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1
Inheritance
4
Pathophys.
12
Phenotypes
15
Pathograph
1
Genes
1
Deep Research
👪

Inheritance

1
Autosomal dominant inheritance HP:0000006
Stankiewicz-Isidor syndrome is most often caused by heterozygous PSMD12 loss-of-function variants and inherited truncating variants have broadened the recognized spectrum.
Autosomal dominant inheritance
Show evidence (2 references)
PMID:34906456 SUPPORT Human Clinical
"Haploinsufficiency of PSMD12 has been reported in individuals with neurodevelopmental phenotypes, including developmental delay/intellectual disability (DD/ID), facial dysmorphism, and congenital malformations, defined as Stankiewicz-Isidor syndrome (STISS)."
This directly supports heterozygous PSMD12 haploinsufficiency as the underlying mode of inheritance.
PMID:39641441 SUPPORT Human Clinical
"We described six patients (four adults) from two unrelated families carrying a known p.(Arg289*) or a novel p.(Tyr111*) PSMD12 variant."
This directly supports familial truncating PSMD12 variants and therefore inherited autosomal dominant disease in at least some families.

Pathophysiology

4
PSMD12 haploinsufficiency
Heterozygous loss-of-function variants in PSMD12 reduce gene dosage during development.
PSMD12 link
Show evidence (2 references)
PMID:34906456 SUPPORT Human Clinical
"Haploinsufficiency of PSMD12 has been reported in individuals with neurodevelopmental phenotypes, including developmental delay/intellectual disability (DD/ID), facial dysmorphism, and congenital malformations, defined as Stankiewicz-Isidor syndrome (STISS)."
This directly supports PSMD12 haploinsufficiency and proteasome dysfunction as the initiating mechanism.
PMID:39641441 SUPPORT Human Clinical
"Alteration in the ubiquitin-proteasome system results in human disorders with neurological and/or autoinflammatory presentation."
This supports the broader protein-homeostasis defect underlying PSMD12-related disease.
Proteasome dysfunction
Reduced proteasome activity perturbs growth, organelle-homeostasis, and inflammatory pathways.
proteasomal protein catabolic process link ↓ DECREASED
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Alteration in the ubiquitin-proteasome system results in human disorders with neurological and/or autoinflammatory presentation."
This supports the broader protein-homeostasis defect underlying PSMD12-related disease.
mTORC1 and mitophagy remodeling
STISS patient cells show remodeling of mTORC1 and mitophagy pathways, linking proteostasis defects to altered cellular growth and quality-control programs.
regulation of TOR signaling link ⚠ ABNORMAL autophagy of mitochondrion link ⚠ ABNORMAL
Show evidence (1 reference)
PMID:34906456 SUPPORT In Vitro
"Remarkably, our data show that STISS patient cells exhibit a profound remodeling of the mTORC1 and mitophagy pathways with an induction of type I interferon-stimulated genes."
This directly supports remodeling of mTORC1 and mitophagy in patient cells.
Type I interferon gene signature
Patient cells show induction of type I interferon-stimulated genes, which provides a molecular biomarker for the syndrome and a clue to immune dysregulation.
type I interferon-mediated signaling pathway link ↑ INCREASED
Show evidence (2 references)
PMID:34906456 SUPPORT In Vitro
"Remarkably, our data show that STISS patient cells exhibit a profound remodeling of the mTORC1 and mitophagy pathways with an induction of type I interferon-stimulated genes."
This directly supports a type I interferon response signature in patient cells.
PMID:39641441 PARTIAL In Vitro
"None presented clinical manifestations of autoinflammation and the detected IFN-I signature perturbations were not specific."
This supports the presence of an interferon signature but cautions that it is not specific for overt autoinflammatory disease.

Pathograph

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

Phenotypes

12
Cardiovascular 1
Abnormal heart morphology Abnormal heart morphology (HP:0001627)
Show evidence (1 reference)
PMID:34906456 SUPPORT Human Clinical
"In addition to previously reported DD/ID, speech delay, cardiac and renal anomalies, we also confirmed preaxial hand abnormalities as a feature of this syndrome."
This directly supports cardiac involvement.
Genitourinary 1
Abnormality of the kidney Abnormality of the kidney (HP:0000077)
Show evidence (1 reference)
PMID:34906456 SUPPORT Human Clinical
"In addition to previously reported DD/ID, speech delay, cardiac and renal anomalies, we also confirmed preaxial hand abnormalities as a feature of this syndrome."
This directly supports renal involvement.
Head and Neck 1
Abnormal facial shape Abnormal facial shape (HP:0001999)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Haploinsufficiency of PSMD12, which encodes a subunit of the core component of the proteasome, causes Stankiewicz-Isidor syndrome (STISS), characterized by intellectual disability, autism spectrum disorder, craniofacial dysmorphisms, with or without other congenital anomalies, and autoinflammation."
This directly supports craniofacial dysmorphism.
Immune 1
Acne Acne (HP:0001061)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Most subjects had acne, short stature, and developed obesity since late childhood."
This directly supports acne as part of the expanded phenotype.
Limbs 1
Preaxial hand abnormalities Abnormal thumb morphology (HP:0001172)
Show evidence (1 reference)
PMID:34906456 SUPPORT Human Clinical
"In addition to previously reported DD/ID, speech delay, cardiac and renal anomalies, we also confirmed preaxial hand abnormalities as a feature of this syndrome."
This directly supports preaxial hand abnormalities.
Musculoskeletal 1
Abnormality of the skeletal system Abnormality of the skeletal system (HP:0000924)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"All individuals presented with developmental delay, intellectual disability, craniofacial, and skeletal anomalies."
This directly supports skeletal anomalies.
Nervous System 4
Global developmental delay Global developmental delay (HP:0001263)
Show evidence (1 reference)
PMID:34906456 SUPPORT Human Clinical
"In addition to previously reported DD/ID, speech delay, cardiac and renal anomalies, we also confirmed preaxial hand abnormalities as a feature of this syndrome."
This supports developmental delay as part of the recognized clinical spectrum.
Intellectual disability Intellectual disability (HP:0001249)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"All individuals presented with developmental delay, intellectual disability, craniofacial, and skeletal anomalies."
This directly supports intellectual disability as a consistent feature in the reported families.
Delayed speech and language development Delayed speech and language development (HP:0000750)
Show evidence (1 reference)
PMID:34906456 SUPPORT Human Clinical
"In addition to previously reported DD/ID, speech delay, cardiac and renal anomalies, we also confirmed preaxial hand abnormalities as a feature of this syndrome."
This directly supports delayed speech and language development.
Autism Autism (HP:0000717)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Haploinsufficiency of PSMD12, which encodes a subunit of the core component of the proteasome, causes Stankiewicz-Isidor syndrome (STISS), characterized by intellectual disability, autism spectrum disorder, craniofacial dysmorphisms, with or without other congenital anomalies, and autoinflammation."
This directly supports autism spectrum disorder in STISS.
Growth 2
Short stature Short stature (HP:0004322)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Most subjects had acne, short stature, and developed obesity since late childhood."
This directly supports short stature in the broader STISS spectrum.
Obesity Obesity (HP:0001513)
Show evidence (1 reference)
PMID:39641441 SUPPORT Human Clinical
"Most subjects had acne, short stature, and developed obesity since late childhood."
This directly supports obesity in the expanded clinical spectrum.
🧬

Genetic Associations

1
PSMD12 (Causal heterozygous loss-of-function variant)
Show evidence (3 references)
PMID:34906456 SUPPORT Human Clinical
"We report 24 additional unrelated patients with STISS with various truncating single nucleotide variants or copy-number variant deletions involving PSMD12."
This directly supports PSMD12 as the causal gene and shows both sequence and deletion alleles.
PMID:39641441 SUPPORT Human Clinical
"We described six patients (four adults) from two unrelated families carrying a known p.(Arg289*) or a novel p.(Tyr111*) PSMD12 variant."
This supports truncating PSMD12 variants as recurrent causal alleles.
"PSMD12 | HGNC:9557 | Stankiewicz-Isidor syndrome | MONDO:0054591 | AD | Definitive"
ClinGen classifies the PSMD12-Stankiewicz-Isidor syndrome gene-disease relationship as definitive with autosomal dominant inheritance.
{ }

