Triple-Negative Breast Cancer

Triple-negative breast cancer (TNBC) is a molecularly-defined subtype of breast cancer characterized by the absence of estrogen receptor (ER), progesterone receptor (PR), and HER2 expression. TNBC represents approximately 10-15% of breast cancers and is clinically aggressive with higher rates of recurrence and visceral/brain metastases. TNBC is molecularly heterogeneous, encompassing several intrinsic subtypes including basal-like, mesenchymal, and immunomodulatory. Treatment relies on chemotherapy and increasingly immunotherapy, as hormonal and HER2-targeted therapies are ineffective by definition.

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1
Mappings
8
Pathophys.
1
Histopath.
3
Phenotypes
8
Pathograph
3
Genes
5
Medical Actions
4
Subtypes
6
Datasets
4
References
3
Deep Research
🏷

Classifications

ICD-O Morphology
Adenocarcinoma
Harrison's Part
ONCOLOGY HEMATOLOGY
🔗

Mappings

MONDO
MONDO:0005494 triple-negative breast carcinoma
skos:exactMatch MONDO
MONDO provides an exact disease term for triple-negative breast carcinoma.
◆

Subtypes

4
Basal-like TNBC
The most common TNBC subtype (50-75%), characterized by expression of basal cytokeratins (CK5/6, CK14, CK17), EGFR expression, high proliferation, and frequent TP53 and BRCA1 mutations. Overlaps significantly with BRCA1-associated breast cancer.
Show evidence (1 reference)
PMID:21633166 SUPPORT
"BL1 and BL2 subtypes had higher expression of cell cycle and DNA damage response genes, and representative cell lines preferentially responded to cisplatin."
The Lehmann et al. study identified basal-like subtypes (BL1 and BL2) with high cell cycle and DNA damage response gene expression, consistent with high proliferation and BRCA1 mutations.
Mesenchymal TNBC
Characterized by epithelial-mesenchymal transition features, enrichment in cell motility and differentiation pathways. May respond to PI3K/mTOR inhibition.
Show evidence (1 reference)
PMID:21633166 SUPPORT
"M and MSL subtypes were enriched in GE for epithelial-mesenchymal transition, and growth factor pathways and cell models responded to NVP-BEZ235 (a PI3K/mTOR inhibitor) and dasatinib (an abl/src inhibitor)."
The Lehmann et al. study confirmed mesenchymal subtypes are enriched for EMT and growth factor pathways, responding to PI3K/mTOR inhibition.
Luminal Androgen Receptor (LAR) TNBC
Despite being ER/PR-negative, LAR tumors express androgen receptor and have luminal gene expression patterns. May benefit from androgen receptor-targeted therapy. Often have PIK3CA mutations.
Show evidence (1 reference)
PMID:21633166 SUPPORT
"The LAR subtype includes patients with decreased relapse-free survival and was characterized by androgen receptor (AR) signaling. LAR cell lines were uniquely sensitive to bicalutamide (an AR antagonist)."
The Lehmann et al. study identified the LAR subtype characterized by AR signaling and sensitivity to AR antagonists.
Immunomodulatory TNBC
Characterized by immune cell infiltration and immune checkpoint expression. Best responders to immune checkpoint inhibitor therapy.
Show evidence (1 reference)
PMID:21633166 SUPPORT
"Cluster analysis identified 6 TNBC subtypes displaying unique GE and ontologies, including 2 basal-like (BL1 and BL2), an immunomodulatory (IM), a mesenchymal (M), a mesenchymal stem-like (MSL), and a luminal androgen receptor (LAR) subtype."
The Lehmann et al. study identified the immunomodulatory (IM) subtype as one of the six TNBC subtypes with unique gene expression profiles.
⚙

Pathophysiology

8
Loss of Hormone Receptor Signaling
TNBC lacks expression of estrogen receptor alpha (ESR1) and progesterone receptor (PGR), eliminating the growth-promoting effects of estrogen signaling that drive most breast cancers. This absence removes a key therapeutic target but also indicates fundamentally different tumor biology.
estrogen receptor signaling pathway GO:0030520 ∅ ABSENT Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves absent estrogen receptor signaling pathway (GO:0030520). GO:0030520 is a biological process from the Gene Ontology.
Show evidence (1 reference)
PMID:35987766 SUPPORT Other
"Triple negative breast cancer (TNBC) is characterized by the lack of estrogen and progesterone receptor expression and lacks HER2 overexpression or gene amplification."
This review abstract defines TNBC by absent ER and PR expression with absent HER2 overexpression, directly supporting loss of hormone receptor signaling as a defining mechanistic feature.
Alternative Oncogenic Pathways
In the absence of hormone receptor signaling, TNBC is driven by alternative oncogenic pathways including EGFR signaling, PI3K-AKT-mTOR activation, and Wnt/beta-catenin signaling. Many TNBCs have TP53 mutations eliminating this tumor suppressor checkpoint.
epidermal growth factor receptor signaling pathway GO:0007173 ↑ INCREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves increased epidermal growth factor receptor signaling pathway (GO:0007173). GO:0007173 is a biological process from the Gene Ontology. phosphatidylinositol 3-kinase signaling GO:0043491 ↑ INCREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves increased phosphatidylinositol 3-kinase signaling, annotated with phosphatidylinositol 3-kinase/protein kinase B signal transduction (GO:0043491). GO:0043491 is a biological process from the Gene Ontology.
DNA Repair Deficiency
A significant subset of TNBC (~20%) harbors germline or somatic BRCA1/2 mutations resulting in homologous recombination deficiency. This creates sensitivity to platinum chemotherapy and PARP inhibitors through synthetic lethality.
homologous recombination GO:0035825 ↓ DECREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves decreased homologous recombination (GO:0035825). GO:0035825 is a biological process from the Gene Ontology.
Show evidence (1 reference)
PMID:33475295 SUPPORT Other
"PARP inhibition causes synthetic lethality in breast cancers associated with germline BRCA1 and BRCA2 mutations and is routinely used in clinical practice for metastatic breast cancer."
Supports the therapeutic consequence of homologous-recombination deficiency in BRCA-mutated breast cancer. It does not support the "~20% of TNBC" prevalence figure in the node description, which remains uncited.
Genomic Instability
Loss of high-fidelity double-strand-break repair, compounded by near-universal TP53 inactivation, produces a mutator phenotype and pervasive chromosomal instability. This is the enabling characteristic that supplies the driver lesions feeding the alternative oncogenic pathways and aggressive behavior of TNBC.
DNA damage response GO:0006974 ⚠ ABNORMAL Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves abnormal DNA damage response (GO:0006974). GO:0006974 is a biological process from the Gene Ontology. chromosome segregation GO:0007059 ⚠ ABNORMAL Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves abnormal chromosome segregation (GO:0007059). GO:0007059 is a biological process from the Gene Ontology.
Show evidence (1 reference)
PMID:31045815 SUPPORT Human Clinical
"TP53 gene is mutated in approximately 80% of triple-negative breast cancer (TNBC)."
Supports near-universal loss of the TP53 checkpoint in TNBC, the principal permissive lesion for the mutator/chromosomal-instability phenotype. Direct TNBC genomic-scarring evidence is still needed.
Macrophage-Mediated Immune Suppression
The TNBC microenvironment is immunosuppressive, with pro-inflammatory M1 macrophage polarization suppressed. Apolipoprotein C-II (APOC2) is upregulated in TNBC tissue and inversely correlates with M1 macrophage infiltration; overexpressing it in tumor cells suppresses M1 polarization and promotes tumor growth, so the effect on macrophages is tumor-cell-extrinsic. KLHL1 (a Cullin3-RING E3 ubiquitin ligase substrate adaptor) degrades APOC2 via the ubiquitin-proteasome pathway and reverses this immunosuppressive phenotype by restoring M1 polarization.
M1 macrophage CL:0000863 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves M1 macrophage (CL:0000863). CL:0000863 is a cell type from the Cell Ontology.
inflammatory response GO:0006954 ↓ DECREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves decreased inflammatory response (GO:0006954). GO:0006954 is a biological process from the Gene Ontology. M1 macrophage polarization GO:0002281 ↓ DECREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves decreased M1 macrophage polarization, annotated with macrophage activation involved in immune response (GO:0002281). GO:0002281 is a biological process from the Gene Ontology.
Show evidence (3 references)
PMID:42600954 SUPPORT Human Clinical
"APOC2 was upregulated in TNBC tissues and was negatively correlated with M1 macrophage infiltration."
Establishes APOC2 upregulation in TNBC as negatively correlating with anti-tumor M1 macrophage infiltration. This is the tissue-expression arm of the study, stated before any cell-line or xenograft work.
PMID:42600954 SUPPORT In Vitro
"KLHL1 promoted APOC2 protein degradation through the ubiquitin-proteasome pathway, thereby enhancing M1 macrophage polarization and suppressing the malignant behavior of tumor cells."
KLHL1-mediated APOC2 degradation enhances M1 macrophage polarization, restoring anti-tumor immunity. The quoted mechanism follows the co-immunoprecipitation and 4T1 cell experiments, so it is cell-based.
PMID:42600954 SUPPORT Model Organism
"in vivo xenograft experiments demonstrated that APOC2 reduced M1 macrophage polarization and increased tumor weight and volume, whereas KLHL1 overexpression counteracted the oncogenic effects of APOC2"
Confirms the APOC2-driven suppression of M1 polarization, and its reversal by KLHL1, in a tumor-bearing animal rather than in culture.
Intratumoral CXCL9 Deficiency
CXCL9 is the dominant CXCR3 ligand recruiting cytotoxic T lymphocytes into solid tumors, and tumor-associated macrophages are a principal source of it. Where the macrophage compartment is immunosuppressed, intratumoral CXCL9 is low, and in breast cancer its expression tracks with both immune infiltration and survival. Restoring it is sufficient to pull CTLs back into the tumor, which is what makes the deficiency causal rather than merely correlated.
tumor-associated macrophage CL:0000235 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves tumor-associated macrophage, annotated with macrophage (CL:0000235). CL:0000235 is a cell type from the Cell Ontology. TREM2-positive tumor-associated macrophage CL:4047053 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves TREM2-positive tumor-associated macrophage, annotated with TREM2-positive macrophage (CL:4047053). CL:4047053 is a cell type from the Cell Ontology.
CXCL9 hgnc:7098 HUGO Gene Nomenclature Committee (hgnc) Relation: this pathophysiological event involves this gene This pathophysiological event involves CXCL9 (hgnc:7098). hgnc:7098 is a gene from the HUGO Gene Nomenclature Committee. TREM2 hgnc:17761 HUGO Gene Nomenclature Committee (hgnc) Relation: this pathophysiological event involves this gene This pathophysiological event involves TREM2 (hgnc:17761). hgnc:17761 is a gene from the HUGO Gene Nomenclature Committee.
CXCL9-CXCR3 chemokine signaling GO:0070098 ↓ DECREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves decreased CXCL9-CXCR3 chemokine signaling, annotated with chemokine-mediated signaling pathway (GO:0070098). GO:0070098 is a biological process from the Gene Ontology.
Show evidence (2 references)
PMID:41588017 SUPPORT INDIRECT Human Clinical
"analysis of human datasets (TCGA-BRCA and Kim cohorts) revealed that tumor necrosis factor superfamily member 9 (TNFSF9) and C-X-C motif chemokine ligand (CXCL9) expressions correlate with improved prognosis and enhanced immune cell infiltration"
Human breast-cancer cohorts tie CXCL9 expression to immune infiltration and outcome. Graded INDIRECT because a positive correlation between higher CXCL9 and better infiltration is the claim read backwards; it establishes the axis, not that low CXCL9 is what excludes the T cells.
PMID:42726873 SUPPORT DIRECT BACKGROUND Other
"targets the protein triggering receptor expressed on myeloid cells 2 (TREM2) expressed by tumor-associated macrophages (TAMs)"
Establishes TREM2 as a surface marker of the tumor-associated macrophages this node binds, which is what the CL:4047053 binding asserts. The quoted sentence states the premise the paper's targeting strategy rests on, not a result it produced, so quote_role is BACKGROUND. The paper's own experiments are murine, but this sentence reports no experiment at all, which is why evidence_source is OTHER rather than MODEL_ORGANISM.
Cytotoxic T Lymphocyte Exclusion
TNBC tumors are poorly infiltrated by CD8-positive cytotoxic T lymphocytes, which is the proximate reason immune checkpoint blockade benefits only a minority of patients: a drug that releases a brake on T cells does little where the T cells are not present. Supplying CXCL9 reverses the exclusion in model systems.
CD8-positive cytotoxic T lymphocyte CL:0000625 Cell Ontology (CL) Relation: this pathophysiological event involves this cell type This pathophysiological event involves CD8-positive cytotoxic T lymphocyte, annotated with CD8-positive, alpha-beta T cell (CL:0000625). CL:0000625 is a cell type from the Cell Ontology.
T cell chemotaxis into the tumor GO:0010818 ↓ DECREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves decreased T cell chemotaxis into the tumor, annotated with T cell chemotaxis (GO:0010818). GO:0010818 is a biological process from the Gene Ontology.
Show evidence (2 references)
PMID:41588017 SUPPORT DIRECT BACKGROUND Other
"Due to limited tumor immune infiltration in TNBC, the effectiveness of immunotherapy is constrained"
States the node for TNBC specifically, and the consequence that makes it matter clinically. quote_role BACKGROUND records that the sentence is the paper's framing rather than a result it reports, and evidence_source is OTHER because the sentence itself reports no study.
PMID:42726873 SUPPORT INDIRECT Model Organism
"codelivery of a Toll-like receptor agonist and CXCL9-encoding mRNA encapsulated in our Ab-LNP successfully ameliorates immunosuppression and improves tumor infiltration and activity of CTLs"
A therapeutic rescue cited as validation of the mechanism it targets: restoring CXCL9 to TREM2-positive macrophages improves CTL infiltration, so the exclusion is CXCL9-dependent and reversible. INDIRECT because the claim follows from the intervention working rather than being asserted, and the system is an orthotopic mouse model.
Aggressive Tumor Behavior
TNBC is characterized by high proliferation rates, early metastasis (especially to viscera and brain), and shorter time to recurrence compared to other breast cancer subtypes. The aggressive biology reflects activation of multiple oncogenic pathways and loss of tumor suppressors.
cell population proliferation GO:0008283 ↑ INCREASED Gene Ontology (GO) Relation: this pathophysiological event involves this biological process This pathophysiological event involves increased cell population proliferation (GO:0008283). GO:0008283 is a biological process from the Gene Ontology.
Show evidence (1 reference)
PMID:35987766 SUPPORT
"It accounts for 10-15% of incident breast cancers and carries the worst prognosis."
Abstract states TNBC carries the worst prognosis, supporting aggressive behavior.
✶

