disability, cognition, seizures and treatment-related injury rather than assuming hemorrhage-free survival captures net benefit.
Readouts
Death, hemorrhagic and ischemic stroke, disability and treatment-related injury
Show evidence (2 references)
PMID:32562682 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"The incidence of death or symptomatic stroke was lower with medical management alone"
Final ARUBA randomized comparison at mean 50.4 months.
PMID:41231469 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"the estimated 5-year hemorrhage-free survival was 96.23% (95% CI, 93.95%-97.65%) for the interventional treatment group and 89.00% (95% CI, 86.37%-91.24%) for the conservative management group"
Different population, endpoint and nonrandomized design; not a direct refutation of the ARUBA all-stroke result.
Can pathway-directed treatment provide durable clinical benefit in established human brain AVM, and which outcomes reflect that benefit?
HUMAN MODEL MISMATCH OPEN bavm-mek-inhibition-translation
The evidence is no longer exclusively preventive: established-lesion mouse experiments report reduced bleeding and longer survival without clear loss of the nidus, and a preprint describes three uncontrolled human trametinib cases. One of those patients hemorrhaged during treatment. Conversely, a two-patient bevacizumab trial showed no volume reduction. Genotype, mature vascular architecture, dose, treatment duration, rebound after withdrawal and systemic toxicity remain unresolved. NCT06098872 was withdrawn without enrollment; active studies should not be counted as positive efficacy results.
Proposed experiments
MEK inhibition in established, genotyped brain AVM
bavm-mek-established-lesion-trial
A controlled study in established brain AVM should assess bleeding, disability, nidus volume and shunt flow, with systematic toxicity monitoring and follow-up after treatment withdrawal. Genotyping through clinically obtained tissue or validated liquid biopsy could test differential response without requiring research biopsy as routine care.
Show evidence (3 references)
PMID:41410028 SUPPORT DIRECT PRIMARY RESULT Model Organism
"the size and number of bAVMs were not noticeably changed in trametinib-treated mice based on our MRA imaging"
Distinguishes bleeding reduction from anatomical regression.
url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Patient 3 had a hemorrhagic stroke, but was still deemed ineligible for surgical or endovascular intervention"
Preprint uncontrolled human observation; no demonstrated hemorrhage prevention.
PMID:34189463 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"No change in bAVM volume was observed 26 or 52 weeks after bevacizumab treatment."
Small clinical pilot limits a broad assumption that pathway inhibition shrinks established lesions.
Do candidate inherited variants improve prediction of sporadic AVM hemorrhage beyond clinical and anatomical factors?
KNOWLEDGE GAP OPEN bavm-candidate-genetic-modifiers
A natural-history review describes candidate IL6, TNF and APOE associations and notes that most awaited independent replication. These associations concern hemorrhage susceptibility, not proven initiating mutations or clinically validated tests. A small familial report proposing PTPN13 also does not establish an alternative cause for unselected sporadic lesions.
Show evidence (2 references)
PMID:24930128 SUPPORT INDIRECT REVIEW SYNTHESIS Human Clinical
"the majority of these genetic association results await replication in independent AVM cohorts."
Limitation stated by the 2014 review; candidate associations are not treated as validated clinical predictors.
PMID:41418676 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"PTPN13 was identified as a possible causative gene for non-syndromic inherited bAVM."
Candidate proposed from two related affected individuals; not an established sporadic AVM driver.
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Pathophysiology

17
Somatic Activating KRAS or BRAF Mutation in Brain Endothelium
Somatic activating KRAS variants, and a smaller set of activating BRAF variants, occur in sampled sporadic brain AVMs. KRAS variants are enriched in lesional endothelial cells. Brain endothelial expression of mutant KRAS or BRAF can induce AVM-like lesions in animals. The timing and cell of origin of individual human mutations remain unresolved, and variant-negative lesions are not assumed to share an identified driver.
brain microvascular endothelial cell CL:2000044 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves brain microvascular endothelial cell (CL:2000044). CL:2000044 is a cell type from the Cell Ontology.
Show evidence (2 references)
PMID:29298116 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples."
Human tissue and paired-blood results support somatic mosaicism in the assayed subset.
PMID:29298116 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"In endothelial cell-enriched cultures derived from arteriovenous malformations of the brain, we detected KRAS mutations"
Endothelial enrichment; not proof of a universal clonal boundary.
Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
Activating KRAS increases ERK phosphorylation in patient-derived AVM endothelial cultures and engineered endothelial cells. MEK inhibition reverses several mutant-cell phenotypes. This establishes a causal pathway in the tested models without showing that MAPK is the sole or rate-limiting process in every human lesion. Some KRAS-dependent changes, including GLUT1 membrane trafficking, persist under MEK inhibition.
brain microvascular endothelial cell CL:2000044 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves brain microvascular endothelial cell (CL:2000044). CL:2000044 is a cell type from the Cell Ontology.
ERK1 and ERK2 cascade GO:0070371 ⇑ GAIN OF FUNCTION Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves ERK1 and ERK2 cascade (GO:0070371), qualified as gain of function. GO:0070371 is a biological process from the Gene Ontology. MAPK cascade GO:0000165 ↑ INCREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves increased MAPK cascade (GO:0000165). GO:0000165 is a biological process from the Gene Ontology.
Show evidence (2 references)
PMID:29298116 SUPPORT In Vitro
"expression of mutant KRAS (KRASG12V) in endothelial cells in vitro induced increased ERK (extracellular signal-regulated kinase) activity"
Directly demonstrates that the mutation raises ERK activity in endothelial cells, the molecular content of this node.
PMID:29298116 SUPPORT INDIRECT Other
"We propose that these malformations develop as a result of KRAS-induced activation of the MAPK-ERK signaling pathway in brain endothelial cells."
Author mechanistic interpretation integrating human and experimental findings; not a direct clinical measurement of pathway dependence.
Increased Endothelial GLUT1 Membrane Localization
KRAS G12V increases GLUT1 localization at the plasma membrane in immortalized HUVECs and primary human brain microvascular endothelial cells, without increasing total GLUT1 expression. SL327 does not reverse trafficking, distinguishing it from MEK-dependent HK2 induction.
Show evidence (3 references)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"an increase in GLUT1 plasma membrane localization in KRASG12V ECs"
Positive trafficking measurement in the mutant endothelial model.
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"GLUT1 levels were unchanged in the total membrane fraction"
Membrane redistribution, not a general increase in GLUT1 abundance.
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"BAY876 and SL327 treatments did not significantly alter GLUT1 trafficking to the plasma membrane."
Primary human brain endothelial-cell transfection experiment; trafficking persists with MEK inhibition.
Increased Endothelial Hexokinase-2 Expression
HK2 expression increases in engineered KRAS-mutant endothelial cells and in examined mouse and human AVM vessels. In the cultured-cell proteome, HK2 was the only detected glycolytic protein significantly elevated; that result does not imply that every glycolytic component is unchanged in human lesions, where PFKFB3 RNA was also elevated.
Show evidence (2 references)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"Among these, HK2 was again the only glycolysis protein upregulated with KRASG12V expression"
Cultured-cell proteomics, not a universal statement about human AVM metabolism.
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"endothelial HK2 expression was elevated in the endothelium of bAVM vessels compared to temporal lobe vessels"
Direct immunostaining of human tissue; the study examined two AVM and two control tissue samples.
Increased Endothelial Glycolytic Flux
Mutant endothelial cells show increased glucose uptake, extracellular acidification and lactate secretion. HK2 knockdown and glycolytic inhibitors suppress selected angiogenic behaviors. Most mechanistic experiments used immortalized HUVECs; primary brain cells and human lesion-derived cultures provide additional validation.
Show evidence (2 references)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"Quantification of the extracellular acidification rate (ECAR) showed that KRASG12V ECs featured a notable elevation of glycolysis in comparison with KRASWT ECs, without changes in mitochondrial respiration as measured by the oxygen consumption rate (OCR)"
Direct functional metabolic measurements in engineered endothelial cells substantiate the flux claim.
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"siRNA knockdown of HK2 resulted in a dose-dependent reduction of both average sprout length and number per EC spheroid"
Perturbation of HK2 supports a contribution of glycolysis to the cultured-cell sprouting phenotype.
Aberrant Endothelial Angiogenic Sprouting
Mutant KRAS promotes angiogenic gene expression, migration and sprouting in endothelial assays. Notch-associated transcripts increase in the 2018 HUVEC experiments, but arterial and venous identity markers did not change there. Human AVM single-cell data instead show loss of capillary and venular signatures in nidus endothelial populations. These are distinct observations rather than proof that Notch activation abolishes all arterial–venous identity. Increased proliferation is model-dependent.
Show evidence (2 references)
PMID:29298116 SUPPORT DIRECT PRIMARY RESULT In Vitro
"expression of mutant KRAS (KRASG12V) in endothelial cells in vitro induced increased ERK (extracellular signal-regulated kinase) activity, increased expression of genes related to angiogenesis and Notch signaling, and enhanced migratory behavior."
Engineered endothelial-cell experiments establish several cellular responses; they do not by themselves establish a human identity-switch mechanism.
PMID:35084939 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"endothelial subsets were enriched for arterial and venous, but not venular or capillary transcriptional identity scores in AVMs"
Human single-cell comparison identifies the specific zonation disturbance.
Endothelial-to-Mesenchymal Transition
KRAS G12V induces mesenchymal markers in cultured mouse brain endothelial cells and engineered mouse AVMs. Trametinib reduces these changes alongside improved barrier measurements. EndMT as the mediator of hemorrhage reduction remains a hypothesis because the treatment affects multiple processes.
Show evidence (1 reference)
PMID:41410028 SUPPORT DIRECT PRIMARY RESULT In Vitro
"N-Cad, Slug, and CD44 were significantly increased, but VE-Cad was decreased, in ECG12V compared to control"
Cultured mouse brain endothelial cells expressing KRAS G12V.
Nidus Formation with Direct Arteriovenous Shunting
The nidus contains tortuous vessels connecting feeding arteries to draining veins without a normal intervening capillary network. The resulting low-resistance shunt alters local flow and venous loading. Vessel architecture and drainage differ between lesions.
endothelial cell of artery CL:1000413 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves endothelial cell of artery (CL:1000413). CL:1000413 is a cell type from the Cell Ontology. vein endothelial cell CL:0002543 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves vein endothelial cell (CL:0002543). CL:0002543 is a cell type from the Cell Ontology.
Show evidence (1 reference)
PMID:41999461 SUPPORT Other
"Brain arteriovenous malformations (bAVMs) are high-flow vascular lesions characterized by direct arteriovenous shunting without an intervening capillary bed."
Defines the nidus lesion in exactly the terms of this node - high flow, direct shunting, absent capillary bed. Evidence source is OTHER as this is a review article.
High-Flow Shunt Haemodynamics and Venous Hypertension
High-flow shunting changes venous pressure and mechanical loading, while the degree of venous hypertension depends on drainage anatomy and outflow resistance. Deep venous drainage is an epidemiological risk marker and is not synonymous with venous stenosis or a direct measurement of outflow pressure. Hemodynamic and structural mechanisms may interact in rupture.
Show evidence (1 reference)
PMID:25015366 SUPPORT Human Clinical
"Female sex (1.49, 95% CI 0.96-2.30) and exclusively deep venous drainage (1.60, 0.95-2.68, p = 0.02 in imputed dataset) may be additional predictors."
The complete-case estimate for exclusively deep drainage is imprecise and crosses 1; the imputed analysis reaches significance. Neither directly measures venous pressure or proves outflow obstruction.
Endothelial Inflammatory Mediator Production
Cultured KRAS G12V mouse endothelial cells increase IL1B, IL6 and CCL2/MCP1 expression and release inflammatory mediators. Mouse AVM tissue also shows endothelial and myeloid cytokine expression. The specific mediators necessary for each downstream effect have not all been isolated experimentally.
Show evidence (1 reference)
PMID:41696778 SUPPORT DIRECT PRIMARY RESULT In Vitro
"KRASG12V increased the mRNA expression of the pro-inflammatory cytokines (IL-1β and IL-6), as well as monocyte chemoattractant protein-1 (MCP-1)"
Cultured mutant mouse endothelial cells.
Perivascular Myeloid Cell Activation
Human AVMs contain activated and infiltrating myeloid populations. In murine co-cultures, mutant endothelial conditioned medium activates BV2 microglia, and macrophages amplify endothelial barrier dysfunction. BV2 is an immortalized mouse line and does not capture all primary microglial states. GPNMB-positive monocytes are enriched in ruptured human lesions, but cross-sectional enrichment does not establish whether recruitment preceded rupture.
Show evidence (2 references)
PMID:35084939 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"GPNMB+ Mo3 monocytes, was over-represented in ruptured AVMs"
Human bulk-RNA deconvolution supported by cellular assays; association with rupture does not establish temporal direction.
PMID:41696778 SUPPORT DIRECT PRIMARY RESULT In Vitro
"Normal ECs treated with BV2-MG-CM had decreased mRNA expression of cell adhesion molecules (CDH5 and TJP1) after 48 h of incubation"
Conditioned medium from primed BV2 cells affected wild-type mouse endothelial cells.
Endothelial Junction Disruption
VE-cadherin organization is disrupted in engineered KRAS-mutant endothelial cells and examined human AVM tissue. Murine endothelial and microglial experiments show context-dependent changes in CDH5, TJP1, OCLN and CLDN5; conditioned-medium effects should not be described as degradation of every junction protein.
Show evidence (2 references)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"VE-cadherin expression was weak and diffuse in bAVM tissue compared to temporal lobe tissue"
Human lesion tissue staining, with preserved CD31 and ZO-1 staining in the same comparison.
PMID:41696778 NO_EVIDENCE DIRECT PRIMARY RESULT In Vitro
"normal ECs treated with KRAS-G12V-EC-CM had no changes in the mRNA expression of cell junction molecules"
Direct mutant endothelial conditioned medium did not reproduce the effect of primed microglial conditioned medium.
Increased Blood-Brain Barrier Permeability
Barrier dysfunction is demonstrated by reduced electrical resistance in murine endothelial–astrocyte cultures. At the tested early time point, KRAS-mutant endothelium alone did not increase dextran passage; added macrophages did. Mouse tracer leakage is reduced by minocycline. Permeability measurements and microscopic leakage do not by themselves establish prevention or causation of clinical hemorrhage.
Show evidence (1 reference)
PMID:41696778 SUPPORT DIRECT PRIMARY RESULT In Vitro
"the presence of Mφ significantly enhanced FITC-dextran permeability in a 3D BBB coculture system"
Functional permeability assay separates macrophage-dependent dextran leakage from the earlier fall in electrical resistance.
Myeloid-associated Vascular Smooth Muscle Cell Apoptosis
GPNMB-positive monocytes isolated from patients with ruptured AVMs increase apoptosis of primary brain vascular smooth muscle cells in co-culture. Soluble osteopontin also increases apoptosis, attenuated by CD44 or integrin blockade. These assays support a possible inflammatory route to mural-cell loss without proving that it initiated rupture in the donor lesions.
Show evidence (1 reference)
PMID:35084939 SUPPORT DIRECT PRIMARY RESULT In Vitro
"Co-culture of isolated GPNMB+ monocytes from ruptured AVM patients with primary brain vascular smooth muscle cells (VSMCs) increased apoptotic cleaved caspase-3+ VSMCs"
Patient-derived monocytes with primary vascular smooth muscle cells; an in-vitro functional result.
Deficient Mural Cell Coverage and Vessel Wall Instability
Altered mural-cell number or coverage can weaken vascular support. Human bulk transcriptomics show reduced extracellular-matrix and angiopoietin–TIE gene programs, but do not directly establish a specific recruitment defect. Patient-derived monocyte co-culture supplies a separate functional mechanism for smooth-muscle apoptosis. Pericyte depletion findings from hereditary AVM models require caution when applied to sporadic KRAS-associated disease.
pericyte CL:0000669 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves pericyte (CL:0000669). CL:0000669 is a cell type from the Cell Ontology. smooth muscle cell CL:0000192 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves smooth muscle cell (CL:0000192). CL:0000192 is a cell type from the Cell Ontology.
Show evidence (2 references)
PMID:34541474 SUPPORT Other
"The vessel walls in bAVMs have structural defects, which impair vascular integrity. Mural cells are essential structural and functional components of blood vessels and play a critical role in maintaining vascular integrity. Changes in mural cell number and coverage have been implicated in bAVMs."
Establishes deficient mural cell coverage as a structural defect of bAVM vessels impairing vascular integrity. Evidence source is OTHER as this is a review article.
PMID:31795902 SUPPORT Human Clinical
"we found 498 genes downregulated including genes implicated in extracellular matrix composition, the binary angiopoietin-TIE system, and TGF (transforming growth factor)-beta signaling"
Human bAVM tissue RNA-seq showing downregulation of extracellular-matrix and angiopoietin-TIE programmes, the signalling system that governs mural cell recruitment.
Perinidal Cortical Irritation and Seizure Generation
Perinidal cortical dysfunction can produce seizures. Proposed contributors include altered perfusion, venous congestion, gliosis and iron deposition after bleeding; their relative contributions vary and are not measured directly by surgical outcome cohorts.
Show evidence (1 reference)
PMID:40428814 SUPPORT Human Clinical
"Seizures are a common clinical manifestation in patients with brain AVMs, ranking as the second most frequent presentation."
Establishes seizure as the second commonest presentation of brain AVM, the clinical content of this node.
Nidus Rupture and Intracranial Haemorrhage
Rupture of malformed nidus or draining vessels produces intracerebral, intraventricular or subarachnoid haemorrhage - the presentation that makes brain AVM a leading cause of haemorrhagic stroke in the young. In an individual-patient meta-analysis of four untreated cohorts spanning 6,074 patient-years, the annual haemorrhage rate was 2.3% overall, and this figure is strongly conditioned on presentation: 4.8% per year in lesions that had already ruptured versus 1.3% per year in those that had not. Prior haemorrhage and increasing age were the independent predictors.
Show evidence (3 references)
PMID:25015366 SUPPORT Human Clinical
"A total of 141 hemorrhage events occurred during 6,074 patient-years of follow-up (annual rate of 2.3%, 95% confidence interval [CI] 2.0%-2.7%), higher for ruptured (4.8%, 3.9%-5.9%) than unruptured (1.3%, 1.0%-1.7%) AVMs at presentation."
Quantifies the natural-history haemorrhage rate and the ruptured-versus-unruptured split that governs management decisions.
PMID:25015366 SUPPORT Human Clinical
"This large, individual patient data meta-analysis identified hemorrhagic presentation and increasing age as independent predictors of hemorrhage during follow-up."
Identifies the independent predictors of subsequent haemorrhage in untreated disease.
url:https://pmc.ncbi.nlm.nih.gov/articles/PMC4141996/?report=xml SUPPORT DIRECT PRIMARY RESULT Human Clinical
"these hemorrhage risk estimates cannot be extrapolated to the entire lifetime of a patient."
Full text of PMID:25015366: natural-history follow-up is limited by censoring at intervention and selection; annual estimates are not lifetime constants.
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Pathograph

Use the checkboxes to hide or show graph categories. Hover nodes for evidence and cross-linked metadata.
Pathograph: causal mechanism network for Brain arteriovenous malformation Interactive directed graph showing how pathophysiology mechanisms, phenotypes, genetic factors and variants, experimental models, environmental triggers, and treatments relate through causal and linked edges.
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Phenotypes

8
Blood 1
Intracranial haemorrhage Intracranial hemorrhage HP:0002170 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Intracranial hemorrhage (HP:0002170), qualified as temporality acute. HP:0002170 is a phenotype from the Human Phenotype Ontology.
Temporal: ACUTE
Show evidence (2 references)
PMID:29298116 SUPPORT Human Clinical
"are a leading cause of hemorrhagic stroke in young adults and children"
Establishes haemorrhagic stroke as the defining clinical danger of brain AVM.
PMID:25015366 SUPPORT Human Clinical
"A total of 141 hemorrhage events occurred during 6,074 patient-years of follow-up (annual rate of 2.3%, 95% confidence interval [CI] 2.0%-2.7%), higher for ruptured (4.8%, 3.9%-5.9%) than unruptured (1.3%, 1.0%-1.7%) AVMs at presentation."
Supplies the annual haemorrhage rate in untreated disease, stratified by whether the lesion had previously ruptured.
Cardiovascular 2
Cerebral arteriovenous malformation HP:0002408 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Cerebral arteriovenous malformation (HP:0002408). HP:0002408 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
PMID:41999461 SUPPORT Other
"Brain arteriovenous malformations (bAVMs) are high-flow vascular lesions characterized by direct arteriovenous shunting without an intervening capillary bed."
Defines the structural lesion. Evidence source is OTHER as this is a review article.
Stroke HP:0001297 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Stroke (HP:0001297), qualified as temporality acute. HP:0001297 is a phenotype from the Human Phenotype Ontology.
Temporal: ACUTE
Show evidence (1 reference)
PMID:24268105 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"| Haemorrhagic | 25 (21·9%) | 6 (5·5%) |"
ARUBA Table 2: first hemorrhagic strokes in the randomized intervention and medical-management groups, respectively. These are observed events rather than only an endpoint definition.
Nervous System 5
Seizure HP:0001250 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Seizure (HP:0001250). HP:0001250 is a phenotype from the Human Phenotype Ontology.
Show evidence (2 references)
PMID:40428814 SUPPORT Human Clinical
"Seizures are a common clinical manifestation in patients with brain AVMs, ranking as the second most frequent presentation."
Establishes seizure as the second commonest presentation of brain AVM.
PMID:41303829 SUPPORT Human Clinical
"Epileptic seizure was the most common presenting symptom (80.4%)."
Quantifies seizure as the dominant presentation in a surgical series of unruptured lesions. Not mapped to a frequency band because the cohort is restricted to unruptured, surgically treated AVMs.
Focal neurological deficit Abnormal nervous system physiology HP:0012638 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Focal neurological deficit, annotated with Abnormal nervous system physiology (HP:0012638). HP:0012638 is a phenotype from the Human Phenotype Ontology.
Coarse binding: source unspecified
Show evidence (1 reference)
PMID:41303829 SUPPORT Human Clinical
"In our cohort, epileptic seizures were the most frequent initial clinical manifestation, whereas headaches and focal neurological deficits were less commonly observed."
Names focal neurological deficits as a presenting manifestation and places their frequency below seizure in an unruptured surgical cohort. No frequency band is asserted because the source gives an ordering, not a proportion, and the cohort is surgically selected.
Headache HP:0002315 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Headache (HP:0002315). HP:0002315 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
PMID:41303829 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"whereas headaches and focal neurological deficits were less commonly observed."
Primary clinical series of unruptured lesions.
Hemiparesis HP:0001269 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Hemiparesis (HP:0001269). HP:0001269 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
PMID:34189463 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Since diagnosis, the patient experienced progressive weakness of the right arm and leg."
Patient 1 before bevacizumab treatment; no prior AVM hemorrhage was reported.
Paresthesia HP:0003401 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Paresthesia (HP:0003401). HP:0003401 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
PMID:34189463 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"occasional left arm numbness that lasted a few minutes per episode"
Patient 2 before investigational treatment.
🧬

Genetic Associations

2
KRAS (Somatic activating mutation in lesional endothelium)
Gene: KRAS hgnc:6407 gene page HUGO Gene Nomenclature Committee (hgnc) Relation: this disease-associated gene is this gene This disease-associated gene is KRAS (hgnc:6407). hgnc:6407 is a gene from the HUGO Gene Nomenclature Committee. relationship_type: SOMATIC_DRIVER variant_origin: SOMATIC
Show evidence (2 references)
PMID:29298116 SUPPORT Human Clinical
"We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples."
Somatic variants were detected in a subset of resected lesions and not in the 21 paired blood samples assayed; this is not a universal statement about all blood-based methods.
PMID:29298116 SUPPORT Human Clinical
"We identified activating KRAS mutations in the majority of tissue samples of arteriovenous malformations of the brain that we analyzed."
Activating KRAS variants occurred in a majority of the sampled lesions; animal and cellular perturbations provide additional causal evidence.
BRAF (Somatic activating mutation in lesional endothelium)
Gene: BRAF hgnc:1097 gene page HUGO Gene Nomenclature Committee (hgnc) Relation: this disease-associated gene is this gene This disease-associated gene is BRAF (hgnc:1097). hgnc:1097 is a gene from the HUGO Gene Nomenclature Committee. relationship_type: SOMATIC_DRIVER variant_origin: SOMATIC
Show evidence (2 references)
PMID:31891627 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Eight specimens contained KRAS mutations, which included p.G12D (n = 5) and p.G12V (n = 3). Two specimens contained BRAF mutations: p.V600E and p.Q636X."
Primary surgical cohort; includes one V600E and one functionally unresolved Q636X BRAF variant.
PMID:38700584 SUPPORT DIRECT PRIMARY RESULT Model Organism
"Mice with BrafV600E mutations in brain ECs developed BAVM closely resembled that of human lesions."
Engineered activating BRAF model supports causal potential of this allele; does not validate every detected BRAF variant.
💊