Source YAML

click to show
name: Stankiewicz-Isidor syndrome
creation_date: "2026-04-15T00:00:00Z"
updated_date: "2026-04-16T01:15:00Z"
description: >-
  Stankiewicz-Isidor syndrome is a PSMD12-related autosomal dominant
  neurodevelopmental disorder characterized by developmental delay,
  intellectual disability, craniofacial dysmorphism, and a variable burden of
  congenital malformations.
category: Mendelian
parents:
- Neurodevelopmental disorder
- Genetic disease
synonyms:
- STISS
- PSMD12-related neurodevelopmental disorder
disease_term:
  preferred_term: Stankiewicz-Isidor syndrome
  term:
    id: MONDO:0054591
    label: Stankiewicz-Isidor syndrome
inheritance:
- name: Autosomal dominant inheritance
  description: >-
    Stankiewicz-Isidor syndrome is most often caused by heterozygous PSMD12
    loss-of-function variants and inherited truncating variants have broadened
    the recognized spectrum.
  inheritance_term:
    preferred_term: Autosomal dominant inheritance
    term:
      id: HP:0000006
      label: Autosomal dominant inheritance
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Haploinsufficiency of PSMD12 has been reported in individuals with
      neurodevelopmental phenotypes, including developmental delay/intellectual
      disability (DD/ID), facial dysmorphism, and congenital malformations,
      defined as Stankiewicz-Isidor syndrome (STISS).
    explanation: This directly supports heterozygous PSMD12 haploinsufficiency as the underlying mode of inheritance.
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We described six patients (four adults) from two unrelated families
      carrying a known p.(Arg289*) or a novel p.(Tyr111*) PSMD12 variant.
    explanation: This directly supports familial truncating PSMD12 variants and therefore inherited autosomal dominant disease in at least some families.
pathophysiology:
- name: PSMD12 haploinsufficiency
  description: >-
    Heterozygous loss-of-function variants in PSMD12 reduce gene dosage during
    development.
  genes:
  - preferred_term: PSMD12
    term:
      id: hgnc:9557
      label: PSMD12
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Haploinsufficiency of PSMD12 has been reported in individuals with
      neurodevelopmental phenotypes, including developmental delay/intellectual
      disability (DD/ID), facial dysmorphism, and congenital malformations,
      defined as Stankiewicz-Isidor syndrome (STISS).
    explanation: This directly supports PSMD12 haploinsufficiency and proteasome dysfunction as the initiating mechanism.
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Alteration in the ubiquitin-proteasome system results in human disorders
      with neurological and/or autoinflammatory presentation.
    explanation: This supports the broader protein-homeostasis defect underlying PSMD12-related disease.
  downstream:
  - target: Proteasome dysfunction
    description: Loss of PSMD12 reduces proteasome function and perturbs protein homeostasis.
- name: Proteasome dysfunction
  description: >-
    Reduced proteasome activity perturbs growth, organelle-homeostasis, and
    inflammatory pathways.
  biological_processes:
  - preferred_term: proteasomal protein catabolic process
    modifier: DECREASED
    term:
      id: GO:0010498
      label: proteasomal protein catabolic process
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Alteration in the ubiquitin-proteasome system results in human disorders
      with neurological and/or autoinflammatory presentation.
    explanation: This supports the broader protein-homeostasis defect underlying PSMD12-related disease.
  downstream:
  - target: mTORC1 and mitophagy remodeling
    description: Proteasome dysfunction perturbs growth and organelle-homeostasis pathways.
  - target: Type I interferon gene signature
    description: PSMD12 loss is associated with an interferon-stimulated transcriptional response in patient cells.
- name: mTORC1 and mitophagy remodeling
  description: >-
    STISS patient cells show remodeling of mTORC1 and mitophagy pathways,
    linking proteostasis defects to altered cellular growth and quality-control
    programs.
  biological_processes:
  - preferred_term: regulation of TOR signaling
    modifier: ABNORMAL
    term:
      id: GO:0032006
      label: regulation of TOR signaling
  - preferred_term: autophagy of mitochondrion
    modifier: ABNORMAL
    term:
      id: GO:0000422
      label: autophagy of mitochondrion
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      Remarkably, our data show that STISS patient cells exhibit a profound
      remodeling of the mTORC1 and mitophagy pathways with an induction of type
      I interferon-stimulated genes.
    explanation: This directly supports remodeling of mTORC1 and mitophagy in patient cells.
  downstream:
  - target: Global developmental delay
    description: Altered developmental growth control contributes to delayed milestones.
  - target: Intellectual disability
    description: Neurodevelopmental disruption contributes to persistent cognitive impairment.
  - target: Delayed speech and language development
    description: Developmental pathway disruption contributes to delayed communication milestones.
  - target: Autism
    description: Perturbed neurodevelopmental signaling contributes to autism spectrum features.
  - target: Abnormal facial shape
    description: Dysregulated morphogenesis contributes to craniofacial dysmorphism.
  - target: Abnormality of the skeletal system
    description: Disturbed developmental programs contribute to skeletal anomalies.
  - target: Abnormal heart morphology
    description: Congenital malformations can involve the heart.
  - target: Abnormality of the kidney
    description: Congenital malformations can involve the kidneys.
  - target: Short stature
    description: Altered developmental growth control contributes to reduced stature.
  - target: Obesity
    description: Later-childhood metabolic dysregulation may contribute to obesity.
- name: Type I interferon gene signature
  description: >-
    Patient cells show induction of type I interferon-stimulated genes, which
    provides a molecular biomarker for the syndrome and a clue to immune
    dysregulation.
  biological_processes:
  - preferred_term: type I interferon-mediated signaling pathway
    modifier: INCREASED
    term:
      id: GO:0060337
      label: type I interferon-mediated signaling pathway
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      Remarkably, our data show that STISS patient cells exhibit a profound
      remodeling of the mTORC1 and mitophagy pathways with an induction of type
      I interferon-stimulated genes.
    explanation: This directly supports a type I interferon response signature in patient cells.
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: PARTIAL
    evidence_source: IN_VITRO
    snippet: >-
      None presented clinical manifestations of autoinflammation and the
      detected IFN-I signature perturbations were not specific.
    explanation: This supports the presence of an interferon signature but cautions that it is not specific for overt autoinflammatory disease.
genetic:
- name: PSMD12
  association: Causal heterozygous loss-of-function variant
  gene_term:
    preferred_term: PSMD12
    term:
      id: hgnc:9557
      label: PSMD12
  notes: >-
    Pathogenic heterozygous PSMD12 truncating variants and deletions are the
    established molecular basis of Stankiewicz-Isidor syndrome.
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We report 24 additional unrelated patients with STISS with various
      truncating single nucleotide variants or copy-number variant deletions
      involving PSMD12.
    explanation: This directly supports PSMD12 as the causal gene and shows both sequence and deletion alleles.
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We described six patients (four adults) from two unrelated families
      carrying a known p.(Arg289*) or a novel p.(Tyr111*) PSMD12 variant.
    explanation: This supports truncating PSMD12 variants as recurrent causal alleles.
  - reference: CGGV:assertion_8ca4eea6-b6b2-41dd-8420-84f886e6d849-2024-03-05T070000.000Z
    reference_title: "PSMD12 / Stankiewicz-Isidor syndrome (Definitive)"
    supports: SUPPORT
    evidence_source: OTHER
    snippet: "PSMD12 | HGNC:9557 | Stankiewicz-Isidor syndrome | MONDO:0054591 | AD | Definitive"
    explanation: ClinGen classifies the PSMD12-Stankiewicz-Isidor syndrome gene-disease relationship as definitive with autosomal dominant inheritance.
phenotypes:
- name: Global developmental delay
  category: Neurodevelopmental
  diagnostic: true
  description: Developmental delay is a core manifestation of the syndrome.
  phenotype_term:
    preferred_term: Global developmental delay
    term:
      id: HP:0001263
      label: Global developmental delay
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In addition to previously reported DD/ID, speech delay, cardiac and renal
      anomalies, we also confirmed preaxial hand abnormalities as a feature of
      this syndrome.
    explanation: This supports developmental delay as part of the recognized clinical spectrum.
- name: Intellectual disability
  category: Neurodevelopmental
  diagnostic: true
  description: Intellectual disability is a core cognitive phenotype.
  phenotype_term:
    preferred_term: Intellectual disability
    term:
      id: HP:0001249
      label: Intellectual disability
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      All individuals presented with developmental delay, intellectual
      disability, craniofacial, and skeletal anomalies.
    explanation: This directly supports intellectual disability as a consistent feature in the reported families.
- name: Delayed speech and language development
  category: Neurodevelopmental
  description: Speech delay is repeatedly reported in STISS.
  phenotype_term:
    preferred_term: Delayed speech and language development
    term:
      id: HP:0000750
      label: Delayed speech and language development
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In addition to previously reported DD/ID, speech delay, cardiac and renal
      anomalies, we also confirmed preaxial hand abnormalities as a feature of
      this syndrome.
    explanation: This directly supports delayed speech and language development.
- name: Autism
  category: Neurodevelopmental
  description: Autism spectrum disorder is part of the described PSMD12 phenotype.
  phenotype_term:
    preferred_term: Autism
    term:
      id: HP:0000717
      label: Autism
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Haploinsufficiency of PSMD12, which encodes a subunit of the core
      component of the proteasome, causes Stankiewicz-Isidor syndrome (STISS),
      characterized by intellectual disability, autism spectrum disorder,
      craniofacial dysmorphisms, with or without other congenital anomalies, and
      autoinflammation.
    explanation: This directly supports autism spectrum disorder in STISS.
- name: Acne
  category: Dermatologic
  description: Acne has been reported in the expanded STISS spectrum.
  phenotype_term:
    preferred_term: Acne
    term:
      id: HP:0001061
      label: Acne
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Most subjects had acne, short stature, and developed obesity since late
      childhood.
    explanation: This directly supports acne as part of the expanded phenotype.
- name: Abnormal facial shape
  category: Craniofacial
  description: Craniofacial dysmorphism is a core feature of the syndrome.
  phenotype_term:
    preferred_term: Abnormal facial shape
    term:
      id: HP:0001999
      label: Abnormal facial shape
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Haploinsufficiency of PSMD12, which encodes a subunit of the core
      component of the proteasome, causes Stankiewicz-Isidor syndrome (STISS),
      characterized by intellectual disability, autism spectrum disorder,
      craniofacial dysmorphisms, with or without other congenital anomalies, and
      autoinflammation.
    explanation: This directly supports craniofacial dysmorphism.
- name: Abnormality of the skeletal system
  category: Skeletal
  description: Skeletal anomalies are a recurring component of STISS.
  phenotype_term:
    preferred_term: Abnormality of the skeletal system
    term:
      id: HP:0000924
      label: Abnormality of the skeletal system
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      All individuals presented with developmental delay, intellectual
      disability, craniofacial, and skeletal anomalies.
    explanation: This directly supports skeletal anomalies.
- name: Abnormal heart morphology
  category: Cardiovascular
  description: Cardiac anomalies are part of the congenital anomaly spectrum.
  phenotype_term:
    preferred_term: Abnormal heart morphology
    term:
      id: HP:0001627
      label: Abnormal heart morphology
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In addition to previously reported DD/ID, speech delay, cardiac and renal
      anomalies, we also confirmed preaxial hand abnormalities as a feature of
      this syndrome.
    explanation: This directly supports cardiac involvement.
- name: Abnormality of the kidney
  category: Renal
  description: Renal anomalies have been reported in STISS.
  phenotype_term:
    preferred_term: Abnormality of the kidney
    term:
      id: HP:0000077
      label: Abnormality of the kidney
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In addition to previously reported DD/ID, speech delay, cardiac and renal
      anomalies, we also confirmed preaxial hand abnormalities as a feature of
      this syndrome.
    explanation: This directly supports renal involvement.
- name: Preaxial hand abnormalities
  category: Musculoskeletal
  description: >-
    Preaxial hand abnormalities are a newly confirmed feature of the expanded
    STISS phenotype.
  phenotype_term:
    preferred_term: Preaxial hand abnormalities
    term:
      id: HP:0001172
      label: Abnormal thumb morphology
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      In addition to previously reported DD/ID, speech delay, cardiac and renal
      anomalies, we also confirmed preaxial hand abnormalities as a feature of
      this syndrome.
    explanation: This directly supports preaxial hand abnormalities.
- name: Short stature
  category: Growth
  description: Short stature is present in a subset of reported patients.
  phenotype_term:
    preferred_term: Short stature
    term:
      id: HP:0004322
      label: Short stature
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Most subjects had acne, short stature, and developed obesity since late
      childhood.
    explanation: This directly supports short stature in the broader STISS spectrum.
- name: Obesity
  category: Metabolic
  description: Obesity can emerge later in childhood in STISS.
  phenotype_term:
    preferred_term: Obesity
    term:
      id: HP:0001513
      label: Obesity
  evidence:
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Most subjects had acne, short stature, and developed obesity since late
      childhood.
    explanation: This directly supports obesity in the expanded clinical spectrum.
differential_diagnoses: []
diagnosis:
- name: PSMD12 molecular genetic testing
  description: >-
    Exome-based or targeted molecular testing for PSMD12 variants confirms the
    diagnosis in patients with the recognizable developmental phenotype.
  diagnosis_term:
    preferred_term: molecular genetic testing
    term:
      id: MAXO:0000533
      label: molecular genetic testing
  evidence:
  - reference: PMID:34906456
    reference_title: "Stankiewicz-Isidor syndrome: expanding the clinical and molecular phenotype."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We report 24 additional unrelated patients with STISS with various
      truncating single nucleotide variants or copy-number variant deletions
      involving PSMD12.
    explanation: This directly supports molecular testing for PSMD12 as the diagnostic approach.
  - reference: PMID:39641441
    reference_title: "Does It Run in Your Family? Inherited Truncating PSMD12 Variants Broaden the Phenotypic Spectrum of Stankiewicz-Isidor Syndrome."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      We described six patients (four adults) from two unrelated families
      carrying a known p.(Arg289*) or a novel p.(Tyr111*) PSMD12 variant.
    explanation: This supports sequence-based testing as a diagnostic method.
clinical_trials: []
datasets: []
biochemical: []
environmental: []
treatments: []
📚