Histopathology

1
Invasive Ductal Carcinoma VERY_FREQUENT
Invasive ductal carcinoma is the most common type of breast cancer.
Show evidence (1 reference)
PMID:39806949 SUPPORT
"Invasive ductal carcinoma (IDC) is the most common type of breast cancer,"
Abstract states that invasive ductal carcinoma is the most common breast cancer type.
⬡

Pathograph

Use the checkboxes to hide or show graph categories. Hover nodes for evidence and cross-linked metadata.
Pathograph: causal mechanism network for Triple-Negative Breast Cancer 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

3
Breast 1
Breast Carcinoma OBLIGATE HP:0003002 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Breast carcinoma (HP:0003002). HP:0003002 is a phenotype from the Human Phenotype Ontology.
Neoplasm 2
Early Visceral Metastases FREQUENT Neoplasm HP:0002664 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Neoplasm (HP:0002664). HP:0002664 is a phenotype from the Human Phenotype Ontology.
HPO has no generic metastasis term, so this is bound to the coarse parent HP:0002664 Neoplasm. The binding does not convey the metastatic or visceral specificity described here.
Triple-Negative Phenotype OBLIGATE Neoplasm HP:0002664 Human Phenotype Ontology (HP) Relation: this clinical feature is this phenotype This clinical feature is Neoplasm (HP:0002664). HP:0002664 is a phenotype from the Human Phenotype Ontology.
Show evidence (1 reference)
PMID:35987766 SUPPORT Other
"Triple negative breast cancer (TNBC) is characterized by the lack of estrogen and progesterone receptor expression and lacks HER2 overexpression or gene amplification."
Abstract defines TNBC by lack of ER/PR and HER2, matching the diagnostic phenotype.
🧬

Genetic Associations

3
TP53 (Somatic Mutations)
Gene: TP53 hgnc:11998 gene page HUGO Gene Nomenclature Committee (hgnc) Relation: this disease-associated gene is this gene This disease-associated gene is TP53 (hgnc:11998). hgnc:11998 is a gene from the HUGO Gene Nomenclature Committee. relationship_type: SOMATIC_DRIVER variant_origin: SOMATIC
Show evidence (1 reference)
PMID:31045815 SUPPORT
"TP53 gene is mutated in approximately 80% of triple-negative breast cancer (TNBC)."
Abstract reports TP53 mutation frequency in TNBC, supporting this genetic association.
BRCA1 (Germline and Somatic Mutations)
Gene: BRCA1 hgnc:1100 gene page HUGO Gene Nomenclature Committee (hgnc) Relation: this disease-associated gene is this gene This disease-associated gene is BRCA1 (hgnc:1100). hgnc:1100 is a gene from the HUGO Gene Nomenclature Committee. relationship_type: RISK_FACTOR variant_origin: GERMLINE_AND_SOMATIC
PIK3CA (Somatic Mutations)
Gene: PIK3CA hgnc:8975 gene page HUGO Gene Nomenclature Committee (hgnc) Relation: this disease-associated gene is this gene This disease-associated gene is PIK3CA (hgnc:8975). hgnc:8975 is a gene from the HUGO Gene Nomenclature Committee. relationship_type: SOMATIC_DRIVER variant_origin: SOMATIC
💊