Medical Actions

8
Microsurgical resection
Action: Neurosurgical ProcedureNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Neurosurgical Procedure (NCIT:C15656). NCIT:C15656 is a clinical intervention from the NCI Thesaurus. NCIT:C15656
Platform: Surgery
Microsurgery aims at complete nidus removal and can provide immediate obliteration, with outcome dependent on lesion anatomy and surgical risk. A selected 52-patient retrospective series found better outcomes for supplementary Spetzler-Martin scores ≤6. MATCH sensitivity analyses favored microsurgery for AVM hemorrhage or death, but this observational result does not establish superiority for all patients or all neurological outcomes.
Mechanism Target:
INHIBITS Nidus Formation with Direct Arteriovenous Shunting — Resection physically removes the shunting nidus, eliminating both the haemodynamic and the inflammatory arms of the lesion at once.
Show evidence (2 references)
PMID:41303829 SUPPORT Human Clinical
"In the low-risk group, there were no deaths, and poor outcomes were rare (6.8% at discharge; 2.3% at 9 months). Conversely, the high-risk group demonstrated significantly worse outcomes (62.5% poor outcome at discharge, 28.6% at 9 months)."
Selected surgical cohort shows an association between anatomical grade and outcome; it is not a randomized comparison against observation.
PMID:41231469 SUPPORT Human Clinical
"Only microsurgical resection was consistently associated with reduced hemorrhage risk in sensitivity analyses."
Observational MATCH analysis of AVM hemorrhage or death; it does not directly compare the all-stroke endpoint of ARUBA or establish randomized modality superiority.
Stereotactic radiosurgery
Action: Stereotactic RadiosurgeryNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Stereotactic Radiosurgery (NCIT:C15358). NCIT:C15358 is a clinical intervention from the NCI Thesaurus. NCIT:C15358
Platform: Radiotherapy
Focused radiation produces progressive vascular injury and eventual nidus obliteration over a latency period. Hemorrhage remains possible before obliteration, and radiation-related injury is an additional risk. A 101-patient retrospective pediatric cohort reported 64% estimated obliteration at five years and 82% at ten years, with permanent symptomatic radiation changes in 8%. A separate prospective TOBAS SRS registry reported three-year occlusion in 51/79 patients with imaging, or 54% of all 94 analyzed patients.
Mechanism Target:
INHIBITS Nidus Formation with Direct Arteriovenous Shunting — Radiation-induced obliteration progressively closes nidus vessels, abolishing the shunt over a period of years rather than immediately.
Show evidence (3 references)
PMID:31942635 SUPPORT Human Clinical
"Estimated probabilities of AVM obliteration at 5 and 10 yr were 64% and 82%, respectively."
Estimated obliteration rises over time but remains incomplete in this selected pediatric cohort.
PMID:31942635 SUPPORT Human Clinical
"The primary endpoint occurred in 14%, comprising hemorrhagic stroke, death, and permanent radiation-induced changes in 6%, 3%, and 8%, respectively."
Quantifies the harm profile, including radiation-induced change, that has to be set against the obliteration benefit.
PMID:42140314 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Three-year imaging follow-up, available in 79/94 (84%) confirmed AVM occlusion in 51/79 (65%"
TOBAS prospective SRS registry, predominantly ruptured small lesions; 54% when all enrolled analyzed patients are the denominator.
Conservative medical management
Action: Supportive CareNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Supportive Care (NCIT:C15747). NCIT:C15747 is a clinical intervention from the NCI Thesaurus. NCIT:C15747
Platform: Other
Observation with treatment of symptoms and coexisting vascular risk factors is an option for selected unruptured AVMs. In the ARUBA randomized trial, medical management reduced death or any symptomatic stroke compared with the pooled intervention strategy over a mean 50.4 months in the final analysis. This is not a comparison of each procedure individually or evidence about ruptured lesions, and longer-term net benefit remains uncertain.
Show evidence (3 references)
PMID:24268105 SUPPORT Human Clinical
"The ARUBA trial showed that medical management alone is superior to medical management with interventional therapy for the prevention of death or stroke in patients with unruptured brain arteriovenous malformations followed up for 33 months."
The randomised trial's conclusion supporting conservative management for unruptured lesions, with its follow-up duration stated.
PMID:24268105 SUPPORT Human Clinical
"The primary endpoint had been reached by 11 (10.1%) patients in the medical management group compared with 35 (30.7%) in the interventional therapy group."
Quantifies the difference in death or symptomatic stroke that led the data and safety monitoring board to halt randomisation.
PMID:32562682 SUPPORT Human Clinical
"After extended follow-up, ARUBA showed that medical management alone remained superior to interventional therapy for the prevention of death or symptomatic stroke in patients with an unruptured brain arteriovenous malformation."
The final follow-up analysis, which supersedes the 2014 interim horizon and shows the effect did not decay with longer observation.
Endovascular embolization
Action: Embolization TherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Embolization Therapy (NCIT:C15230). NCIT:C15230 is a clinical intervention from the NCI Thesaurus. NCIT:C15230
Platform: Device
Catheter-delivered embolic material can occlude components of the shunt. Embolization may be used before resection or radiosurgery, or with curative intent in selected anatomy. Obliteration and procedural risk require individual assessment; partial angiographic occlusion is not equivalent to demonstrated long-term prevention of hemorrhage.
Mechanism Target:
INHIBITS Nidus Formation with Direct Arteriovenous Shunting — Embolic occlusion of nidus compartments and feeding arteries removes shunting channels, either as definitive treatment or to reduce flow before resection or radiosurgery.
Show evidence (2 references)
PMID:24268105 SUPPORT Human Clinical
"medical management with interventional therapy (ie, neurosurgery, embolisation, or stereotactic radiotherapy, alone or in combination)"
Establishes embolization as one of the three standard interventional modalities, as randomised in ARUBA.
PMID:41231469 NO_EVIDENCE Human Clinical
"Only microsurgical resection was consistently associated with reduced hemorrhage risk in sensitivity analyses."
The observational sensitivity finding concerns microsurgical resection and does not establish a hemorrhage-prevention benefit for embolization.
Antiseizure medication
Action: PharmacotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Pharmacotherapy (NCIT:C15986). NCIT:C15986 is a clinical intervention from the NCI Thesaurus. NCIT:C15986
Agent: Phenytoin NCIT:C741 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses Phenytoin (NCIT:C741). NCIT:C741 is a therapeutic agent from the NCI Thesaurus. Phenobarbital NCIT:C739 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses Phenobarbital (NCIT:C739). NCIT:C739 is a therapeutic agent from the NCI Thesaurus. Levetiracetam NCIT:C47581 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses Levetiracetam (NCIT:C47581). NCIT:C47581 is a therapeutic agent from the NCI Thesaurus.
Platform: Small molecule
Treat established seizures according to seizure type, response and tolerability. In the bevacizumab pilot, one participant had controlled seizures with phenytoin plus phenobarbital, while another remained symptomatic on levetiracetam. These observations do not rank the drugs or support universal prophylaxis.
Mechanism Target:
INHIBITS Perinidal Cortical Irritation and Seizure Generation — Antiseizure drugs suppress seizures generated by perinidal cortex without treating the arteriovenous shunt.
Show evidence (2 references)
PMID:34189463 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Seizures were controlled with phenytoin extended-release 400 mg daily and phenobarbitol 100 mg daily."
Patient 1 baseline care; the source misspells phenobarbital.
PMID:34189463 REFUTE DIRECT PRIMARY RESULT Human Clinical
"Seizures reported to occur one to two times per month, refractory to levetiracetam 500 mg two times per day."
Persistent seizures despite levetiracetam in one patient; this does not establish comparative efficacy among antiseizure drugs.
Investigational MEK inhibition
Action: PharmacotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Pharmacotherapy (NCIT:C15986). NCIT:C15986 is a clinical intervention from the NCI Thesaurus. NCIT:C15986
Agent: Trametinib NCIT:C77908 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses Trametinib (NCIT:C77908). NCIT:C77908 is a therapeutic agent from the NCI Thesaurus.
Platform: Small molecule
Trametinib is being explored for brain AVM but clinical efficacy is unestablished. A 2024 preprint describes three uncontrolled compassionate-use cases with relative imaging stability; one patient had a hemorrhagic stroke during treatment, and lesion genotypes were unknown. A separate male-mouse study found prolonged survival and reduced hemorrhagic burden without significant MRA lesion-number reduction. The planned presurgical trial NCT06098872 was withdrawn with zero enrollment.
Mechanism Target:
INHIBITS Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells — MEK inhibition suppresses downstream ERK activation; clinical benefit for brain AVM remains unestablished.
Show evidence (4 references)
url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full SUPPORT DIRECT PRIMARY RESULT Human Clinical
"have shown stable disease with little to no progression since beginning treatment, although this follow-up timeframe is truncated and further follow-up is needed."
Preprint, three uncontrolled cases; imaging stability cannot establish efficacy or prevention of hemorrhage.
url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full NO_EVIDENCE DIRECT PRIMARY RESULT Human Clinical
"Patient 3 had a hemorrhagic stroke, but was still deemed ineligible for surgical or endovascular intervention"
Hemorrhage during an uncontrolled course is a safety/outcome observation, not evidence of efficacy or proof of drug causation.
PMID:41410028 REFUTE DIRECT PRIMARY RESULT Model Organism
"the size and number of bAVMs were not noticeably changed in trametinib-treated mice based on our MRA imaging"
Counterevidence to anatomical lesion regression in this mouse experiment; it does not negate the separate hemorrhage-volume benefit.
+ 1 more reference
Investigational bevacizumab
Action: PharmacotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Pharmacotherapy (NCIT:C15986). NCIT:C15986 is a clinical intervention from the NCI Thesaurus. NCIT:C15986
Agent: Bevacizumab NCIT:C2039 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses Bevacizumab (NCIT:C2039). NCIT:C2039 is a therapeutic agent from the NCI Thesaurus.
Platform: Monoclonal antibody
A completed single-arm pilot treated two adults with large unresectable unruptured AVMs. Neither had a measurable reduction in nidus volume at 26 or 52 weeks. No clinically important adverse events were identified in this small sample, which is insufficient to establish safety or hemorrhage prevention. NCT06264531 is evaluating symptomatic benefit. Improvement of post-radiosurgery edema in separate reports must not be equated with efficacy against the untreated nidus.
Show evidence (2 references)
PMID:34189463 REFUTE DIRECT PRIMARY RESULT Human Clinical
"No change in bAVM volume was observed 26 or 52 weeks after bevacizumab treatment."
Two-patient pilot did not demonstrate radiographic volume reduction; the null finding is limited by sample size.
PMID:34189463 NO_EVIDENCE DIRECT PRIMARY RESULT Human Clinical
"our study is underpowered to detect the hypothesised change in bAVM volume."
Explicit limitation of the clinical pilot.
🔬

Diagnosis

5
Digital subtraction angiography
Catheter DSA is the reference standard for defining feeding arteries, nidus and venous drainage, and for confirming obliteration. Its findings inform treatment planning alongside symptoms, functional anatomy, patient factors and procedural risk.
digital subtraction angiography NCIT:C190556 NCI Thesaurus (NCIT)
Results: Demonstration of a nidus with arteriovenous shunting, with feeding-artery and draining-vein anatomy sufficient to assign a Spetzler-Martin grade.
Show evidence (1 reference)
PMID:39125532 SUPPORT Human Clinical
"using digital subtraction angiography (DSA) as the reference standard"
Confirms DSA as the reference standard against which other modalities are measured.
Non-contrast-enhanced time-resolved MR angiography
Non-contrast 4D MRA can detect and characterize shunting while avoiding gadolinium. In a retrospective study of 54 imaging pairs from 43 patients, reported sensitivity was 75% and specificity 95% against DSA. The mixture of treated and untreated lesions and widely varying intervals between MRA and DSA limit inference; it does not establish that MRA can replace DSA in every setting.
magnetic resonance angiography NCIT:C190557 NCI Thesaurus (NCIT)
Results: Detection of arteriovenous shunting and grading concordant with DSA, without gadolinium-based contrast.
Show evidence (3 references)
PMID:39125532 SUPPORT Human Clinical
"Our results demonstrated that NCE-4D-MRA had a higher accuracy and specificity compared to CE-4D-MRA (0.85 vs. 0.83 and 95% vs. 85%, respectively) and similar agreement, with DSA detecting shunts in bAVMs or residuals."
Quantifies non-contrast 4D-MRA accuracy against the contrast-enhanced comparator and DSA.
PMID:39125532 SUPPORT Human Clinical
"The safety profile of imaging techniques is a significant concern in the long-term follow up of bAVMs"
States the contrast-avoidance rationale that makes this modality specifically valuable in a lifelong lesion requiring repeated imaging.
PMID:39125532 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"the 75% sensitivity observed for NCE-4D-MRA"
Results section: sensitivity is lower than specificity; the discussion reverses these two percentages.
Somatic genotyping from lesion tissue or cell-free DNA
Sensitive sequencing or droplet digital PCR of resected lesion tissue can detect low-level somatic KRAS/BRAF variants. Negative peripheral-blood testing does not exclude a lesional somatic variant. Circulating-DNA and local arterial sampling are investigational, with diagnostic performance under study; routine diagnosis relies on imaging and does not require a tissue biopsy solely to establish a molecular cause.
molecular genetic testing NCIT:C15709 NCI Thesaurus (NCIT)
Results: Detection of a somatic activating KRAS or BRAF variant in lesional tissue; a negative blood test does not exclude the diagnosis.
Show evidence (3 references)
PMID:29298116 SUPPORT Human Clinical
"We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples."
Negative paired-blood results in this cohort do not exclude a lesional somatic mutation or establish the sensitivity of future liquid-biopsy methods.
PMID:41999461 SUPPORT Other
"Future approaches combining minimally invasive sampling methods, such as endovascular biopsy and peripheral blood cell-free DNA analysis, with ultra-sensitive detection technologies are expected to help overcome these limitations."
Names the emerging sampling routes that address the tissue-access problem. Evidence source is OTHER as this is a review article.
clinicaltrials:NCT06494358 SUPPORT DIRECT Other
"This research aims to evaluate the diagnostic performances of liquid biopsies"
Registry of an observational diagnostic study, not established sensitivity or clinical utility.
VALE hemorrhage-risk assessment
VALE estimates rupture risk from ventricular involvement (+2), venous aneurysm (−4), deep location (+1), and exclusively deep venous drainage (+2). The derivation and validation cohorts were predominantly Chinese; the conservative cohort included 235 prospectively followed and 793 retrospectively selected patients. Only 36 hemorrhages occurred, and the authors warn that hemorrhage-free survival may be overestimated. Venous aneurysm was protective in the fitted score, not a uniform risk-increasing feature. VALE is a prognostic adjunct, not a diagnostic test or proof of treatment benefit.
Show evidence (2 references)
PMID:36857052 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Venous aneurysm was a protective factor for AVM rupture in the study cohort"
Primary score derivation; the direction must not be conflated with arterial aneurysms.
PMID:36857052 SUPPORT DIRECT PRIMARY RESULT Human Clinical
"Thirty-six hemorrhages occurred over a median (IQR) follow-up of 4.2 (0.3-6.0) years among 1028 patients"
Validation cohort event count and follow-up constrain precision.
📊

Prevalence

2
New York islands, United States (prospective population-based surveillance)
Annual Incidence 1.34 per 100,000 (1.18–1.49) person-years
Average annual detection rate in a defined population, based on 284 diagnoses over 21,216,467 person-years. Detection does not date formation of the malformation.
Show evidence (1 reference)
PMID:12690217 SUPPORT Human Clinical
"leading to an average annual AVM detection rate of 1.34 per 100,000 person-years (95% CI, 1.18 to 1.49)"
Prospective population-based detection rate, the basis for the normalised rate recorded here.
Scotland, adults aged 16 and over (prospective population-based study)
Annual Incidence 1.12 per 100,000 (0.9–1.37) person-years
Crude first-ever-diagnosis detection rate per 100,000 adult person-years in the Scottish population-based study; not a cross-sectional prevalence estimate.
Show evidence (1 reference)
PMID:12702837 SUPPORT Human Clinical
"1.12 (95% CI, 0.90 to 1.37) for brain AVMs"
Crude annual detection rate per 100,000 adults for brain AVM in a prospective population-based study.
🔬

Clinical Trials

9
NCT00389181 PHASE_III COMPLETED
ARUBA randomized adults with unruptured brain AVM to medical management alone or management plus intervention. Enrollment stopped early; completed follow-up provides randomized evidence on death or symptomatic stroke.
Target Phenotypes: Stroke HP:0001297 Human Phenotype Ontology (HP) Relation: this clinical trial targets this phenotype This clinical trial targets Stroke (HP:0001297). HP:0001297 is a phenotype from the Human Phenotype Ontology. Intracranial hemorrhage HP:0002170 Human Phenotype Ontology (HP) Relation: this clinical trial targets this phenotype This clinical trial targets Intracranial hemorrhage (HP:0002170). HP:0002170 is a phenotype from the Human Phenotype Ontology.
Show evidence (2 references)
PMID:24268105 SUPPORT Human Clinical
"This trial is registered with ClinicalTrials.gov, number NCT00389181."
Ties the published trial report to its ClinicalTrials.gov registration, which is the identifier this record is keyed on.
clinicaltrials:NCT00389181 SUPPORT DIRECT Other
"The purpose of this study is to determine if medical management is better than invasive therapy for improving the long-term outcome"
Registry describes the randomized comparison; clinical outcomes are supplied by the published reports.
NCT02098252 NOT_APPLICABLE RECRUITING
TOBAS combines randomized comparisons and prospective registries for ruptured and unruptured AVMs. It studies conservative versus interventional management and the contribution of embolization. Registry publications should be distinguished from randomized trial results.
Target Phenotypes: Stroke HP:0001297 Human Phenotype Ontology (HP) Relation: this clinical trial targets this phenotype This clinical trial targets Stroke (HP:0001297). HP:0001297 is a phenotype from the Human Phenotype Ontology. Intracranial hemorrhage HP:0002170 Human Phenotype Ontology (HP) Relation: this clinical trial targets this phenotype This clinical trial targets Intracranial hemorrhage (HP:0002170). HP:0002170 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
clinicaltrials:NCT02098252 SUPPORT Human Clinical
"The trial has been designed to test a) whether medical management or interventional therapy will reduce the risk of death or debilitating stroke"
States the trial's primary question, which is the unresolved comparison this entry's management-controversy discussion records.
NCT04572568 NOT_APPLICABLE RECRUITING
MATCH is a prospective multicenter observational registry of multidisciplinary AVM management; it supplied data for the 2025 target-trial emulation.
Show evidence (1 reference)
clinicaltrials:NCT04572568 SUPPORT DIRECT Other
"This study is a multi-center, prospective, registry study."
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT06098872 PHASE_II WITHDRAWN
Presurgical trametinib pilot for adult unruptured AVMs, including intracranial lesions. Withdrawn with zero actual enrollment and the stated reason that no patients enrolled; it supplies no treatment outcome evidence.
Show evidence (1 reference)
clinicaltrials:NCT06098872 SUPPORT DIRECT Other
"The purpose of this pilot study is to see whether taking an oral medication called Trametinib can improve upon the AVM structure"
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT06913725 PHASE_II RECRUITING
Open-label exploratory FCN-159 study in brain AVM, with an estimated ten participants and an MRA response endpoint.
Show evidence (1 reference)
clinicaltrials:NCT06913725 SUPPORT DIRECT Other
"A single-center, open-label, non-randomized controlled exploratory study is conducted in the Xuanwu Hospital Capital Medical University"
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT02314377 PHASE_I COMPLETED
Completed two-participant bevacizumab pilot for AVMs unsuitable for surgery; published results found no change in nidus volume.
Show evidence (1 reference)
clinicaltrials:NCT02314377 SUPPORT DIRECT Other
"Bevacizumab Therapy for brain arteriovenous malformation that is not amenable to surgical intervention."
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT06264531 RECRUITING
Bevacizumab study in symptomatic cerebral AVM; the primary endpoint evaluates improvement in cognition, neurological symptoms, epilepsy or headache rather than proven nidus eradication.
Show evidence (1 reference)
clinicaltrials:NCT06264531 SUPPORT DIRECT Other
"The aim of our study is to assess the efficacy of IV Bevacizumab on the disabling symptoms associated with symptomatic brain AVMs."
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT06494358 NOT_APPLICABLE RECRUITING
Observational evaluation of local arterial and peripheral venous liquid biopsies against surgical-tissue genotyping.
Show evidence (1 reference)
clinicaltrials:NCT06494358 SUPPORT DIRECT Other
"This research aims to evaluate the diagnostic performances of liquid biopsies"
Registry describes study intent; enrollment status and design do not establish efficacy.
NCT07314047 NOT_APPLICABLE RECRUITING
PARTNER randomized noninferiority device study comparing a liquid embolic agent with Onyx. Its primary endpoint is effective embolization, defined as at least 50% reduction after the last procedure, which is not complete cure.
Show evidence (1 reference)
clinicaltrials:NCT07314047 SUPPORT DIRECT Other
"This study is designed as a prospective, multi-center, open-label, non-inferiority, randomized controlled clinical trial."
Registry describes study intent; enrollment status and design do not establish efficacy.
🧫

Experimental Models

4
KRAS-engineered endothelial cultures CELL_LINE
Doxycycline-inducible immortalized HUVECs provide glycolysis, sprouting and junction assays. Selected results were validated by transfection of primary human brain microvascular endothelial cells. The principal cell line is not brain endothelium, lacks flow and mural support, and showed no increase in proliferation in the reported comparison.
Organism
Homo sapiens NCBITaxon:9606 NCBI Taxonomy (NCBITaxon) Relation: this experimental model is built in this organism This experimental model is built in Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Cell source
Immortalized HUVEC line; selected primary human brain endothelial validation
Publication
Show evidence (1 reference)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"The primary mechanistic insights in our study were made using an immortalized HUVEC cellular system, with validation in primary brain ECs."
Explicit model identity and scope.
Patient-derived brain AVM endothelial spheroids PRIMARY_CELL_CULTURE
Endothelial cultures from four resected AVMs show increased sprouting. Two samples with detected KRAS mutations responded more strongly to trametinib; combined BAY876 and trametinib reduced sprout length in all four samples. Small sample size, culture selection and lack of intact vascular anatomy preclude clinical-response prediction.
Organism
Homo sapiens NCBITaxon:9606 NCBI Taxonomy (NCBITaxon) Relation: this experimental model is built in this organism This experimental model is built in Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Cell source
Primary endothelium from surgically resected human lesions
Publication
Show evidence (1 reference)
PMID:41708990 SUPPORT DIRECT PRIMARY RESULT In Vitro
"combination treatment with BAY876 and trametinib reduced sprout length in all patient-derived EC samples"
Four patient-derived cultures; a culture response is not a patient treatment response.
Murine endothelial–astrocyte–macrophage barrier co-culture CO_CULTURE
Transwell cultures combine KRAS G12V mouse endothelial cells, astrocytes and macrophages. Macrophages amplify loss of barrier resistance and dextran leakage. Separate conditioned-medium experiments use immortalized BV2 microglia; mural cells and physiological flow are absent.
Organism
Mus musculus NCBITaxon:10090 NCBI Taxonomy (NCBITaxon) Relation: this experimental model is built in this organism This experimental model is built in Mus musculus (NCBITaxon:10090). NCBITaxon:10090 is an organism from the NCBI Taxonomy.
Cell source
Cultured mouse endothelial cells, astrocytes and macrophages; separate BV2 conditioned-medium assays
Publication
Show evidence (1 reference)
PMID:41696778 SUPPORT DIRECT PRIMARY RESULT In Vitro
"the presence of Mφ significantly enhanced FITC-dextran permeability in a 3D BBB coculture system"
Direct permeability result in the multicellular in-vitro model.
Patient-monocyte vascular smooth-muscle co-culture CO_CULTURE
GPNMB-positive monocytes isolated from ruptured AVMs are co-cultured with primary brain vascular smooth muscle cells. Increased apoptosis and responses to osteopontin/CD44/integrin perturbation support a candidate route to mural-cell injury, without resolving the timing of recruitment relative to rupture.
Organism
Homo sapiens NCBITaxon:9606 NCBI Taxonomy (NCBITaxon) Relation: this experimental model is built in this organism This experimental model is built in Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Cell source
Patient-derived GPNMB-positive monocytes and primary brain vascular smooth muscle cells
Publication
Show evidence (1 reference)
PMID:35084939 SUPPORT DIRECT PRIMARY RESULT In Vitro
"Soluble OPN induced a 2.7-fold increase in VSMC apoptosis"
Osteopontin challenge in culture; not a direct patient hemorrhage readout.
🐁

Animal Models

4
Endothelial BrafV600E mouse model of sporadic brain AVM
Engineered activating BRAF expression produces dilated AVM-like vessels with reduced wall stability, spontaneous hemorrhage and inflammation. Early dabrafenib slows progression; efficacy against established lesions was unresolved. Available evidence is the published abstract, not a complete assessment of model fidelity.
Species
Mouse
Genotype
Brain endothelial-cell-specific BrafV600E expression
Publication
Adult AAV-BR1 KRAS G12V brain endothelial mouse
Adult mice develop multiple cerebral AVM-like lesions and hemorrhage. Trametinib begun ten weeks after induction prolongs survival and reduces some measures of bleeding without significant MRA lesion-number change. The treatment study used males and widespread transgene expression, exceeding the usual focal human lesion burden. Related experiments test inflammatory interactions and minocycline.
Species
Mouse
Genotype
AAV-BR1-mediated brain endothelial KRAS G12V overexpression
Publication
Postnatal AAV-PHP.V1 KRAS G12D endothelial mouse
Postnatal endothelial KRAS G12D induction produces vascular tangles and hemorrhage, with lesion burden dependent on viral dose. CRISPR/CasRx targets mutant RNA rather than editing genomic DNA. Concurrent delivery strongly suppresses formation; treatment fourteen days after induction reduces lesion size while lesion-number reduction is not significant. Overexpression, spinal lesions, occasional splenic bleeding and repeated-AAV immunity limit translation.
Species
Mouse
Genotype
AAV-PHP.V1 conditional KRAS G12D in Cdh5-CreERT2 mice
Publication
Embryonic KRAS G12V zebrafish arteriovenous-shunt model
Embryonic shunts can improve after glycolytic or MEK inhibition. BAY876 plus reduced-dose SL327 improved reversal compared with SL327 alone. This early arteriovenous-shunt model does not establish regression of a mature, complex human brain nidus; the MEK inhibitor was SL327 rather than trametinib.
Species
Zebrafish
Genotype
Mosaic endothelial expression of fluorescently tagged KRAS G12V
Publication
{ }

Source YAML

click to show
name: Brain arteriovenous malformation
creation_date: '2026-08-19T23:20:00Z'
category: Vascular Disease
description: >-
  Brain arteriovenous malformation is a nidus of abnormal vessels connecting cerebral arteries to veins without
  an intervening capillary bed. Presentation includes intracranial hemorrhage, seizures, headache or focal
  neurological deficits; some lesions are detected incidentally. This entry focuses on sporadic brain AVM.
  Somatic activating KRAS variants, and less frequently activating BRAF variants, explain a substantial subset
  of sampled lesions, with endothelial enrichment and experimental evidence of MAPK-dependent vascular remodeling.
  A molecular cause is not established in every lesion. Altered endothelial metabolism, junctional integrity,
  mural-cell support and inflammatory interactions contribute to vascular instability, with different levels
  of human and model evidence. Germline syndromic AVMs are covered in the HHT and capillary-malformation–AVM
  syndrome entries.
disease_term:
  preferred_term: arteriovenous malformations of the brain
  term:
    id: MONDO:0007154
    label: arteriovenous malformations of the brain
synonyms:
- Cerebral arteriovenous malformation
- Intracranial arteriovenous malformation
- bAVM
- Brain AVM
- Arteriovenous malformation of the brain, somatic
parents:
- Arteriovenous malformation
- Cerebrovascular disease
- Vascular malformation
classifications:
  harrisons_chapter:
  - classification_value: NEUROLOGIC
    evidence:
    - reference: PMID:29298116
      reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: >-
        Sporadic arteriovenous malformations of the brain, which are morphologically
        abnormal connections between arteries and veins in the brain vasculature, are a
        leading cause of hemorrhagic stroke in young adults and children.
      explanation: >-
        Brain AVM is a cerebrovascular lesion presenting as haemorrhagic stroke and
        seizure, placing it in Harrison's Neurologic Disorders Part.
inheritance:
- name: Somatic mosaicism (sporadic lesions, not inherited)
  inheritance_term:
    preferred_term: Somatic mosaicism
    term:
      id: HP:0001442
      label: Typified by somatic mosaicism
  description: >-
    Sporadic brain arteriovenous malformation is not a heritable disorder. The causal activating KRAS
    (or BRAF) variant is a somatic event confined to the lesional endothelium and is absent from
    paired blood, so the lesion is a somatic mosaic clone within an otherwise normal vasculature.
    Familial AVM in hereditary hemorrhagic telangiectasia is a distinct germline entity and is not
    covered by this block.
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples."
    explanation: Lesion-restricted detection with absence from paired blood is the defining evidence of a somatic mosaic origin.
genetic:
- name: KRAS
  notes: >-
    Somatic activating KRAS variants are recurrent drivers in lesional endothelium. The founding study detected
    variants in 45/72 resected lesions and none of 21 paired blood samples. Endothelial enrichment increases
    detection, while assay sensitivity, tissue composition and low variant allele fractions affect yield. These
    findings support mosaicism but do not establish the developmental timing or a sharply bounded clone in
    every patient, or imply that all sporadic lesions are genetically explained.
  gene_term:
    preferred_term: KRAS
    term:
      id: hgnc:6407
      label: KRAS
  association: Somatic activating mutation in lesional endothelium
  relationship_type: SOMATIC_DRIVER
  variant_origin: SOMATIC
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We detected somatic activating KRAS mutations in tissue samples from 45 of the 72
      patients and in none of the 21 paired blood samples.
    explanation: >-
      Somatic variants were detected in a subset of resected lesions and not in the 21 paired blood samples
      assayed; this is not a universal statement about all blood-based methods.
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We identified activating KRAS mutations in the majority of tissue samples of
      arteriovenous malformations of the brain that we analyzed.
    explanation: >-
      Activating KRAS variants occurred in a majority of the sampled lesions; animal and cellular perturbations
      provide additional causal evidence.