References & Deep Research

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Asta Literature Retrieval: Pathophysiology and clinical mechanisms of Stankiewicz-Isidor syndrome. Core disease mechanisms, molecular and cellul...
Asta Scientific Corpus Retrieval 20 citations 2026-04-15T19:44:50.217392

Asta Literature Retrieval: Pathophysiology and clinical mechanisms of Stankiewicz-Isidor syndrome. Core disease mechanisms, molecular and cellul...

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  • Papers retrieved: 20
  • Snippets retrieved: 20

Relevant Papers

[1] Effects of Noonan Syndrome-Germline Mutations on Mitochondria and Energy Metabolism

  • Authors: Donald Bajia, Emanuela Bottani, K. Derwich
  • Year: 2022
  • Venue: Cells
  • URL: https://www.semanticscholar.org/paper/e6a65a7366a07b67d4c715ae6f8aee9dc567e9c3
  • DOI: 10.3390/cells11193099
  • PMID: 36231062
  • PMCID: 9563972
  • Citations: 11
  • Summary: This manuscript comprehensively reviews the most frequently mutated genes responsible for NS and NSML, covering their role in the current knowledge of cellular signalling pathways, and focuses on the pathophysiological outcomes on mitochondria and energy metabolism.
  • Evidence snippets:
  • Snippet 1 (score: 0.382) > RASopathies are one of the most prominent groups of developmental disorders in humans with mutations in genes encoding proteins involved in the RAS/MAPK cascade. Over 20 genes have been associated with RASopathies so far [1]. Since the RAS pathway regulates cell cycle, cell growth, proliferation, differentiation, and metabolism, and it plays a crucial role in developing and maintaining homeostasis in different tissues, it is not surprising that its genetic dysregulations lead to severe clinical complications. The RASopathies include Noonan Syndrome [NS; Mendelian Inheritance in Men (MIM) #163950] and Noonan Syndrome with Multiple Lentigines [NSML, also termed LEOP-ARD syndrome; MIM #151100], and other related syndromes, which share overlapping clinical phenotypes spanning from developmental delay and reduced cognitive skills to heart defects and early-onset cancer [2]. Pre-diagnosis is based on recognising clinical phenotypes and is confirmed through molecular genetic testing. An accurate diagnosis improves the management of patients' symptoms and aids in designing clinical trials to develop potential treatments for the disease [3]. Mitochondria are the major source of adenosine triphosphate (ATP), synthesized by the mitochondrial respiratory chain through the process of oxidative phosphorylation (OXPHOS). ATP is the primary energy substrate required for all active processes within the cells, and ATP deficiency leads to cellular dysfunction and, ultimately, cell death. Though not all encoded proteins of NS/NSML genes have been reported directly localized to the mitochondria, research efforts suggest they might still play a role in mitochondrial function since they are important regulators of RAS