Medical Actions

5
Neoadjuvant Chemotherapy
Action: Neoadjuvant ChemotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is Neoadjuvant Chemotherapy (NCIT:C213450). NCIT:C213450 is a clinical intervention from the NCI Thesaurus. NCIT:C213450
Standard treatment includes anthracycline and taxane-based regimens given before surgery. Pathologic complete response (pCR) rates are higher in TNBC than other subtypes and strongly predict long-term outcomes.
Show evidence (1 reference)
PMID:32046998 SUPPORT
"Patients with a pCR after NAT had significantly better EFS (HR = 0.31; 95% PI, 0.24-0.39), particularly for triple-negative (HR = 0.18; 95% PI, 0.10-0.31) and HER2+ (HR = 0.32; 95% PI, 0.21-0.47) disease."
Meta-analysis confirms that achieving pCR after neoadjuvant therapy is strongly associated with improved event-free survival, particularly for TNBC.
Pembrolizumab Plus Chemotherapy
Action: immunotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is immunotherapy (NCIT:C15262). NCIT:C15262 is a clinical intervention from the NCI Thesaurus. Ontology label: Immunotherapy NCIT:C15262
Agent: pembrolizumab NCIT:C106432 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses pembrolizumab (NCIT:C106432). NCIT:C106432 is a therapeutic agent from the NCI Thesaurus.
PD-1 inhibitor pembrolizumab combined with chemotherapy improves outcomes in early-stage and metastatic TNBC. KEYNOTE-522 established pembrolizumab in the neoadjuvant/adjuvant setting regardless of PD-L1 status.
Show evidence (1 reference)
PMID:32101663 SUPPORT
"Among patients with early triple-negative breast cancer, the percentage with a pathological complete response was significantly higher among those who received pembrolizumab plus neoadjuvant chemotherapy than among those who received placebo plus neoadjuvant chemotherapy."
KEYNOTE-522 demonstrated significantly higher pCR rates with pembrolizumab plus chemotherapy versus chemotherapy alone in early TNBC.
PARP Inhibitors
Action: targeted therapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is targeted therapy (NCIT:C93352). NCIT:C93352 is a clinical intervention from the NCI Thesaurus. Ontology label: Targeted Therapy NCIT:C93352
Olaparib and talazoparib are approved for germline BRCA-mutated metastatic TNBC. They exploit synthetic lethality in HRD-positive tumors unable to repair DNA double-strand breaks.
Show evidence (1 reference)
PMID:33475295 SUPPORT
"PARP inhibition causes synthetic lethality in breast cancers associated with germline BRCA1 and BRCA2 mutations and is routinely used in clinical practice for metastatic breast cancer."
Review confirms PARP inhibitors cause synthetic lethality in BRCA-mutated breast cancers and are standard of care for metastatic disease.
Sacituzumab Govitecan
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: sacituzumab govitecan NCIT:C102783 NCI Thesaurus (NCIT) Relation: this treatment uses this therapeutic agent This treatment uses sacituzumab govitecan (NCIT:C102783). NCIT:C102783 is a therapeutic agent from the NCI Thesaurus.
Antibody-drug conjugate targeting Trop-2 with an SN-38 payload. Approved for previously treated metastatic TNBC with significant survival benefit demonstrated in ASCENT trial.
Show evidence (1 reference)
PMID:33882206 SUPPORT
"Progression-free and overall survival were significantly longer with sacituzumab govitecan than with single-agent chemotherapy among patients with metastatic triple-negative breast cancer."
ASCENT trial demonstrated significant PFS and OS benefit with sacituzumab govitecan versus chemotherapy in metastatic TNBC.
Platinum Chemotherapy
Action: chemotherapyNCI Thesaurus (NCIT) Relation: this treatment is this clinical intervention This treatment is chemotherapy (NCIT:C15632). NCIT:C15632 is a clinical intervention from the NCI Thesaurus. Ontology label: Chemotherapy NCIT:C15632
Agent: carboplatin CHEBI:31355 Chemical Entities of Biological Interest (CHEBI) Relation: this treatment uses this therapeutic agent This treatment uses carboplatin (CHEBI:31355). CHEBI:31355 is a therapeutic agent from Chemical Entities of Biological Interest.
Carboplatin improves pCR rates in neoadjuvant therapy, particularly in BRCA-mutated or HRD-positive TNBC. Used in combination with taxanes.
Show evidence (1 reference)
PMID:21633166 SUPPORT
"BL1 and BL2 subtypes had higher expression of cell cycle and DNA damage response genes, and representative cell lines preferentially responded to cisplatin."
Basal-like TNBC subtypes with DNA damage response gene expression preferentially respond to platinum chemotherapy.
🔬

Biochemical Markers

2
Hormone Receptor and HER2 Testing
BRCA1/2 Testing
📊

Related Datasets

6
Exome-sequencing of paired docetaxel sensitive and resistant triple-negative breast cancer ega:EGAS00001003196
Taxane-based regimens constitute the most common therapeutic option in patients with triple-negative breast cancer (TNBC). Resistance to treatment often arises although the molecular mechanisms responsible for this process are unknown. To unravel chemoresistance mechanisms, exome sequencing was performed on matched docetaxel sensitive and resistant TNBC patient-derived xenografts (PDX).
human WES
European Genome-phenome Archive study, matched because the disease is named in the study's own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Exome Sequencing. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.
Functional Mapping of AKT Signaling and Biomarkers of Response From the FAIRLANE Trial of Neoadjuvant Ipatasertib Plus Paclitaxel for Triple-Negative Breast Cancer ega:EGAS00001005892
Purpose: Despite extensive genomic and transcriptomic profiling, it remains unknown how signaling pathways are differentially activated and how tumors are differentially sensitized to certain perturbations. Here, we aim to characterize AKT signaling activity and its association with other genomic or immunohistochemistry-based PI3K/AKT pathway biomarkers as well as the clinical activity of ipatasertib (AKT inhibitor) in the FAIRLANE trial. Experimental Design: In FAIRLANE, 151 patients with early triple-negative breast cancer were randomized 1:1 to receive paclitaxel with ipatasertib or placebo for 12 weeks prior to surgery.
human
European Genome-phenome Archive study, matched because the disease is named in the study's own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Other. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.
Comprehensive Molecular Profiling Identifies Features of Disease Resistance to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer ega:EGAS00001006079
human
European Genome-phenome Archive study, matched because the disease is named in the study's own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Cancer Genomics. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.
Multi-omic Analysis of ClpP Activation in Triple-Negative Breast Cancer Cells metabolomics_workbench:ST002408
Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
Application of Artificial Intelligence to Plasma Metabolomics Profiles to Predict Response to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer metabolomics_workbench:ST002235
Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
Metabolic impact of anticancer drugs Pd2Spermine and Cisplatin on the polar metabolome of brain from cell-derived xenograft mouse model of Triple-Negative Breast Cancer (part 1) metabolomics_workbench:ST002290
mouse METABOLOMICS
Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
{ }