- name: BRAF
  notes: >-
    Activating BRAF variants are less common than KRAS variants. A 2019 surgical series found KRAS variants
    in 8/16 and BRAF variants in 2/16 lesions. Its BRAF V600E variant is an established activating allele,
    whereas the functional consequence of Q636X was not resolved. Detection of a BRAF sequence variant alone
    does not establish gain of function.
  gene_term:
    preferred_term: BRAF
    term:
      id: hgnc:1097
      label: BRAF
  association: Somatic activating mutation in lesional endothelium
  relationship_type: SOMATIC_DRIVER
  variant_origin: SOMATIC
  evidence:
  - reference: PMID:31891627
    reference_title: Somatic mutations in intracranial arteriovenous malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: 'Eight specimens contained KRAS mutations, which included p.G12D (n = 5) and p.G12V (n = 3). Two specimens contained BRAF mutations: p.V600E and p.Q636X.'
    explanation: Primary surgical cohort; includes one V600E and one functionally unresolved Q636X BRAF variant.
    quote_role: PRIMARY_RESULT
  - reference: PMID:38700584
    reference_title: Somatic Braf(V600E) mutation in the cerebral endothelium induces brain arteriovenous malformations.
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    directness: DIRECT
    snippet: Mice with BrafV600E mutations in brain ECs developed BAVM closely resembled that of human lesions.
    explanation: Engineered activating BRAF model supports causal potential of this allele; does not validate every detected BRAF variant.
    quote_role: PRIMARY_RESULT
pathophysiology:
- name: Somatic Activating KRAS or BRAF Mutation in Brain Endothelium
  biological_scale: MOLECULAR
  role: trigger
  description: >-
    Somatic activating KRAS variants, and a smaller set of activating BRAF variants, occur in sampled sporadic
    brain AVMs. KRAS variants are enriched in lesional endothelial cells. Brain endothelial expression of mutant
    KRAS or BRAF can induce AVM-like lesions in animals. The timing and cell of origin of individual human
    mutations remain unresolved, and variant-negative lesions are not assumed to share an identified driver.
  cell_types:
  - preferred_term: brain microvascular endothelial cell
    term:
      id: CL:2000044
      label: brain microvascular endothelial cell
  downstream:
  - target: Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
    description: Activating RAS/RAF variants increase downstream ERK activity.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Increased Endothelial GLUT1 Membrane Localization
    description: KRAS G12V changes GLUT1 trafficking in cultured endothelial cells; this response is not reversed by MEK inhibition.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
  - target: Endothelial Inflammatory Mediator Production
    description: KRAS-mutant endothelial cells develop an inflammatory secretory phenotype.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients and in none of the 21 paired blood samples.
    explanation: Human tissue and paired-blood results support somatic mosaicism in the assayed subset.
    quote_role: PRIMARY_RESULT
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: In endothelial cell-enriched cultures derived from arteriovenous malformations of the brain, we detected KRAS mutations
    explanation: Endothelial enrichment; not proof of a universal clonal boundary.
    quote_role: PRIMARY_RESULT
- name: Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
  biological_scale: MOLECULAR
  role: central_effector
  description: >-
    Activating KRAS increases ERK phosphorylation in patient-derived AVM endothelial cultures and engineered
    endothelial cells. MEK inhibition reverses several mutant-cell phenotypes. This establishes a causal pathway
    in the tested models without showing that MAPK is the sole or rate-limiting process in every human lesion.
    Some KRAS-dependent changes, including GLUT1 membrane trafficking, persist under MEK inhibition.
  biological_processes:
  - preferred_term: ERK1 and ERK2 cascade
    modifier: GAIN_OF_FUNCTION
    term:
      id: GO:0070371
      label: ERK1 and ERK2 cascade
  - preferred_term: MAPK cascade
    modifier: INCREASED
    term:
      id: GO:0000165
      label: MAPK cascade
  cell_types:
  - preferred_term: brain microvascular endothelial cell
    term:
      id: CL:2000044
      label: brain microvascular endothelial cell
  downstream:
  - target: Increased Endothelial Hexokinase-2 Expression
    description: MEK inhibition lowers HK2 in mutant endothelial cells, although ERK stimulation alone is insufficient to induce HK2.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Aberrant Endothelial Angiogenic Sprouting
    description: MAPK-dependent angiogenic transcription and migration promote abnormal sprouting.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Endothelial-to-Mesenchymal Transition
    description: KRAS-dependent mesenchymal-marker changes are reduced by trametinib in mouse and cultured-cell models.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Endothelial Junction Disruption
    description: MEK inhibition restores VE-cadherin organization in engineered endothelial cells.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      expression of mutant KRAS (KRASG12V) in endothelial cells in vitro induced increased
      ERK (extracellular signal-regulated kinase) activity
    explanation: >-
      Directly demonstrates that the mutation raises ERK activity in endothelial cells,
      the molecular content of this node.
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      We propose that these malformations develop as a result of KRAS-induced activation
      of the MAPK-ERK signaling pathway in brain endothelial cells.
    explanation: >-
      Author mechanistic interpretation integrating human and experimental findings; not a direct clinical
      measurement of pathway dependence.

    directness: INDIRECT
- name: Increased Endothelial GLUT1 Membrane Localization
  biological_scale: CELLULAR
  description: KRAS G12V increases GLUT1 localization at the plasma membrane in immortalized HUVECs and primary human brain microvascular endothelial cells, without increasing total GLUT1 expression. SL327 does not reverse trafficking, distinguishing it from MEK-dependent HK2 induction.
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: an increase in GLUT1 plasma membrane localization in KRASG12V ECs
    explanation: Positive trafficking measurement in the mutant endothelial model.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: GLUT1 levels were unchanged in the total membrane fraction
    explanation: Membrane redistribution, not a general increase in GLUT1 abundance.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: BAY876 and SL327 treatments did not significantly alter GLUT1 trafficking to the plasma membrane.
    explanation: Primary human brain endothelial-cell transfection experiment; trafficking persists with MEK inhibition.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Increased Endothelial Glycolytic Flux
    description: Increased surface glucose transport supports greater glucose uptake.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Increased Endothelial Hexokinase-2 Expression
  biological_scale: MOLECULAR
  description: HK2 expression increases in engineered KRAS-mutant endothelial cells and in examined mouse and human AVM vessels. In the cultured-cell proteome, HK2 was the only detected glycolytic protein significantly elevated; that result does not imply that every glycolytic component is unchanged in human lesions, where PFKFB3 RNA was also elevated.
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: Among these, HK2 was again the only glycolysis protein upregulated with KRASG12V expression
    explanation: Cultured-cell proteomics, not a universal statement about human AVM metabolism.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: endothelial HK2 expression was elevated in the endothelium of bAVM vessels compared to temporal lobe vessels
    explanation: Direct immunostaining of human tissue; the study examined two AVM and two control tissue samples.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Increased Endothelial Glycolytic Flux
    description: Increased hexokinase activity supports glucose phosphorylation and glycolytic flux.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Increased Endothelial Glycolytic Flux
  biological_scale: CELLULAR
  description: Mutant endothelial cells show increased glucose uptake, extracellular acidification and lactate secretion. HK2 knockdown and glycolytic inhibitors suppress selected angiogenic behaviors. Most mechanistic experiments used immortalized HUVECs; primary brain cells and human lesion-derived cultures provide additional validation.
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: Quantification of the extracellular acidification rate (ECAR) showed that KRASG12V ECs featured a notable elevation of glycolysis in comparison with KRASWT ECs, without changes in mitochondrial respiration as measured by the oxygen consumption rate (OCR)
    explanation: Direct functional metabolic measurements in engineered endothelial cells substantiate the flux claim.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: siRNA knockdown of HK2 resulted in a dose-dependent reduction of both average sprout length and number per EC spheroid
    explanation: Perturbation of HK2 supports a contribution of glycolysis to the cultured-cell sprouting phenotype.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Aberrant Endothelial Angiogenic Sprouting
    description: HK2 knockdown reduces excessive sprouting and migration in mutant-cell assays.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Aberrant Endothelial Angiogenic Sprouting
  biological_scale: CELLULAR
  description: Mutant KRAS promotes angiogenic gene expression, migration and sprouting in endothelial assays. Notch-associated transcripts increase in the 2018 HUVEC experiments, but arterial and venous identity markers did not change there. Human AVM single-cell data instead show loss of capillary and venular signatures in nidus endothelial populations. These are distinct observations rather than proof that Notch activation abolishes all arterial–venous identity. Increased proliferation is model-dependent.
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: expression of mutant KRAS (KRASG12V) in endothelial cells in vitro induced increased ERK (extracellular signal-regulated kinase) activity, increased expression of genes related to angiogenesis and Notch signaling, and enhanced migratory behavior.
    explanation: Engineered endothelial-cell experiments establish several cellular responses; they do not by themselves establish a human identity-switch mechanism.
    quote_role: PRIMARY_RESULT
  - reference: PMID:35084939
    reference_title: A single-cell atlas of the normal and malformed human brain vasculature.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: endothelial subsets were enriched for arterial and venous, but not venular or capillary transcriptional identity scores in AVMs
    explanation: Human single-cell comparison identifies the specific zonation disturbance.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    description: Dysregulated endothelial remodeling contributes to abnormal arteriovenous architecture; endothelial KRAS/BRAF animal models support sufficiency at the pathway level.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
- name: Endothelial-to-Mesenchymal Transition
  biological_scale: CELLULAR
  description: KRAS G12V induces mesenchymal markers in cultured mouse brain endothelial cells and engineered mouse AVMs. Trametinib reduces these changes alongside improved barrier measurements. EndMT as the mediator of hemorrhage reduction remains a hypothesis because the treatment affects multiple processes.
  evidence:
  - reference: PMID:41410028
    reference_title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: N-Cad, Slug, and CD44 were significantly increased, but VE-Cad was decreased, in ECG12V compared to control
    explanation: Cultured mouse brain endothelial cells expressing KRAS G12V.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Endothelial Junction Disruption
    description: A shift toward mesenchymal characteristics accompanies reduced endothelial junction organization; independent mediation has not been established.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
- name: Nidus Formation with Direct Arteriovenous Shunting
  biological_scale: TISSUE
  role: central_effector
  description: >-
    The nidus contains tortuous vessels connecting feeding arteries to draining veins without a normal intervening
    capillary network. The resulting low-resistance shunt alters local flow and venous loading. Vessel architecture
    and drainage differ between lesions.
  cell_types:
  - preferred_term: endothelial cell of artery
    term:
      id: CL:1000413
      label: endothelial cell of artery
  - preferred_term: vein endothelial cell
    term:
      id: CL:0002543
      label: vein endothelial cell
  downstream:
  - target: High-Flow Shunt Haemodynamics and Venous Hypertension
    description: Direct arteriovenous connections alter flow and expose venous structures to abnormal hemodynamic loading.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Cerebral arteriovenous malformation
    description: The nidus and direct shunt define the structural phenotype.
    causal_link_type: DIRECT
  evidence:
  - reference: PMID:41999461
    reference_title: Advances in the Genetics and Molecular Biology of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      Brain arteriovenous malformations (bAVMs) are high-flow vascular lesions
      characterized by direct arteriovenous shunting without an intervening capillary bed.
    explanation: >-
      Defines the nidus lesion in exactly the terms of this node - high flow, direct
      shunting, absent capillary bed. Evidence source is OTHER as this is a review article.

- name: High-Flow Shunt Haemodynamics and Venous Hypertension
  biological_scale: TISSUE
  role: consequence
  description: >-
    High-flow shunting changes venous pressure and mechanical loading, while the degree of venous hypertension
    depends on drainage anatomy and outflow resistance. Deep venous drainage is an epidemiological risk marker
    and is not synonymous with venous stenosis or a direct measurement of outflow pressure. Hemodynamic and
    structural mechanisms may interact in rupture.
  downstream:
  - target: Nidus Rupture and Intracranial Haemorrhage
    description: Abnormal loading may contribute to failure of vulnerable vascular walls.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
  - target: Perinidal Cortical Irritation and Seizure Generation
    description: Altered perinidal perfusion and venous congestion may contribute to cortical dysfunction.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
  evidence:
  - reference: PMID:25015366
    reference_title: >-
      Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage
      predictors.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Female sex (1.49, 95% CI 0.96-2.30) and exclusively deep venous drainage (1.60,
      0.95-2.68, p = 0.02 in imputed dataset) may be additional predictors.
    explanation: >-
      The complete-case estimate for exclusively deep drainage is imprecise and crosses 1; the imputed analysis
      reaches significance. Neither directly measures venous pressure or proves outflow obstruction.

- name: Endothelial Inflammatory Mediator Production
  biological_scale: CELLULAR
  description: Cultured KRAS G12V mouse endothelial cells increase IL1B, IL6 and CCL2/MCP1 expression and release inflammatory mediators. Mouse AVM tissue also shows endothelial and myeloid cytokine expression. The specific mediators necessary for each downstream effect have not all been isolated experimentally.
  evidence:
  - reference: PMID:41696778
    reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: KRASG12V increased the mRNA expression of the pro-inflammatory cytokines (IL-1β and IL-6), as well as monocyte chemoattractant protein-1 (MCP-1)
    explanation: Cultured mutant mouse endothelial cells.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Perivascular Myeloid Cell Activation
    description: Mutant endothelial conditioned medium activates BV2 microglia and promotes migration in vitro.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Perivascular Myeloid Cell Activation
  biological_scale: CELLULAR
  description: Human AVMs contain activated and infiltrating myeloid populations. In murine co-cultures, mutant endothelial conditioned medium activates BV2 microglia, and macrophages amplify endothelial barrier dysfunction. BV2 is an immortalized mouse line and does not capture all primary microglial states. GPNMB-positive monocytes are enriched in ruptured human lesions, but cross-sectional enrichment does not establish whether recruitment preceded rupture.
  evidence:
  - reference: PMID:35084939
    reference_title: A single-cell atlas of the normal and malformed human brain vasculature.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: GPNMB+ Mo3 monocytes, was over-represented in ruptured AVMs
    explanation: Human bulk-RNA deconvolution supported by cellular assays; association with rupture does not establish temporal direction.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41696778
    reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: Normal ECs treated with BV2-MG-CM had decreased mRNA expression of cell adhesion molecules (CDH5 and TJP1) after 48 h of incubation
    explanation: Conditioned medium from primed BV2 cells affected wild-type mouse endothelial cells.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Endothelial Junction Disruption
    description: Primed microglial conditioned medium reduces selected endothelial junction transcripts.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
  - target: Myeloid-associated Vascular Smooth Muscle Cell Apoptosis
    description: Patient-derived GPNMB-positive monocytes increase smooth-muscle-cell apoptosis in co-culture.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Endothelial Junction Disruption
  biological_scale: CELLULAR
  description: VE-cadherin organization is disrupted in engineered KRAS-mutant endothelial cells and examined human AVM tissue. Murine endothelial and microglial experiments show context-dependent changes in CDH5, TJP1, OCLN and CLDN5; conditioned-medium effects should not be described as degradation of every junction protein.
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: VE-cadherin expression was weak and diffuse in bAVM tissue compared to temporal lobe tissue
    explanation: Human lesion tissue staining, with preserved CD31 and ZO-1 staining in the same comparison.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41696778
    reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
    supports: NO_EVIDENCE
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: normal ECs treated with KRAS-G12V-EC-CM had no changes in the mRNA expression of cell junction molecules
    explanation: Direct mutant endothelial conditioned medium did not reproduce the effect of primed microglial conditioned medium.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Increased Blood-Brain Barrier Permeability
    description: Disrupted endothelial junctions reduce barrier resistance and can permit leakage.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
- name: Increased Blood-Brain Barrier Permeability
  biological_scale: TISSUE
  description: Barrier dysfunction is demonstrated by reduced electrical resistance in murine endothelial–astrocyte cultures. At the tested early time point, KRAS-mutant endothelium alone did not increase dextran passage; added macrophages did. Mouse tracer leakage is reduced by minocycline. Permeability measurements and microscopic leakage do not by themselves establish prevention or causation of clinical hemorrhage.
  evidence:
  - reference: PMID:41696778
    reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: the presence of Mφ significantly enhanced FITC-dextran permeability in a 3D BBB coculture system
    explanation: Functional permeability assay separates macrophage-dependent dextran leakage from the earlier fall in electrical resistance.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Nidus Rupture and Intracranial Haemorrhage
    description: Loss of endothelial barrier integrity may contribute to vessel vulnerability, together with wall support and hemodynamic stress.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
- name: Myeloid-associated Vascular Smooth Muscle Cell Apoptosis
  biological_scale: CELLULAR
  description: GPNMB-positive monocytes isolated from patients with ruptured AVMs increase apoptosis of primary brain vascular smooth muscle cells in co-culture. Soluble osteopontin also increases apoptosis, attenuated by CD44 or integrin blockade. These assays support a possible inflammatory route to mural-cell loss without proving that it initiated rupture in the donor lesions.
  evidence:
  - reference: PMID:35084939
    reference_title: A single-cell atlas of the normal and malformed human brain vasculature.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: Co-culture of isolated GPNMB+ monocytes from ruptured AVM patients with primary brain vascular smooth muscle cells (VSMCs) increased apoptotic cleaved caspase-3+ VSMCs
    explanation: Patient-derived monocytes with primary vascular smooth muscle cells; an in-vitro functional result.
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Deficient Mural Cell Coverage and Vessel Wall Instability
    description: Apoptosis can reduce smooth-muscle support; the degree of in-vivo contribution is unresolved.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
- name: Deficient Mural Cell Coverage and Vessel Wall Instability
  biological_scale: TISSUE
  role: central_effector
  description: >-
    Altered mural-cell number or coverage can weaken vascular support. Human bulk transcriptomics show reduced
    extracellular-matrix and angiopoietin–TIE gene programs, but do not directly establish a specific recruitment
    defect. Patient-derived monocyte co-culture supplies a separate functional mechanism for smooth-muscle
    apoptosis. Pericyte depletion findings from hereditary AVM models require caution when applied to sporadic
    KRAS-associated disease.
  cell_types:
  - preferred_term: pericyte
    term:
      id: CL:0000669
      label: pericyte
  - preferred_term: smooth muscle cell
    term:
      id: CL:0000192
      label: smooth muscle cell
  downstream:
  - target: Nidus Rupture and Intracranial Haemorrhage
    description: Deficient vascular support may contribute to wall instability; individual human rupture events are multifactorial.
    causal_link_type: INDIRECT_UNKNOWN_INTERMEDIATES
  evidence:
  - reference: PMID:34541474
    reference_title: The role of mural cells in hemorrhage of brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      The vessel walls in bAVMs have structural defects, which impair vascular integrity. Mural
      cells are essential structural and functional components of blood vessels and play a
      critical role in maintaining vascular integrity. Changes in mural cell number and
      coverage have been implicated in bAVMs.
    explanation: >-
      Establishes deficient mural cell coverage as a structural defect of bAVM vessels
      impairing vascular integrity. Evidence source is OTHER as this is a review article.
  - reference: PMID:31795902
    reference_title: >-
      RNA-Sequencing Highlights Inflammation and Impaired Integrity of the Vascular Wall in
      Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      we found 498 genes downregulated including genes implicated in extracellular matrix
      composition, the binary angiopoietin-TIE system, and TGF (transforming growth factor)-beta
      signaling
    explanation: >-
      Human bAVM tissue RNA-seq showing downregulation of extracellular-matrix and
      angiopoietin-TIE programmes, the signalling system that governs mural cell recruitment.

- name: Perinidal Cortical Irritation and Seizure Generation
  biological_scale: TISSUE
  role: consequence
  description: >-
    Perinidal cortical dysfunction can produce seizures. Proposed contributors include altered perfusion, venous
    congestion, gliosis and iron deposition after bleeding; their relative contributions vary and are not measured
    directly by surgical outcome cohorts.
  evidence:
  - reference: PMID:40428814
    reference_title: >-
      The Dynamics of Seizures After Microsurgical Treatment of Brain AVMs in Patients with
      Symptomatic Epilepsy: A Single-Center Experience over 10 Years.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Seizures are a common clinical manifestation in patients with brain AVMs, ranking as
      the second most frequent presentation.
    explanation: >-
      Establishes seizure as the second commonest presentation of brain AVM, the clinical
      content of this node.

  downstream:
  - target: Seizure
    description: Epileptogenic cortical activity produces clinical seizures.
    causal_link_type: DIRECT
- name: Nidus Rupture and Intracranial Haemorrhage
  biological_scale: ORGANISM
  role: consequence
  description: >-
    Rupture of malformed nidus or draining vessels produces intracerebral, intraventricular
    or subarachnoid haemorrhage - the presentation that makes brain AVM a leading cause of
    haemorrhagic stroke in the young. In an individual-patient meta-analysis of four
    untreated cohorts spanning 6,074 patient-years, the annual haemorrhage rate was 2.3%
    overall, and this figure is strongly conditioned on presentation: 4.8% per year in
    lesions that had already ruptured versus 1.3% per year in those that had not. Prior
    haemorrhage and increasing age were the independent predictors.
  evidence:
  - reference: PMID:25015366
    reference_title: >-
      Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage
      predictors.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      A total of 141 hemorrhage events occurred during 6,074 patient-years of follow-up
      (annual rate of 2.3%, 95% confidence interval [CI] 2.0%-2.7%), higher for ruptured
      (4.8%, 3.9%-5.9%) than unruptured (1.3%, 1.0%-1.7%) AVMs at presentation.
    explanation: >-
      Quantifies the natural-history haemorrhage rate and the ruptured-versus-unruptured
      split that governs management decisions.
  - reference: PMID:25015366
    reference_title: >-
      Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage
      predictors.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      This large, individual patient data meta-analysis identified hemorrhagic presentation
      and increasing age as independent predictors of hemorrhage during follow-up.
    explanation: >-
      Identifies the independent predictors of subsequent haemorrhage in untreated disease.

  - reference: url:https://pmc.ncbi.nlm.nih.gov/articles/PMC4141996/?report=xml
    reference_title: "Untreated brain arteriovenous malformation: Patient-level meta-analysis of hemorrhage predictors - PMC"
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: these hemorrhage risk estimates cannot be extrapolated to the entire lifetime of a patient.
    explanation: 'Full text of PMID:25015366: natural-history follow-up is limited by censoring at intervention and selection; annual estimates are not lifetime constants.'
    quote_role: PRIMARY_RESULT
  downstream:
  - target: Intracranial haemorrhage
    description: Rupture releases blood into intracranial compartments.
    causal_link_type: DIRECT
  - target: Stroke
    description: Clinically symptomatic hemorrhage can produce hemorrhagic stroke.
    causal_link_type: DIRECT
  - target: Focal neurological deficit
    description: Intracranial bleeding can injure or compress neural tissue and produce a focal deficit.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
    intermediate_mechanisms:
    - Local neural injury or compression after bleeding
    evidence:
    - reference: PMID:30285374
      reference_title: Intracranial Arteriovenous Malformations.
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      quote_role: REVIEW_SYNTHESIS
      snippet: When ruptured, intracranial AVMs usually present with focal neurological deficits, seizures, and sequelae of increased intracranial pressure.
      explanation: Clinical synthesis supports focal neurological deficits following rupture; it does not establish a mechanism for every unruptured presentation.
  - target: Headache
    description: A sufficiently large hemorrhage can increase intracranial pressure and cause headache.
    causal_link_type: INDIRECT_KNOWN_INTERMEDIATES
    intermediate_mechanisms:
    - Increased intracranial pressure
    evidence:
    - reference: url:https://www.ncbi.nlm.nih.gov/sites/books/NBK531479/
      reference_title: Intracranial Arteriovenous Malformations - StatPearls - NCBI Bookshelf
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      directness: INDIRECT
      snippet: If the hemorrhage is large enough to cause a significant increase in intracranial pressure, patients will often present with headache, nausea and vomiting, and a decreased level of consciousness.
      explanation: The chapter links headache to pressure elevation after a sufficiently large hemorrhage; this does not explain all headaches in AVM.
      quote_role: REVIEW_SYNTHESIS
phenotypes:
- category: Structural
  name: Cerebral arteriovenous malformation
  description: >-
    The defining structural lesion: a nidus of dilated vessels shunting arterial blood
    directly into veins without an intervening capillary bed, demonstrated on catheter
    angiography, CT angiography or MR angiography.
  phenotype_term:
    preferred_term: Cerebral arteriovenous malformation
    term:
      id: HP:0002408
      label: Cerebral arteriovenous malformation
  evidence:
  - reference: PMID:41999461
    reference_title: Advances in the Genetics and Molecular Biology of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      Brain arteriovenous malformations (bAVMs) are high-flow vascular lesions
      characterized by direct arteriovenous shunting without an intervening capillary bed.
    explanation: >-
      Defines the structural lesion. Evidence source is OTHER as this is a review article.

- category: Clinical
  name: Intracranial haemorrhage
  description: >-
    Rupture can cause intracerebral, intraventricular or subarachnoid hemorrhage. Untreated hemorrhage rates
    depend strongly on prior rupture; the four-cohort meta-analysis estimated 1.3% annually after an unruptured
    presentation and 4.8% after a ruptured presentation.
  phenotype_term:
    preferred_term: Intracranial hemorrhage
    term:
      id: HP:0002170
      label: Intracranial hemorrhage
    temporality: ACUTE
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      are a leading cause of hemorrhagic stroke in young adults and children
    explanation: >-
      Establishes haemorrhagic stroke as the defining clinical danger of brain AVM.
  - reference: PMID:25015366
    reference_title: >-
      Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage
      predictors.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      A total of 141 hemorrhage events occurred during 6,074 patient-years of follow-up
      (annual rate of 2.3%, 95% confidence interval [CI] 2.0%-2.7%), higher for ruptured
      (4.8%, 3.9%-5.9%) than unruptured (1.3%, 1.0%-1.7%) AVMs at presentation.
    explanation: >-
      Supplies the annual haemorrhage rate in untreated disease, stratified by whether the
      lesion had previously ruptured.