[2] Molecular Mechanisms and Risk Factors for the Pathogenesis of Hydrocephalus

  • Authors: Jing-wen Li, Xinjie Zhang, Jianfeng Guo, Chen Yu, Jun Yang
  • Year: 2022
  • Venue: Frontiers in Genetics
  • URL: https://www.semanticscholar.org/paper/d53bdf5f73f54a6d5a8be8777d23c465a13e9185
  • DOI: 10.3389/fgene.2021.777926
  • PMID: 35047005
  • PMCID: 8762052
  • Citations: 15
  • Influential citations: 2
  • Summary: Some possible fundamental molecular mechanisms and facilitating risk factors involved in the pathogenesis of hydrocephalus are elicited, and knowledge could be used to improve patient care in different ways, such as early precise diagnosis and effective therapeutic regimens.
  • Evidence snippets:
  • Snippet 1 (score: 0.377) > Cwh43 modifies the glycosylphosphatidylinositol-anchored proteins on the ependymal cells, and the mutant Cwh43 is related to iNPH in both humans and mice. The clinical features manifest as late-onset communicating hydrocephalus with symptoms of gait and balance dysfunction (Yang et al., 2021a). > The clinical manifestation and progression, as well as experimental investigations, indicate that hydrocephalus is a complex disease with polygenic involvement, rather than a simple CSF accumulation disorder. Although the current studies have revealed that some genetic mutations are involved in the pathogenesis of hydrocephalus, how these mutations are associated with the disorder of CSF circulation and their pathogenic roles in the pathological progression of hydrocephalus still remain largely unknown. Previous studies indicated that a lot of genetic mutations were relevant to the disorders of ciliary and/or centrosome, resulting in the dysfunction of the glymphatic system. However, how these mutations and their interactions contribute to the pathogenesis of hydrocephalus needs to be further elucidated. Moreover, there is still a lack of basic knowledge on the mechanisms underlying the cognitive functional impairment of hydrocephalus. Therefore, further extensive studies should be conducted to explore the underlying molecular mechanisms of identified and/or unidentified genes in the pathophysiology of hydrocephalus. Based on our knowledge, we propose that the genetic mutations relevant to ciliary and centrosomal proteins and the interaction between glymphatic system and ciliary/ centrosomal structures/functions may be a critical molecular mechanism in the pathophysiology of hydrocephalus. In addition, based on these fundamental molecular mechanisms, it is noteworthy that environmental and other acquired risks or etiological factors are also involved in the facilitation of ventricular enlargement.

[3] Renal ciliopathies: promising drug targets and prospects for clinical trials

  • Authors: L. Devlin, Praveen Dhondurao Sudhindar, J. Sayer
  • Year: 2023
  • Venue: Expert Opinion on Therapeutic Targets
  • URL: https://www.semanticscholar.org/paper/ab2155b6e12caba53d57ac0e8ce28860d69ec9fd
  • DOI: 10.1080/14728222.2023.2218616
  • PMID: 37243567
  • Citations: 10
  • Summary: The advances in basic science and clinical research into renal ciliopathies which have yielded promising small compounds and drug targets are reviewed, within both preclinical studies and clinical trials.
  • Evidence snippets:
  • Snippet 1 (score: 0.374) > Although renal ciliopathies can be classified into distinct syndromes, causative mutations in genes encoding proteins involved in the primary cilium or centrosome mean they may share overlapping mechanisms of disease, which may be amenable for therapeutic intervention (Figure 2). Abnormal functioning of proteins involved in ciliogenesis, such as CEP164, can prevent proper cilia formation, which will effect a myriad of downstream ciliary signaling pathways. Additionally, mutations in genes encoding for proteins involved in cargo trafficking or regulation, such as CEP290, will have implications for signal pathway transduction, as well as mutations in components of signaling pathways themselves, such as PKD1. In regard to renal ciliopathies, abnormalities in signaling pathways such as cAMP, Shh, Wnt, mTOR, and AMPK, likely cause misoriented cellular divisions, increased proliferation, increased fluid secretion and subsequent cystogenesis, consequently leading to further kidney damage. Ciliary and centriolar proteins which have roles in DDR and cell cycle regulation may also be driving a renal cystogenesis phenotype alongside increased fibrosis and apoptosis. Increased inflammation and dysfunctional mitochondria are also byproducts of dysregulated signaling pathways have been shown to contribute to the progression of renal ciliopathies. Extensive reviews of mechanisms of renal ciliopathy diseases have recently been performed [23,24]. Importantly, due to the wide range of cellular processes that primary cilia regulate, it is likely that in each syndrome there are multiple pathogenic drivers of disease. In some ways, this is advantageous as it offers many points for potential therapeutic targets. However, the cross talk between pathways and feedback loops introduces complications of changing one pathway without negatively affecting another. Further challenges arise with core biological pathways, such as Shh signaling, in which modification in vitro may be beneficial, but systemic treatment is unrealistic due to the expected severe side effects [18,24,116].

[4] Investigating the role of NPR1 in dilated cardiomyopathy and its potential as a therapeutic target for glucocorticoid therapy

  • Authors: Yaomeng Huang, Tongxin Li, Shichao Gao, Shuyu Li, Xiaoran Zhu et al.
  • Year: 2023
  • Venue: Frontiers in Pharmacology
  • URL: https://www.semanticscholar.org/paper/be229f6f2059faab4c97ec0a04bd055adab9dfe1
  • DOI: 10.3389/fphar.2023.1290253
  • PMID: 38026943
  • PMCID: 10662320
  • Citations: 3
  • Summary: Natriuretic peptide receptor 1 (NPR1) was identified as a core gene associated with DCM through bioinformatics analysis and led to substantial improvements in cardiac and renal function, accompanied by an upregulation of NPR1 expression.
  • Evidence snippets:
  • Snippet 1 (score: 0.363) > Multiple pathways and molecules are involved in this process; however, the detailed underlying mechanisms remain unclear. In recent years, with the development of high-throughput sequencing and gene chip technologies, the use of bioinformatics technology to explore the occurrence, development, and prognosis of diseases has become a hot topic for scholars worldwide (Hwang et al., 2018;Nayor et al., 2019;Rinschen et al., 2019;Sturm et al., 2019;Montaner et al., 2020). > The present study aimed to use bioinformatics technology to screen for DCM-related genes and investigate their mechanisms, with the purpose of revealing the pathogenesis of DCM and seeking treatment methods. The GSE3586 dataset, containing expression profiles related to DCM, was selected from the Gene Expression Omnibus (GEO) database. This study aimed to predict the core genes that may play crucial roles in disease progression at the molecular level through the enrichment of relevant molecular pathways associated with DCM. Furthermore, the phenotype of the core genes was validated to further support the results of the bioinformatics analysis through basic and clinical experiments. Additionally, the role of glucocorticoids in DCM treatment is discussed in this article with the purpose of providing a theoretical and experimental basis for exploring the pathogenesis of DCM and elucidating therapeutic methods. This study also provides a theoretical reference for the interpretation, early diagnosis, and treatment of DCM.

[5] 18O-assisted dynamic metabolomics for individualized diagnostics and treatment of human diseases

  • Authors: E. Nemutlu, Song Zhang, N. Juranic, A. Terzic, S. Macura et al.
  • Year: 2012
  • Venue: Croatian Medical Journal
  • URL: https://www.semanticscholar.org/paper/880f053c7f060db4b990e447d0a22c4b69372ddb
  • DOI: 10.3325/cmj.2012.53.529
  • PMID: 23275318
  • PMCID: 3541579
  • Citations: 28
  • Summary: The potential use of dynamic phosphometabolomic platform for disease diagnostics currently under development at Mayo Clinic is described and discussed briefly.
  • Evidence snippets:
  • Snippet 1 (score: 0.363) > Living cells represent an integrated and interacting network of genes, transcripts, proteins, small signaling molecules, and metabolites that define cellular phenotype and function. Traditionally the focus of biomedical research was on individual genes, single protein targets, single metabolites, and metabolic or signaling pathways. This "molecular reductionist" paradigm was based on the assumption that identifying genetic variations and molecular components would lead to discovery of cures for human diseases. However, most of diseases are complex and multi-factorial and the disease phenotype is determined by the alterations of multiple genes, pathways, proteins and metabolites (at cellular, tissue, and organismal levels). Therefore, an integrated "omics" approach is more viable direction for uncovering alterations in metabolic networks, disease mechanisms, and mechanisms of drug effects. > Recent advent of large-scale metabolomics and fluxomic (metabolite dynamics and metabolic flux analysis) completed the "omics revolution" (Figure 1), where genomics, transcriptomics, proteomics, metabolomics, and fluxomics all together complement phenotype determination of living organism. Such integrated "omics" cascades provide a framework for advances in system and network biology, integrative physiology, and system medicine as well as system pharmacology and regenerative medicine. Noteworthy is the "reverse omic" approach or "metabolomicsinformed pharmacogenomics, " where discovery of specific metabolite changes have led to discovery of genetic alterations (2). Therefore, bringing new "omics" technologies to clinical practice will improve disease diagnostics and treatment by targeting drugs and procedures for each unique transcriptomic and metabolomic profiles.