Source YAML

click to show
name: Triple-Negative Breast Cancer
creation_date: '2026-01-26T02:55:13Z'
description: >-
  Triple-negative breast cancer (TNBC) is a molecularly-defined subtype of breast
  cancer characterized by the absence of estrogen receptor (ER), progesterone
  receptor (PR), and HER2 expression. TNBC represents approximately 10-15% of
  breast cancers and is clinically aggressive with higher rates of recurrence
  and visceral/brain metastases. TNBC is molecularly heterogeneous, encompassing
  several intrinsic subtypes including basal-like, mesenchymal, and
  immunomodulatory. Treatment relies on chemotherapy and increasingly immunotherapy,
  as hormonal and HER2-targeted therapies are ineffective by definition.
categories:
- Molecularly-Defined Cancer
- Breast Cancer Subtype
- Solid Tumor
parents:
- breast carcinoma
has_subtypes:
- name: Basal-like TNBC
  description: >-
    The most common TNBC subtype (50-75%), characterized by expression of basal
    cytokeratins (CK5/6, CK14, CK17), EGFR expression, high proliferation, and
    frequent TP53 and BRCA1 mutations. Overlaps significantly with BRCA1-associated
    breast cancer.
  evidence:
  - reference: PMID:21633166
    reference_title: "Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies."
    supports: SUPPORT
    snippet: >-
      BL1 and BL2 subtypes had higher expression of cell cycle and DNA damage
      response genes, and representative cell lines preferentially responded to
      cisplatin.
    explanation: >-
      The Lehmann et al. study identified basal-like subtypes (BL1 and BL2) with
      high cell cycle and DNA damage response gene expression, consistent with
      high proliferation and BRCA1 mutations.
- name: Mesenchymal TNBC
  description: >-
    Characterized by epithelial-mesenchymal transition features, enrichment in
    cell motility and differentiation pathways. May respond to PI3K/mTOR inhibition.
  evidence:
  - reference: PMID:21633166
    reference_title: "Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies."
    supports: SUPPORT
    snippet: >-
      M and MSL subtypes were enriched in GE for epithelial-mesenchymal transition,
      and growth factor pathways and cell models responded to NVP-BEZ235 (a PI3K/mTOR
      inhibitor) and dasatinib (an abl/src inhibitor).
    explanation: >-
      The Lehmann et al. study confirmed mesenchymal subtypes are enriched for EMT
      and growth factor pathways, responding to PI3K/mTOR inhibition.
- name: Luminal Androgen Receptor (LAR) TNBC
  description: >-
    Despite being ER/PR-negative, LAR tumors express androgen receptor and have
    luminal gene expression patterns. May benefit from androgen receptor-targeted
    therapy. Often have PIK3CA mutations.
  evidence:
  - reference: PMID:21633166
    reference_title: "Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies."
    supports: SUPPORT
    snippet: >-
      The LAR subtype includes patients with decreased relapse-free survival and
      was characterized by androgen receptor (AR) signaling. LAR cell lines were
      uniquely sensitive to bicalutamide (an AR antagonist).
    explanation: >-
      The Lehmann et al. study identified the LAR subtype characterized by AR
      signaling and sensitivity to AR antagonists.
- name: Immunomodulatory TNBC
  description: >-
    Characterized by immune cell infiltration and immune checkpoint expression.
    Best responders to immune checkpoint inhibitor therapy.
  evidence:
  - reference: PMID:21633166
    reference_title: "Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies."
    supports: SUPPORT
    snippet: >-
      Cluster analysis identified 6 TNBC subtypes displaying unique GE and
      ontologies, including 2 basal-like (BL1 and BL2), an immunomodulatory (IM),
      a mesenchymal (M), a mesenchymal stem-like (MSL), and a luminal androgen
      receptor (LAR) subtype.
    explanation: >-
      The Lehmann et al. study identified the immunomodulatory (IM) subtype as
      one of the six TNBC subtypes with unique gene expression profiles.
pathophysiology:
- name: Loss of Hormone Receptor Signaling
  description: >-
    TNBC lacks expression of estrogen receptor alpha (ESR1) and progesterone
    receptor (PGR), eliminating the growth-promoting effects of estrogen signaling
    that drive most breast cancers. This absence removes a key therapeutic target
    but also indicates fundamentally different tumor biology.
  evidence:
  - reference: PMID:35987766
    reference_title: "Triple negative breast cancer: Pitfalls and progress."
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      Triple negative breast cancer (TNBC) is characterized by the lack of
      estrogen and progesterone receptor expression and lacks HER2 overexpression
      or gene amplification.
    explanation: >-
      This review abstract defines TNBC by absent ER and PR expression with
      absent HER2 overexpression, directly supporting loss of hormone receptor
      signaling as a defining mechanistic feature.
  biological_processes:
  - preferred_term: estrogen receptor signaling pathway
    modifier: ABSENT
    term:
      id: GO:0030520
      label: estrogen receptor signaling pathway
  notes: >-
    The receptor absent here is the ESR1 product, but the mechanism is loss of
    expression rather than an alteration in the gene: ESR1 is not among this
    entry's causal genes and no source cited here reports an ESR1 variant in
    triple-negative disease. Promoter hypermethylation is one documented route
    to that loss and is reported in a minority of triple-negative tumors in a
    cohort of Indian women (PMID:22362381), in whom ER-negative and
    triple-negative disease is itself more common, which does not support a
    gene-level claim for the subtype as a whole. The absence is therefore carried by the ABSENT modifier on the
    pathway term and no receptor gene is bound on this node.
  downstream:
  - target: Alternative Oncogenic Pathways
    description: Other signaling pathways drive proliferation in absence of ER
- name: Alternative Oncogenic Pathways
  description: >-
    In the absence of hormone receptor signaling, TNBC is driven by alternative
    oncogenic pathways including EGFR signaling, PI3K-AKT-mTOR activation, and
    Wnt/beta-catenin signaling. Many TNBCs have TP53 mutations eliminating this
    tumor suppressor checkpoint.
  biological_processes:
  - preferred_term: epidermal growth factor receptor signaling pathway
    modifier: INCREASED
    term:
      id: GO:0007173
      label: epidermal growth factor receptor signaling pathway
  - preferred_term: phosphatidylinositol 3-kinase signaling
    modifier: INCREASED
    term:
      id: GO:0043491
      label: phosphatidylinositol 3-kinase/protein kinase B signal transduction
  downstream:
  - target: Aggressive Tumor Behavior
    description: Multiple activated pathways drive aggressive phenotype
- name: DNA Repair Deficiency
  description: >-
    A significant subset of TNBC (~20%) harbors germline or somatic BRCA1/2
    mutations resulting in homologous recombination deficiency. This creates
    sensitivity to platinum chemotherapy and PARP inhibitors through synthetic
    lethality.
  biological_processes:
  - preferred_term: homologous recombination
    modifier: DECREASED
    term:
      id: GO:0035825
      label: homologous recombination
  evidence:
  - reference: PMID:33475295
    reference_title: "PARP Inhibitors in Triple-Negative Breast Cancer Including Those With BRCA Mutations."
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      PARP inhibition causes synthetic lethality in breast cancers associated
      with germline BRCA1 and BRCA2 mutations and is routinely used in clinical
      practice for metastatic breast cancer.
    explanation: >-
      Supports the therapeutic consequence of homologous-recombination deficiency
      in BRCA-mutated breast cancer. It does not support the "~20% of TNBC"
      prevalence figure in the node description, which remains uncited.
  downstream:
  - target: Genomic Instability
    description: DNA repair defects lead to mutation accumulation
- name: Genomic Instability
  conforms_to: "genome_instability_mutation#Mutator Phenotype and Chromosomal Instability"
  description: >-
    Loss of high-fidelity double-strand-break repair, compounded by near-universal
    TP53 inactivation, produces a mutator phenotype and pervasive chromosomal
    instability. This is the enabling characteristic that supplies the driver
    lesions feeding the alternative oncogenic pathways and aggressive behavior of
    TNBC.
  biological_processes:
  - preferred_term: DNA damage response
    modifier: ABNORMAL
    term:
      id: GO:0006974
      label: DNA damage response
  - preferred_term: chromosome segregation
    modifier: ABNORMAL
    term:
      id: GO:0007059
      label: chromosome segregation
  evidence:
  - reference: PMID:31045815
    reference_title: "Association of p53 expression with poor prognosis in patients with triple-negative breast invasive ductal carcinoma."
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "TP53 gene is mutated in approximately 80% of triple-negative breast cancer (TNBC)."
    explanation: >-
      Supports near-universal loss of the TP53 checkpoint in TNBC, the principal
      permissive lesion for the mutator/chromosomal-instability phenotype. Direct
      TNBC genomic-scarring evidence is still needed.
  downstream:
  - target: Aggressive Tumor Behavior
    description: >-
      Accumulated driver lesions and chromosomal instability fuel clonal evolution
      and the aggressive clinical course.
- name: Macrophage-Mediated Immune Suppression
  description: >-
    The TNBC microenvironment is immunosuppressive, with pro-inflammatory M1
    macrophage polarization suppressed. Apolipoprotein C-II (APOC2) is upregulated
    in TNBC tissue and inversely correlates with M1 macrophage infiltration;
    overexpressing it in tumor cells suppresses M1 polarization and promotes tumor
    growth, so the effect on macrophages is tumor-cell-extrinsic. KLHL1 (a
    Cullin3-RING E3 ubiquitin ligase substrate adaptor) degrades APOC2 via the
    ubiquitin-proteasome pathway and reverses this immunosuppressive phenotype by
    restoring M1 polarization.
  notes: >-
    Scoped to what PMID:42600954 measures. That study reports M1 infiltration and
    M1 polarization only and never assays M2 markers, so no M2-skewing claim is
    made here even though M2 polarization in the TNBC microenvironment is
    well described elsewhere; curating it needs its own reference.
  biological_processes:
  - preferred_term: inflammatory response
    modifier: DECREASED
    term:
      id: GO:0006954
      label: inflammatory response
  - preferred_term: M1 macrophage polarization
    modifier: DECREASED
    term:
      id: GO:0002281
      label: macrophage activation involved in immune response
  cell_types:
  - preferred_term: M1 macrophage
    term:
      id: CL:0000863
      label: M1 macrophage
  evidence:
  - reference: PMID:42600954
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: "APOC2 was upregulated in TNBC tissues and was negatively correlated with M1 macrophage infiltration."
    explanation: >-
      Establishes APOC2 upregulation in TNBC as negatively correlating with
      anti-tumor M1 macrophage infiltration. This is the tissue-expression arm
      of the study, stated before any cell-line or xenograft work.
  - reference: PMID:42600954