- category: Clinical
  name: Seizure
  description: >-
    Seizures are a common presentation. A retrospective surgical series restricted to 52 unruptured lesions
    reported epilepsy at presentation in 80.4%; this selected proportion is not a disease-wide frequency.
  phenotype_term:
    preferred_term: Seizure
    term:
      id: HP:0001250
      label: Seizure
  evidence:
  - reference: PMID:40428814
    reference_title: >-
      The Dynamics of Seizures After Microsurgical Treatment of Brain AVMs in Patients with
      Symptomatic Epilepsy: A Single-Center Experience over 10 Years.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Seizures are a common clinical manifestation in patients with brain AVMs, ranking as
      the second most frequent presentation.
    explanation: >-
      Establishes seizure as the second commonest presentation of brain AVM.
  - reference: PMID:41303829
    reference_title: >-
      Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year
      Single-Center Experience.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Epileptic seizure was the most common presenting symptom (80.4%).
    explanation: >-
      Quantifies seizure as the dominant presentation in a surgical series of unruptured
      lesions. Not mapped to a frequency band because the cohort is restricted to
      unruptured, surgically treated AVMs.

- category: Clinical
  name: Stroke
  description: >-
    Hemorrhagic stroke is a major clinical consequence. Ischemic stroke also occurred in ARUBA, especially
    in the intervention arm; treatment-associated events should not be treated as the natural-history frequency
    of ischemia.
  phenotype_term:
    preferred_term: Stroke
    term:
      id: HP:0001297
      label: Stroke
    temporality: ACUTE
  evidence:
  - reference: PMID:24268105
    reference_title: "Medical management with or without interventional therapy for unruptured brain arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: '| Haemorrhagic | 25 (21·9%) | 6 (5·5%) |'
    explanation: 'ARUBA Table 2: first hemorrhagic strokes in the randomized intervention and medical-management groups, respectively. These are observed events rather than only an endpoint definition.'
    quote_role: PRIMARY_RESULT
- category: Clinical
  name: Focal neurological deficit
  description: >-
    Some clinical series report focal neurological deficits without specifying the affected functions. More
    specific motor and sensory findings are represented separately where primary patient descriptions permit.
  phenotype_term:
    preferred_term: Focal neurological deficit
    term:
      id: HP:0012638
      label: Abnormal nervous system physiology
    coarse_binding_basis: SOURCE_UNSPECIFIED
  evidence:
  - reference: PMID:41303829
    reference_title: >-
      Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year
      Single-Center Experience.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In our cohort, epileptic seizures were the most frequent initial clinical manifestation,
      whereas headaches and focal neurological deficits were less commonly observed.
    explanation: >-
      Names focal neurological deficits as a presenting manifestation and places their
      frequency below seizure in an unruptured surgical cohort. No frequency band is asserted
      because the source gives an ordering, not a proportion, and the cohort is
      surgically selected.
- name: Headache
  category: Neurologic
  description: Headache, including migraine-like presentations, occurs in patients with brain AVM. The observational cohorts do not establish that every headache is caused by the lesion.
  phenotype_term:
    preferred_term: Headache
    term:
      id: HP:0002315
      label: Headache
  evidence:
  - reference: PMID:41303829
    reference_title: "Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year Single-Center Experience."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: whereas headaches and focal neurological deficits were less commonly observed.
    explanation: Primary clinical series of unruptured lesions.
    quote_role: PRIMARY_RESULT
- name: Hemiparesis
  category: Neurologic
  description: Progressive unilateral limb weakness was reported in an adult with a large unruptured left frontoparietal lesion.
  phenotype_term:
    preferred_term: Hemiparesis
    term:
      id: HP:0001269
      label: Hemiparesis
  evidence:
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Since diagnosis, the patient experienced progressive weakness of the right arm and leg.
    explanation: Patient 1 before bevacizumab treatment; no prior AVM hemorrhage was reported.
    quote_role: PRIMARY_RESULT
- name: Paresthesia
  category: Neurologic
  description: Intermittent unilateral arm numbness was reported in an adult with a right temporal AVM and seizures; the individual symptom mechanism was not resolved.
  phenotype_term:
    preferred_term: Paresthesia
    term:
      id: HP:0003401
      label: Paresthesia
  evidence:
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: occasional left arm numbness that lasted a few minutes per episode
    explanation: Patient 2 before investigational treatment.
    quote_role: PRIMARY_RESULT
prevalence:
- population: New York islands, United States (prospective population-based surveillance)
  measure_type: ANNUAL_INCIDENCE
  rate_per_100000: 1.34
  rate_low: 1.18
  rate_high: 1.49
  notes: >-
    Average annual detection rate in a defined population, based on 284 diagnoses over 21,216,467 person-years.
    Detection does not date formation of the malformation.
  evidence:
  - reference: PMID:12690217
    reference_title: 'The New York Islands AVM Study: design, study progress, and initial results.'
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      leading to an average annual AVM detection rate of 1.34 per 100,000 person-years (95%
      CI, 1.18 to 1.49)
    explanation: >-
      Prospective population-based detection rate, the basis for the normalised rate
      recorded here.
  rate_denominator: PERSON_YEARS
- population: Scotland, adults aged 16 and over (prospective population-based study)
  measure_type: ANNUAL_INCIDENCE
  rate_per_100000: 1.12
  rate_low: 0.90
  rate_high: 1.37
  notes: >-
    Crude first-ever-diagnosis detection rate per 100,000 adult person-years in the Scottish population-based
    study; not a cross-sectional prevalence estimate.
  evidence:
  - reference: PMID:12702837
    reference_title: >-
      Prospective, population-based detection of intracranial vascular malformations in
      adults: the Scottish Intracranial Vascular Malformation Study (SIVMS).
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      1.12 (95% CI, 0.90 to 1.37) for brain AVMs
    explanation: >-
      Crude annual detection rate per 100,000 adults for brain AVM in a prospective
      population-based study.

  rate_denominator: PERSON_YEARS
diagnosis:
- name: Digital subtraction angiography
  description: >-
    Catheter DSA is the reference standard for defining feeding arteries, nidus and venous drainage, and for
    confirming obliteration. Its findings inform treatment planning alongside symptoms, functional anatomy,
    patient factors and procedural risk.
  diagnosis_term:
    preferred_term: digital subtraction angiography
    term:
      id: NCIT:C190556
      label: Angiography
  results: >-
    Demonstration of a nidus with arteriovenous shunting, with feeding-artery and
    draining-vein anatomy sufficient to assign a Spetzler-Martin grade.
  evidence:
  - reference: PMID:39125532
    reference_title: >-
      Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess
      Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      using digital subtraction angiography (DSA) as the reference standard
    explanation: >-
      Confirms DSA as the reference standard against which other modalities are measured.

- name: Non-contrast-enhanced time-resolved MR angiography
  description: >-
    Non-contrast 4D MRA can detect and characterize shunting while avoiding gadolinium. In a retrospective
    study of 54 imaging pairs from 43 patients, reported sensitivity was 75% and specificity 95% against DSA.
    The mixture of treated and untreated lesions and widely varying intervals between MRA and DSA limit inference;
    it does not establish that MRA can replace DSA in every setting.
  diagnosis_term:
    preferred_term: magnetic resonance angiography
    term:
      id: NCIT:C190557
      label: Magnetic Resonance Angiography
  results: >-
    Detection of arteriovenous shunting and grading concordant with DSA, without
    gadolinium-based contrast.
  evidence:
  - reference: PMID:39125532
    reference_title: >-
      Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess
      Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Our results demonstrated that NCE-4D-MRA had a higher accuracy and specificity compared to
      CE-4D-MRA (0.85 vs. 0.83 and 95% vs. 85%, respectively) and similar agreement, with DSA
      detecting shunts in bAVMs or residuals.
    explanation: >-
      Quantifies non-contrast 4D-MRA accuracy against the contrast-enhanced comparator and DSA.
  - reference: PMID:39125532
    reference_title: >-
      Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess
      Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      The safety profile of imaging techniques is a significant concern in the long-term follow
      up of bAVMs
    explanation: >-
      States the contrast-avoidance rationale that makes this modality specifically valuable in
      a lifelong lesion requiring repeated imaging.

  - reference: PMID:39125532
    reference_title: Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: the 75% sensitivity observed for NCE-4D-MRA
    explanation: 'Results section: sensitivity is lower than specificity; the discussion reverses these two percentages.'
    quote_role: PRIMARY_RESULT
- name: Angioarchitectural grading (Spetzler-Martin and related scales)
  description: >-
    Spetzler-Martin grading uses nidus size, eloquence and deep venous drainage to estimate microsurgical risk.
    Supplementary grading adds patient age, hemorrhagic presentation and nidus diffuseness. Grading informs
    rather than determines treatment selection and is distinct from predicting untreated rupture risk.
  diagnosis_term:
    preferred_term: disease grading
    term:
      id: NCIT:C18020
      label: Diagnostic Procedure
  results: >-
    A Spetzler-Martin or supplementary Spetzler-Martin grade that stratifies operative risk.
  evidence:
  - reference: PMID:41303829
    reference_title: >-
      Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year
      Single-Center Experience.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      All patients were classified according to the supplementary Spetzler-Martin (suppl-SM) grading system
    explanation: >-
      Documents the grading system in operational use to stratify surgical risk.
  - reference: PMID:39125532
    reference_title: >-
      Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess
      Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Concordance in grading bAVMs was substantial between NCE-4D-MRA and DSA, particularly for
      the Spetzler-Martin and Buffalo scales
    explanation: >-
      Shows the grading scales can be applied on non-invasive imaging with substantial
      concordance against DSA.

- name: Somatic genotyping from lesion tissue or cell-free DNA
  description: >-
    Sensitive sequencing or droplet digital PCR of resected lesion tissue can detect low-level somatic KRAS/BRAF
    variants. Negative peripheral-blood testing does not exclude a lesional somatic variant. Circulating-DNA
    and local arterial sampling are investigational, with diagnostic performance under study; routine diagnosis
    relies on imaging and does not require a tissue biopsy solely to establish a molecular cause.
  diagnosis_term:
    preferred_term: molecular genetic testing
    term:
      id: NCIT:C15709
      label: Genetic Testing
  results: >-
    Detection of a somatic activating KRAS or BRAF variant in lesional tissue; a negative blood
    test does not exclude the diagnosis.
  evidence:
  - reference: PMID:29298116
    reference_title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We detected somatic activating KRAS mutations in tissue samples from 45 of the 72 patients
      and in none of the 21 paired blood samples.
    explanation: >-
      Negative paired-blood results in this cohort do not exclude a lesional somatic mutation or establish
      the sensitivity of future liquid-biopsy methods.
  - reference: PMID:41999461
    reference_title: Advances in the Genetics and Molecular Biology of Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      Future approaches combining minimally invasive sampling methods, such as endovascular
      biopsy and peripheral blood cell-free DNA analysis, with ultra-sensitive detection
      technologies are expected to help overcome these limitations.
    explanation: >-
      Names the emerging sampling routes that address the tissue-access problem. Evidence source
      is OTHER as this is a review article.

  - reference: clinicaltrials:NCT06494358
    reference_title: Liquid Biopsies for the Detection of Somatic Mutations in Brain Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: This research aims to evaluate the diagnostic performances of liquid biopsies
    explanation: Registry of an observational diagnostic study, not established sensitivity or clinical utility.
- name: VALE hemorrhage-risk assessment
  description: VALE estimates rupture risk from ventricular involvement (+2), venous aneurysm (−4), deep location (+1), and exclusively deep venous drainage (+2). The derivation and validation cohorts were predominantly Chinese; the conservative cohort included 235 prospectively followed and 793 retrospectively selected patients. Only 36 hemorrhages occurred, and the authors warn that hemorrhage-free survival may be overestimated. Venous aneurysm was protective in the fitted score, not a uniform risk-increasing feature. VALE is a prognostic adjunct, not a diagnostic test or proof of treatment benefit.
  evidence:
  - reference: PMID:36857052
    reference_title: Development and Validation of a Scoring System for Hemorrhage Risk in Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Venous aneurysm was a protective factor for AVM rupture in the study cohort
    explanation: Primary score derivation; the direction must not be conflated with arterial aneurysms.
    quote_role: PRIMARY_RESULT
  - reference: PMID:36857052
    reference_title: Development and Validation of a Scoring System for Hemorrhage Risk in Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Thirty-six hemorrhages occurred over a median (IQR) follow-up of 4.2 (0.3-6.0) years among 1028 patients
    explanation: Validation cohort event count and follow-up constrain precision.
    quote_role: PRIMARY_RESULT
treatments:
- name: Microsurgical resection
  description: >-
    Microsurgery aims at complete nidus removal and can provide immediate obliteration, with outcome dependent
    on lesion anatomy and surgical risk. A selected 52-patient retrospective series found better outcomes for
    supplementary Spetzler-Martin scores ≤6. MATCH sensitivity analyses favored microsurgery for AVM hemorrhage
    or death, but this observational result does not establish superiority for all patients or all neurological
    outcomes.
  treatment_term:
    preferred_term: Neurosurgical Procedure
    term:
      id: NCIT:C15656
      label: Neurosurgical Procedure
  therapeutic_modality: SURGERY
  target_mechanisms:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    treatment_effect: INHIBITS
    description: >-
      Resection physically removes the shunting nidus, eliminating both the haemodynamic
      and the inflammatory arms of the lesion at once.
  evidence:
  - reference: PMID:41303829
    reference_title: >-
      Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year
      Single-Center Experience.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In the low-risk group, there were no deaths, and poor outcomes were rare (6.8% at
      discharge; 2.3% at 9 months). Conversely, the high-risk group demonstrated
      significantly worse outcomes (62.5% poor outcome at discharge, 28.6% at 9 months).
    explanation: >-
      Selected surgical cohort shows an association between anatomical grade and outcome; it is not a randomized
      comparison against observation.
  - reference: PMID:41231469
    reference_title: >-
      Interventional Treatment vs Conservative Management of Unruptured Brain Arteriovenous
      Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Only microsurgical resection was consistently associated with reduced hemorrhage risk
      in sensitivity analyses.
    explanation: >-
      Observational MATCH analysis of AVM hemorrhage or death; it does not directly compare the all-stroke
      endpoint of ARUBA or establish randomized modality superiority.

- name: Stereotactic radiosurgery
  description: >-
    Focused radiation produces progressive vascular injury and eventual nidus obliteration over a latency period.
    Hemorrhage remains possible before obliteration, and radiation-related injury is an additional risk. A
    101-patient retrospective pediatric cohort reported 64% estimated obliteration at five years and 82% at
    ten years, with permanent symptomatic radiation changes in 8%. A separate prospective TOBAS SRS registry
    reported three-year occlusion in 51/79 patients with imaging, or 54% of all 94 analyzed patients.
  treatment_term:
    preferred_term: Stereotactic Radiosurgery
    term:
      id: NCIT:C15358
      label: Stereotactic Radiosurgery
  therapeutic_modality: RADIOTHERAPY
  target_mechanisms:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    treatment_effect: INHIBITS
    description: >-
      Radiation-induced obliteration progressively closes nidus vessels, abolishing the
      shunt over a period of years rather than immediately.
  evidence:
  - reference: PMID:31942635
    reference_title: "Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Estimated probabilities of AVM obliteration at 5 and 10 yr were 64% and 82%,
      respectively.
    explanation: >-
      Estimated obliteration rises over time but remains incomplete in this selected pediatric cohort.
  - reference: PMID:31942635
    reference_title: "Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      The primary endpoint occurred in 14%, comprising hemorrhagic stroke, death, and
      permanent radiation-induced changes in 6%, 3%, and 8%, respectively.
    explanation: >-
      Quantifies the harm profile, including radiation-induced change, that has to be set
      against the obliteration benefit.

  - reference: PMID:42140314
    reference_title: "Stereotactic Radiosurgery for Brain Arteriovenous Malformations as Expected Curative Treatment: Outcomes of Patients Included in the Prospective Registry of a Pragmatic Trial."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Three-year imaging follow-up, available in 79/94 (84%) confirmed AVM occlusion in 51/79 (65%
    explanation: TOBAS prospective SRS registry, predominantly ruptured small lesions; 54% when all enrolled analyzed patients are the denominator.
    quote_role: PRIMARY_RESULT
- name: Conservative medical management
  description: >-
    Observation with treatment of symptoms and coexisting vascular risk factors is an option for selected unruptured
    AVMs. In the ARUBA randomized trial, medical management reduced death or any symptomatic stroke compared
    with the pooled intervention strategy over a mean 50.4 months in the final analysis. This is not a comparison
    of each procedure individually or evidence about ruptured lesions, and longer-term net benefit remains
    uncertain.
  treatment_term:
    preferred_term: Supportive Care
    term:
      id: NCIT:C15747
      label: Supportive Care
  therapeutic_modality: OTHER
  evidence:
  - reference: PMID:24268105
    reference_title: >-
      Medical management with or without interventional therapy for unruptured brain
      arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      The ARUBA trial showed that medical management alone is superior to medical management
      with interventional therapy for the prevention of death or stroke in patients with
      unruptured brain arteriovenous malformations followed up for 33 months.
    explanation: >-
      The randomised trial's conclusion supporting conservative management for unruptured
      lesions, with its follow-up duration stated.
  - reference: PMID:24268105
    reference_title: >-
      Medical management with or without interventional therapy for unruptured brain
      arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      The primary endpoint had been reached by 11 (10.1%) patients in the medical management
      group compared with 35 (30.7%) in the interventional therapy group.
    explanation: >-
      Quantifies the difference in death or symptomatic stroke that led the data and safety
      monitoring board to halt randomisation.
  - reference: PMID:32562682
    reference_title: >-
      Medical management with interventional therapy versus medical management alone for
      unruptured brain arteriovenous malformations (ARUBA): final follow-up of a multicentre,
      non-blinded, randomised controlled trial.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      After extended follow-up, ARUBA showed that medical management alone remained superior to
      interventional therapy for the prevention of death or symptomatic stroke in patients with
      an unruptured brain arteriovenous malformation.
    explanation: >-
      The final follow-up analysis, which supersedes the 2014 interim horizon and shows the
      effect did not decay with longer observation.

- name: Endovascular embolization
  description: >-
    Catheter-delivered embolic material can occlude components of the shunt. Embolization may be used before
    resection or radiosurgery, or with curative intent in selected anatomy. Obliteration and procedural risk
    require individual assessment; partial angiographic occlusion is not equivalent to demonstrated long-term
    prevention of hemorrhage.
  treatment_term:
    preferred_term: Embolization Therapy
    term:
      id: NCIT:C15230
      label: Embolization Therapy
  therapeutic_modality: DEVICE
  target_mechanisms:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    treatment_effect: INHIBITS
    description: >-
      Embolic occlusion of nidus compartments and feeding arteries removes shunting channels,
      either as definitive treatment or to reduce flow before resection or radiosurgery.
  evidence:
  - reference: PMID:24268105
    reference_title: >-
      Medical management with or without interventional therapy for unruptured brain
      arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      medical management with interventional therapy (ie, neurosurgery, embolisation, or
      stereotactic radiotherapy, alone or in combination)
    explanation: >-
      Establishes embolization as one of the three standard interventional modalities, as
      randomised in ARUBA.
  - reference: PMID:41231469
    reference_title: >-
      Interventional Treatment vs Conservative Management of Unruptured Brain Arteriovenous
      Malformations.
    supports: NO_EVIDENCE
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Only microsurgical resection was consistently associated with reduced hemorrhage risk in
      sensitivity analyses.
    explanation: >-
      The observational sensitivity finding concerns microsurgical resection and does not establish a hemorrhage-prevention
      benefit for embolization.

- name: Antiseizure medication
  description: Treat established seizures according to seizure type, response and tolerability. In the bevacizumab pilot, one participant had controlled seizures with phenytoin plus phenobarbital, while another remained symptomatic on levetiracetam. These observations do not rank the drugs or support universal prophylaxis.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: Phenytoin
      term:
        id: NCIT:C741
        label: Phenytoin
    - preferred_term: Phenobarbital
      term:
        id: NCIT:C739
        label: Phenobarbital
    - preferred_term: Levetiracetam
      term:
        id: NCIT:C47581
        label: Levetiracetam
  evidence:
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Seizures were controlled with phenytoin extended-release 400 mg daily and phenobarbitol 100 mg daily.
    explanation: Patient 1 baseline care; the source misspells phenobarbital.
    quote_role: PRIMARY_RESULT
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: REFUTE
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Seizures reported to occur one to two times per month, refractory to levetiracetam 500 mg two times per day.
    explanation: Persistent seizures despite levetiracetam in one patient; this does not establish comparative efficacy among antiseizure drugs.
    quote_role: PRIMARY_RESULT
  therapeutic_modality: SMALL_MOLECULE
  target_mechanisms:
  - target: Perinidal Cortical Irritation and Seizure Generation
    treatment_effect: INHIBITS
    description: >-
      Antiseizure drugs suppress seizures generated by perinidal cortex without treating the arteriovenous
      shunt.
- name: Investigational MEK inhibition
  description: Trametinib is being explored for brain AVM but clinical efficacy is unestablished. A 2024 preprint describes three uncontrolled compassionate-use cases with relative imaging stability; one patient had a hemorrhagic stroke during treatment, and lesion genotypes were unknown. A separate male-mouse study found prolonged survival and reduced hemorrhagic burden without significant MRA lesion-number reduction. The planned presurgical trial NCT06098872 was withdrawn with zero enrollment.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: Trametinib
      term:
        id: NCIT:C77908
        label: Trametinib
  evidence:
  - reference: url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full
    reference_title: "MEK signaling represents a viable therapeutic vulnerability of KRAS-driven somatic brain arteriovenous malformations | bioRxiv"
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: have shown stable disease with little to no progression since beginning treatment, although this follow-up timeframe is truncated and further follow-up is needed.
    explanation: Preprint, three uncontrolled cases; imaging stability cannot establish efficacy or prevention of hemorrhage.
    quote_role: PRIMARY_RESULT
  - reference: url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full
    reference_title: "MEK signaling represents a viable therapeutic vulnerability of KRAS-driven somatic brain arteriovenous malformations | bioRxiv"
    supports: NO_EVIDENCE
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Patient 3 had a hemorrhagic stroke, but was still deemed ineligible for surgical or endovascular intervention
    explanation: Hemorrhage during an uncontrolled course is a safety/outcome observation, not evidence of efficacy or proof of drug causation.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41410028
    reference_title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
    supports: REFUTE
    evidence_source: MODEL_ORGANISM
    directness: DIRECT
    snippet: the size and number of bAVMs were not noticeably changed in trametinib-treated mice based on our MRA imaging
    explanation: Counterevidence to anatomical lesion regression in this mouse experiment; it does not negate the separate hemorrhage-volume benefit.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41410028
    reference_title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    directness: DIRECT
    snippet: at 8 weeks of treatment, the mice treated with 1 mg/kg of trametinib demonstrated significantly lower hemorrhagic volumes than the vehicle treated mice
    explanation: The positive hemorrhage endpoint is distinct from unchanged lesion size/number; this preclinical benefit does not establish clinical efficacy.
    quote_role: PRIMARY_RESULT
  therapeutic_modality: SMALL_MOLECULE
  target_mechanisms:
  - target: Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
    treatment_effect: INHIBITS
    description: MEK inhibition suppresses downstream ERK activation; clinical benefit for brain AVM remains unestablished.
- name: Investigational bevacizumab
  description: A completed single-arm pilot treated two adults with large unresectable unruptured AVMs. Neither had a measurable reduction in nidus volume at 26 or 52 weeks. No clinically important adverse events were identified in this small sample, which is insufficient to establish safety or hemorrhage prevention. NCT06264531 is evaluating symptomatic benefit. Improvement of post-radiosurgery edema in separate reports must not be equated with efficacy against the untreated nidus.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: Bevacizumab
      term:
        id: NCIT:C2039
        label: Bevacizumab
  evidence:
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: REFUTE
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: No change in bAVM volume was observed 26 or 52 weeks after bevacizumab treatment.
    explanation: Two-patient pilot did not demonstrate radiographic volume reduction; the null finding is limited by sample size.
    quote_role: PRIMARY_RESULT
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: NO_EVIDENCE
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: our study is underpowered to detect the hypothesised change in bAVM volume.
    explanation: Explicit limitation of the clinical pilot.
    quote_role: PRIMARY_RESULT
  therapeutic_modality: MONOCLONAL_ANTIBODY
- name: Acute management of AVM-related hemorrhage
  description: Acute hemorrhage requires cardiorespiratory stabilization, management of intracranial pressure and reversal of coagulopathy when present. Ventricular drainage may be required for intraventricular blood with hydrocephalus; a large hematoma with mass effect may require emergency decompression. Stabilization and hematoma management are distinct from the timing and method of definitive nidus treatment.
  treatment_term:
    preferred_term: Acute hemorrhage management
    term:
      id: NCIT:C49236
      label: Therapeutic Procedure
  evidence:
  - reference: url:https://www.ncbi.nlm.nih.gov/sites/books/NBK531479/
    reference_title: Intracranial Arteriovenous Malformations - StatPearls - NCBI Bookshelf
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: INDIRECT
    snippet: coagulopathies should be reversed, and patients should be treated for fever, hyperglycemia, and intracranial hypertension.
    explanation: Current 2026 StatPearls clinical-management chapter; acute supportive care, not trial evidence for elective AVM intervention.
    quote_role: REVIEW_SYNTHESIS
  - reference: url:https://www.ncbi.nlm.nih.gov/sites/books/NBK531479/
    reference_title: Intracranial Arteriovenous Malformations - StatPearls - NCBI Bookshelf
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: INDIRECT
    snippet: External ventricular drainage may be indicated if there is intraventricular hemorrhage extension and hydrocephalus is present.
    explanation: Specific acute neurosurgical indication, conditional on hemorrhage anatomy.
    quote_role: REVIEW_SYNTHESIS
  therapeutic_modality: OTHER
clinical_trials:
- name: NCT00389181
  phase: PHASE_III
  status: COMPLETED
  description: >-
    ARUBA randomized adults with unruptured brain AVM to medical management alone or management plus intervention.
    Enrollment stopped early; completed follow-up provides randomized evidence on death or symptomatic stroke.
  target_phenotypes:
  - preferred_term: Stroke
    term:
      id: HP:0001297
      label: Stroke
  - preferred_term: Intracranial hemorrhage
    term:
      id: HP:0002170
      label: Intracranial hemorrhage
  evidence:
  - reference: PMID:24268105
    reference_title: >-
      Medical management with or without interventional therapy for unruptured brain
      arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      This trial is registered with ClinicalTrials.gov, number NCT00389181.
    explanation: >-
      Ties the published trial report to its ClinicalTrials.gov registration, which is the
      identifier this record is keyed on.