[6] Rare Monogenic Diseases: Molecular Pathophysiology and Novel Therapies

  • Authors: I. Condò
  • Year: 2022
  • Venue: International Journal of Molecular Sciences
  • URL: https://www.semanticscholar.org/paper/6aece75e6947f102b657851b74e8b96df5e654c1
  • DOI: 10.3390/ijms23126525
  • PMID: 35742964
  • PMCID: 9223693
  • Citations: 16
  • Influential citations: 2
  • Summary: A rare disease is defined by its low prevalence in the general population and its presence in a very small number of people.
  • Evidence snippets:
  • Snippet 1 (score: 0.361) > The selective expression or the particular role of specific genes in a single tissue explains the appearance of organ-specific inherited diseases. This is the case of genetic disorders of the kidney, which include dominant and recessive forms of cystic diseases, and renal tubulopathies. Mutations in polycystin-1 (PKD1) or -2 (PKD2) genes lead to autosomaldominant polycystic kidney disease (ADPKD), whose gender-dependent phenotype was analyzed in the study by Talbi et al. [9]. These results, obtained in mice lacking PKD1 expression, show the involvement of intracellular Ca2+ levels in the more severe phenotype affecting male ADPKD animals. Altogether, identification of the molecular mechanisms underlying enhanced Ca2+ signaling and proliferation in cells from male kidneys may contribute to develop novel therapeutics for ADPKD [9]. The autosomal-recessive form of polycystic kidney disease (ARPKD) mostly arises from defects in the gene named polycystic kidney and hepatic disease 1 (PKHD1), whereas a minority of cases is linked to a second causative gene DZIP1L. To examine the still unclear molecular pathophysiology of ARPKD, Cordido et al. recapitulate known molecular disease mechanisms and possible therapeutic approaches, from cellular and animal models to clinical trials [10]. The knowledge of ARPKD pathogenic pathways, involving the epidermal growth factor receptor (EGFR) axis, the production of adenylyl cyclase adenosine 3 ,5 -cyclic monophosphate (cAMP) and the activation of several protein kinases, begins to stimulate possible pharmacological interventions [10]. Inherited loss of function in various electrolyte transport proteins located along the nephron leads to two types of kidney tubulopathy with overlapping clinical symptoms: Gitelman and Bartter syndromes. The review by Nuñez-Gonzalez et al. aims to explain the different molecular basis of these difficult to diagnose monogenic syndromes. Moreover, the authors provide an overview of current therapeutic approaches and highlight the presence of common and specific options for Gitelman and Bartter patients [11].

[7] Transcriptional profiling of Hutchinson-Gilford progeria patients identifies primary target pathways of progerin

  • Authors: Sandra Vidak, Sohyoung Kim, Tom Misteli
  • Year: 2026
  • Venue: Nucleus
  • URL: https://www.semanticscholar.org/paper/4bd99b0875508364d8672b6da5a50d024d485a53
  • DOI: 10.1080/19491034.2025.2611484
  • PMID: 41489464
  • PMCID: 12773485
  • Summary: To probe the clinical relevance of previously implicated cellular pathways and to address the extent of gene expression heterogeneity between patients, transcriptomic analysis of a comprehensive set of HGPS patients finds misexpression of several cellular pathways, including multiple signaling pathways, the UPR and mesodermal cell fate specification.
  • Evidence snippets:
  • Snippet 1 (score: 0.361) > Oxidative stress represents another key pathogenic mechanism in HGPS, as impaired NRF2 activity or increased reactive oxygen species (ROS) levels are sufficient to recapitulate HGPSassociated phenotypes [17,32,60]. Collectively, these findings underscore the multifactorial nature of HGPS pathogenesis, implicating interconnected signaling cascades involved in inflammation, oxidative stress, proteostasis, and vascular remodeling. Reassuringly, our findings indicate that many of the major pathways that have been described to contribute to HGPS phenotypes in mouse and cellular disease models are also misregulated in progeria patients, and targeting these pathways may provide therapeutic avenues to mitigate disease severity and improve outcomes in HGPS. > Although individuals with HGPS typically exhibit a characteristic set of clinical features, such as craniofacial abnormalities, growth retardation, and cardiovascular complications, there is notable variability in the age of onset, severity, and progression of symptoms between patients [7,9]. At the cellular level, HGPS is associated with several hallmark abnormalities, including nuclear envelope defects, decreased expression of several nuclear proteins and epigenetic marks, mitochondrial dysfunction, and increased cellular senescence [1,11,30,31,61]. These cellular phenotypes also exhibit considerable variation between patients, possibly contributing to differences in clinical outcomes. Our results indicate that even though some degree of transcriptional heterogeneity between the individual patients exists, the majority of patients exhibit misregulation of a set of shared pathways, suggesting that these pathways are universal driver mechanisms in HGPS. Further work is needed to understand the molecular and genetic factors that underlie inter-individual variability in disease expression and progression. > A limitation of pathway analysis of HGPS patient samples is to distinguish the pathways which are directly targeted by the disease-causing progerin protein and the emergence of adaptive secondary response pathways during progression of the disease in patients during their lifetime. The same caveat applies to the use of cell-based models used in the study of HGPS disease mechanisms.

[8] Drug repurposing in Rett and Rett-like syndromes: a promising yet underrated opportunity?

  • Authors: Claudia Fuchs, P. A. ‛. ’t Hoen, A. Müller, Friederike Ehrhart, C. V. van Karnebeek
  • Year: 2024
  • Venue: Frontiers in Medicine
  • URL: https://www.semanticscholar.org/paper/b00d0859458647edeebf3cf53f9b39c79311d5ed
  • DOI: 10.3389/fmed.2024.1425038
  • PMID: 39135718
  • PMCID: 11317438
  • Citations: 1
  • Summary: The potential of drug repurposing (DR) as a promising avenue for addressing the unmet medical needs of individuals with RTT and related disorders is explored and Leveraging existing drugs for new therapeutic purposes presents an attractive strategy.
  • Evidence snippets:
  • Snippet 1 (score: 0.360) > Rigorous preclinical and clinical studies are also crucial for better understanding the complex pathophysiology of these syndromes. To date, the precise molecular mechanisms underlying these complex disorders are still not fully understood; hindering the identification and validation of potential drug targets. This specifically applies to CDD and FOXG1-syndrome: both conditions were identified as distinct clinical entities only recently and it is understandable that research efforts initially focused primarily on "classical" RTT. This discrepancy is reflected also in the very different numbers of repurposing studies highlighted in Figure 1. Continued efforts in pre-clinical (identification of valuable cell and animal models etc.) and clinical research (better understanding of the natural history, clinical manifestations, disease progression, biomarkers etc.) will be essential for advancing our understanding and improving outcomes for individuals affected by these syndromes. In particular, better characterizing the shared symptoms and pathways across these entities, will provide valuable insights into the underlying biology and potentially uncover new common mechanisms and targeted therapies. If the disorders demonstrate convergence in their underlying molecular pathways, this provides an opportunity for designing joint DR 10.3389/fmed.2024.1425038 strategies across RTT and RTT-like disorders. This could reduce the time needed for the development of DR and increase the number of patients benefiting from the treatments, resulting in more attractive business models. > Despite promising DR results in preclinical or early-phase clinical trials for RTT and related disorders in our opinion DR is still underrated and underutilized in this kind of disorders. DR holds immense potential for addressing the unmet medical needs and therapeutic challenges posed by such complex NDDs, and recent advancements screening and computational techniques, offer the unique opportunity to predict drug-disease interactions and prioritize candidate compounds for further investigation. By leveraging existing drugs and repurposing them for new indications, this approach offers a pragmatic and efficient strategy to accelerate the development of treatments for individuals affected by these debilitating conditions.