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: "KLHL1 promoted APOC2 protein degradation through the ubiquitin-proteasome pathway, thereby enhancing M1 macrophage polarization and suppressing the malignant behavior of tumor cells."
    explanation: >-
      KLHL1-mediated APOC2 degradation enhances M1 macrophage polarization,
      restoring anti-tumor immunity. The quoted mechanism follows the
      co-immunoprecipitation and 4T1 cell experiments, so it is cell-based.
  - reference: PMID:42600954
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    snippet: "in vivo xenograft experiments demonstrated that APOC2 reduced M1 macrophage polarization and increased tumor weight and volume, whereas KLHL1 overexpression counteracted the oncogenic effects of APOC2"
    explanation: >-
      Confirms the APOC2-driven suppression of M1 polarization, and its
      reversal by KLHL1, in a tumor-bearing animal rather than in culture.
  downstream:
  - target: Aggressive Tumor Behavior
    description: Suppression of M1 polarization promotes tumor progression.
    evidence:
    - reference: PMID:42600954
      reference_title: KLHL1 suppresses triple-negative breast cancer progression by promoting M1 macrophage polarization via APOC2 degradation.
      supports: SUPPORT
      evidence_source: MODEL_ORGANISM
      snippet: "in vivo xenograft experiments demonstrated that APOC2 reduced M1 macrophage polarization and increased tumor weight and volume, whereas KLHL1 overexpression counteracted the oncogenic effects of APOC2"
      explanation: >-
        Evidences the edge rather than either node it joins: the same manipulation
        that reduces M1 polarization increases tumor weight and volume, and
        reversing it reverses both.
  - target: Intratumoral CXCL9 Deficiency
    causal_link_type: DIRECT
    description: >-
      Macrophages are a principal source of the CD8-recruiting chemokine CXCL9, so
      an immunosuppressed macrophage compartment leaves the tumor short of it.
    evidence:
    - reference: PMID:42168200
      reference_title: Macrophage ALDH2 drives immunotherapy resistance by silencing CXCL9 through metabolic-epigenetic crosstalk.
      supports: SUPPORT
      directness: DIRECT
      evidence_source: MODEL_ORGANISM
      snippet: "Myeloid-restricted ALDH2 ablation converts TAMs from a pro-tumorigenic phenotype to immunostimulatory regulators, concomitantly amplifying CD8+ T cell infiltration and cytotoxicity to improve ICB responsiveness"
      explanation: >-
        Reversing the macrophage immunosuppressive phenotype restores the CXCL9
        output and the CD8 infiltration that depends on it, which is this edge
        read in the rescue direction.
- name: Intratumoral CXCL9 Deficiency
  biological_scale: TISSUE
  description: >-
    CXCL9 is the dominant CXCR3 ligand recruiting cytotoxic T lymphocytes into
    solid tumors, and tumor-associated macrophages are a principal source of it.
    Where the macrophage compartment is immunosuppressed, intratumoral CXCL9 is
    low, and in breast cancer its expression tracks with both immune infiltration
    and survival. Restoring it is sufficient to pull CTLs back into the tumor,
    which is what makes the deficiency causal rather than merely correlated.
  notes: >-
    The human evidence here is expression-correlative (TCGA-BRCA and the Kim
    cohorts) and the interventional evidence is from mouse models, so the node is
    stated as a chemokine deficiency in the tumor microenvironment rather than as
    a measured CXCL9 concentration in patient tissue. No study cited here reports
    the latter.
  cell_types:
  - preferred_term: tumor-associated macrophage
    term:
      id: CL:0000235
      label: macrophage
  - preferred_term: TREM2-positive tumor-associated macrophage
    term:
      id: CL:4047053
      label: TREM2-positive macrophage
  biological_processes:
  - preferred_term: CXCL9-CXCR3 chemokine signaling
    modifier: DECREASED
    term:
      id: GO:0070098
      label: chemokine-mediated signaling pathway
  genes:
  - preferred_term: CXCL9
    term:
      id: hgnc:7098
      label: CXCL9
  - preferred_term: TREM2
    term:
      id: hgnc:17761
      label: TREM2
  evidence:
  - reference: PMID:41588017
    reference_title: Co-delivery of chemokine CXCL9 and costimulatory ligand TNFSF9 by mesenchymal stem cells reprograms the immune microenvironment for triple-negative breast cancer.
    supports: SUPPORT
    directness: INDIRECT
    evidence_source: HUMAN_CLINICAL
    snippet: "analysis of human datasets (TCGA-BRCA and Kim cohorts) revealed that tumor necrosis factor superfamily member 9 (TNFSF9) and C-X-C motif chemokine ligand (CXCL9) expressions correlate with improved prognosis and enhanced immune cell infiltration"
    explanation: >-
      Human breast-cancer cohorts tie CXCL9 expression to immune infiltration and
      outcome. Graded INDIRECT because a positive correlation between higher CXCL9
      and better infiltration is the claim read backwards; it establishes the axis,
      not that low CXCL9 is what excludes the T cells.
  - reference: PMID:42726873
    reference_title: Targeting tumor-associated macrophages using mRNA lipid nanoparticles for cytotoxic T lymphocyte-mediated cancer immunotherapy.
    supports: SUPPORT
    directness: DIRECT
    quote_role: BACKGROUND
    evidence_source: OTHER
    snippet: "targets the protein triggering receptor expressed on myeloid cells 2 (TREM2) expressed by tumor-associated macrophages (TAMs)"
    explanation: >-
      Establishes TREM2 as a surface marker of the tumor-associated macrophages
      this node binds, which is what the CL:4047053 binding asserts. The quoted
      sentence states the premise the paper's targeting strategy rests on, not a
      result it produced, so quote_role is BACKGROUND. The paper's own
      experiments are murine, but this sentence reports no experiment at all,
      which is why evidence_source is OTHER rather than MODEL_ORGANISM.
  downstream:
  - target: Cytotoxic T Lymphocyte Exclusion
    causal_link_type: DIRECT
    description: >-
      Too little CXCL9 in the tumor means too little CXCR3-driven chemotaxis of
      CD8-positive T cells across the tumor margin.
    evidence:
    - reference: PMID:42168200
      reference_title: Macrophage ALDH2 drives immunotherapy resistance by silencing CXCL9 through metabolic-epigenetic crosstalk.
      supports: SUPPORT
      directness: DIRECT
      evidence_source: MODEL_ORGANISM
      snippet: "Subsequent CXCL9 derepression in TAMs facilitates persistent CD8+ T cell infiltration and enhances their cytotoxic effector functions"
      explanation: >-
        States the edge itself: relieving the block on macrophage CXCL9 is what
        produces CD8 infiltration, so the deficiency is what withholds it.
- name: Cytotoxic T Lymphocyte Exclusion
  biological_scale: TISSUE
  description: >-
    TNBC tumors are poorly infiltrated by CD8-positive cytotoxic T lymphocytes,
    which is the proximate reason immune checkpoint blockade benefits only a
    minority of patients: a drug that releases a brake on T cells does little
    where the T cells are not present. Supplying CXCL9 reverses the exclusion in
    model systems.
  cell_types:
  - preferred_term: CD8-positive cytotoxic T lymphocyte
    term:
      id: CL:0000625
      label: CD8-positive, alpha-beta T cell
  biological_processes:
  - preferred_term: T cell chemotaxis into the tumor
    modifier: DECREASED
    term:
      id: GO:0010818
      label: T cell chemotaxis
  evidence:
  - reference: PMID:41588017
    reference_title: Co-delivery of chemokine CXCL9 and costimulatory ligand TNFSF9 by mesenchymal stem cells reprograms the immune microenvironment for triple-negative breast cancer.
    supports: SUPPORT
    directness: DIRECT
    quote_role: BACKGROUND
    evidence_source: OTHER
    snippet: "Due to limited tumor immune infiltration in TNBC, the effectiveness of immunotherapy is constrained"
    explanation: >-
      States the node for TNBC specifically, and the consequence that makes it
      matter clinically. quote_role BACKGROUND records that the sentence is the
      paper's framing rather than a result it reports, and evidence_source is
      OTHER because the sentence itself reports no study.
  - reference: PMID:42726873
    reference_title: Targeting tumor-associated macrophages using mRNA lipid nanoparticles for cytotoxic T lymphocyte-mediated cancer immunotherapy.
    supports: SUPPORT
    directness: INDIRECT
    evidence_source: MODEL_ORGANISM
    snippet: "codelivery of a Toll-like receptor agonist and CXCL9-encoding mRNA encapsulated in our Ab-LNP successfully ameliorates immunosuppression and improves tumor infiltration and activity of CTLs"
    explanation: >-
      A therapeutic rescue cited as validation of the mechanism it targets:
      restoring CXCL9 to TREM2-positive macrophages improves CTL infiltration, so
      the exclusion is CXCL9-dependent and reversible. INDIRECT because the claim
      follows from the intervention working rather than being asserted, and the
      system is an orthotopic mouse model.
  downstream:
  - target: Aggressive Tumor Behavior
    causal_link_type: DIRECT
    description: >-
      Without cytotoxic T cells in the tumor, immune control of outgrowth is lost.
    evidence:
    - reference: PMID:41588017
      reference_title: Co-delivery of chemokine CXCL9 and costimulatory ligand TNFSF9 by mesenchymal stem cells reprograms the immune microenvironment for triple-negative breast cancer.
      supports: SUPPORT
      directness: INDIRECT
      evidence_source: MODEL_ORGANISM
      snippet: "effectively suppresses TNBC growth by reprogramming the intra-tumoral immune landscape"
      explanation: >-
        Reversing the infiltration deficit suppresses tumor growth, which is this
        edge read in the rescue direction. INDIRECT because the growth effect is
        attributed to the immune landscape as a whole rather than to CD8
        infiltration in isolation.
- name: Aggressive Tumor Behavior
  description: >-
    TNBC is characterized by high proliferation rates, early metastasis (especially
    to viscera and brain), and shorter time to recurrence compared to other breast
    cancer subtypes. The aggressive biology reflects activation of multiple
    oncogenic pathways and loss of tumor suppressors.
  evidence:
  - reference: PMID:35987766
    reference_title: "Triple negative breast cancer: Pitfalls and progress."
    supports: SUPPORT
    snippet: "It accounts for 10-15% of incident breast cancers and carries the worst prognosis."
    explanation: "Abstract states TNBC carries the worst prognosis, supporting aggressive behavior."
  biological_processes:
  - preferred_term: cell population proliferation
    modifier: INCREASED
    term:
      id: GO:0008283
      label: cell population proliferation
histopathology:
- name: Invasive Ductal Carcinoma
  finding_term:
    preferred_term: Invasive Breast Carcinoma of No Special Type
    term:
      id: NCIT:C4194
      label: Invasive Breast Carcinoma of No Special Type
  frequency: VERY_FREQUENT
  description: Invasive ductal carcinoma is the most common type of breast cancer.
  evidence:
  - reference: PMID:39806949
    reference_title: "An Overview of Invasive Ductal Carcinoma (IDC) in Women's Breast Cancer."
    supports: SUPPORT
    snippet: "Invasive ductal carcinoma (IDC) is the most common type of breast cancer,"
    explanation: Abstract states that invasive ductal carcinoma is the most common breast cancer type.