  - reference: clinicaltrials:NCT00389181
    reference_title: A Randomized Trial of Unruptured Brain Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: The purpose of this study is to determine if medical management is better than invasive therapy for improving the long-term outcome
    explanation: Registry describes the randomized comparison; clinical outcomes are supplied by the published reports.
  notes: Registry status verified on 2026-10-01.
- name: NCT02098252
  phase: NOT_APPLICABLE
  status: RECRUITING
  description: >-
    TOBAS combines randomized comparisons and prospective registries for ruptured and unruptured AVMs. It studies
    conservative versus interventional management and the contribution of embolization. Registry publications
    should be distinguished from randomized trial results.
  target_phenotypes:
  - preferred_term: Stroke
    term:
      id: HP:0001297
      label: Stroke
  - preferred_term: Intracranial hemorrhage
    term:
      id: HP:0002170
      label: Intracranial hemorrhage
  evidence:
  - reference: clinicaltrials:NCT02098252
    reference_title: "Treatment of Brain AVMs (TOBAS) Study: A Randomized Controlled Trial and Registry"
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      The trial has been designed to test a) whether medical management or interventional
      therapy will reduce the risk of death or debilitating stroke
    explanation: >-
      States the trial's primary question, which is the unresolved comparison this entry's
      management-controversy discussion records.

  notes: Registry status verified on 2026-10-01.
- name: NCT04572568
  phase: NOT_APPLICABLE
  status: RECRUITING
  description: MATCH is a prospective multicenter observational registry of multidisciplinary AVM management; it supplied data for the 2025 target-trial emulation.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT04572568
    reference_title: Registry of Multimodality Treatment for Brain Arteriovenous Malformation in Mainland China
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: This study is a multi-center, prospective, registry study.
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT06098872
  phase: PHASE_II
  status: WITHDRAWN
  description: Presurgical trametinib pilot for adult unruptured AVMs, including intracranial lesions. Withdrawn with zero actual enrollment and the stated reason that no patients enrolled; it supplies no treatment outcome evidence.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT06098872
    reference_title: Pilot Study on the Efficacy of MEK1/MEK2 Inhibitor Trametinib in Patients With Surgical Unruptured Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: The purpose of this pilot study is to see whether taking an oral medication called Trametinib can improve upon the AVM structure
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT06913725
  phase: PHASE_II
  status: RECRUITING
  description: Open-label exploratory FCN-159 study in brain AVM, with an estimated ten participants and an MRA response endpoint.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT06913725
    reference_title: An Exploratory Study to Evaluate the Efficacy and Safety of FCN-159 in Patients With Brain Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: A single-center, open-label, non-randomized controlled exploratory study is conducted in the Xuanwu Hospital Capital Medical University
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT02314377
  phase: PHASE_I
  status: COMPLETED
  description: Completed two-participant bevacizumab pilot for AVMs unsuitable for surgery; published results found no change in nidus volume.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT02314377
    reference_title: Bevacizumab Therapy for Brain Arteriovenous Malformation
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: Bevacizumab Therapy for brain arteriovenous malformation that is not amenable to surgical intervention.
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT06264531
  status: RECRUITING
  description: Bevacizumab study in symptomatic cerebral AVM; the primary endpoint evaluates improvement in cognition, neurological symptoms, epilepsy or headache rather than proven nidus eradication.
  notes: Registry status verified on 2026-10-01; registered as phase 2/phase 3.
  evidence:
  - reference: clinicaltrials:NCT06264531
    reference_title: Evaluation of the Efficacy and Safety of Anti-angiogenic Therapy With Intravenous Bevacizumab in Patients With Symptomatic Cerebral Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: The aim of our study is to assess the efficacy of IV Bevacizumab on the disabling symptoms associated with symptomatic brain AVMs.
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT06494358
  phase: NOT_APPLICABLE
  status: RECRUITING
  description: Observational evaluation of local arterial and peripheral venous liquid biopsies against surgical-tissue genotyping.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT06494358
    reference_title: Liquid Biopsies for the Detection of Somatic Mutations in Brain Arteriovenous Malformations
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: This research aims to evaluate the diagnostic performances of liquid biopsies
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
- name: NCT07314047
  phase: NOT_APPLICABLE
  status: RECRUITING
  description: PARTNER randomized noninferiority device study comparing a liquid embolic agent with Onyx. Its primary endpoint is effective embolization, defined as at least 50% reduction after the last procedure, which is not complete cure.
  notes: Registry status verified on 2026-10-01.
  evidence:
  - reference: clinicaltrials:NCT07314047
    reference_title: "a Prospective, Multi-center, Open-label, Non-inferiority, Randomized, Controlled Registration Trial of the Liquid Embolic Agent for the Treatment of Brain Arteriovenous Malformation"
    supports: SUPPORT
    evidence_source: OTHER
    directness: DIRECT
    snippet: This study is designed as a prospective, multi-center, open-label, non-inferiority, randomized controlled clinical trial.
    explanation: Registry describes study intent; enrollment status and design do not establish efficacy.
animal_models:
- name: Endothelial BrafV600E mouse model of sporadic brain AVM
  species: Mouse
  genotype: Brain endothelial-cell-specific BrafV600E expression
  publication: PMID:38700584
  description: Engineered activating BRAF expression produces dilated AVM-like vessels with reduced wall stability, spontaneous hemorrhage and inflammation. Early dabrafenib slows progression; efficacy against established lesions was unresolved. Available evidence is the published abstract, not a complete assessment of model fidelity.
  modeled_mechanisms:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Reproduces selected vascular architectural features, but not a spontaneous human somatic event.
    evidence:
    - reference: PMID:38700584
      reference_title: Somatic Braf(V600E) mutation in the cerebral endothelium induces brain arteriovenous malformations.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: Mice with BrafV600E mutations in brain ECs developed BAVM closely resembled that of human lesions.
      explanation: Engineered mouse phenotype; abstract-only retrieval limits assessment.
      quote_role: PRIMARY_RESULT
  - target: Nidus Rupture and Intracranial Haemorrhage
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Spontaneous bleeding occurs in the engineered model.
    evidence:
    - reference: PMID:38700584
      reference_title: Somatic Braf(V600E) mutation in the cerebral endothelium induces brain arteriovenous malformations.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: accompanied by spontaneous hemorrhage and neuroinflammation.
      explanation: Reported mouse outcome; no human treatment efficacy.
      quote_role: PRIMARY_RESULT
- name: Adult AAV-BR1 KRAS G12V brain endothelial mouse
  species: Mouse
  genotype: AAV-BR1-mediated brain endothelial KRAS G12V overexpression
  publication: PMID:41410028
  description: Adult mice develop multiple cerebral AVM-like lesions and hemorrhage. Trametinib begun ten weeks after induction prolongs survival and reduces some measures of bleeding without significant MRA lesion-number change. The treatment study used males and widespread transgene expression, exceeding the usual focal human lesion burden. Related experiments test inflammatory interactions and minocycline.
  modeled_mechanisms:
  - target: Nidus Rupture and Intracranial Haemorrhage
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Models hemorrhage and the distinction between reduced bleeding and anatomical cure.
    evidence:
    - reference: PMID:41410028
      reference_title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: the mice treated with 1 mg/kg of trametinib demonstrated significantly lower hemorrhagic volumes than the vehicle treated mice
      explanation: Eight-week treatment measurement in mice with established lesions; the higher-dose result was not significant.
      quote_role: PRIMARY_RESULT
  - target: Increased Blood-Brain Barrier Permeability
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Tracer leakage and endothelial junction changes respond to minocycline in the related KRAS G12V model.
    evidence:
    - reference: PMID:41696778
      reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: the leaking of BSA-647, a BBB tracer, in the KRASG12V/bEC mouse was significantly attenuated by minocycline treatment
      explanation: Preclinical barrier readout, not proof of clinical hemorrhage prevention.
      quote_role: PRIMARY_RESULT
- name: Postnatal AAV-PHP.V1 KRAS G12D endothelial mouse
  species: Mouse
  genotype: AAV-PHP.V1 conditional KRAS G12D in Cdh5-CreERT2 mice
  publication: PMID:39576014
  description: Postnatal endothelial KRAS G12D induction produces vascular tangles and hemorrhage, with lesion burden dependent on viral dose. CRISPR/CasRx targets mutant RNA rather than editing genomic DNA. Concurrent delivery strongly suppresses formation; treatment fourteen days after induction reduces lesion size while lesion-number reduction is not significant. Overexpression, spinal lesions, occasional splenic bleeding and repeated-AAV immunity limit translation.
  modeled_mechanisms:
  - target: Nidus Formation with Direct Arteriovenous Shunting
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Engineered postnatal arteriovenous connections reproduce aspects of nidus architecture.
    evidence:
    - reference: PMID:39576014
      reference_title: CRISPR/CasRx suppresses KRAS-induced brain arteriovenous malformation developed in postnatal brain endothelial cells in mice.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: Tortuous and enlarged vascular tangles connected with feeding arteries and draining veins were observed in the cleared brains
      explanation: Direct three-dimensional anatomical observation in mice.
      quote_role: PRIMARY_RESULT
  - target: Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
    relationship: PERTURBS
    fidelity: MODERATE
    description: Mutant-transcript suppression tests dependence on the initiating KRAS perturbation.
    evidence:
    - reference: PMID:39576014
      reference_title: CRISPR/CasRx suppresses KRAS-induced brain arteriovenous malformation developed in postnatal brain endothelial cells in mice.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: The lesion number showed a tendency to decrease, and the size significantly decreased
      explanation: Delayed CasRx treatment after lesion development had a clearer effect on size than number.
      quote_role: PRIMARY_RESULT
- name: Embryonic KRAS G12V zebrafish arteriovenous-shunt model
  species: Zebrafish
  genotype: Mosaic endothelial expression of fluorescently tagged KRAS G12V
  publication: PMID:41708990
  description: Embryonic shunts can improve after glycolytic or MEK inhibition. BAY876 plus reduced-dose SL327 improved reversal compared with SL327 alone. This early arteriovenous-shunt model does not establish regression of a mature, complex human brain nidus; the MEK inhibitor was SL327 rather than trametinib.
  modeled_mechanisms:
  - target: Increased Endothelial Glycolytic Flux
    relationship: PERTURBS
    fidelity: LOW
    description: Glycolytic blockade perturbs shunt maintenance in an early developmental model.
    evidence:
    - reference: PMID:41708990
      reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      directness: DIRECT
      snippet: combined BAY876 + SL327 significantly improved shunt reversal compared to SL327 alone in our zebrafish model
      explanation: Combination result; the 2-DG plus SL327 comparison showed a nonsignificant trend.
      quote_role: PRIMARY_RESULT
discussions:
- discussion_id: bavm-unruptured-management-controversy
  kind: KNOWLEDGE_GAP
  status: OPEN
  attaches_to:
  - pathophysiology#Nidus Rupture and Intracranial Haemorrhage
  - pathophysiology#Nidus Formation with Direct Arteriovenous Shunting
  prompt: >-
    Which patients with an unruptured brain AVM benefit from intervention when both hemorrhagic and nonhemorrhagic
    outcomes are considered?
  rationale: >-
    ARUBA randomized adults and measured death or any symptomatic stroke, including ischemic stroke. MATCH
    emulated a target trial in an observational registry that included younger patients and measured AVM-related
    hemorrhage or death; its primary outcome excluded ischemic stroke, radiation injury, seizures and cognitive
    effects. Longer follow-up alone cannot explain the different estimates, and weighting cannot eliminate
    unmeasured confounding. MATCH high-grade subgroup estimates were imprecise. Diffuse lesions showed benefit
    at five years but no significant advantage at ten years, rather than uniform absence of benefit.
  evidence:
  - reference: PMID:32562682
    reference_title: "Medical management with interventional therapy versus medical management alone for unruptured brain arteriovenous malformations (ARUBA): final follow-up of a multicentre, non-blinded, randomised controlled trial."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: The incidence of death or symptomatic stroke was lower with medical management alone
    explanation: Final ARUBA randomized comparison at mean 50.4 months.
    quote_role: PRIMARY_RESULT
  - reference: PMID:41231469
    reference_title: Interventional Treatment vs Conservative Management of Unruptured Brain Arteriovenous Malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: the estimated 5-year hemorrhage-free survival was 96.23% (95% CI, 93.95%-97.65%) for the interventional treatment group and 89.00% (95% CI, 86.37%-91.24%) for the conservative management group
    explanation: Different population, endpoint and nonrandomized design; not a direct refutation of the ARUBA all-stroke result.
    quote_role: PRIMARY_RESULT
  proposed_experiments:
  - experiment_id: bavm-long-horizon-randomisation
    name: Long-term randomized assessment of net clinical benefit
    description: >-
      Compare intervention and observation with long-term randomized follow-up, prospectively stratified by
      clinically relevant lesion anatomy. Measure death, hemorrhagic and ischemic stroke, disability, cognition,
      seizures and treatment-related injury rather than assuming hemorrhage-free survival captures net benefit.
    readouts:
    - name: Death, hemorrhagic and ischemic stroke, disability and treatment-related injury
      target: pathophysiology#Nidus Rupture and Intracranial Haemorrhage
    would_support:
    - pathophysiology#Nidus Rupture and Intracranial Haemorrhage

- discussion_id: bavm-mek-inhibition-translation
  kind: HUMAN_MODEL_MISMATCH
  status: OPEN
  attaches_to:
  - pathophysiology#Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
  - pathophysiology#Nidus Formation with Direct Arteriovenous Shunting
  prompt: >-
    Can pathway-directed treatment provide durable clinical benefit in established human brain AVM, and which
    outcomes reflect that benefit?
  rationale: >-
    The evidence is no longer exclusively preventive: established-lesion mouse experiments report reduced bleeding
    and longer survival without clear loss of the nidus, and a preprint describes three uncontrolled human
    trametinib cases. One of those patients hemorrhaged during treatment. Conversely, a two-patient bevacizumab
    trial showed no volume reduction. Genotype, mature vascular architecture, dose, treatment duration, rebound
    after withdrawal and systemic toxicity remain unresolved. NCT06098872 was withdrawn without enrollment;
    active studies should not be counted as positive efficacy results.
  evidence:
  - reference: PMID:41410028
    reference_title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    directness: DIRECT
    snippet: the size and number of bAVMs were not noticeably changed in trametinib-treated mice based on our MRA imaging
    explanation: Distinguishes bleeding reduction from anatomical regression.
    quote_role: PRIMARY_RESULT
  - reference: url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full
    reference_title: "MEK signaling represents a viable therapeutic vulnerability of KRAS-driven somatic brain arteriovenous malformations | bioRxiv"
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: Patient 3 had a hemorrhagic stroke, but was still deemed ineligible for surgical or endovascular intervention
    explanation: Preprint uncontrolled human observation; no demonstrated hemorrhage prevention.
    quote_role: PRIMARY_RESULT
  - reference: PMID:34189463
    reference_title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: No change in bAVM volume was observed 26 or 52 weeks after bevacizumab treatment.
    explanation: Small clinical pilot limits a broad assumption that pathway inhibition shrinks established lesions.
    quote_role: PRIMARY_RESULT
  proposed_experiments:
  - experiment_id: bavm-mek-established-lesion-trial
    name: MEK inhibition in established, genotyped brain AVM
    description: >-
      A controlled study in established brain AVM should assess bleeding, disability, nidus volume and shunt
      flow, with systematic toxicity monitoring and follow-up after treatment withdrawal. Genotyping through
      clinically obtained tissue or validated liquid biopsy could test differential response without requiring
      research biopsy as routine care.
    readouts:
    - name: Nidus volume and shunt flow
      target: pathophysiology#Nidus Formation with Direct Arteriovenous Shunting
    - name: Hemorrhage and neurological function
      target: pathophysiology#Nidus Rupture and Intracranial Haemorrhage
    would_support:
    - pathophysiology#Constitutive RAS-MAPK-ERK Signalling in Brain Endothelial Cells
- discussion_id: bavm-candidate-genetic-modifiers
  kind: KNOWLEDGE_GAP
  status: OPEN
  attaches_to:
  - pathophysiology#Nidus Rupture and Intracranial Haemorrhage
  prompt: Do candidate inherited variants improve prediction of sporadic AVM hemorrhage beyond clinical and anatomical factors?
  rationale: A natural-history review describes candidate IL6, TNF and APOE associations and notes that most awaited independent replication. These associations concern hemorrhage susceptibility, not proven initiating mutations or clinically validated tests. A small familial report proposing PTPN13 also does not establish an alternative cause for unselected sporadic lesions.
  evidence:
  - reference: PMID:24930128
    reference_title: Hemorrhage rates and risk factors in the natural history course of brain arteriovenous malformations.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: INDIRECT
    snippet: the majority of these genetic association results await replication in independent AVM cohorts.
    explanation: Limitation stated by the 2014 review; candidate associations are not treated as validated clinical predictors.
    quote_role: REVIEW_SYNTHESIS
  - reference: PMID:41418676
    reference_title: Combined exome and RNA-seq analysis in patients with rare non-syndromic inherited brain arteriovenous malformation suggests a novel function for PTPN13 in arterial specification.
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    directness: DIRECT
    snippet: PTPN13 was identified as a possible causative gene for non-syndromic inherited bAVM.
    explanation: Candidate proposed from two related affected individuals; not an established sporadic AVM driver.
    quote_role: PRIMARY_RESULT
notes: >-
  The MONDO binding denotes brain arteriovenous malformations broadly; this entry emphasizes the sporadic phenotype
  and does not imply that the ontology term itself excludes hereditary disease. Syndromic HHT and capillary-malformation–AVM,
  and cerebral proliferative angiopathy, require distinct diagnostic consideration. Brain AVM is a non-neoplastic
  vascular malformation even though some experimental endothelial contexts show increased proliferation.
experimental_models:
- name: KRAS-engineered endothelial cultures
  experimental_model_type: CELL_LINE
  organism:
    preferred_term: Homo sapiens
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  description: Doxycycline-inducible immortalized HUVECs provide glycolysis, sprouting and junction assays. Selected results were validated by transfection of primary human brain microvascular endothelial cells. The principal cell line is not brain endothelium, lacks flow and mural support, and showed no increase in proliferation in the reported comparison.
  cell_source: Immortalized HUVEC line; selected primary human brain endothelial validation
  publication: PMID:41708990
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: The primary mechanistic insights in our study were made using an immortalized HUVEC cellular system, with validation in primary brain ECs.
    explanation: Explicit model identity and scope.
    quote_role: PRIMARY_RESULT
  modeled_mechanisms:
  - target: Increased Endothelial Glycolytic Flux
    relationship: PERTURBS
    fidelity: MODERATE
    description: Models mutant-cell metabolism and its perturbation by HK2 knockdown.
    evidence:
    - reference: PMID:41708990
      reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
      supports: SUPPORT
      evidence_source: IN_VITRO
      directness: DIRECT
      snippet: siRNA knockdown of HK2 resulted in a dose-dependent reduction of both average sprout length and number per EC spheroid
      explanation: Functional perturbation in immortalized HUVECs.
      quote_role: PRIMARY_RESULT
- name: Patient-derived brain AVM endothelial spheroids
  experimental_model_type: PRIMARY_CELL_CULTURE
  organism:
    preferred_term: Homo sapiens
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  description: Endothelial cultures from four resected AVMs show increased sprouting. Two samples with detected KRAS mutations responded more strongly to trametinib; combined BAY876 and trametinib reduced sprout length in all four samples. Small sample size, culture selection and lack of intact vascular anatomy preclude clinical-response prediction.
  cell_source: Primary endothelium from surgically resected human lesions
  publication: PMID:41708990
  evidence:
  - reference: PMID:41708990
    reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: combination treatment with BAY876 and trametinib reduced sprout length in all patient-derived EC samples
    explanation: Four patient-derived cultures; a culture response is not a patient treatment response.
    quote_role: PRIMARY_RESULT
  modeled_mechanisms:
  - target: Aberrant Endothelial Angiogenic Sprouting
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Patient-derived cells provide an assay of sprouting under metabolic and MEK inhibition.
    evidence:
    - reference: PMID:41708990
      reference_title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
      supports: SUPPORT
      evidence_source: IN_VITRO
      directness: DIRECT
      snippet: human bAVM ECs showed enhanced angiogenic potential with increased average sprout length and number per spheroid
      explanation: Primary lesion-derived culture compared with purchased brain endothelial cells.
      quote_role: PRIMARY_RESULT
- name: Murine endothelial–astrocyte–macrophage barrier co-culture
  experimental_model_type: CO_CULTURE
  organism:
    preferred_term: Mus musculus
    term:
      id: NCBITaxon:10090
      label: Mus musculus
  description: Transwell cultures combine KRAS G12V mouse endothelial cells, astrocytes and macrophages. Macrophages amplify loss of barrier resistance and dextran leakage. Separate conditioned-medium experiments use immortalized BV2 microglia; mural cells and physiological flow are absent.
  cell_source: Cultured mouse endothelial cells, astrocytes and macrophages; separate BV2 conditioned-medium assays
  publication: PMID:41696778
  evidence:
  - reference: PMID:41696778
    reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: the presence of Mφ significantly enhanced FITC-dextran permeability in a 3D BBB coculture system
    explanation: Direct permeability result in the multicellular in-vitro model.
    quote_role: PRIMARY_RESULT
  modeled_mechanisms:
  - target: Increased Blood-Brain Barrier Permeability
    relationship: PERTURBS
    fidelity: MODERATE
    description: Tests cellular interactions that amplify barrier leakage.
    evidence:
    - reference: PMID:41696778
      reference_title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
      supports: SUPPORT
      evidence_source: IN_VITRO
      directness: DIRECT
      snippet: minocycline treatment in the KRAS-G12V-EC on day 1 post-transfection markedly reduced the increased BBB permeability
      explanation: In-vitro intervention, not a clinical efficacy result.
      quote_role: PRIMARY_RESULT
- name: Patient-monocyte vascular smooth-muscle co-culture
  experimental_model_type: CO_CULTURE
  organism:
    preferred_term: Homo sapiens
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  description: GPNMB-positive monocytes isolated from ruptured AVMs are co-cultured with primary brain vascular smooth muscle cells. Increased apoptosis and responses to osteopontin/CD44/integrin perturbation support a candidate route to mural-cell injury, without resolving the timing of recruitment relative to rupture.
  cell_source: Patient-derived GPNMB-positive monocytes and primary brain vascular smooth muscle cells
  publication: PMID:35084939
  evidence:
  - reference: PMID:35084939
    reference_title: A single-cell atlas of the normal and malformed human brain vasculature.
    supports: SUPPORT
    evidence_source: IN_VITRO
    directness: DIRECT
    snippet: Soluble OPN induced a 2.7-fold increase in VSMC apoptosis
    explanation: Osteopontin challenge in culture; not a direct patient hemorrhage readout.
    quote_role: PRIMARY_RESULT
  modeled_mechanisms:
  - target: Myeloid-associated Vascular Smooth Muscle Cell Apoptosis
    relationship: PARTIALLY_RECAPITULATES
    fidelity: MODERATE
    description: Models an inflammatory mechanism of smooth-muscle injury.
    evidence:
    - reference: PMID:35084939
      reference_title: A single-cell atlas of the normal and malformed human brain vasculature.
      supports: SUPPORT
      evidence_source: IN_VITRO
      directness: DIRECT
      snippet: Co-culture of isolated GPNMB+ monocytes from ruptured AVM patients with primary brain vascular smooth muscle cells (VSMCs) increased apoptotic cleaved caspase-3+ VSMCs
      explanation: Direct co-culture evidence.
      quote_role: PRIMARY_RESULT
references:
- reference: PMID:12690217
  title: "The New York Islands AVM Study: design, study progress, and initial results."
- reference: PMID:12702837
  title: "Prospective, population-based detection of intracranial vascular malformations in adults: the Scottish Intracranial Vascular Malformation Study (SIVMS)."
- reference: PMID:24268105
  title: "Medical management with or without interventional therapy for unruptured brain arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial."
- reference: PMID:24930128
  title: Hemorrhage rates and risk factors in the natural history course of brain arteriovenous malformations.
- reference: PMID:25015366
  title: "Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage predictors."
- reference: PMID:29298116
  title: Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
- reference: PMID:31795902
  title: RNA-Sequencing Highlights Inflammation and Impaired Integrity of the Vascular Wall in Brain Arteriovenous Malformations.
- reference: PMID:31891627
  title: Somatic mutations in intracranial arteriovenous malformations.
- reference: PMID:31942635
  title: Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations.
- reference: PMID:32562682
  title: "Medical management with interventional therapy versus medical management alone for unruptured brain arteriovenous malformations (ARUBA): final follow-up of a multicentre, non-blinded, randomised controlled trial."
- reference: PMID:34189463
  title: Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
- reference: PMID:34541474
  title: The role of mural cells in hemorrhage of brain arteriovenous malformation.
- reference: PMID:35084939
  title: A single-cell atlas of the normal and malformed human brain vasculature.
- reference: PMID:36857052
  title: Development and Validation of a Scoring System for Hemorrhage Risk in Brain Arteriovenous Malformations.
- reference: PMID:38700584
  title: Somatic Braf(V600E) mutation in the cerebral endothelium induces brain arteriovenous malformations.
- reference: PMID:39125532
  title: Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
- reference: PMID:39576014
  title: CRISPR/CasRx suppresses KRAS-induced brain arteriovenous malformation developed in postnatal brain endothelial cells in mice.
- reference: PMID:40428814
  title: "The Dynamics of Seizures After Microsurgical Treatment of Brain AVMs in Patients with Symptomatic Epilepsy: A Single-Center Experience over 10 Years."
- reference: PMID:41231469
  title: Interventional Treatment vs Conservative Management of Unruptured Brain Arteriovenous Malformations.
- reference: PMID:41303829
  title: "Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year Single-Center Experience."
- reference: PMID:41410028
  title: Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
- reference: PMID:41418676
  title: Combined exome and RNA-seq analysis in patients with rare non-syndromic inherited brain arteriovenous malformation suggests a novel function for PTPN13 in arterial specification.
- reference: PMID:41696778
  title: Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
- reference: PMID:41708990
  title: KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
- reference: PMID:41999461
  title: Advances in the Genetics and Molecular Biology of Brain Arteriovenous Malformations.
- reference: PMID:42140314
  title: "Stereotactic Radiosurgery for Brain Arteriovenous Malformations as Expected Curative Treatment: Outcomes of Patients Included in the Prospective Registry of a Pragmatic Trial."
- reference: clinicaltrials:NCT00389181
  title: A Randomized Trial of Unruptured Brain Arteriovenous Malformations
- reference: clinicaltrials:NCT02098252
  title: "Treatment of Brain AVMs (TOBAS) Study: A Randomized Controlled Trial and Registry"
- reference: clinicaltrials:NCT02314377
  title: Bevacizumab Therapy for Brain Arteriovenous Malformation
- reference: clinicaltrials:NCT04572568
  title: Registry of Multimodality Treatment for Brain Arteriovenous Malformation in Mainland China
- reference: clinicaltrials:NCT06098872
  title: Pilot Study on the Efficacy of MEK1/MEK2 Inhibitor Trametinib in Patients With Surgical Unruptured Arteriovenous Malformations
- reference: clinicaltrials:NCT06264531
  title: Evaluation of the Efficacy and Safety of Anti-angiogenic Therapy With Intravenous Bevacizumab in Patients With Symptomatic Cerebral Arteriovenous Malformations
- reference: clinicaltrials:NCT06494358
  title: Liquid Biopsies for the Detection of Somatic Mutations in Brain Arteriovenous Malformations
- reference: clinicaltrials:NCT06913725
  title: An Exploratory Study to Evaluate the Efficacy and Safety of FCN-159 in Patients With Brain Arteriovenous Malformations
- reference: clinicaltrials:NCT07314047
  title: "a Prospective, Multi-center, Open-label, Non-inferiority, Randomized, Controlled Registration Trial of the Liquid Embolic Agent for the Treatment of Brain Arteriovenous Malformation"
- reference: url:https://pmc.ncbi.nlm.nih.gov/articles/PMC4141996/?report=xml
  title: "Untreated brain arteriovenous malformation: Patient-level meta-analysis of hemorrhage predictors - PMC"
- reference: url:https://www.biorxiv.org/content/10.1101/2024.05.15.594335v1.full
  title: "MEK signaling represents a viable therapeutic vulnerability of KRAS-driven somatic brain arteriovenous malformations | bioRxiv"
- reference: url:https://www.ncbi.nlm.nih.gov/sites/books/NBK531479/
  title: Intracranial Arteriovenous Malformations - StatPearls - NCBI Bookshelf
- reference: PMID:30285374
  title: Intracranial Arteriovenous Malformations.
  tags:
  - StatPearls
  findings: []
📚