[9] Common immunopathogenesis of central nervous system diseases: the protein-homeostasis-system hypothesis

  • Authors: Kyung-Yil Lee
  • Year: 2022
  • Venue: Cell & Bioscience
  • URL: https://www.semanticscholar.org/paper/2984270ae67451b93007040848d9694d19714c9f
  • DOI: 10.1186/s13578-022-00920-5
  • PMID: 36384812
  • PMCID: 9668226
  • Citations: 9
  • Influential citations: 1
  • Summary: This article proposes a common immunopathogenesis of CNS diseases, including prion diseases, Alzheimer’s disease, and genetic diseases, through the PHS hypothesis, which proposes that the immune systems in the host control those substances according to the size and biochemical properties of the substances.
  • Evidence snippets:
  • Snippet 1 (score: 0.360) > There are hundreds of genetic diseases of the CNS. The defective proteins in genetic disorders include structural proteins for neurotransmitter receptors and other receptors or ion channels on CNS cells, and proteins involved in enzymatic process, metabolism (transport), or signal transduction pathways in various communication systems [98]. Because a discussion of each genetic disease is beyond the scope of this review, only crucial points about the pathogenesis of genetic diseases are discussed. Singlegene defect diseases of the CNS can be caused by a defective product from a gene, i.e., a protein deficiency or a malfunctioning protein. In general, autosomal dominant genetic diseases are caused by structural protein defects, and autosomal recessive diseases are caused by defects in enzymatic proteins. However, certain genetic diseases that involve an enzymatic or multifunctional protein defect can induce structural cell injury during the natural course of the illness. > Patients with genetic diseases, including HD, familial JCD, GSS, and the genetic forms of AD and PD, show different clinical manifestations from other affected people in their family, including the time of onset of neurological symptoms, speed of progression of the disease, and prognosis, suggesting that phenotypes can vary even when the genotypes are identical. Likewise, similar phenotypes of CNS symptoms can be found in different genetic diseases. In genetic animal models, the phenotypes of single gene knockout can vary by strain in mice, and the clinical manifestations of a gene defect can differ between mice and humans, and mice null for some genes have also no observable phenotypic abnormalities compared with controls [99]. These findings suggest that default of a protein might be at least partly controlled by individual's control systems and that there might exist a similar immune/repair system against cell injury in genetic diseases. > The pathophysiology of most genetic diseases in the CNS is complex because any affected gene is associated with numerous proteins and their corresponding activations of genes and epigenetic changes that occur during disease processes. Thus, the use of a genetic marker for diagnosing or predicting a prognosis remains impractical in clinical settings [100].

[10] Novel variants in KAT6B spectrum of disorders expand our knowledge of clinical manifestations and molecular mechanisms

  • Authors: M. Yabumoto, Jessica Kianmahd, Meghna Singh, Maria F. Palafox, Angela Wei et al.
  • Year: 2021
  • Venue: Molecular Genetics & Genomic Medicine
  • URL: https://www.semanticscholar.org/paper/3a47a1b1208ba7420900b090d3d7d712ed391719
  • DOI: 10.1002/mgg3.1809
  • PMID: 34519438
  • PMCID: 8580094
  • Citations: 12
  • Influential citations: 2
  • Summary: A range of features previously described for KAT6B‐related syndromes are identified, including concern for keratoconus, sensitivity to light or noise, recurring infections, and fractures in greater numbers than previously reported.
  • Evidence snippets:
  • Snippet 1 (score: 0.359) > Finally, as gene-centric models of disease have started to take hold, understanding the underlying functional mechanisms that are affected can help us elucidate the effect on molecular and cellular phenotypes that are regulated by KAT6B (Klein et al., 2019;Sheikh et al., 2012). We developed a model of KAT6B truncating variants in a human cell line to explore how these variants result in differential regulation of key transcripts. These types of approaches have been performed in a high throughput manner for tumor suppressor genes like BRCA1 (Findlay et al., 2018) and TP53 (Kotler et al., 2018) and can help identify key pathways that are dysregulated by KAT6B-related disorders and could be future targets for translational research. > Here, we analyze 20 clinical cases representing a KAT6B-related clinical spectrum across three domains: their genotype, phenotype, and experience with genetic counseling resources. Furthermore, we developed an in vitro model of KAT6B mutations using CRISPR technology to explore the effect of protein truncation on global transcriptional regulation. Here we demonstrate that the genes that drive core clinical phenotypes are enriched in our in vitro model system. Together, we show that our clinical observations parallel the transcriptional processes in our cell model systems which allow for a further understanding of the mechanisms underlying the KAT6Brelated clinical spectrum.

[11] Computational drug discovery approaches identify mebendazole as a candidate treatment for autosomal dominant polycystic kidney disease

  • Authors: P. Brownjohn, A. Zoufir, Daniel J O’Donovan, Saatviga Sudhahar, A. Syme et al.
  • Year: 2024
  • Venue: Frontiers in Pharmacology
  • URL: https://www.semanticscholar.org/paper/a595e78572ca02b8cb2897bfc4a989a2b021b279
  • DOI: 10.3389/fphar.2024.1397864
  • PMID: 38846086
  • PMCID: 11154008
  • Citations: 3
  • Summary: It is determined that the anthelmintic mebendazole was a potent anti-cystic agent in human cellular and in vivo models of ADPKD, and is likely acting through the inhibition of microtubule polymerisation and protein kinase activity.
  • Evidence snippets:
  • Snippet 1 (score: 0.359) > Targets and molecules were ultimately filtered for validation based on biological and chemical insights, and the potential for clinical translation.Earlier this year, Wilk et al., 2023 applied a similar transcriptomic approach to us, in that case making use of publicly available transcriptomic datasets to create Pkd2-specific ADPKD disease signatures, from which signature reversion was sought from the Library of Integrated Network-based Cellular Signatures (LINCs) drug signature database in order to identify drug repurposing candidates.While one group has previously made use of a knowledge graph-based approach to prioritise preclinically active compounds with the highest chance of clinical translation (Malas et al., 2019), to our knowledge, the current study provides the first combined application of transcriptomic and machine-learning approaches to identify and prioritise putative treatments for ADPKD, and further deconvolute potential mechanisms of action for experimental validation. > In summary we report, using computational, in vitro and in vivo approaches, that the anthelmintic drug mebendazole ameliorates disease-relevant phenotypes in cellular and animal models of ADPKD.We further show that this effect is likely primarily due to the inhibitory effect of mebendazole on the polymerisation of microtubules, which underlie cellular processes important in ADPKD, including cell proliferation, transport, and cilia signalling, and extends previous work linking the importance of the microtubule network to ADPKD pathophysiology.We also describe the inhibitory profile of mebendazole on known and novel protein kinase targets, some of which have previously been implicated in ADPKD, suggesting mebendazole may be acting via polypharmacology to impact disease mechanisms.We acknowledge that further experimental efforts will be required to confirm the actions of mebendazole on these putative targets in relevant disease model systems.It would be particularly informative to investigate these mechanisms in dedicated in vivo studies, where the effects of mebendazole on a wider range of ADPKD-relevant cell types and phenotypes could be evaluated.

[12] Single-nucleus multi-omics identifies shared and distinct pathways in Pick’s and Alzheimer’s disease

  • Authors: Zechuan Shi, Sudeshna Das, S. Morabito, Jennifer T. Stocksdale, Emily Miyoshi et al.
  • Year: 2024
  • Venue: bioRxiv
  • URL: https://www.semanticscholar.org/paper/ca1fba4e0f132d9a309b13c1dc393873bf0de2ad
  • DOI: 10.1101/2024.09.06.611761
  • PMID: 39282421
  • PMCID: 11398495
  • Citations: 3
  • Summary: Comparative studies in AD and PiD reveal critical regulatory changes driving disease progression and identify risk gene associations for PiD, and validated the findings using CRISPR to excise a predicted enhancer region in UBE3A and developed an interactive database, scROAD, to visualize predicted single-cell TF occupancy and regulatory networks.
  • Evidence snippets:
  • Snippet 1 (score: 0.358) > Our differential analyses highlight the utility of our identified promoter-enhancer links in elucidating regulatory mechanisms, and revealed widespread chromatin accessibility and gene expression changes linked to PiD and AD pathology across major cell types. Some of these changes, including the increased chromatin accessibility and dysregulated gene expression involved in synap- tic signaling, apoptotic process, regulation of neuronal activity, cellular response to stress, and cell communication, may represent an attempt of neurons and oligodendrocytes interaction to reestablish homeostasis through necessary attempts to different genes. Some promoter-enhancer connections facilitated increased chromatin accessibility, potentially serving as a compensatory mechanism to mitigate the dysregulation of target genes. Other alterations, including positive regulation of endocytosis, genes responsible for cellular metabolic process, and genes encoding cellular response to unfolded/misfolded protein in astrocytes and microglia, may contribute to glial cell differentiation or immune activation in PiD and AD. Disruptions in the metabolic processes and cellular stress response compromise the balance in the cellular microenvironment and consequently contribute to the progression of PiD and AD. > While the causative molecular mechanisms of PiD remain unknown, our work offers new insights that assist in unraveling the nature of gene regulation in PiD, especially regarding genomic loci with well-described heritable disease risk. We capitalized on the AD and FTD GWAS data to identify genes associated with phenotypic variability between PiD and AD because of similar pathological and clinical traits, such as tauopathies and cognitive decline. GWASs have been widely used to enhance our understanding of polygenic human traits and to reveal clinically relevant risk variants for neurodegeneration. Notably, we identified genetic risk variants that overlapped with specific cell types to narrow down the potential non-coding variants underlying disease susceptibility. Furthermore, our analysis revealed that AD GWAS genes showed a highly significant overlap with differentially expressed genes in PiD cases, suggesting that these associations are not random. This highlights the potential convergent regulatory mechanisms that may be shared between PiD and AD, despite the distinct clinical manifestations.