phenotypes:
- category: Neoplastic
  name: Breast Carcinoma
  frequency: OBLIGATE
  diagnostic: true
  description: >-
    Triple-negative breast cancers are typically high-grade invasive ductal
    carcinomas with high mitotic rates. Medullary and metaplastic histologies
    are enriched in the TNBC population.
  phenotype_term:
    preferred_term: Breast carcinoma
    term:
      id: HP:0003002
      label: Breast carcinoma
- category: Clinical
  name: Early Visceral Metastases
  frequency: FREQUENT
  description: >-
    TNBC has a predilection for visceral metastases (lung, liver) and brain
    metastases, occurring earlier and more frequently than in ER+ breast cancer.
  notes: >-
    HPO has no generic metastasis term, so this is bound to the coarse parent
    HP:0002664 Neoplasm. The binding does not convey the metastatic or visceral
    specificity described here.
  phenotype_term:
    preferred_term: Neoplasm
    term:
      id: HP:0002664
      label: Neoplasm
- category: Molecular
  name: Triple-Negative Phenotype
  frequency: OBLIGATE
  diagnostic: true
  description: >-
    Defining feature is absence of ER (<1%), PR (<1%), and HER2 (IHC 0-1+ or
    FISH non-amplified). This is a diagnosis of exclusion from other breast
    cancer subtypes. Note: this is a receptor-status molecular classification,
    not an HPO-modelled clinical abnormality; the HP:0002664 Neoplasm binding
    below is a placeholder and does not represent the triple-negative state.
  evidence:
  - reference: PMID:35987766
    reference_title: "Triple negative breast cancer: Pitfalls and progress."
    supports: SUPPORT
    evidence_source: OTHER
    snippet: "Triple negative breast cancer (TNBC) is characterized by the lack of estrogen and progesterone receptor expression and lacks HER2 overexpression or gene amplification."
    explanation: "Abstract defines TNBC by lack of ER/PR and HER2, matching the diagnostic phenotype."
  phenotype_term:
    preferred_term: Neoplasm
    term:
      id: HP:0002664
      label: Neoplasm
biochemical:
- name: Hormone Receptor and HER2 Testing
  notes: >-
    Diagnosis requires testing for ER, PR (by IHC), and HER2 (by IHC and/or FISH).
    Triple-negative is defined as ER <1%, PR <1%, and HER2 0-1+ or non-amplified.
    PD-L1 testing (CPS or SP142) is recommended for treatment selection.
- name: BRCA1/2 Testing
  notes: >-
    Germline BRCA1/2 testing is recommended for all TNBC patients given high
    prevalence of mutations (~15-20%) and therapeutic implications (PARP inhibitors).
    Somatic testing may identify additional HRD-positive tumors.
genetic:
- name: TP53
  gene_term:
    preferred_term: TP53
    term:
      id: hgnc:11998
      label: TP53
  association: Somatic Mutations
  relationship_type: SOMATIC_DRIVER
  variant_origin: SOMATIC
  notes: >-
    TP53 mutations occur in approximately 80% of TNBC, the highest rate among
    breast cancer subtypes. Mutations are typically missense in the DNA-binding
    domain or truncating mutations.
  evidence:
  - reference: PMID:31045815
    reference_title: "Association of p53 expression with poor prognosis in patients with triple-negative breast invasive ductal carcinoma."
    supports: SUPPORT
    snippet: "TP53 gene is mutated in approximately 80% of triple-negative breast cancer (TNBC)."
    explanation: "Abstract reports TP53 mutation frequency in TNBC, supporting this genetic association."
- name: BRCA1
  gene_term:
    preferred_term: BRCA1
    term:
      id: hgnc:1100
      label: BRCA1
  association: Germline and Somatic Mutations
  relationship_type: RISK_FACTOR
  variant_origin: GERMLINE_AND_SOMATIC
  notes: >-
    BRCA1 germline mutations are enriched in TNBC, occurring in 10-15% of cases.
    BRCA1-associated breast cancers are predominantly triple-negative and basal-like.
    Somatic BRCA1 mutations and promoter methylation also occur.
- name: PIK3CA
  gene_term:
    preferred_term: PIK3CA
    term:
      id: hgnc:8975
      label: PIK3CA
  association: Somatic Mutations
  relationship_type: SOMATIC_DRIVER
  variant_origin: SOMATIC
  notes: >-
    PIK3CA mutations occur in approximately 10-20% of TNBC, particularly in the
    LAR subtype. May identify patients who benefit from PI3K inhibitors.
treatments:
- name: Neoadjuvant Chemotherapy
  description: >-
    Standard treatment includes anthracycline and taxane-based regimens given
    before surgery. Pathologic complete response (pCR) rates are higher in TNBC
    than other subtypes and strongly predict long-term outcomes.
  treatment_term:
    preferred_term: Neoadjuvant Chemotherapy
    term:
      id: NCIT:C213450
      label: Neoadjuvant Chemotherapy
  evidence:
  - reference: PMID:32046998
    reference_title: "Pathologic Complete Response after Neoadjuvant Chemotherapy and Impact on Breast Cancer Recurrence and Survival: A Comprehensive Meta-analysis."
    supports: SUPPORT
    snippet: >-
      Patients with a pCR after NAT had significantly better EFS (HR = 0.31; 95%
      PI, 0.24-0.39), particularly for triple-negative (HR = 0.18; 95% PI,
      0.10-0.31) and HER2+ (HR = 0.32; 95% PI, 0.21-0.47) disease.
    explanation: >-
      Meta-analysis confirms that achieving pCR after neoadjuvant therapy is
      strongly associated with improved event-free survival, particularly for TNBC.
- name: Pembrolizumab Plus Chemotherapy
  description: >-
    PD-1 inhibitor pembrolizumab combined with chemotherapy improves outcomes
    in early-stage and metastatic TNBC. KEYNOTE-522 established pembrolizumab
    in the neoadjuvant/adjuvant setting regardless of PD-L1 status.
  treatment_term:
    preferred_term: immunotherapy
    term:
      id: NCIT:C15262
      label: Immunotherapy
    therapeutic_agent:
    - preferred_term: pembrolizumab
      term:
        id: NCIT:C106432
        label: Pembrolizumab
  evidence:
  - reference: PMID:32101663
    reference_title: "Pembrolizumab for Early Triple-Negative Breast Cancer."
    supports: SUPPORT
    snippet: >-
      Among patients with early triple-negative breast cancer, the percentage
      with a pathological complete response was significantly higher among those
      who received pembrolizumab plus neoadjuvant chemotherapy than among those
      who received placebo plus neoadjuvant chemotherapy.
    explanation: >-
      KEYNOTE-522 demonstrated significantly higher pCR rates with pembrolizumab
      plus chemotherapy versus chemotherapy alone in early TNBC.
- name: PARP Inhibitors
  description: >-
    Olaparib and talazoparib are approved for germline BRCA-mutated metastatic
    TNBC. They exploit synthetic lethality in HRD-positive tumors unable to
    repair DNA double-strand breaks.
  treatment_term:
    preferred_term: targeted therapy
    term:
      id: NCIT:C93352
      label: Targeted Therapy
  evidence:
  - reference: PMID:33475295
    reference_title: "PARP Inhibitors in Triple-Negative Breast Cancer Including Those With BRCA Mutations."
    supports: SUPPORT
    snippet: >-
      PARP inhibition causes synthetic lethality in breast cancers associated
      with germline BRCA1 and BRCA2 mutations and is routinely used in clinical
      practice for metastatic breast cancer.
    explanation: >-
      Review confirms PARP inhibitors cause synthetic lethality in BRCA-mutated
      breast cancers and are standard of care for metastatic disease.
- name: Sacituzumab Govitecan
  description: >-
    Antibody-drug conjugate targeting Trop-2 with an SN-38 payload. Approved
    for previously treated metastatic TNBC with significant survival benefit
    demonstrated in ASCENT trial.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: sacituzumab govitecan
      term:
        id: NCIT:C102783
        label: Sacituzumab Govitecan
  evidence:
  - reference: PMID:33882206
    reference_title: "Sacituzumab Govitecan in Metastatic Triple-Negative Breast Cancer."
    supports: SUPPORT
    snippet: >-
      Progression-free and overall survival were significantly longer with
      sacituzumab govitecan than with single-agent chemotherapy among patients
      with metastatic triple-negative breast cancer.
    explanation: >-
      ASCENT trial demonstrated significant PFS and OS benefit with sacituzumab
      govitecan versus chemotherapy in metastatic TNBC.
- name: Platinum Chemotherapy
  description: >-
    Carboplatin improves pCR rates in neoadjuvant therapy, particularly in
    BRCA-mutated or HRD-positive TNBC. Used in combination with taxanes.
  treatment_term:
    preferred_term: chemotherapy
    term:
      id: NCIT:C15632
      label: Chemotherapy
    therapeutic_agent:
    - preferred_term: carboplatin
      term:
        id: CHEBI:31355
        label: carboplatin
  evidence:
  - reference: PMID:21633166
    reference_title: "Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies."
    supports: SUPPORT
    snippet: >-
      BL1 and BL2 subtypes had higher expression of cell cycle and DNA damage
      response genes, and representative cell lines preferentially responded to
      cisplatin.
    explanation: >-
      Basal-like TNBC subtypes with DNA damage response gene expression
      preferentially respond to platinum chemotherapy.
disease_term:
  preferred_term: triple-negative breast carcinoma
  term:
    id: MONDO:0005494
    label: triple-negative breast carcinoma
mappings:
  mondo_mappings:
  - term:
      id: MONDO:0005494
      label: triple-negative breast carcinoma
    mapping_predicate: skos:exactMatch
    mapping_source: MONDO
    mapping_justification: MONDO provides an exact disease term for triple-negative breast carcinoma.
classifications:
  icdo_morphology:
    classification_value: Adenocarcinoma
  harrisons_chapter:
  - classification_value: ONCOLOGY_HEMATOLOGY
references:
- reference: DOI:10.2147/bctt.s516542
  title: 'Diagnosis, Prognosis, and Treatment of Triple-Negative Breast Cancer: A Review'
  found_in:
  - Triple_Negative_Breast_Cancer-deep-research-falcon.md
  findings:
  - statement: TNBC is defined by absence of ER, PR, and HER2 and remains clinically aggressive despite growing therapeutic options.
    supporting_text: 'Diagnosis, Prognosis, and Treatment of Triple-Negative Breast Cancer: A Review'
- reference: DOI:10.3389/fonc.2024.1405491
  title: 'Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies'
  found_in:
  - Triple_Negative_Breast_Cancer-deep-research-falcon.md
  findings:
  - statement: Contemporary TNBC management is increasingly shaped by immunotherapy, antibody-drug conjugates, and molecular stratification, but heterogeneity remains a central obstacle.
    supporting_text: 'Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies'
- reference: DOI:10.3390/cancers17020228
  title: Triple-Negative Breast Cancer Progression and Drug Resistance in the Context of Epithelial–Mesenchymal Transition
  found_in:
  - Triple_Negative_Breast_Cancer-deep-research-falcon.md
  findings:
  - statement: EMT-associated plasticity is a major contributor to TNBC progression, metastatic behavior, and therapy resistance.
    supporting_text: 'Triple-Negative Breast Cancer Progression and Drug Resistance in the Context of Epithelial–Mesenchymal Transition'
- reference: DOI:10.53022/oarjbp.2024.10.2.0013
  title: 'Triple Negative Breast Cancer (TNBC): Signalling pathways-Role of plant-based inhibitors'
  found_in:
  - Triple_Negative_Breast_Cancer-deep-research-falcon.md
  findings:
  - statement: Multiple signaling pathways remain mechanistically relevant in TNBC and motivate continued pathway-directed therapeutic exploration.
    supporting_text: 'Triple Negative Breast Cancer (TNBC): Signalling pathways-Role of plant-based inhibitors'
datasets:
- accession: ega:EGAS00001003196
  title: Exome-sequencing of paired docetaxel sensitive and resistant triple-negative breast cancer
  description: Taxane-based regimens constitute the most common therapeutic option in patients with triple-negative breast cancer (TNBC). Resistance to treatment often arises although the molecular mechanisms responsible for this process are unknown. To unravel chemoresistance mechanisms, exome sequencing was performed on matched docetaxel sensitive and resistant TNBC patient-derived xenografts (PDX).
  organism:
    preferred_term: human
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  data_type: WES
  notes: 'European Genome-phenome Archive study, matched because the disease is named in the study''s own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Exome Sequencing. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.'
- accession: ega:EGAS00001005892
  title: Functional Mapping of AKT Signaling and Biomarkers of Response From the FAIRLANE Trial of Neoadjuvant Ipatasertib Plus Paclitaxel for Triple-Negative Breast Cancer
  description: 'Purpose: Despite extensive genomic and transcriptomic profiling, it remains unknown how signaling pathways are differentially activated and how tumors are differentially sensitized to certain perturbations. Here, we aim to characterize AKT signaling activity and its association with other genomic or immunohistochemistry-based PI3K/AKT pathway biomarkers as well as the clinical activity of ipatasertib (AKT inhibitor) in the FAIRLANE trial. Experimental Design: In FAIRLANE, 151 patients with early triple-negative breast cancer were randomized 1:1 to receive paclitaxel with ipatasertib or placebo for 12 weeks prior to surgery.'
  organism:
    preferred_term: human
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  notes: 'European Genome-phenome Archive study, matched because the disease is named in the study''s own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Other. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.'
- accession: ega:EGAS00001006079
  title: Comprehensive Molecular Profiling Identifies Features of Disease Resistance to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer
  organism:
    preferred_term: human
    term:
      id: NCBITaxon:9606
      label: Homo sapiens
  notes: 'European Genome-phenome Archive study, matched because the disease is named in the study''s own title ("Triple-Negative Breast Cancer"); description-level mentions were not accepted. EGA study_type: Cancer Genomics. Controlled access -- data require a Data Access Agreement. EGA metadata retrieved 2026-08-01.'
- accession: metabolomics_workbench:ST002408
  title: Multi-omic Analysis of ClpP Activation in Triple-Negative Breast Cancer Cells
  notes: Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
- accession: metabolomics_workbench:ST002235
  title: Application of Artificial Intelligence to Plasma Metabolomics Profiles to Predict Response to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer
  notes: Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
- accession: metabolomics_workbench:ST002290
  title: Metabolic impact of anticancer drugs Pd2Spermine and Cisplatin on the polar metabolome of brain from cell-derived xenograft mouse model of Triple-Negative Breast Cancer (part 1)
  organism:
    preferred_term: mouse
    term:
      id: NCBITaxon:10090
      label: Mus musculus
  data_type: METABOLOMICS
  notes: Located via OmicsDI, which aggregates across omics repositories; this record comes from metabolomics_workbench. Only repositories with no other discovery route in this project and with a working accession resolver are curated from OmicsDI -- GEO, ArrayExpress, PRIDE, MetaboLights and EGA hits are excluded as duplicates of dedicated passes. Matched because the disease is named in the dataset's own title ("Triple-Negative Breast Cancer"). Retrieved 2026-08-02.
📚