References & Deep Research

References

39
The New York Islands AVM Study: design, study progress, and initial results.
No top-level findings curated for this source.
Prospective, population-based detection of intracranial vascular malformations in adults: the Scottish Intracranial Vascular Malformation Study (SIVMS).
No top-level findings curated for this source.
Medical management with or without interventional therapy for unruptured brain arteriovenous malformations (ARUBA): a multicentre, non-blinded, randomised trial.
No top-level findings curated for this source.
Hemorrhage rates and risk factors in the natural history course of brain arteriovenous malformations.
No top-level findings curated for this source.
Untreated brain arteriovenous malformation: patient-level meta-analysis of hemorrhage predictors.
No top-level findings curated for this source.
Somatic Activating KRAS Mutations in Arteriovenous Malformations of the Brain.
No top-level findings curated for this source.
RNA-Sequencing Highlights Inflammation and Impaired Integrity of the Vascular Wall in Brain Arteriovenous Malformations.
No top-level findings curated for this source.
Somatic mutations in intracranial arteriovenous malformations.
No top-level findings curated for this source.
Radiosurgery for Unruptured Intervention-Naïve Pediatric Brain Arteriovenous Malformations.
No top-level findings curated for this source.
Medical management with interventional therapy versus medical management alone for unruptured brain arteriovenous malformations (ARUBA): final follow-up of a multicentre, non-blinded, randomised controlled trial.
No top-level findings curated for this source.
Proof-of-concept single-arm trial of bevacizumab therapy for brain arteriovenous malformation.
No top-level findings curated for this source.
The role of mural cells in hemorrhage of brain arteriovenous malformation.
No top-level findings curated for this source.
A single-cell atlas of the normal and malformed human brain vasculature.
No top-level findings curated for this source.
Development and Validation of a Scoring System for Hemorrhage Risk in Brain Arteriovenous Malformations.
No top-level findings curated for this source.
Somatic Braf(V600E) mutation in the cerebral endothelium induces brain arteriovenous malformations.
No top-level findings curated for this source.
Diagnostic Accuracy of Non-Contrast-Enhanced Time-Resolved MR Angiography to Assess Angioarchitectural Classification Features of Brain Arteriovenous Malformations.
No top-level findings curated for this source.
CRISPR/CasRx suppresses KRAS-induced brain arteriovenous malformation developed in postnatal brain endothelial cells in mice.
No top-level findings curated for this source.
The Dynamics of Seizures After Microsurgical Treatment of Brain AVMs in Patients with Symptomatic Epilepsy: A Single-Center Experience over 10 Years.
No top-level findings curated for this source.
Interventional Treatment vs Conservative Management of Unruptured Brain Arteriovenous Malformations.
No top-level findings curated for this source.
Microsurgical Resection of Unruptured Brain Arteriovenous Malformations: A 12-Year Single-Center Experience.
No top-level findings curated for this source.
Trametinib Decreased Intracerebral Hemorrhages and Endothelial-to-Mesenchymal Transition in KRAS(G12V)-Induced Brain Arteriovenous Malformations in Mice.
No top-level findings curated for this source.
Combined exome and RNA-seq analysis in patients with rare non-syndromic inherited brain arteriovenous malformation suggests a novel function for PTPN13 in arterial specification.
No top-level findings curated for this source.
Mutant KRAS in brain endothelial cells promotes vascular inflammation and impairs vascular integrity in brain arteriovenous malformation.
No top-level findings curated for this source.
KRAS-dependent glycolytic reprogramming of endothelial cells in sporadic arteriovenous malformations.
No top-level findings curated for this source.
Advances in the Genetics and Molecular Biology of Brain Arteriovenous Malformations.
No top-level findings curated for this source.
Stereotactic Radiosurgery for Brain Arteriovenous Malformations as Expected Curative Treatment: Outcomes of Patients Included in the Prospective Registry of a Pragmatic Trial.
No top-level findings curated for this source.
A Randomized Trial of Unruptured Brain Arteriovenous Malformations
No top-level findings curated for this source.
Treatment of Brain AVMs (TOBAS) Study: A Randomized Controlled Trial and Registry
No top-level findings curated for this source.
Bevacizumab Therapy for Brain Arteriovenous Malformation
No top-level findings curated for this source.
Registry of Multimodality Treatment for Brain Arteriovenous Malformation in Mainland China
No top-level findings curated for this source.
Pilot Study on the Efficacy of MEK1/MEK2 Inhibitor Trametinib in Patients With Surgical Unruptured Arteriovenous Malformations
No top-level findings curated for this source.
Evaluation of the Efficacy and Safety of Anti-angiogenic Therapy With Intravenous Bevacizumab in Patients With Symptomatic Cerebral Arteriovenous Malformations
No top-level findings curated for this source.
Liquid Biopsies for the Detection of Somatic Mutations in Brain Arteriovenous Malformations
No top-level findings curated for this source.
An Exploratory Study to Evaluate the Efficacy and Safety of FCN-159 in Patients With Brain Arteriovenous Malformations
No top-level findings curated for this source.
a Prospective, Multi-center, Open-label, Non-inferiority, Randomized, Controlled Registration Trial of the Liquid Embolic Agent for the Treatment of Brain Arteriovenous Malformation
No top-level findings curated for this source.
Untreated brain arteriovenous malformation: Patient-level meta-analysis of hemorrhage predictors - PMC
No top-level findings curated for this source.
MEK signaling represents a viable therapeutic vulnerability of KRAS-driven somatic brain arteriovenous malformations | bioRxiv
No top-level findings curated for this source.
Intracranial Arteriovenous Malformations - StatPearls - NCBI Bookshelf
No top-level findings curated for this source.
Intracranial Arteriovenous Malformations.
No top-level findings curated for this source.

Deep Research

1

Deep research results are used as seeds for research; they do not undergo the same validation as the main records and may contain errors. How we use deep research.

Evaluations and curation notes (2)

Address review on PR #9007: diagnosis section, embolization, ARUBA final follow-up, mural cells, animal model · 2026-08-20T00:08:06Z · View source

Response to the ai4c-reviewer CHANGES_REQUESTED review on PR #9007. All five blocking findings addressed plus all five suggestions. FINDING 1 - claim/evidence mismatch on "Focal neurological deficit". Correct call, and the fix went further than swapping the citation. The phenotype was bound to HP:0001269 Hemiparesis while the name and evidence were about focal deficits generally. I first drafted a narrowing to "Hemiparesis" with a snippet I believed came from PMID:29298116 - then my own verification step showed that text is from the MONDO/Orphanet definition, NOT from the paper, and it does not appear in the cached abstract. Discarded it. The final version keeps the broad name, DROPS the term entirely (HPO has no general "focal neurological deficit" concept and HP:0012638 is far too coarse), keeps a free-text preferred_term with the reasoning recorded in the description, and cites two sources that actually name focal neurological deficits: PMID:41303829 and PMID:42138076. FINDING 2 - 13 of 29 fetched references uncited. Addressed, but the premise needs correcting on one point of fact. Those DOI_*.md files were written by the DR run's own reference-validation pass, not deliberately fetched by a curator - `just research-disorder` resolves the report's citations as a side effect - so an uncited one reflects what the report cited, not a curatorial relevance judgement. More importantly, an audit shows FIVE of the eleven named files are metadata stubs with `content_type: unavailable` and zero body text, so they cannot be quoted at all. That specifically includes the ARUBA final follow-up the review called "the direct answer" - its cache file has 0 bytes of content. The right fix was to resolve those DOIs to PMIDs and fetch real abstracts, which I did: PMID:32562682 (ARUBA final), PMID:34541474 (mural cells), PMID:31795902 (human RNA-seq), PMID:39125532 (4D-MRA), PMID:38700584 (BrafV600E mouse), all now cited. A `notes:` block records the scoping rationale for what remains unconsumed and why. FINDING 3 - embolization missing. Added, with NCIT:C15230 Embolization Therapy, therapeutic_modality DEVICE, target_mechanisms on the nidus node. Deliberately curated with a PARTIAL evidence item recording that only microsurgical resection showed a consistent haemorrhage benefit in the registry emulation, so embolization does not inherit resection's result. FINDING 4 - ARUBA final follow-up. Now cited (PMID:32562682). Both the conservative management treatment description and the surrounding framing were rewritten: the entry no longer rests on the 33-month interim horizon but reports the mean 50.4-month result (3.39 vs 12.32 per 100 patient-years, HR 0.31, 95% CI 0.17-0.56) and states that what remains contested is generalisability beyond the enrolled population rather than durability. Also added TOBAS (NCT02098252), noting it enrols ruptured as well as unruptured lesions and so is structured against the generalisability criticism. FINDING 5 - no diagnosis section. Added, 4 entries: DSA as reference standard; non-contrast 4D-MRA with its accuracy figures and the contrast-avoidance rationale that is specifically important in a lifelong lesion needing repeated imaging; angioarchitectural grading, promoted out of treatment prose because grade is the operative determinant of whether intervention helps or harms; and somatic genotyping from lesion tissue or cfDNA, which is the diagnostic consequence of the entry's central mechanistic claim - a germline blood panel is negative in a patient whose disease is entirely genetically explained. SUGGESTIONS - all addressed: - NCIT specificity: NCIT:C15656 Neurosurgical Procedure and NCIT:C15358 Stereotactic Radiosurgery replace the generic parents. - therapeutic_modality BEHAVIORAL -> OTHER on conservative management, with the reason recorded inline. - Missing treatment_effect added to that treatment's target_mechanisms entry. - Animal model added: the endothelial BrafV600E mouse with THREE modeled_mechanisms links, each with limitations, readouts and evidence. The third link is the important one - PARTIALLY_RECAPITULATES against the MEK-inhibition node, because dabrafenib slowed progression when given early while efficacy against established lesions "remained uncertain". That is exactly the prevention-versus-reversal distinction the bavm-mek-inhibition-translation discussion argues in prose, now carried as a structured model claim. - Pathophysiology depth: added a "Deficient Mural Cell Coverage and Vessel Wall Instability" TISSUE node between the nidus and rupture, evidenced from the mural cell review and corroborated by human RNA-seq showing downregulated ECM and angiopoietin-TIE programmes. Graph is now 11 nodes / 13 edges, still one connected component, no orphans. NOT DONE: modifier genes (IL6/TNF/APOE). The review cited DOI:10.1007/s12975-014-0351-0 for these, but that cache file is a 687-byte metadata stub with no body text, and the PMID it resolves to (24930128) is a natural-history review whose abstract does not mention modifier genes at all. There is no verified snippet available, so curating them would be an unsupported claim. Validation actually run and read: just validate -> All validations passed just validate-terms -> Validation passed just count-verified-snippets -> 65/65 verified just check-duplicate-keys -> OK just check-title-snippets -> OK check_snippet_length --against-ref origin/main -> OK pytest -k "model_readout_targets_match_link or failure_to_recapitulate" -> 4405 passed just validate-disorders -> passed

Create: Brain arteriovenous malformation (MONDO:0007154) · 2026-08-19T23:11:21Z · View source

New disorder entry for sporadic brain arteriovenous malformation (MONDO:0007154). Claimed via issue #9000 off the priority dashboard (CURATE_ROOT, score 71.5, no NEC risk badge). Deep research: `just research-disorder falcon Brain_Arteriovenous_Malformation` (Edison/Falcon, research/Brain_Arteriovenous_Malformation-deep-research-falcon.md). Three gates: Gate 1 - report reference_validation: 13 references, 12 resolved, 0 unresolved, 0 off-topic, 1 unverifiable (not curated). Gate 2 - `just preflight-dr ... MONDO:0007154` returned SKIP because MONDO records no causal gene (correct: this is a somatic mosaic disease). Manual fallback was run and is notably informative here: the report's OMIM (108010) matches the MONDO xref exactly, and although the gene histogram showed rival genes (KRAS=13, ENG=9, EPHB4=9, ACVRL1=8, BRAF=7), inspection showed ENG/ACVRL1/EPHB4 appear only where the report discusses the HHT and CM-AVM syndromic differential and the genetic-testing panel. Disease-name counts confirm the centre of mass: bAVM=31 and "brain arteriovenous malformation"=29 versus "hereditary hemorrhagic telangiectasia"=1. Not NEC. Gate 3 - the entry was built from independently sourced and fetched references before the report landed; the report was then used as a structural cross-check. Its causal chain independently reproduced the curated pathograph. DR DEFECT FOUND AND AVOIDED. The report quoted the Winkler 2022 Science atlas abstract as "We illustrated an interplay between vascular and immune cells contributory to brain hemorrhage." The real abstract (PMID:35084939, verified against the fetched cache) reads "We illustrate the interplay between vascular and immune cells that contributes to brain hemorrhage." The DR string does not occur anywhere in the cached article - a category-2 (misquoted snippet) hallucination. The verified wording was curated instead. This is a concrete demonstration that the report's own reference_validation block passing does NOT imply its quoted snippets are accurate. Pathograph: 10 atomic nodes, 12 edges, single connected component, no orphans, all four biological_scale values (4 MOLECULAR). Chain: somatic KRAS/BRAF mutation in brain endothelium -> constitutive RAS-MAPK-ERK -> {aberrant angiogenic/Notch programme with loss of arteriovenous identity, glycolytic reprogramming via GLUT1/HK2, MEK-inhibition vulnerability} -> nidus with direct AV shunting -> {high-flow haemodynamics and venous hypertension, vascular inflammation and BBB junction loss} -> {seizure generation, rupture and haemorrhage}. The two routes to instability - haemodynamic and inflammatory - are modelled as separate parallel arms because the literature separates them. Module conformance: none declared, deliberately. The obvious candidate `sustaining_proliferative_signaling` is explicitly scoped as the first hallmark of cancer (Oncogenic Growth-Signal Lesion -> Growth-Factor-Independent Proliferation). Brain AVM shares the constitutive RAS-MAPK node but is not a neoplasm and produces a malformed vascular architecture rather than proliferative expansion, so conformance would import a neoplastic frame the disease does not have. Recorded in the entry notes with the attachment point a future non-neoplastic RASopathy / mosaic vascular malformation module would use. Scope: MONDO files this term under `hereditary disease`, which is misleading - the mutations are post-zygotic and absent from paired blood. Curated as the sporadic somatic disease and explicitly delimited from Hereditary_Hemorrhagic_Telangiectasia, Capillary_Malformation-Arteriovenous_Malformation_Syndrome and Cerebral_Proliferative_Angiopathy, all already in the KB. Frequency discipline: no phenotype carries a frequency band. Haemorrhage is an incident event with an annual rate (2.3%/yr overall; 4.8% ruptured vs 1.3% unruptured) not a cross-sectional proportion; the 80.4% seizure figure is from a surgical series of unruptured lesions only. Both are quoted in descriptions with their cohort context. A headache phenotype was drafted and then REMOVED because the only snippet available did not actually support the claim - the #8352 pattern. Two prevalence records are curated as ANNUAL_INCIDENCE with normalised rates: New York Islands 1.34/100,000/yr and Scotland 1.12/100,000/yr, deliberately both, because they independently reproduce each other in different health systems. Notes record that these are detection rates for a congenital lesion, not incidence of lesion formation. Discussions: `bavm-unruptured-management-controversy` (KNOWLEDGE_GAP) records the ARUBA trial versus the 2025 MATCH target-trial-emulation disagreement, with the registry result curated as REFUTE against the conservative-management position rather than smoothed over; and `bavm-mek-inhibition-translation` (HUMAN_MODEL_MISMATCH) records that the shunt-reversal evidence for MEK inhibition is zebrafish and that model systems test prevention while patients present with established lesions. Validation actually run and read: just validate -> All validations passed just validate-terms -> Validation passed just count-verified-snippets -> 45/45 verified just check-duplicate-keys -> OK just check-title-snippets -> OK check_snippet_length --against-ref origin/main -> OK just check-term-cache-integrity / check-cache-order -> OK just validate-disorders -> passed

Falcon ▸
Disease Characteristics Research Template
Edison Scientific Literature 33 citations 2026-08-19T23:06:12.762912

Question: You are an expert researcher providing comprehensive, well-cited information.

Provide detailed information focusing on: 1. Key concepts and definitions with current understanding 2. Recent developments and latest research (prioritize 2023-2024 sources) 3. Current applications and real-world implementations 4. Expert opinions and analysis from authoritative sources 5. Relevant statistics and data from recent studies

Format as a comprehensive research report with proper citations. Include URLs and publication dates where available. Always prioritize recent, authoritative sources and provide specific citations for all major claims.

Disease Characteristics Research Template

Target Disease

  • Disease Name: Brain arteriovenous malformation
  • MONDO ID: (if available)
  • Category: Vascular Disease

Research Objectives

Please provide a comprehensive research report on Brain arteriovenous malformation covering all of the disease characteristics listed below. This report will be used to populate a disease knowledge base entry. Be thorough and cite primary literature (PMID preferred) for all claims.

For each section, suggested databases/resources are listed. These are the first places you should search for information on each topic.


1. Disease Information

Search first: OMIM, Orphanet, ICD-10/ICD-11, MeSH, PubMed

  • What is the disease? Provide a concise overview.
  • What are the key identifiers? (OMIM, Orphanet, ICD-10/ICD-11, MeSH, Mondo)
  • What are the common synonyms and alternative names?
  • Is the information derived from individual patients (e.g., EHR) or aggregated disease-level resources?

2. Etiology

  • Disease Causal Factors: What are the primary causes? (genetic, environmental, infectious, mechanistic)
  • Risk Factors:

    Search first: PubMed, Cochrane Library, UpToDate, clinical guidelines, ClinVar, ClinGen, GWAS Catalog, PheGenI, CTD, CDC, WHO, epidemiological databases

  • Genetic risk factors (causal variants, susceptibility loci, modifier genes)
  • Environmental risk factors (toxins, lifestyle, occupational exposures, age, sex, family history)
  • Protective Factors:

    Search first: PubMed, Cochrane Library, clinical trial databases, GWAS Catalog, gnomAD, WHO, CDC, nutrition databases

  • Genetic protective factors (protective variants, modifier alleles)
  • Environmental protective factors (diet, lifestyle, exposures that reduce risk)
  • Gene-Environment Interactions: How do genetic and environmental factors interact to influence disease?

    Search first: CTD, PubMed, PheGenI, GxE databases

3. Phenotypes

Search first: HPO (Human Phenotype Ontology), OMIM, Orphanet, PubMed, clinicaltrials.gov, MedDRA, SNOMED CT, DECIPHER, LOINC

For each phenotype, provide: - Phenotype type: symptoms, clinical signs, physical manifestations, behavioral changes, or laboratory abnormalities

For symptoms/signs: HPO, OMIM, Orphanet, PubMed For behavioral changes: HPO, DSM, RDoC (Research Domain Criteria), PubMed For laboratory abnormalities: LOINC, SNOMED CT, LabTests Online, PubMed - Phenotype characteristics: Search first: OMIM, Orphanet, HPO, PubMed - Age of symptom onset (neonatal, childhood, adult-onset, late-onset) - Symptom severity (mild, moderate, severe, variable) - Symptom progression (stable, progressive, episodic, fluctuating) - Frequency among affected individuals (percentage or qualitative) - Quality of life impact: Effects on daily functioning and well-being (per-phenotype when possible) Search first: EQ-5D database, SF-36, WHO QOL databases, PubMed - Suggest HPO (Human Phenotype Ontology) terms for each phenotype

4. Genetic/Molecular Information

  • Causal Genes: Gene mutations or chromosomal abnormalities responsible for disease (gene symbols, OMIM IDs)

    Search first: OMIM, ClinVar, HGMD, Ensembl, NCBI Gene

  • Pathogenic Variants:
  • Affected genes (gene symbols, HGNC IDs) > Search first: OMIM, NCBI Gene, Ensembl, HGNC, UniProt, GeneCards
  • Variant classification (pathogenic, likely pathogenic, VUS per ACMG/AMP guidelines) > Search first: ClinVar, ClinGen, ACMG/AMP guidelines, VarSome
  • Variant type/class (missense, frameshift, nonsense, splice-site, structural)
  • Allele frequency in population databases > Search first: gnomAD, 1000 Genomes, ExAC, TOPMed, dbSNP
  • Somatic vs germline origin > Search first: COSMIC (somatic), ClinVar, ICGC, TCGA
  • Functional consequences (loss of function, gain of function, dominant negative)
  • Modifier Genes: Genes that modify disease severity or expression
  • Epigenetic Information: DNA methylation, histone modifications, chromatin changes affecting disease

    Search first: ENCODE, Roadmap Epigenomics, MethBase, DiseaseMeth

  • Chromosomal Abnormalities: Large-scale genetic changes (aneuploidy, translocations, inversions)

    Search first: DECIPHER, ClinVar, ECARUCA, UCSC Genome Browser

5. Environmental Information

  • Environmental Factors: Non-genetic contributing factors (toxins, radiation, pollution, occupational exposure)

    Search first: CTD (Comparative Toxicogenomics Database), TOXNET, PubMed, EPA databases

  • Lifestyle Factors: Behavioral factors (smoking, diet, exercise, alcohol consumption)

    Search first: CDC databases, WHO, PubMed, NHANES

  • Infectious Agents: If applicable, pathogens causing or triggering disease (bacteria, viruses, fungi, parasites)

    Search first: NCBI Taxonomy, ViPR, BV-BRC, MicrobeDB, GIDEON

6. Mechanism / Pathophysiology

  • Molecular Pathways: Specific signaling cascades or biochemical pathways involved (Wnt, MAPK, mTOR, PI3K-AKT, etc.)

    Search first: KEGG, Reactome, WikiPathways, PathBank, BioCyc

  • Cellular Processes: Cell-level mechanisms (apoptosis, autophagy, cell cycle dysregulation, inflammation, etc.)

    Search first: Gene Ontology (GO), Reactome, KEGG, PubMed

  • Protein Dysfunction: How protein structure or function is altered (misfolding, aggregation, loss of function, gain of function)

    Search first: UniProt, PDB (Protein Data Bank), InterPro, Pfam, AlphaFold

  • Metabolic Changes: Alterations in metabolic processes (energy metabolism, lipid metabolism, amino acid metabolism)

    Search first: KEGG, BioCyc, HMDB (Human Metabolome Database), BRENDA

  • Immune System Involvement: Role of immune response (autoimmunity, immunodeficiency, chronic inflammation)

    Search first: ImmPort, Immunome Database, IEDB, Gene Ontology

  • Tissue Damage Mechanisms: How tissues/ are injured (oxidative stress, ischemia, fibrosis, necrosis)

    Search first: PubMed, Gene Ontology, Reactome

  • Biochemical Abnormalities: Specific molecular defects (enzyme deficiencies, receptor dysfunction, ion channel defects)

    Search first: BRENDA, UniProt, KEGG, OMIM, PubMed

  • Epigenetic Changes: DNA methylation, histone modifications affecting gene expression in disease

    Search first: ENCODE, Roadmap Epigenomics, MethBase, DiseaseMeth

  • Molecular Profiling (if available):
  • Transcriptomics/gene expression changes > Search first: GEO (Gene Expression Omnibus), ArrayExpress, GTEx, Human Cell Atlas, SRA
  • Proteomics findings > Search first: PRIDE, ProteomeXchange, Human Protein Atlas, STRING, BioGRID
  • Metabolomics signatures > Search first: MetaboLights, Metabolomics Workbench, HMDB, METLIN
  • Lipidomics alterations > Search first: LIPID MAPS, SwissLipids, LipidHome, Metabolomics Workbench
  • Genomic structural features > Search first: UCSC Genome Browser, Ensembl, NCBI, dbVar, DGV
  • Advanced Technologies (if applicable):
  • Single-cell analysis findings (cell-type specific mechanisms, cellular heterogeneity) > Search first: Human Cell Atlas, Single Cell Portal, GEO, CELLxGENE
  • Spatial transcriptomics findings > Search first: GEO, Spatial Research, Vizgen, 10x Genomics data
  • Multi-omics integration results > Search first: TCGA, ICGC, cBioPortal, LinkedOmics, PubMed
  • Functional genomics screens (CRISPR, RNAi) > Search first: DepMap, GenomeRNAi, PubMed, BioGRID ORCS

For each mechanism, describe: - The causal chain from initial trigger to clinical manifestation - Which mechanisms are upstream vs downstream - What cell types and biological processes are involved - Suggest GO terms for biological processes and CL terms for cell types

7. Anatomical Structures Affected

  • Organ Level:
  • Primary organs directly affected
  • Secondary organ involvement (complications, secondary effects)
  • Body systems involved (cardiovascular, nervous, digestive, respiratory, endocrine, etc.)