[13] Chromatin modifiers in neurodevelopment

  • Authors: Sarallah Rezazadeh, H. Ji, Cecilia Giulivi
  • Year: 2025
  • Venue: Frontiers in Molecular Neuroscience
  • URL: https://www.semanticscholar.org/paper/7a4d8c063c2b3a908a65bcb637cd818edad8db92
  • DOI: 10.3389/fnmol.2025.1551107
  • PMID: 40469903
  • PMCID: 12133960
  • Citations: 2
  • Summary: This mini review delves into key chromatin modifiers, including the histone methyl transferases NSD1 and ASH1L, the methyl-CpG-binding repressor MeCP2, and the enzymatic repressor EZH2, and spotlight their pivotal roles in early brain development and neurological disorders.
  • Evidence snippets:
  • Snippet 1 (score: 0.357) > Therefore, while epigenetic changes are essential for understanding specific aspects of neurodevelopmental disorders, it is crucial to view these mechanisms as part of a larger, more complex system that encompasses genetic, proteomic, and metabolic factors. Few examples underscore that while epigenetic mechanisms-such as DNA methylation and histone modificationsare essential in regulating gene expression and contribute to neurodevelopmental disorders, they do not fully explain the complex pathophysiology of these diseases. In many cases, the genetic mutations, absence of or dysfunction of protein, or toxic protein aggregation (e.g., Fragile X syndrome, HD) that occur in these disorders play a central role in the clinical phenotypes. Therefore, a comprehensive understanding of neurodevelopmental disorders must integrate epigenetic mechanisms and the broader genetic, proteomic, and cellular pathways that contribute to disease. An integrative approach that considers not only the regulation of gene expression but also the functional consequences of these changes at the protein, metabolic and cellular pathway levels will be essential for advancing our understanding of these intricate disorders and developing effective interventions and treatments. . B., Villate, O., Llano, I., Ocio, I., Martí, I., et al. (2020). Targeted next-generation sequencing in patients with suggestive X-linked intellectual disability. Genes 11:51. doi: 10.3390/genes11010051

[14] Cardiac Phenotype and Gene Mutations in RASopathies

  • Authors: M. Faienza, G. Meliota, D. Mentino, R. Ficarella, Mattia Gentile et al.
  • Year: 2024
  • Venue: Genes
  • URL: https://www.semanticscholar.org/paper/a4087d3b73d20a6e2f46b7fb87eed4017ec9a9be
  • DOI: 10.3390/genes15081015
  • PMID: 39202376
  • PMCID: 11353738
  • Citations: 9
  • Influential citations: 1
  • Summary: The molecular mechanisms underlying the development of cardiac diseases associated particularly with NS are clarified, and the main morphological and clinical characteristics of the two most frequent cardiac disorders, namely pulmonary valve stenosis (PVS) and HCM are discussed.
  • Evidence snippets:
  • Snippet 1 (score: 0.357) > Cardiac involvement is a major feature of RASopathies, a group of phenotypically overlapping syndromes caused by germline mutations in genes encoding components of the RAS/MAPK (mitogen-activated protein kinase) signaling pathway. In particular, Noonan syndrome (NS) is associated with a wide spectrum of cardiac pathologies ranging from congenital heart disease (CHD), present in approximately 80% of patients, to hypertrophic cardiomyopathy (HCM), observed in approximately 20% of patients. Genotype–cardiac phenotype correlations are frequently described, and they are useful indicators in predicting the prognosis concerning cardiac disease over the lifetime. The aim of this review is to clarify the molecular mechanisms underlying the development of cardiac diseases associated particularly with NS, and to discuss the main morphological and clinical characteristics of the two most frequent cardiac disorders, namely pulmonary valve stenosis (PVS) and HCM. We will also report the genotype–phenotype correlation and its implications for prognosis and treatment. Knowing the molecular mechanisms responsible for the genotype–phenotype correlation is key to developing possible targeted therapies. We will briefly address the first experiences of targeted HCM treatment using RAS/MAPK pathway inhibitors.

[15] Epigenetic Insights into Tuberous Sclerosis Complex, Von Hippel–Lindau Syndrome, and Ataxia–Telangiectasia

  • Authors: Gavriel Hadjigavriel, Christina Stylianides, Evangelos Axarloglou, M. Manthou, E. Vakirlis et al.
  • Year: 2025
  • Venue: Epigenomes
  • URL: https://www.semanticscholar.org/paper/5643fde916e6d150423d2be7a32508e11fb6b6f8
  • DOI: 10.3390/epigenomes9020020
  • PMID: 40558831
  • PMCID: 12191455
  • Citations: 1
  • Summary: Current evidence on the epigenetic landscape of these syndromes is consolidated, elucidating how modifications may influence disease behavior and contribute to incomplete genotype–phenotype correlations by integrating epigenetic insights with known molecular pathways.
  • Evidence snippets:
  • Snippet 1 (score: 0.356) > Neurocutaneous syndromes represent a clinically and genetically heterogeneous group of disorders, with tuberous sclerosis complex (TSC), von Hippel–Lindau syndrome (VHL), and ataxia–telangiectasia (A-T) exemplifying some of the most complex entities within this category. These syndromes have traditionally been considered monogenic disorders, caused by germline mutations in tumor suppressor or regulatory genes. However, they exhibit a striking degree of phenotypic variability and divergent clinical trajectories that cannot be fully explained by their underlying genetic alterations alone. Increasingly, epigenetic regulatory mechanisms, such as DNA methylation, histone modifications, chromatin remodeling, and non-coding RNA (ncRNA) activity, are recognized as key modulators of gene expression, cellular differentiation, and tissue-specific function. Disruption of these mechanisms has been implicated in disease pathogenesis, tumorigenesis, and neurodegeneration associated with TSC, VHL, and A-T. Aberrant epigenetic profiles may underlie the observed variability in clinical outcomes, even among individuals with identical mutations. This review consolidates current evidence on the epigenetic landscape of these syndromes, elucidating how these modifications may influence disease behavior and contribute to incomplete genotype–phenotype correlations. By integrating epigenetic insights with known molecular pathways, a more nuanced understanding of disease biology emerges, with potential implications for diagnostic stratification, prognostic assessment, and therapeutic innovation.

[16] Human Dermal Fibroblast: A Promising Cellular Model to Study Biological Mechanisms of Major Depression and Antidepressant Drug Response

  • Authors: P. Mesdom, R. Colle, É. Lebigot, S. Trabado, Eric Deflesselle et al.
  • Year: 2020
  • Venue: Current Neuropharmacology
  • URL: https://www.semanticscholar.org/paper/79368e365458486de96794333613c12a6063bf54
  • DOI: 10.2174/1570159X17666191021141057
  • PMID: 31631822
  • PMCID: 7327943
  • Citations: 12
  • Summary: This review highlights the great and still underused potential of HDF, which stands out as a very promising tool in the understanding of MDD and AD mechanisms of action.
  • Evidence snippets:
  • Snippet 1 (score: 0.356) > Background: Human dermal fibroblasts (HDF) can be used as a cellular model relatively easily and without genetic engineering. Therefore, HDF represent an interesting tool to study several human diseases including psychiatric disorders. Despite major depressive disorder (MDD) being the second cause of disability in the world, the efficacy of antidepressant drug (AD) treatment is not sufficient and the underlying mechanisms of MDD and the mechanisms of action of AD are poorly understood. Objective The aim of this review is to highlight the potential of HDF in the study of cellular mechanisms involved in MDD pathophysiology and in the action of AD response. Methods The first part is a systematic review following PRISMA guidelines on the use of HDF in MDD research. The second part reports the mechanisms and molecules both present in HDF and relevant regarding MDD pathophysiology and AD mechanisms of action. Results HDFs from MDD patients have been investigated in a relatively small number of works and most of them focused on the adrenergic pathway and metabolism-related gene expression as compared to HDF from healthy controls. The second part listed an important number of papers demonstrating the presence of many molecular processes in HDF, involved in MDD and AD mechanisms of action. Conclusion The imbalance in the number of papers between the two parts highlights the great and still underused potential of HDF, which stands out as a very promising tool in our understanding of MDD and AD mechanisms of action

[17] Combined metformin and exenatide versus only metformin treatments in polycystic ovary syndrome with abdominal obesity and network pharmacology of gene expression: evidence from a randomized clinical trial