References & Deep Research

References

4
Diagnosis, Prognosis, and Treatment of Triple-Negative Breast Cancer: A Review
1 finding
TNBC is defined by absence of ER, PR, and HER2 and remains clinically aggressive despite growing therapeutic options.
"Diagnosis, Prognosis, and Treatment of Triple-Negative Breast Cancer: A Review"
Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies
1 finding
Contemporary TNBC management is increasingly shaped by immunotherapy, antibody-drug conjugates, and molecular stratification, but heterogeneity remains a central obstacle.
"Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies"
Triple-Negative Breast Cancer Progression and Drug Resistance in the Context of Epithelial–Mesenchymal Transition
1 finding
EMT-associated plasticity is a major contributor to TNBC progression, metastatic behavior, and therapy resistance.
"Triple-Negative Breast Cancer Progression and Drug Resistance in the Context of Epithelial–Mesenchymal Transition"
Triple Negative Breast Cancer (TNBC): Signalling pathways-Role of plant-based inhibitors
1 finding
Multiple signaling pathways remain mechanistically relevant in TNBC and motivate continued pathway-directed therapeutic exploration.
"Triple Negative Breast Cancer (TNBC): Signalling pathways-Role of plant-based inhibitors"

Deep Research

3

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 (1)

Add the CXCL9 / cytotoxic-T-cell-exclusion arm downstream of macrophage immune suppression · 2026-09-13T06:50:16Z · View source

Extends the immune arm that PR #9543 opened. That PR added Macrophage-Mediated Immune Suppression (APOC2/KLHL1 -> M1 polarization) with a single bare edge to Aggressive Tumor Behavior; this adds the chain that connects macrophage immunosuppression to the entry's clinical problem, and evidences that bare edge. New nodes: Intratumoral CXCL9 Deficiency (TISSUE) and Cytotoxic T Lymphocyte Exclusion (TISSUE). Chain is Macrophage-Mediated Immune Suppression -> Intratumoral CXCL9 Deficiency -> Cytotoxic T Lymphocyte Exclusion -> Aggressive Tumor Behavior, with every edge carrying its own evidence rather than borrowing a node's. The entry previously had no immune pathophysiology beyond #9543's node, despite carrying an Immunomodulatory subtype and pembrolizumab as a treatment. The exclusion node is what makes that treatment's limited benefit legible: a drug that releases a brake on T cells does little where the T cells are not present. Three references, all newly cached. PMID:42726873 (Chen et al., Sci Adv 2026) is the TREM2-targeted mRNA-LNP paper the user supplied as a PDF; its PMID was confirmed against the DOI 10.1126/sciadv.aed9568 and first author before use, and only its abstract is cached, so the paper's human CXCL9/CD8A correlation (r=0.8191) and Kaplan-Meier data are deliberately not cited - they are in the Results, which the cache does not carry. PMID:42168200 supplies the macrophage-CXCL9-CD8 mechanism. PMID:41588017 supplies the human TNBC anchor (TCGA-BRCA and Kim cohorts) and the statement of limited infiltration in TNBC. Evidence grading is deliberately mixed and mostly not DIRECT: two items are therapeutic-rescue arguments (restoring CXCL9 improves CTL infiltration; reprogramming the immune landscape suppresses growth), which are INDIRECT per the directness rule - the claim follows from the intervention working rather than being asserted. The human cohort item is INDIRECT too, because a positive CXCL9-infiltration correlation is the deficiency claim read backwards. The TNBC infiltration statement is graded OTHER because it is that paper's background framing, not a result it reports. Ontology: CL:4047053 TREM2-positive macrophage and CL:0000625 CD8-positive, alpha-beta T cell were both looked up and label-verified against OLS before binding (CL:4047053 is new to the KB; its two cache rows are the only cache change). CL:0000235, GO:0070098, GO:0010818, hgnc:7098 and hgnc:17761 came from the committed caches. No CURIE was written from memory. Two deep-research reports exist for this entry and neither supports this axis: the committed openscientist report mentions CXCL9, TREM2, TAMs and CD8 zero times, and the falcon report states in its own limitations that myeloid and site-specific immunosuppression papers were not directly accessible in its evidence set. Sources were therefore found by PubMed search from the supplied paper outward, and that is recorded here rather than left implicit. The openscientist report also mislabels HP:0031416 and HP:0030075 and carries one unsupported quote (PMID:42373230); none of those were used. A notes field on the CXCL9 node records that the human evidence is expression-correlative and the interventional evidence is murine, so the node claims a microenvironmental deficiency rather than a measured patient-tissue CXCL9 concentration, which no cited study reports. Validated: just validate (schema + 27/27 snippets verified, up from 19/19), just validate-terms, just check-entity-refs, just check-causal-targets, just check-duplicate-keys, just check-qualifier-terms, plus the batched just validate-disorders and the whole-KB snippet gates.

Disorder ▸

Disorder

  • Name: Triple-Negative Breast Cancer
  • Category:
  • Existing deep-research providers: falcon
  • Existing evidence reference count in YAML: 18

Key Pathophysiology Nodes

  • Loss of Hormone Receptor Signaling
  • Alternative Oncogenic Pathways
  • DNA Repair Deficiency
  • Aggressive Tumor Behavior
  • Deep research literature mapping

Citation Inventory (for evidence mapping)

  • DOI:10.2147/bctt.s516542
  • DOI:10.3389/fonc.2024.1405491
  • DOI:10.3390/cancers17020228
  • DOI:10.53022/oarjbp.2024.10.2.0013
Falcon ▸
Pathophysiology description (narrative)
Edison Scientific Literature 14 citations 2026-01-24T18:50:16.595050

Pathophysiology description (narrative) Triple-negative breast cancer is defined by the absence of ER, PR, and HER2 expression and accounts for about 15–20% of breast cancers. It is enriched in younger patients and in germline BRCA1 carriers, shows rapid early recurrence, and tends to metastasize viscerally. As a recent review summarized: “TNBC is characterized by its aggressive nature, limited treatment options, and poorer prognosis compared to other breast cancer subtypes,” with targeted strategies focusing on PARP inhibitors and immune checkpoint blockade but with persistent biomarker challenges (Frontiers in Oncology, 28 May 2024, https://doi.org/10.3389/fonc.2024.1405491). Mechanistically, TNBC exhibits profound genomic instability (frequent TP53 mutation; HRD in BRCA1/2 or broader HRR genes), PI3K/AKT/mTOR and EGFR pathway activation in subsets (including the luminal androgen receptor [LAR] subtype), epithelial–mesenchymal transition (EMT) and cancer stemness driving invasion and therapeutic resistance, and an often immunologically active yet variably suppressive tumor microenvironment (TME). Clinically, neoadjuvant chemotherapy remains foundational; however, residual disease after chemotherapy is common and portends high recurrence risk, underscoring the need to address EMT/stemness, DNA-repair defects, and immune evasion in combination regimens (Frontiers in Oncology, 2024; Breast Cancer: Targets and Therapy, 13 Mar 2025, https://doi.org/10.2147/bctt.s516542) (xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9).

Core Pathophysiology - Primary mechanisms - Homologous recombination deficiency (HRD) due to BRCA1/2 or broader HRR gene disruption creates genomic scarring, high mutation burden, and sensitivity to DNA-damaging agents (carboplatin) and PARP inhibition; HRD/TIL enrichment may also interface with ICI responsiveness (Breast Cancer: Targets and Therapy, 2025, https://doi.org/10.2147/bctt.s516542) (jie2025diagnosisprognosisand pages 7-9). - EMT and stemness: EMT programs downregulate E-cadherin and upregulate vimentin/N-cadherin, enabling motility, invasion, and resistance; EMT fosters cancer stem cell traits and post-chemotherapy minimal residual disease (Cancers, 12 Jan 2025, https://doi.org/10.3390/cancers17020228) (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - PI3K/AKT/mTOR and EGFR signaling: frequently activated in TNBC and particularly in LAR or EGFR-high tumors, promoting proliferation, survival, and metabolic reprogramming (Breast Cancer: Targets and Therapy, 2025; review of EGFR ~70% positivity in TNBC and PI3K/AKT/mTOR involvement) (jie2025diagnosisprognosisand pages 7-9). - Tumor immune microenvironment: TNBCs often show higher TILs and PD-L1 expression, supporting chemo-ICI combinations; yet ICI monotherapy responses are modest, highlighting immune evasion and need for better biomarkers (Frontiers in Oncology, 2024) (xiong2024advancementsandchallenges pages 1-2). - Dysregulated molecular pathways - DNA repair: BRCA1/2-HRD axis (jie2025diagnosisprognosisand pages 7-9). - Growth/survival: EGFR→PI3K/AKT/mTOR; FGFR4 signaling altering lipid metabolism (jie2025diagnosisprognosisand pages 7-9). - EMT networks: canonical EMT TFs/signals (e.g., TGF-β, WNT/NOTCH/Hedgehog cross-talk) highlighted in EMT-focused reviews (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Cellular processes affected - Invasion/metastasis via EMT; therapy resistance linked to EMT/stemness; metabolic rewiring to support proliferation; context-dependent immune activation/suppression influencing NAC/ICI outcomes (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2, xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9).