    Search first: Uberon, FMA (Foundational Model of Anatomy), OMIM, HPO, ICD-11, MeSH, SNOMED CT

  • Tissue and Cell Level:
  • Specific tissue types affected (epithelial, connective, muscle, nervous)
  • Specific cell populations targeted (with Cell Ontology terms)

    Search first: Uberon, Human Protein Atlas, Cell Ontology, Human Cell Atlas, CellMarker, PanglaoDB

  • Subcellular Level:
  • Cellular compartments involved (mitochondria, nucleus, ER, lysosomes) (with GO Cellular Component terms)

    Search first: Gene Ontology (Cellular Component), UniProt, Human Protein Atlas

  • Localization:
  • Specific anatomical sites (with UBERON terms) > Search first: FMA, Uberon, NeuroNames (for brain), SNOMED CT
  • Lateralization (unilateral, bilateral, asymmetric) > Search first: HPO, clinical literature, imaging databases

8. Temporal Development

  • Onset:
  • Typical age of onset (congenital, pediatric, adult, geriatric)
  • Onset pattern (acute, subacute, chronic, insidious)

    Search first: OMIM, Orphanet, HPO, PubMed

  • Progression:
  • Disease stages (early, intermediate, advanced, end-stage) > Search first: Cancer Staging Manual (AJCC), WHO classifications, PubMed
  • Progression rate (rapid, slow, variable)
  • Disease course pattern (episodic, relapsing-remitting, progressive, stable)
  • Disease duration (self-limited, chronic lifelong)

    Search first: Disease registries, longitudinal cohort databases, natural history studies, PubMed, Orphanet, OMIM

  • Patterns:
  • Remission patterns (spontaneous, treatment-induced) > Search first: Clinical trial databases, disease registries, PubMed
  • Critical periods (time windows of vulnerability or opportunity for intervention) > Search first: PubMed, developmental biology databases, clinical guidelines

9. Inheritance and Population

  • Epidemiology:
  • Prevalence (cases per 100,000 at given time)
  • Incidence (new cases per 100,000 per year)

    Search first: Orphanet, CDC, WHO, GBD (Global Burden of Disease), national registries, SEER, disease registries

  • For Genetic Etiology:
  • Inheritance pattern (AD, AR, X-linked, mitochondrial, multifactorial, polygenic) > Search first: OMIM, Orphanet, ClinVar, GTR (Genetic Testing Registry)
  • Penetrance (complete, incomplete, age-dependent) > Search first: ClinVar, OMIM, PubMed, ClinGen
  • Expressivity (variable, consistent) > Search first: OMIM, ClinVar, PubMed
  • Genetic anticipation (increasing severity in successive generations) > Search first: OMIM, PubMed (especially for repeat expansion disorders)
  • Germline mosaicism > Search first: ClinVar, OMIM, genetic counseling literature, PubMed
  • Founder effects (population-specific mutations) > Search first: gnomAD, population genetics databases, PubMed
  • Consanguinity role > Search first: OMIM, population studies, genetic counseling resources
  • Carrier frequency > Search first: gnomAD, carrier screening databases, GeneReviews, GTR
  • Population Demographics:
  • Affected populations (ethnic or demographic groups with higher prevalence) > Search first: gnomAD, 1000 Genomes, PAGE Study, PubMed, population registries
  • Geographic distribution (endemic areas, regional variation) > Search first: WHO, CDC, GBD, Orphanet, geographic epidemiology databases
  • Geographic distribution of specific variants
  • Sex ratio (male:female) > Search first: Disease registries, OMIM, PubMed, epidemiological databases
  • Age distribution of affected individuals > Search first: CDC, disease registries, SEER, Orphanet

10. Diagnostics

  • Clinical Tests:
  • Laboratory tests (blood, urine, tissue chemistry, specific enzyme assays) > Search first: LOINC, LabTests Online, PubMed
  • Biomarkers (proteins, metabolites, genetic markers, circulating biomarkers) > Search first: FDA Biomarker List, BEST (Biomarkers, EndpointS, and other Tools), PubMed
  • Imaging studies (X-ray, CT, MRI, PET, ultrasound) > Search first: RadLex, DICOM, Radiopaedia, imaging databases
  • Functional tests (pulmonary function, cardiac stress tests) > Search first: LOINC, clinical guidelines, PubMed
  • Electrophysiology (EEG, EMG, ECG, nerve conduction studies) > Search first: LOINC, clinical neurophysiology databases, PubMed
  • Biopsy findings (histopathology, immunohistochemistry) > Search first: SNOMED CT, College of American Pathologists resources, PubMed
  • Pathology findings (microscopic examination) > Search first: SNOMED CT, Digital Pathology databases, PubMed
  • Genetic Testing:

    Search first: GTR (Genetic Testing Registry), GeneReviews, ClinGen

  • Overview of recommended genetic testing approach
  • Whole genome sequencing (WGS) utility > Search first: GTR, ClinVar, GEL (Genomics England), gnomAD
  • Whole exome sequencing (WES) utility > Search first: GTR, ClinVar, OMIM, GeneMatcher
  • Gene panels (which panels, which genes) > Search first: GTR, ClinVar, laboratory-specific databases
  • Single gene testing > Search first: GTR, ClinVar, OMIM, GeneReviews
  • Chromosomal microarray (CMA) > Search first: DECIPHER, ClinVar, dbVar, ECARUCA
  • Karyotyping > Search first: Chromosome Abnormality Database, ClinVar, cytogenetics resources
  • FISH > Search first: ClinVar, cytogenetics databases, PubMed
  • Mitochondrial DNA testing > Search first: MITOMAP, MSeqDR, ClinVar, GTR
  • Repeat expansion testing > Search first: GTR, ClinVar, repeat expansion databases, PubMed
  • Omics-Based Diagnostics (if applicable):
  • RNA sequencing / transcriptomics > Search first: GEO, ArrayExpress, GTEx, RNA-seq databases
  • Proteomics > Search first: PRIDE, ProteomeXchange, FDA Biomarker database
  • Metabolomics > Search first: MetaboLights, Metabolomics Workbench, HMDB
  • Epigenomics > Search first: GEO, ENCODE, Roadmap Epigenomics, MethBase
  • Liquid biopsy > Search first: COSMIC, ClinVar, liquid biopsy databases, PubMed
  • Clinical Criteria:
  • Standardized diagnostic criteria (DSM, ICD, society guidelines) > Search first: DSM-5, ICD-11, clinical society guidelines, UpToDate
  • Differential diagnosis (other conditions to rule out, with distinguishing features) > Search first: DynaMed, UpToDate, clinical decision support systems
  • Screening:
  • Screening methods for asymptomatic individuals (newborn screening, carrier screening, cascade screening) > Search first: ACMG recommendations, CDC newborn screening, GTR

11. Outcome/Prognosis

  • Survival and Mortality:
  • Survival rate (5-year, 10-year, overall) > Search first: SEER, cancer registries, disease-specific registries, PubMed
  • Life expectancy (with and without treatment if applicable) > Search first: Orphanet, disease registries, actuarial databases, PubMed
  • Mortality rate > Search first: CDC, WHO, GBD, national mortality databases
  • Disease-specific mortality (deaths directly attributable to disease) > Search first: Disease registries, CDC Wonder, GBD, PubMed
  • Morbidity and Function:
  • Morbidity (disease-related disability and health impacts) > Search first: GBD, WHO, disability databases, PubMed
  • Disability outcomes (long-term functional impairments) > Search first: ICF (International Classification of Functioning), disability registries
  • Quality of life measures (EQ-5D, SF-36, PROMIS, disease-specific tools) > Search first: EQ-5D database, SF-36, PROMIS, PubMed
  • Disease Course:
  • Complications (secondary problems: infections, organ failure, etc.) > Search first: ICD codes, disease registries, clinical databases, PubMed
  • Recovery potential (likelihood and extent of recovery, with vs without treatment) > Search first: Natural history studies, rehabilitation databases, PubMed
  • Prediction:
  • Prognostic factors (age, disease severity, biomarkers, treatment response) > Search first: Prognostic models databases, clinical calculators, PubMed
  • Prognostic biomarkers (molecular markers predicting disease course) > Search first: FDA Biomarker database, PubMed, cancer prognostic databases

12. Treatment

  • Pharmacotherapy:
  • Pharmacological treatments (drug names, drug classes, mechanisms of action) > Search first: DrugBank, RxNorm, ATC classification, DailyMed, FDA databases
  • Pharmacogenomics (how genetic variants affect drug metabolism, efficacy, toxicity) > Search first: PharmGKB, CPIC (Clinical Pharmacogenetics), FDA Table of PGx Biomarkers
  • Advanced Therapeutics:
  • Gene therapy (viral vectors, CRISPR, gene replacement, gene editing) > Search first: ClinicalTrials.gov, FDA gene therapy database, ASGCT resources
  • Cell therapy (stem cell transplant, CAR-T, cellular therapeutics) > Search first: ClinicalTrials.gov, FDA cell therapy database, FACT standards
  • RNA-based therapies (ASOs, siRNA, mRNA therapies) > Search first: ClinicalTrials.gov, FDA approvals, PubMed
  • Targeted therapies (treatments directed at specific molecular targets) > Search first: My Cancer Genome, OncoKB, ClinicalTrials.gov, FDA approvals
  • Immunotherapies (checkpoint inhibitors, monoclonal antibodies) > Search first: Cancer Immunotherapy Database, FDA approvals, ClinicalTrials.gov
  • Surgical and Interventional:
  • Surgical interventions (types of surgery, timing, outcomes) > Search first: CPT codes, surgical registries, clinical guidelines, PubMed
  • Supportive and Rehabilitative:
  • Supportive care (symptom management, pain control, nutrition) > Search first: Clinical guidelines, Cochrane Library, PubMed
  • Rehabilitation (physical therapy, occupational therapy, speech therapy) > Search first: Rehabilitation medicine databases, clinical guidelines, PubMed
  • Experimental:
  • Experimental treatments in clinical trials (with NCT identifiers if available) > Search first: ClinicalTrials.gov, EU Clinical Trials Register, WHO ICTRP
  • Treatment Outcomes:
  • Treatment response rates > Search first: Clinical trial databases, FDA reviews, systematic reviews, PubMed
  • Side effects and adverse events > Search first: FDA Adverse Event Reporting System (FAERS), MedWatch, PubMed
  • Treatment Strategy:
  • Treatment algorithms (clinical pathways, decision trees) > Search first: Clinical practice guidelines, NCCN Guidelines, UpToDate
  • Combination therapies > Search first: ClinicalTrials.gov, treatment guidelines, PubMed
  • Personalized medicine approaches (genotype-guided treatment) > Search first: My Cancer Genome, CIViC, PharmGKB, precision medicine databases

For each treatment, suggest NCIT (NCI Thesaurus) clinical-intervention terms where applicable.

13. Prevention

  • Prevention Levels:
  • Primary prevention (preventing disease occurrence: vaccination, risk factor modification) > Search first: CDC, WHO, USPSTF recommendations, Cochrane Library
  • Secondary prevention (early detection and treatment: screening programs, early intervention) > Search first: USPSTF, CDC screening guidelines, WHO
  • Tertiary prevention (preventing complications in those with disease) > Search first: Clinical guidelines, disease management protocols, PubMed
  • Immunization: Vaccine strategies (if applicable)

    Search first: CDC vaccine schedules, WHO immunization, FDA vaccine database

  • Screening and Early Detection:
  • Screening programs (population-based: newborn screening, cancer screening) > Search first: CDC screening programs, USPSTF, cancer screening databases
  • Genetic screening (carrier screening, preimplantation genetic diagnosis, prenatal testing) > Search first: ACMG recommendations, ACOG guidelines, GTR
  • Risk stratification (identifying high-risk individuals for targeted prevention) > Search first: Risk prediction models, clinical calculators, PubMed
  • Behavioral Interventions: Lifestyle modifications to reduce risk

    Search first: CDC, WHO, behavioral intervention databases, Cochrane Library

  • Counseling: Genetic counseling (risk assessment, family planning guidance)

    Search first: NSGC resources, ACMG guidelines, GeneReviews

  • Public Health:
  • Public health interventions (sanitation, vector control, health education) > Search first: CDC, WHO, public health databases, PubMed
  • Environmental interventions (reducing environmental risk factors) > Search first: EPA databases, WHO environmental health, PubMed
  • Prophylaxis: Preventive medications or procedures

    Search first: Clinical guidelines, FDA approvals, PubMed

14. Other Species / Natural Disease

  • Taxonomy: Species affected (with NCBI Taxon identifiers)

    Search first: NCBI Taxonomy

  • Breed: Specific breeds affected (with VBO identifiers if applicable)

    Search first: VBO (Vertebrate Breed Ontology)

  • Gene: Orthologous genes in other species (with NCBI Gene IDs)

    Search first: NCBI Gene

  • Natural Disease:
  • Naturally occurring disease in other species (companion animals, wildlife) > Search first: OMIA (Online Mendelian Inheritance in Animals), VetCompass, PubMed
  • Veterinary relevance and importance in animal health > Search first: OMIA, veterinary databases, PubMed
  • Comparative Biology:
  • Comparative pathology (similarities and differences across species) > Search first: OMIA, comparative pathology databases, PubMed
  • Evolutionary conservation of disease mechanisms > Search first: HomoloGene, OrthoMCL, Alliance of Genome Resources
  • Transmission (if applicable):
  • Zoonotic potential > Search first: CDC zoonotic diseases, WHO zoonoses, GIDEON
  • Cross-species susceptibility > Search first: NCBI Taxonomy, veterinary databases, PubMed

15. Model Organisms

  • Model Types:
  • Model organism type (mammalian, invertebrate, cellular, in vitro) > Search first: Alliance of Genome Resources, model organism databases
  • Specific model systems (mouse, rat, zebrafish, Drosophila, C. elegans, yeast, cell lines, organoids, iPSCs) > Search first: MGI, RGD, ZFIN, FlyBase, WormBase, SGD, ATCC, Cellosaurus
  • Induced models (drug treatment, surgical intervention, environmental manipulation) > Search first: MGI, model organism databases, PubMed
  • Genetic Models:
  • Types available (knockout, knock-in, transgenic, conditional, humanized) > Search first: MGI, IMPC, KOMP, EuMMCR, IMSR
  • Model Characteristics:
  • Phenotype recapitulation (how well model reproduces human disease features) > Search first: Model organism databases, comparative studies, PubMed
  • Model limitations (aspects of human disease not captured) > Search first: Model organism databases, PubMed, review articles
  • Applications:
  • Research applications (what aspects of disease can be studied) > Search first: Model organism databases, PubMed
  • Resources:
  • Model databases > Search first: MGI, RGD, ZFIN, FlyBase, WormBase, IMSR, EMMA, MMRRC

Citation Requirements

  • Cite primary literature (PMID preferred) for all mechanistic and clinical claims
  • Prioritize recent reviews and landmark papers
  • Include direct quotes from abstracts where possible to support key statements
  • Distinguish evidence source types: human clinical, model organism, in vitro, computational

Output Format

Structure your response as a comprehensive narrative organized by the sections above. For each section, provide: - Factual content with specific details (numbers, percentages, gene names, variant nomenclature) - Ontology term suggestions (HPO, GO, CL, UBERON, CHEBI, NCIT, MONDO) where applicable - Evidence citations with PMIDs - Direct quotes from abstracts to support key claims - Clear indication when information is not available or not applicable for this disease

This report will be used to populate a disease knowledge base entry with: - Pathophysiology descriptions with causal chains - Gene/protein annotations (HGNC, GO terms) - Phenotype associations (HP terms) with frequencies - Cell type involvement (CL terms) - Anatomical locations (UBERON terms) - Chemical entities (CHEBI terms) - Treatment annotations (NCIT terms) - Evidence items with PMIDs and exact abstract quotes - Epidemiology, prognosis, diagnostic, and prevention information - Animal model descriptions with phenotype recapitulation details

Brain arteriovenous malformation: disease-characteristics report

Scope. This report summarizes disease-level evidence rather than individual EHR records. Evidence is labeled as human clinical, human tissue/omics, animal, or expert synthesis. PMID values are supplied where available in the retrieved evidence; DOI links are used otherwise. Most recent evidence was prioritized, but landmark older studies remain necessary for natural history and randomized treatment evidence.

Executive summary

Brain arteriovenous malformation (bAVM) is a rare, high-flow cerebrovascular lesion in which a vascular nidus connects arteries directly to veins without an intervening capillary bed. The shunt exposes veins to arterial pressure and creates risks of intracranial hemorrhage, seizures, focal deficits, headache, and death or disability. Modern evidence no longer supports a purely static congenital-lesion model: most bAVMs are sporadic, endothelial mosaic disorders commonly involving activating KRAS–RAF–MEK–ERK signaling, with ongoing angiogenesis, mural-cell instability, inflammation, and vascular remodeling. Familial disease is uncommon and is principally associated with hereditary hemorrhagic telangiectasia (HHT) or capillary-malformation–AVM syndromes. (prado2019recentadvancesin pages 1-3, chen2023developmentandvalidation pages 1-2, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

No medication is proven to eradicate sporadic bAVM. Current care combines observation and symptom treatment with microsurgical resection, endovascular embolization, stereotactic radiosurgery (SRS), or multimodal therapy. Selection should be individualized by a multidisciplinary cerebrovascular team because the delayed natural-history risk must be balanced against immediate procedural risk. ARUBA found better approximately four-year outcomes with medical management than intervention for trial-eligible unruptured AVMs, but longer-term and lesion-specific uncertainty remains; TOBAS is designed to address that uncertainty. (mohr2020medicalmanagementwith pages 1-2, NCT02098252 chunk 1)

Domain Core fact Suggested ontology terms/IDs Evidence type
Definition/identifiers Brain arteriovenous malformation (brain AVM, bAVM) is a high-flow vascular malformation with direct artery-to-vein shunting and no intervening capillary bed; MONDO and OMIM identifiers are available. (OpenTargets Search: brain arteriovenous malformation, chen2023developmentandvalidation pages 1-2, saito2024crisprcasrxsuppresseskrasinduced pages 1-2) MONDO:0007154; OMIM:108010; MeSH: Arteriovenous Malformations Aggregated disease ontology + human clinical
Synonyms Common names include brain AVM, cerebral arteriovenous malformation, intracranial arteriovenous malformation, bAVM. (prado2019recentadvancesin pages 1-3, NCT02098252 chunk 1) Labels only Aggregated disease-level resources + human clinical
Epidemiology bAVM is uncommon; symptomatic discovery incidence is about 1.1 per 100,000 population, and prevalence estimates around 10 per 100,000 are cited in reviews. (NCT02098252 chunk 1, saito2024crisprcasrxsuppresseskrasinduced pages 1-2) Label only: rare vascular disease Human clinical/epidemiology
Major phenotype Intracranial hemorrhage is a major presentation and complication; natural-history rupture risk is commonly estimated around 1%–4% per year depending on cohort and lesion features. (rutledge2014hemorrhageratesand pages 4-6, chen2023developmentandvalidation pages 1-2, NCT02098252 chunk 1) HPO: HP:0002170 intracranial hemorrhage Human clinical
Major phenotype Seizures are a common presenting manifestation. (prado2019recentadvancesin pages 1-3, NCT02098252 chunk 1) HPO: HP:0001250 seizures Human clinical
Major phenotype Headache is a recognized presenting symptom. (NCT02098252 chunk 1) HPO: HP:0002315 headache Human clinical
Major phenotype Focal neurologic deficit can occur at presentation or after hemorrhage/treatment. (prado2019recentadvancesin pages 1-3, NCT02098252 chunk 1) HPO label: focal neurologic deficit Human clinical
Anatomy Primary affected structure is the brain vasculature, with a nidus connecting cerebral arteries and veins. (chen2023developmentandvalidation pages 1-2, saito2024crisprcasrxsuppresseskrasinduced pages 1-2) UBERON:0000955 brain; UBERON label: cerebral blood vessel Human clinical + human tissue
Key cell type Endothelial cells are the principal disease-driving cell type in both sporadic and familial forms. (saito2024crisprcasrxsuppresseskrasinduced pages 1-2, winkler2022asinglecellatlas pages 1-3, walchli2024singlecellatlasof pages 1-2) CL:0000115 endothelial cell Human tissue/omics + animal model
Key cell type Pericytes participate in neurovascular-unit dysfunction and vessel instability. (winkler2022asinglecellatlas pages 1-3, walchli2024singlecellatlasof pages 1-2) CL:0000669 pericyte Human tissue/omics
Key cell type Vascular smooth muscle cells/mural cells contribute to vessel maturation failure and hemorrhagic vulnerability. (pan2021theroleof pages 5-6, scimone2024methylomeanalysisof pages 1-2) Cell label: vascular smooth muscle cell Human tissue + review
Key cell type Monocyte/macrophage infiltration is part of the inflammatory lesion microenvironment and may contribute to rupture biology. (winkler2022asinglecellatlas pages 1-3, hauer2020rnasequencinghighlightsinflammation pages 1-2) Cell label: monocyte/macrophage Human tissue/omics
Mechanism Pathologic angiogenesis and loss of vascular quiescence are central features. (hauer2020rnasequencinghighlightsinflammation pages 1-2, winkler2022asinglecellatlas pages 1-3) GO:0001525 angiogenesis Human tissue/omics
Mechanism Somatic RAS/MAPK activation is a key upstream driver in sporadic bAVM. (saito2024crisprcasrxsuppresseskrasinduced pages 1-2, tu2024somaticbrafv600emutation pages 1-6) GO:0000165 MAPK cascade Human tissue genetics + animal model
Mechanism Inflammatory signaling and immune-cell cross-talk are enriched in lesional tissue. (winkler2022asinglecellatlas pages 1-3, hauer2020rnasequencinghighlightsinflammation pages 1-2) GO:0006954 inflammatory response Human tissue/omics
Mechanism Endothelial migration/cytoskeletal remodeling is dysregulated in bAVM tissue. (hauer2020rnasequencinghighlightsinflammation pages 1-2) GO label: endothelial cell migration Human bulk RNA-seq
Mechanism Abnormal arteriovenous specification/differentiation is a recurrent theme across transcriptomic and developmental studies. (walchli2024singlecellatlasof pages 1-2, scimone2024methylomeanalysisof pages 1-2) GO label: arteriovenous specification Human tissue/omics
Somatic genes Sporadic bAVMs frequently harbor activating somatic mutations in KRAS; BRAF is also implicated. (saito2024crisprcasrxsuppresseskrasinduced pages 1-2, tu2024somaticbrafv600emutation pages 1-6, prado2019recentadvancesin pages 1-3) HGNC labels: KRAS; BRAF Human lesion genetics + animal model
Germline genes Familial/syndromic AVM predisposition includes HHT genes ENG, ACVRL1, SMAD4, GDF2 and CM-AVM genes RASA1, EPHB4. (saito2024crisprcasrxsuppresseskrasinduced pages 1-2, prado2019recentadvancesin pages 1-3, OpenTargets Search: brain arteriovenous malformation) HGNC labels: ENG; ACVRL1; SMAD4; GDF2; RASA1; EPHB4 Human inherited disease genetics
Epigenetics Endothelial-cell methylome studies implicate differential methylation in KRAS, RBPJ, EPHB1 and pathways involving EC–VSMC crosstalk. (scimone2024methylomeanalysisof pages 1-2) Label only: DNA methylation Human tissue/epigenomics
Transcriptomics Bulk RNA-seq of resected bAVMs showed 736 upregulated and 498 downregulated genes, highlighting inflammation, cytoskeletal remodeling, reduced ECM integrity, angiopoietin-TIE, and TGF-β signaling changes. (hauer2020rnasequencinghighlightsinflammation pages 1-2) GO labels: extracellular matrix organization; cell migration Human bulk RNA-seq
Single-cell profiling Single-cell atlases identified abnormal endothelial states, altered arteriovenous zonation, immune crosstalk, and atypical endothelial MHC class II upregulation in brain vascular malformations. (winkler2022asinglecellatlas pages 1-3, walchli2024singlecellatlasof pages 1-2) CL:0000115 endothelial cell; GO label: antigen presentation Human single-cell RNA-seq
Diagnostics Digital subtraction angiography remains the reference standard for diagnosis and angioarchitectural characterization. (chauvet2024diagnosticaccuracyof pages 1-2, chen2023developmentandvalidation pages 2-3) Procedure label: digital subtraction angiography Human clinical imaging
Diagnostics MRI/MRA are widely used; 2024 data support non-contrast 4D MRA for follow-up/characterization with accuracy comparable to contrast-enhanced 4D MRA in one retrospective cohort. (chauvet2024diagnosticaccuracyof pages 1-2, chauvet2024diagnosticaccuracyof pages 2-5) Procedure labels: MRI; MRA Human clinical imaging
Prognostic tools Imaging-based hemorrhage stratification includes the VALE score: ventricular system involvement, venous aneurysm, deep location, exclusively deep drainage. (chen2023developmentandvalidation pages 1-2) Labels only: ventricular involvement; venous aneurysm; deep drainage Human clinical prognostic model
Interventions Standard interventions include microsurgical resection, endovascular embolization, stereotactic radiosurgery, or multimodality therapy; conservative management remains important for selected unruptured lesions. (NCT02098252 chunk 1, mohr2020medicalmanagementwith pages 1-2, NCT04572568 chunk 1) NCIT labels: surgical resection; embolization; stereotactic radiosurgery; conservative management Human clinical + registry/trial
Current trials/implementation Ongoing real-world and interventional studies include TOBAS (NCT02098252), MATCH registry (NCT04572568), and a liquid embolic agent randomized trial (PARTNER; NCT07314047). (NCT02098252 chunk 1, NCT04572568 chunk 1, NCT07314047 chunk 1) ClinicalTrials.gov: NCT02098252; NCT04572568; NCT07314047 Clinical trials/registry
Experimental therapeutics Preclinical targeted approaches include MEK/ERK-pathway inhibition, BRAF inhibition, and CRISPR/CasRx knockdown of mutant KRAS in endothelial-driven mouse models. (saito2024crisprcasrxsuppresseskrasinduced pages 2-4, tu2024somaticbrafv600emutation pages 1-6, saito2024crisprcasrxsuppresseskrasinduced pages 1-2) Intervention labels: MEK inhibitor; BRAF inhibitor; CRISPR/CasRx Animal model/preclinical
Prevention/screening No established primary prevention exists for sporadic bAVM; secondary prevention is focused on risk stratification, imaging surveillance, and genetic/syndromic evaluation when HHT or CM-AVM is suspected. (NCT02098252 chunk 1, prado2019recentadvancesin pages 1-3, saito2024crisprcasrxsuppresseskrasinduced pages 1-2) Label only: genetic counseling; surveillance imaging Human clinical + inherited disease context

Table: This table condenses ontology-ready facts for brain arteriovenous malformation, spanning identifiers, phenotypes, cells, mechanisms, diagnostics, and interventions. It is designed to support direct knowledge-base population while keeping uncertain ontology IDs as labels only.

1. Disease information

Definition and identifiers

A bAVM is a tangle of abnormally dilated cerebral vessels with direct arteriovenous shunting, high flow, low resistance, and no normal capillary interface. The central tangle is the nidus; feeding arteries, the nidus, and draining veins form the lesion’s angioarchitecture. (chen2023developmentandvalidation pages 2-3, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

  • MONDO: MONDO:0007154, arteriovenous malformations of the brain.
  • OMIM: 108010, Arteriovenous malformations of brain.
  • MeSH: the broad indexed concept is Arteriovenous Malformations; “brain/cerebral AVM” supplies anatomical qualification.
  • ICD: coding varies by jurisdiction and whether congenital status, rupture, or hemorrhage is being represented. ICD-10-CM commonly uses Q28.2 for arteriovenous malformation of cerebral vessels; associated intracranial hemorrhage should be coded separately. ICD-11 mapping should be verified against the deployment’s current browser/version rather than inferred from ICD-10.
  • Synonyms: brain AVM, bAVM, cerebral AVM, cerebral arteriovenous malformation, intracranial AVM, pial AVM. “Dural arteriovenous fistula,” “cavernous malformation,” and “vein of Galen malformation” are distinct entities and should not be merged.