  • Authors: Xuesong Ding, Tao Tao, Wang Weilu, Xiong Wei, Xue Wei et al.
  • Year: 2025
  • Venue: Therapeutic Advances in Endocrinology and Metabolism
  • URL: https://www.semanticscholar.org/paper/5b77ab7125f7df29fd926bf0c70fef69bdebcf1d
  • DOI: 10.1177/20420188251355411
  • PMID: 40843067
  • PMCID: 12365428
  • Summary: Both treatments improved glucose and lipid metabolism, weakening insulin resistance and improving some biochemical indexes in patients with polycystic ovary syndrome and abdominal obesity.
  • Evidence snippets:
  • Snippet 1 (score: 0.355) > Polycystic ovary syndrome (PCOS) is the most frequent female endocrinopathy during reproductive years, and with health risks even beyond menopause. 2][3] A combination of genetic, endocrine, lifestyle, and environmental factors determines PCOS development, evolution, and severity, being at the same time factors and complications of the syndrome. 4 In addition, genetic and environmental factors are also involved in the development and progress of PCOS. 5,6 twork pharmacology provides a system-level approach to understanding drug mechanisms by integrating bioinformatics, pharmacology, and molecular biology. It enables the identification of protein-protein interactions (PPIs) that exhibit how genes and proteins are linked with characteristic clinical conditions, such as PCOS and abdominal obesity (AO). 7 PPIs are complex networks that represent the physical contact between two or more proteins. These interactions are involved in signal transduction, gene expression regulation, metabolic processes, and cell cycle control. Understanding PPIs can provide insights into the underlying mechanisms of various biological processes and diseases, and they are an important area of study in systems biology and bioinformatics. In the modular analysis of PPI networks, researchers identify modules or groups within the network to understand how proteins work together to perform biological functions and as possible markers of PCOS pathogenesis. 8 Each module may contain a set of functionally related proteins that might be involved in specific biological processes or pathways. 9 e correlation of insulin resistance, excessive adipose accumulation, and variable therapeutic responses to combined treatments may have a critical role in PCOS pathophysiology and management. 10 Metformin is a therapeutic option for PCOS patients that has been widely studied. It improves insulin sensitivity in peripheral tissues by reducing hepatic glucose production. 11 4][15] However, there is limited information concerning the genes that might be involved in the mechanism of action of these compounds.

[18] Targeting Hepatic Stellate Cells for the Prevention and Treatment of Liver Cirrhosis and Hepatocellular Carcinoma: Strategies and Clinical Translation

  • Authors: Hao Xiong, Jinsheng Guo
  • Year: 2025
  • Venue: Pharmaceuticals
  • URL: https://www.semanticscholar.org/paper/76e92127053136900f7e3f10e2c9278251ced5d2
  • DOI: 10.3390/ph18040507
  • PMID: 40283943
  • PMCID: 12030350
  • Citations: 8
  • Summary: HSC-targeted approaches using specific surface markers and receptors may enable the selective delivery of drugs, oligonucleotides, and therapeutic peptides that exert optimized anti-fibrotic and anti-HCC effects.
  • Evidence snippets:
  • Snippet 1 (score: 0.355) > Significant progress has been made in elucidating the cellular and molecular mechanisms of liver fibrosis; however, only a few findings have been successfully translated into clinical applications. Firstly, the high cost of drug development and target validation necessitates prolonged timelines and substantial financial investment. Secondly, as regulatory requirements become more stringent, there is an increasing demand for drugs with well-defined clinical efficacy and safety profiles. Moreover, the efficacy observed in animal models often fails to fully translate to clinical settings due to differences in pharmacokinetics, extracellular matrix (ECM) cross-linking, and disease pathophysiology. Despite advancements in anti-fibrotic drug development, accurately identifying ideal noninvasive biomarkers for fibrotic activity and establishing consensus on optimal clinical endpoints remain significant challenges [113,114]. > Currently, addressing the underlying cause remains the only proven strategy to halt or reverse liver fibrosis progression, while the development of effective anti-fibrotic therapies continues to pose a major challenge in liver disease management. Over the past few decades, substantial progress has been made in elucidating the cellular and molecular mechanisms underlying liver fibrosis. Liver fibrosis is a complex pathological change involving multiple cells, factors, and pathways, and the study of the cellular and molecular mechanisms of its occurrence and development provides an important theoretical basis and therapeutic target for clinical drug development. It is anticipated that improved animal models and well-designed clinical trials will facilitate the successful translation of anti-fibrotic research into effective clinical treatments in the near future.

[19] Modeling psychiatric disorders: from genomic findings to cellular phenotypes

  • Authors: Anna Falk, Vivi M. Heine, A. Harwood, Patrick F. Sullivan, M. Peitz et al.
  • Year: 2016
  • Venue: Molecular Psychiatry
  • URL: https://www.semanticscholar.org/paper/235b41240d78140de7ab06a3ad8a7d0b1bdff1a5
  • DOI: 10.1038/mp.2016.89
  • PMID: 27240529
  • PMCID: 4995546
  • Citations: 77
  • Influential citations: 2
  • Summary: The challenges for modeling of psychiatric disorders, potential solutions and how iPSC technology can be used to develop an analytical framework for the evaluation and therapeutic manipulation of fundamental disease processes are critically reviewed.
  • Evidence snippets:
  • Snippet 1 (score: 0.354) > The key challenge for iPSC-based disease modeling is to identify one or more relevant cellular phenotypes that accurately represent the disease pathophysiology. Increasing numbers of reports have demonstrated that for many diseases specific pathophysiology can be captured in human iPSC-based disease models. These range from cardiovascular disease, 44,45 cancer, 46,47 ocular disease, 48,49 diabetes mellitus 50,51 and neurological disorders of the brain. 52,53 Can the same approach be applied to complex psychiatric disorders? > The problem is that almost all psychiatric disorders are characterized by clinical signs and symptoms, but lack independent verification from objective biomarkers. Thus, how might these clinical phenotypes manifest themselves in terms of cell behavior? The identity of robust cellular 'readouts', which typify any psychiatric disorder, is a crucial unsolved problem and an area of intense study 54 (Table 2). When satisfactorily answered, this will herald a new degree of biological objectivity and quantification for the study of psychiatric disorders. > The aim is to find a single or small number of cell phenotypes or parameters that strongly associate with psychiatric disorders, and establish a cellular profile characteristic of cells derived from the general patient population. Although a consensus set of cellular phenotypes for psychiatric disorder is yet to be established, we can define some of their desired characteristics. First, cellular phenotypes have to relate to the biological pathways identified by genetics. Second, although there are many risk genes in disparate biological pathways, at some level, phenotypes should converge onto a much smaller grouping. Third, phenotypes need to be quantifiable. Finally, to be useful for drug development cellular phenotypes should be reversed by pharmacological treatment, although not necessarily by drugs in current use. > Although human iPSC-based approaches underrepresent the complexity of the human central nervous system, cellular phenotypes are likely to lie more proximal to molecular disease mechanisms than phenotypes seen at the level of a tissue or organism, 55 and thus may bypass compensatory homeostatic (2) Gene expression profiles of SCZ human iPSC neurons identified altered expression of many components of the cyclic AMP and WNT signaling pathways. > (3

[20] Finding disagreement pathway signatures and constructing an ensemble model for cancer classification

  • Authors: Qiaosheng Zhang, Jie Li, Dong Wang, Yadong Wang
  • Year: 2017
  • Venue: Scientific Reports
  • URL: https://www.semanticscholar.org/paper/97936ac48568ccbe2939464620dc130d34ad9e74
  • DOI: 10.1038/s41598-017-10258-5
  • PMID: 28855608
  • PMCID: 5577098
  • Citations: 4
  • Summary: The results demonstrate that the ensemble feature genes are associated with drug targets/clinically-relevant cancer and some core biological pathways and biological process underlying clinically-relevant phenotypes are identified by function annotation.
  • Evidence snippets:
  • Snippet 1 (score: 0.352) > These findings can help scientist understand the disease mechanism and answer specific drug discovery questions, including target prioritization, inhibitor simulations and co-drugging 38 . In addition, through functional annotation clustering, we found that the list of genes was also correlated with biological process of cancer, such as cell death, cell growth, cellular response to chemical stimulus, immune system development and positive regulation of cellular metabolic process (see Fig. 9). Taken together, these analyses demonstrate our approach can identify core biological pathways and biological process underlying clinically-relevant phenotypes, providing the ability to improve tumor classification to reveal more precise prognosis, or to predict response to chemotherapy drugs, driven by models that represent the complexity of the underlying biological activities.

Notes

  • This provider combines search_papers_by_relevance with snippet_search.
  • No synthesis or second-stage model call is performed.