Open Targets identifies ENG as a disease-associated target for MONDO:0007154 and separately links ENG and ACVRL1 to HHT1 and HHT2, respectively. (OpenTargets Search: brain arteriovenous malformation)

2. Etiology, risk factors, protective factors, and gene–environment interaction

Causal architecture

Sporadic bAVM (>95%). The strongest current model is a postzygotic, endothelial mosaic activating variant—most often KRAS, less often BRAF or another RAS/MAPK component—arising in a permissive vascular-development or remodeling context. The mutant clone perturbs endothelial proliferation, identity, migration, and interaction with mural and immune cells. Reported somatic-variant detection varies substantially, approximately 28%–87%, because tissue sampling, endothelial enrichment, sequencing depth, and variant allele fraction differ. (prado2019recentadvancesin pages 1-3, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Familial/syndromic bAVM (<5%). The major predisposition is HHT, an autosomal-dominant disorder caused mainly by loss-of-function variants in ENG or ACVRL1, and less often SMAD4 or GDF2. CM-AVM syndromes involve RASA1 or EPHB4. HHT-related endothelial BMP9/10–ENG–ACVRL1–SMAD1/5/8 insufficiency interacts with angiogenic and hemodynamic cues; a local “second hit” or mosaic event may help determine where a lesion forms. (prado2019recentadvancesin pages 1-3, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Risk factors

Established or repeatedly supported hemorrhage-risk factors include previous hemorrhage—the most reproducible predictor—deep location, exclusively deep venous drainage, ventricular-system involvement, and venous aneurysm. Silent microhemorrhage and tissue hemosiderin have also been associated with subsequent hemorrhage. The 2023 VALE model formalized ventricular involvement, venous aneurysm, deep location, and exclusively deep drainage. (rutledge2014hemorrhageratesand pages 4-6, chen2023developmentandvalidation pages 1-2)

Candidate modifiers include inflammatory polymorphisms in IL6 and TNF, APOE ε2, and EPHB4 variants, but these associations require independent replication before clinical genetic prediction. Reported effect estimates include OR 2.4 for IL6 −174G>C, HR 4.0 for TNF −238G>A, and HR 5.1 for APOE ε2. (rutledge2014hemorrhageratesand pages 4-6)

Age is not a simple causal exposure: lesions can exist from development, form or enlarge postnatally, and present at any age, but symptomatic diagnosis is concentrated in children and young-to-middle-aged adults. Sex differences are inconsistent across cohorts; a large Chinese series was 58.3% male, but that should not be treated as a universal biological ratio. (chen2023developmentandvalidation pages 1-2, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Environmental/lifestyle factors and protection

No toxin, pollutant, diet, infection, occupation, smoking pattern, alcohol exposure, or exercise level is established as a primary cause of sporadic bAVM. Pregnancy-related hemodynamic and hormonal effects remain clinically debated rather than proven causes of lesion formation. Hypertension may worsen consequences of hemorrhage and is treated as part of general vascular care, but it is not an established origin of the malformation.

No validated genetic protective allele or lifestyle intervention prevents bAVM formation. Practical “protective” management therefore means blood-pressure control, avoidance of illicit sympathomimetics, appropriate seizure treatment, and individualized avoidance of activities or medications judged to create unacceptable bleeding consequences—not proven lesion-prevention strategies.

Gene–environment interaction

The best-supported interaction is gene × angiogenic/hemodynamic context: endothelial RAS/MAPK activation or HHT-pathway loss alters responses to VEGF, shear stress, flow direction, and vessel injury. High-flow shunting then becomes a feed-forward stimulus for remodeling, venous hypertension, inflammation, and wall failure. Direct human evidence for conventional environmental G×E interactions is limited.

3. Phenotypes

  • Intracranial hemorrhage—HP:0002170. Usually acute and potentially severe; it may be intraparenchymal, intraventricular, or subarachnoid. More than half of symptomatic historical cohorts presented with hemorrhage, although incidentally detected lesions are increasing. First-hemorrhage mortality has been reported at 10%–30%; approximately 10%–20% of survivors may have long-term disability, with estimates dependent on cohort and era. (NCT02098252 chunk 1)
  • Seizures—HP:0001250. Episodic and variable in severity; approximately 20%–25% present with seizures. Some respond to antiseizure medication, whereas others become drug resistant. Seizure restrictions affect driving, education, employment, and independence. (NCT02098252 chunk 1)
  • Headache—HP:0002315. Episodic or chronic, often nonspecific; phenotype frequency and causal attribution vary. Sudden severe headache requires emergency assessment for hemorrhage.
  • Focal neurologic deficit. Weakness, sensory loss, aphasia, visual-field deficit, ataxia, or cranial-nerve dysfunction may reflect hemorrhage, venous congestion, ischemic steal, mass effect, seizure/postictal change, or treatment injury. Suggested HPO concepts include hemiparesis (HP:0001269), aphasia (HP:0002381), visual-field defect, ataxia (HP:0001251), and cognitive impairment (HP:0100543), selected according to the actual manifestation.
  • Incidental/asymptomatic lesion. Increasingly identified by MRI performed for another reason; not equivalent to biologically inactive disease.
  • Pediatric presentation. bAVM is the dominant vascular cause of spontaneous pediatric intracranial hemorrhage: one meta-analysis found AVMs constituted 68.3% of detailed vascular causes; another systematic review found 1,226 AVMs, 70.99% of reported vascular causes. These are proportions among hemorrhagic pediatric cohorts, not population prevalence.

Quality-of-life loss is driven by fear of rupture, headache and epilepsy, neurologic disability, treatment recovery, and uncertainty. Standard instruments include EQ-5D, SF-36, PROMIS, modified Rankin Scale (mRS), seizure-specific measures, and neuropsychological testing. High-quality phenotype-specific QOL percentages remain limited.

4. Genetic and molecular information

Genes and variant classes

  • KRAS: activating somatic missense variants, commonly codon 12 substitutions such as p.Gly12Val and p.Gly12Asp; constitutive GTP-bound signaling activates RAF–MEK–ERK and can also affect PI3K–AKT–mTOR. Lesional variant allele fractions are often low because the mutation is mosaic and endothelial restricted; population frequency is therefore not meaningfully represented by germline gnomAD frequency. (saito2024crisprcasrxsuppresseskrasinduced pages 1-2)
  • BRAF: somatic activating variants, including p.Val600Glu, occur in a minority. Endothelial BrafV600E was sufficient to produce AVM-like lesions, hemorrhage, seizures, and motor deficits in mice. (tu2024somaticbrafv600emutation pages 1-6)
  • ENG, ACVRL1, SMAD4, GDF2: heterozygous germline loss-of-function variants causing HHT-related predisposition; inheritance is autosomal dominant with age-dependent and variable expression.
  • RASA1, EPHB4: heterozygous germline loss-of-function variants causing CM-AVM spectrum; EPHB4 is especially relevant to arterial–venous identity.
  • Other proposed genes and susceptibility variants should be considered research-level unless supported by a recognizable syndrome and clinically curated variant evidence.

Variant interpretation must distinguish (1) germline constitutional testing from blood/saliva and (2) low-frequency somatic testing of resected or endovascularly sampled lesion material. A negative blood panel does not exclude a lesion-restricted driver. ACMG/AMP classification applies most directly to germline findings; somatic variants require disease-specific functional and mosaic evidence. No recurrent large chromosomal abnormality, repeat expansion, mitochondrial variant, or aneuploidy defines isolated bAVM.

Modifier and epigenetic evidence

Human endothelial methylome analysis reported differential methylation of RBPJ, KRAS, EPHB1, adhesion/cytoskeletal loci, EC–vascular-smooth-muscle crosstalk genes, and long noncoding RNAs. The authors also implicated non-CpG CHG methylation in neurovascular-development pathways. This is discovery-level evidence from a small tissue study, not a validated diagnostic signature. (scimone2024methylomeanalysisof pages 1-2)

5. Environmental information

There is no established infectious agent and no zoonotic or transmissible mechanism. No environmental toxicant or radiation exposure has been established as causal. Radiation is a treatment modality, not a known cause of ordinary bAVM. Lifestyle exposures do not currently support causal annotation in CTD-like knowledge bases. General cerebrovascular risk reduction remains advisable because comorbidity can worsen treatment and hemorrhage outcomes.

6. Mechanism and pathophysiology

Causal chain

  1. Upstream trigger: endothelial somatic RAS/MAPK activation, or germline BMP/TGF-β/RASA1–EPHB4 pathway insufficiency with local permissive events.
  2. Endothelial transformation: ERK-driven proliferation and EndMT-like change, disturbed arterial–venous zonation, altered Notch/ephrin signaling, loss of BBB/CNS-specific properties, and abnormal response to flow.
  3. Malformed shunt: capillary specification fails or regresses, producing direct arterial-to-venous channels and a nidus.
  4. Neurovascular-unit failure: defective endothelial–pericyte–smooth-muscle crosstalk, reduced vessel maturation, extracellular-matrix disruption, and inadequate mural coverage.
  5. Feed-forward remodeling: high flow and venous hypertension stimulate VEGF/angiogenesis, cytoskeletal remodeling, and inflammatory recruitment.
  6. Tissue injury: fragile vessels leak or rupture; hemorrhage causes mechanical injury, edema, inflammation, ischemia, neuronal loss, seizures, and focal deficits.

Human transcriptomic and single-cell evidence

Bulk RNA sequencing of 12 bAVMs versus 16 control intracranial arteries found 736 upregulated genes, including cytoskeletal, migration, inflammatory-cytokine, neutrophil, and macrophage programs, and 498 downregulated genes, including extracellular-matrix, angiopoietin–TIE, and TGF-β programs. Forty-seven GO terms were enriched, supporting inflammation, loss of vascular quiescence, and impaired wall integrity. (hauer2020rnasequencinghighlightsinflammation pages 1-2)

The 2022 human cerebrovascular atlas profiled 181,388 cells and found loss of normal endothelial arteriovenous zonation, a nidus-associated angiogenic state, and vascular–immune crosstalk. Its abstract states: “We illustrated an interplay between vascular and immune cells contributory to brain hemorrhage.” GPNMB-positive monocytes were associated with depletion of stabilizing smooth-muscle cells in bAVMs that had bled. (winkler2022asinglecellatlas pages 1-3)

A larger 2024 Nature atlas analyzed 606,380 cells from 117 samples and 68 human fetuses/adult patients. Diseased vasculature showed altered arteriovenous differentiation, reactivated fetal programs, loss of CNS-specific endothelial properties, MHC-class-II upregulation, and immune/angiogenic endothelial-to-perivascular signaling. These findings are shared across several vascular-dependent CNS diseases and are not all bAVM-specific. (walchli2024singlecellatlasof pages 1-2)

Suggested mechanistic annotations

  • GO: angiogenesis (GO:0001525), MAPK cascade (GO:0000165), inflammatory response (GO:0006954), endothelial-cell migration, extracellular-matrix organization, blood-vessel remodeling, regulation of vascular permeability, response to fluid shear stress, and endothelial-to-mesenchymal transition.
  • CL: endothelial cell (CL:0000115), pericyte (CL:0000669), vascular smooth-muscle cell, perivascular fibroblast, monocyte, macrophage, neutrophil, astrocyte, neuron, and microglial cell.
  • Subcellular: plasma membrane receptor complexes, cytosol and nucleus for MAPK signaling, adherens/tight junctions, actin cytoskeleton, extracellular matrix, and endoplasmic reticulum. No defining mitochondrial, lysosomal, or protein-aggregation defect is known.
  • Metabolism/proteomics/lipidomics: inflammatory and hypoxic metabolic remodeling is plausible, but no clinically validated metabolomic, proteomic, or lipidomic signature exists.

7. Anatomical structures affected

The primary organ is the brain (UBERON:0000955), particularly cerebral arteries, arterioles, veins, and intervening parenchyma. Lesions may be cortical/lobar, deep (basal ganglia, thalamus, corpus callosum, insula), brainstem, or cerebellar; they may be superficial or deep and drain superficially, deeply, or both. Lateralization is usually unilateral/asymmetric, although multiple or bilateral lesions occur, especially in HHT. Secondary structures include ventricles and subarachnoid spaces when hemorrhage extends, and remote cortex involved in epileptic networks.

At tissue level, affected components are vascular endothelium, basement membrane/extracellular matrix, pericytes, smooth muscle, perivascular fibroblasts, and adjacent neural/glial tissue. The defining subcellular systems are endothelial junctions, cytoskeleton, receptor signaling complexes, and transcriptional machinery.

8. Temporal development

The lesion may originate during vascular development, but de novo postnatal formation and interval growth are documented; therefore “congenital” should not be interpreted as invariably complete and static at birth. Presentation may occur from infancy through old age, most often before age 40 in symptomatic cohorts. (NCT02098252 chunk 1, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Clinical onset is frequently acute with hemorrhage or seizure; incidental detection is asymptomatic/insidious. Untreated disease is chronic and lifelong, with a persistent annual hemorrhage hazard commonly estimated around 1%–3% for unruptured lesions and 2%–4% overall, modified substantially by prior rupture and angioarchitecture. Spontaneous complete obliteration is rare. SRS produces delayed involution over years, during which hemorrhage risk persists; surgery can provide immediate cure if complete, while embolization may be curative in selected anatomy or adjunctive/staged. (rutledge2014hemorrhageratesand pages 4-6, chen2023developmentandvalidation pages 2-3, NCT02098252 chunk 1)

Critical windows include acute hematoma management, post-hemorrhage stabilization and angiographic reassessment, the latency interval after SRS, and long-term surveillance after apparent cure—especially in children, where recurrence is more concerning.

9. Inheritance and population epidemiology

Population prevalence is approximately 10 per 100,000 in a recent mechanistic review; an older synthesis cited 0.05%, illustrating methodological variability. Symptomatic discovery incidence is approximately 1.1 per 100,000 person-years. bAVMs cause roughly 1%–2% of all strokes but a disproportionate fraction of hemorrhagic stroke in children and younger adults. (prado2019recentadvancesin pages 1-3, NCT02098252 chunk 1, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Most isolated cases are non-Mendelian, lesion-restricted mosaics and have low sibling/offspring recurrence risk. HHT and CM-AVM are autosomal dominant, with incomplete/age-dependent penetrance and variable expressivity. HHT prevalence is approximately 1 in 5,000; one review reported brain AVM in 13.4% of HHT1 versus 2.4% of HHT2. Genetic anticipation, repeat expansion, consanguinity effects, and a defined carrier frequency are not features of sporadic bAVM. Founder variants exist in some HHT populations but are syndrome- and ancestry-specific. (prado2019recentadvancesin pages 1-3)

No consistent high-risk ethnicity or endemic region is established after accounting for ascertainment. The median age in the 3,962-patient Chinese VALE cohort was 26.1 years and 58.3% were male, but external demographic generalization requires caution. (chen2023developmentandvalidation pages 1-2)

10. Diagnostics

Clinical and imaging work-up

Acute suspected hemorrhage is assessed with noncontrast CT, often followed by CT angiography. MRI characterizes nidus location, prior hemorrhage, hemosiderin, edema, eloquent structures, and associated parenchymal injury; MRA evaluates flow noninvasively. Catheter digital-subtraction angiography (DSA) remains the reference standard for feeding arteries, nidus, high-flow fistulas, associated aneurysms, venous drainage, stenosis, and treatment planning. (chauvet2024diagnosticaccuracyof pages 2-5, chauvet2024diagnosticaccuracyof pages 1-2)

In a retrospective 2024 study of 54 MRA pairs from 43 patients, noncontrast 4D-MRA had accuracy 0.85 and specificity 95%, versus 0.83 and 85% for contrast-enhanced 4D-MRA, with DSA as reference. The authors concluded that noncontrast 4D-MRA may support repeated follow-up while avoiding gadolinium, but prospective validation is required. Publication: 31 July 2024; DOI: https://doi.org/10.3390/diagnostics14151656. (chauvet2024diagnosticaccuracyof pages 2-5, chauvet2024diagnosticaccuracyof pages 1-2)

EEG is used for seizure classification, not AVM diagnosis. Routine blood/urine chemistry has no diagnostic signature. Histology shows malformed arterialized and venous vessels with variable wall thickness, gliosis, hemosiderin, inflammation, and absent normal capillary organization, but biopsy solely for diagnosis is generally inappropriate because of bleeding risk.

Classification and differential diagnosis

Spetzler–Martin grade uses nidus size, eloquence, and deep venous drainage to estimate surgical risk; supplementary surgical, radiosurgical, and embolization scales may be added. Differential diagnoses include dural AV fistula, developmental venous anomaly, cavernous malformation, capillary telangiectasia, aneurysm, moyamoya-associated collaterals, hemorrhagic tumor, and vein of Galen malformation.

Genetic testing

Routine germline testing is not indicated for every solitary sporadic bAVM. Test when there are multiple AVMs, mucocutaneous telangiectases, recurrent epistaxis, pulmonary/hepatic AVMs, capillary malformations, limb overgrowth, or family history. A panel should include ENG, ACVRL1, SMAD4, GDF2, RASA1, and EPHB4, with deletion/duplication analysis. WES/WGS can be used for unresolved syndromic cases. CMA, karyotype, FISH, mitochondrial sequencing, and repeat-expansion testing have no routine role.

Somatic testing requires affected tissue or validated endovascular sampling with deep sequencing/digital PCR for low-VAF KRAS/BRAF/MAP2K1-pathway variants. It is currently research-oriented and may become relevant for targeted therapy. Blood-based “liquid biopsy,” RNA-seq, methylomics, proteomics, and metabolomics are not validated clinical diagnostics.

11. Outcome and prognosis

The major adverse outcome is rupture. Overall untreated hemorrhage risk is approximately 2%–4% annually and around 1%–3% for unruptured lesions; prior hemorrhage raises subsequent risk. (rutledge2014hemorrhageratesand pages 4-6, chen2023developmentandvalidation pages 2-3, NCT02098252 chunk 1)

The 2023 VALE study included 3,962 patients. In 1,028 conservatively managed patients, 36 hemorrhages occurred over median 4.2 years. AUCs were 0.77 in derivation, 0.85 in external validation, and 0.73 in conservative validation. Ten-year hemorrhage-free survival was 95.5% low risk, 92.8% moderate risk, and 75.8% high risk. This is promising but should be externally tested across health systems and ancestries. Publication: 1 March 2023; DOI: https://doi.org/10.1001/jamanetworkopen.2023.1070. (chen2023developmentandvalidation pages 1-2)

Functional outcome depends on rupture severity, initial neurologic status, lesion location, complete obliteration, treatment complications, seizures, and rehabilitation. There is no single meaningful five- or ten-year survival figure analogous to cancer survival. Morbidity includes epilepsy, motor/language/cognitive deficits, visual loss, chronic headache, anxiety, educational/employment disruption, and treatment-related stroke or radiation injury.

12. Treatment

Strategy

Management should be decided by a multidisciplinary team including vascular neurosurgery, interventional neuroradiology, radiosurgery/radiation oncology, stroke neurology, epilepsy care, and rehabilitation. The goal of definitive treatment is complete shunt obliteration; partial treatment does not reliably remove lifetime hemorrhage risk.

  • Conservative/medical management: observation with MRI/angiographic surveillance as appropriate; antihypertensives for comorbid hypertension; antiseizure drugs for epilepsy; headache treatment; and rehabilitation. There is no approved disease-modifying drug.
  • Microsurgical resection: immediate cure when complete; favored for selected small, superficial, surgically accessible low-grade lesions, particularly after rupture or with an evacuable hematoma. Risks include hemorrhage, ischemia, focal deficit, infection, and death.
  • Endovascular embolization: liquid embolic agents such as ethylene-vinyl alcohol copolymer (Onyx) or n-butyl cyanoacrylate are delivered through microcatheters. Uses include targeted treatment of aneurysms/high-flow fistulas, flow or volume reduction before surgery/SRS, and cure in selected compact lesions. Risks include hemorrhage, ischemic stroke, catheter complications, and incomplete occlusion.
  • SRS: focused radiation for small/deep or surgically high-risk lesions. Obliteration is delayed, and radiation edema, necrosis, cyst formation, neurologic deficit, and latency-period hemorrhage can occur.
  • Multimodal therapy: staged embolization plus resection or SRS is common for complex anatomy, but every added procedure adds risk.

Suggested NCIT labels are Surgical Resection, Endovascular Embolization, Stereotactic Radiosurgery, Radiation Therapy, Anticonvulsant Therapy, and Rehabilitation Therapy. Relevant chemicals include cyanoacrylate and ethylene-vinyl alcohol copolymer; CHEBI mapping should be performed against the exact product/compound.

Randomized evidence and expert interpretation

ARUBA randomized 226 adults with unruptured, treatment-eligible AVMs. At mean 50-month follow-up, medical management remained superior to medical management plus intervention for stroke or death (HR 0.31, 95% CI 0.17–0.56). The investigators advise informing patients of the absolute and relative early risks of intervention, while explicitly noting that outcomes beyond five years remain uncertain. (mohr2020medicalmanagementwith pages 1-2)

This does not mean all unruptured bAVMs should never be treated. Expert criticism concerns selection, heterogeneous interventions, limited representation of optimal microsurgical candidates, and insufficient follow-up to capture lifetime hemorrhage prevention. The defensible conclusion is narrower: routine prophylactic intervention for every unruptured lesion is unsupported; treatment should be lesion-specific and, when uncertainty is material, trial-based.

Trials and real-world implementation

  • TOBAS—NCT02098252: recruiting randomized care trial and registry, target n=1,000. It compares conservative versus interventional management and nests randomization of embolization before surgery/SRS. The primary outcome is death or disabling stroke; planned follow-up extends to 2035–2036. https://clinicaltrials.gov/study/NCT02098252 (NCT02098252 chunk 1)
  • MATCH—NCT04572568: recruiting Chinese multicenter prospective registry, n=2,000, with real-world multidisciplinary pathways and outcomes including mRS, obliteration, hemorrhage, complications, epilepsy, headache, and neurologic function. https://clinicaltrials.gov/study/NCT04572568 (NCT04572568 chunk 1)
  • PARTNER—NCT07314047: randomized, open-label, noninferiority device trial, n=116, comparing a MicroPort liquid embolic agent with Onyx; primary endpoint is ≥50% target-AVM embolization. Registry posting occurred in 2026, so it is a current development rather than a 2023–2024 source. https://clinicaltrials.gov/study/NCT07314047 (NCT07314047 chunk 1)

Experimental precision therapy

MEK/ERK inhibitors suppress mutant-KRAS endothelial phenotypes in vitro and reduce malformation burden in fish/mice, but toxicity, blood–brain delivery, mosaic target detection, treatment duration, and rebound remain unresolved. In 2024, endothelial BrafV600E mice improved neurologically with dabrafenib, and CRISPR/CasRx knockdown of mutant KRAS suppressed lesion development in another mouse model. Neither constitutes human efficacy evidence. (tu2024somaticbrafv600emutation pages 1-6, saito2024crisprcasrxsuppresseskrasinduced pages 2-4, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

No validated pharmacogenomic algorithm, gene therapy, cell therapy, RNA therapeutic, or immunotherapy is approved for bAVM.

13. Prevention

Primary prevention: none is established for sporadic mosaic bAVM; vaccination and antimicrobial prophylaxis are not applicable. In familial disease, genetic counseling can inform reproductive options, including prenatal or preimplantation testing for a known pathogenic germline variant, but this prevents transmission rather than treating an existing lesion.

Secondary prevention: no population screening is recommended because prevalence is low and intervention has nontrivial risk. Targeted screening is appropriate in HHT/CM-AVM families according to syndrome-specific guidance. Early imaging after suggestive neurologic symptoms and structured rupture-risk assessment are central.

Tertiary prevention: seizure control, blood-pressure management, definitive treatment when benefit exceeds risk, surveillance for residual/recurrent shunting, stroke rehabilitation, fall/driving counseling, and management of depression/anxiety. Antibiotic prophylaxis is not routinely indicated merely because a cerebral AVM exists.

14. Other species and natural disease

Naturally occurring intracranial AVMs are reported sporadically in dogs and other animals, but evidence is mainly isolated veterinary case reports; there is no well-established breed association, VBO term, carrier frequency, or comparable population natural history. The condition is noninfectious and nonzoonotic. Orthologous RAS/MAPK, ENG–ACVRL1–SMAD, RASA1–EPHB4, VEGF, Notch, and ephrin pathways are strongly conserved across vertebrates.

Relevant taxa are Homo sapiens (NCBI Taxon 9606), Mus musculus (10090), and Danio rerio (7955). Exact orthologous NCBI Gene IDs should be resolved programmatically from current NCBI/Alliance releases rather than inferred here.

15. Model organisms

Mouse

Conditional endothelial KrasG12D models, using Cdh5-CreERT2 or brain-endothelium-directed AAV, reproduce dilated plexiform arteriovenous networks, high flow, hemorrhage, ERK activation, and endothelial proliferation. The 2024 JCI Insight model used AAV plus Cdh5-CreERT2, three-dimensional cleared-tissue imaging and scRNA-seq, and demonstrated suppression with mutant-selective CRISPR/CasRx. Exact abstract quote: “CRISPR/CasRx to knock down mutant KRAS expression … efficiently suppressed bAVM development.” Publication: 22 November 2024; DOI: https://doi.org/10.1172/jci.insight.179729. (saito2024crisprcasrxsuppresseskrasinduced pages 2-4, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Endothelial BrafV600E mice developed MRI-visible lesions, brain hemorrhage, seizures, motor/balance deficits, and death; dabrafenib improved behavioral measures and neuronal preservation in small preclinical groups. DOI: https://doi.org/10.1007/s10456-024-09918-8. (tu2024somaticbrafv600emutation pages 1-6)

HHT models delete Eng or Acvrl1 in endothelium, often combined with angiogenic stimulation or injury, and establish abnormal endothelial responses to VEGF and blood flow. Their limitation is that they model syndromic pathway loss rather than the common sporadic KRAS mosaic disease.

Zebrafish and cellular systems

Zebrafish RAS/MAPK and HHT-pathway perturbations permit live vascular imaging, rapid developmental phenotyping, and drug screening; MEK inhibition can reduce abnormal vascular tangles. Their cerebrovascular anatomy and developmental timing differ from humans. Human bAVM endothelial cultures, iPSC-derived endothelium, organ-on-chip systems, and explants allow pathway and flow studies but do not reproduce full neurovascular-unit architecture or lifetime rupture.

Across models, key limitations are supraphysiologic or widespread recombination, severe early lethality, variant levels exceeding human mosaic VAFs, incomplete representation of lesion heterogeneity, and inability to model decades of human remodeling. Nevertheless, the 2024 studies provide strong causal evidence that endothelial RAS/MAPK activation is sufficient for AVM-like disease and establish tractable platforms for targeted-therapy testing. (tu2024somaticbrafv600emutation pages 1-6, saito2024crisprcasrxsuppresseskrasinduced pages 1-2)

Evidence gaps and knowledge-base cautions

  1. Somatic-driver prevalence depends heavily on lesional sampling and assay sensitivity; absence of a detected variant is not evidence of a non-genetic lesion.
  2. No circulating, proteomic, metabolomic, lipidomic, or epigenetic biomarker is validated for diagnosis or rupture prediction.
  3. Natural-history estimates are averages and should not replace lesion-specific assessment.
  4. ARUBA supports conservative management over heterogeneous intervention in its enrolled unruptured population over approximately four years, not a universal lifetime prohibition against treatment.
  5. Targeted RAS/MAPK and gene-editing treatments remain preclinical.
  6. Several ontology mappings requested—particularly exact ICD-11, SNOMED, LOINC, NCIT, CL, and UBERON descendants—should be validated against the knowledge base’s licensed/current release before ingestion.

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References checked 13
Resolved 12
Unresolved (possible confabulation) 0
Unverifiable 1
References weighed for topical relevance 12
On topic 5
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12 of 13 references resolved; the rest could not be looked up either way.