Key Molecular Players - Genes/Proteins (HGNC) - BRCA1 (HGNC:1100), BRCA2 (HGNC:1101): HRR; loss/HRD sensitizes to platinum/PARPi (jie2025diagnosisprognosisand pages 7-9). - TP53 (HGNC:11998): frequently mutated in TNBC; contributes to genomic instability (xiong2024advancementsandchallenges pages 1-2). - EGFR (HGNC:3236): overexpressed in ~70% of TNBC; activates PI3K/AKT/mTOR (jie2025diagnosisprognosisand pages 7-9). - FGFR4 (HGNC:3689): upregulated in TNBC; promotes proliferation/invasion and lipid metabolic changes (jie2025diagnosisprognosisand pages 7-9). - AR (HGNC:644): defines LAR subtype; therapeutic target under investigation (xiong2024advancementsandchallenges pages 1-2, yan2024understandingmechanismsof pages 30-35). - EMT markers/regulators: CDH1/E-cadherin (HGNC:1748) down; VIM (HGNC:12692) and CDH2/N-cadherin (HGNC:1749) up (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Chemical Entities (ChEBI) - Carboplatin (CHEBI:31355): platinum agent; higher pCR in HRD-positive TNBC (jie2025diagnosisprognosisand pages 7-9). - PARP inhibitors (class; e.g., olaparib, CHEBI:89745): effective in gBRCA-mutant TNBC (xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9). - Immune checkpoint inhibitors (e.g., pembrolizumab): benefit in PD-L1–positive TNBC with chemotherapy (xiong2024advancementsandchallenges pages 1-2). - Cell Types (CL) - Malignant basal-like epithelial cells (CL:0000066 derivative) exhibiting EMT/stemness (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Tumor-infiltrating lymphocytes (T cells; CL:0000084) variably abundant (xiong2024advancementsandchallenges pages 1-2). - Myeloid cells/macrophages (CL:0000235) and CAFs (CL:0000635) implicated in TME remodeling (overview) (xiong2024advancementsandchallenges pages 1-2). - Anatomical Locations (UBERON) - Mammary gland (UBERON:0001911); propensity for visceral metastases (lung UBERON:0002048; liver UBERON:0002107; brain UBERON:0000955) (xiong2024advancementsandchallenges pages 1-2).

Biological Processes (GO) disrupted - DNA repair via homologous recombination (GO:0000724) (jie2025diagnosisprognosisand pages 7-9). - Signal transduction via EGFR/PI3K/AKT (GO:0007173; GO:0043491; GO:0038083) (jie2025diagnosisprognosisand pages 7-9). - Epithelial to mesenchymal transition (GO:0001837) and regulation of cell migration (GO:0030334) (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Regulation of apoptotic process (GO:0042981) and cell cycle (GO:0051726) downstream of PI3K/AKT/EGFR (jie2025diagnosisprognosisand pages 7-9). - Immune response (GO:0006955), T cell activation (GO:0042110), and negative regulation within TME (overview) (xiong2024advancementsandchallenges pages 1-2).

Cellular Components (GO) implicated - Nucleus (GO:0005634) and DNA repair foci (GO:0035861) for HRR (jie2025diagnosisprognosisand pages 7-9). - Plasma membrane (GO:0005886) for EGFR/FGFR and AR (jie2025diagnosisprognosisand pages 7-9, xiong2024advancementsandchallenges pages 1-2). - Adherens junction (GO:0005912)/cell-cell junctions affected in EMT (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Extracellular space (GO:0005615)/ECM (GO:0031012) in invasion and CAF remodeling (overview) (xiong2024advancementsandchallenges pages 1-2).

Disease Progression (sequence) 1) Initiation: HRD/TP53 mutation and basal-like lineage programs drive genomic instability and rapid proliferation (xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9). 2) Local invasion: EMT program reduces E-cadherin and increases mesenchymal proteins, enabling dissemination; EGFR/PI3K signaling supports motility and survival (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2, jie2025diagnosisprognosisand pages 7-9). 3) Systemic metastasis: preferential early visceral spread; immune contexture variably hot/cold; subsets exhibit LAR signaling (xiong2024advancementsandchallenges pages 1-2). 4) Treatment response/resistance: NAC induces pCR in a subset; residual disease (RCB-II/III) common and at high recurrence risk; EMT/stemness and HRD status influence sensitivity to platinum/PARPi and to chemo-ICI combinations (błaszczak2025triplenegativebreastcancer pages 1-2, jie2025diagnosisprognosisand pages 7-9, xiong2024advancementsandchallenges pages 1-2).

Phenotypic Manifestations (HP terms) - High histologic grade and high proliferative index (Ki-67) (HP:0030079; HP:0030064) (błaszczak2025triplenegativebreastcancer pages 1-2). - Early visceral metastasis (HP:0002725 for abnormal immune response context; clinical pattern: lung/liver/brain spread) (xiong2024advancementsandchallenges pages 1-2). - Poor response durability to monotherapy ICI; improved with chemo-ICI in PD-L1+ disease (clinical phenotype) (xiong2024advancementsandchallenges pages 1-2).

Subtype and biomarker context - Transcriptomic TNBC subtypes include basal-like, immunomodulatory (IM), mesenchymal (M), and LAR; LAR tumors show AR signaling and often PI3K pathway dependence (Frontiers in Oncology, 2024; review of LAR subgroup) (xiong2024advancementsandchallenges pages 1-2, yan2024understandingmechanismsof pages 30-35). - PD-L1 and TILs are key immune biomarkers for ICI benefit; HRD/BRCA status informs platinum/PARPi sensitivity (xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9).

Current applications and real-world implementations - Neoadjuvant chemotherapy remains standard, with carboplatin often added in HRD-positive patients to raise pCR rates; “HRD positivity…was significantly associated with a greater pathological complete response (pCR) rate, especially in those treated with carboplatin-containing neoadjuvant regimens” (study summary in Breast Cancer: Targets and Therapy, 2025) (jie2025diagnosisprognosisand pages 7-9). - Chemo-ICI combinations (e.g., pembrolizumab plus taxane/anthracycline) improve outcomes in PD-L1–positive and early-stage settings; monotherapy ICI has modest response rates (Frontiers in Oncology, 2024) (xiong2024advancementsandchallenges pages 1-2). - Targeted strategies under study: EGFR/PI3K/AKT/mTOR inhibitors; AR antagonists for LAR; FGFR4 targeting under exploration (jie2025diagnosisprognosisand pages 7-9, xiong2024advancementsandchallenges pages 1-2).

Expert opinions and analysis (authoritative sources) - “TNBC… presents significant challenges… Targeted therapies, including PARP inhibitors, immune checkpoint inhibitors… hold promise… Challenges… include identifying novel targets, exploring combination therapies, and developing predictive biomarkers” (Frontiers in Oncology, 2024, https://doi.org/10.3389/fonc.2024.1405491) (xiong2024advancementsandchallenges pages 1-2). - EMT as a resistance driver: “Chemoresistance in TNBC is closely related to the epithelial–mesenchymal transition (EMT)… increasing metastatic potential and resistance to standard chemotherapeutic treatments” (Cancers, 2025, https://doi.org/10.3390/cancers17020228) (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Clinical course and need for precision: the 2025 clinical review emphasizes integrating biomarkers (BRCA/HRD, PD-L1) and subtyping (LAR/IM/M) to tailor therapy and monitor residual disease post-NAC (Breast Cancer: Targets and Therapy, 2025, https://doi.org/10.2147/bctt.s516542) (jie2025diagnosisprognosisand pages 7-9).

Relevant statistics and data (recent) - Proportion: TNBC represents approximately 15–20% of breast cancers; it is more common in younger and African American women and in BRCA1 mutation carriers (Frontiers in Oncology, 2024, 28 May 2024, https://doi.org/10.3389/fonc.2024.1405491) (xiong2024advancementsandchallenges pages 1-2). - Early recurrence/metastasis: TNBC shows earlier visceral relapse and poorer prognosis than other subtypes (Frontiers in Oncology, 2024) (xiong2024advancementsandchallenges pages 1-2). - Neoadjuvant outcomes and prognostics: Post-NAC residual cancer (RCB-II/III) carries a 40–80% recurrence risk; high Ki-67 associates with worse outcomes (Cancers, 12 Jan 2025, https://doi.org/10.3390/cancers17020228) (błaszczak2025triplenegativebreastcancer pages 1-2). - Survival benchmarks (clinical review synthesis): 5-year OS around 30–45% in high-risk TNBC cohorts; high risk of distant metastasis within 2 years (Breast Cancer: Targets and Therapy, 13 Mar 2025, https://doi.org/10.2147/bctt.s516542) (jie2025diagnosisprognosisand pages 7-9).

Gene/protein annotations with ontology terms (examples) - BRCA1 (HGNC:1100): DNA repair by homologous recombination (GO:0000724); nucleus (GO:0005634). Evidence: association with PARP/platinum sensitivity in TNBC review (jie2025diagnosisprognosisand pages 7-9). - BRCA2 (HGNC:1101): DNA repair by HR (GO:0000724); nucleus (GO:0005634). Evidence: as above (jie2025diagnosisprognosisand pages 7-9). - TP53 (HGNC:11998): DNA damage response (GO:0006974); regulation of cell cycle arrest (GO:0071156); nucleus (GO:0005634). Evidence: frequent TNBC mutation (xiong2024advancementsandchallenges pages 1-2). - EGFR (HGNC:3236): EGFR signaling (GO:0007173); plasma membrane (GO:0005886). Evidence: prevalent in TNBC, PI3K/AKT/mTOR activation (jie2025diagnosisprognosisand pages 7-9). - AR (HGNC:644): androgen receptor signaling pathway (GO:0030521); nucleus/cytosol (GO:0005634/GO:0005829). Evidence: LAR subtype biology (xiong2024advancementsandchallenges pages 1-2, yan2024understandingmechanismsof pages 30-35).

Phenotype associations (HP terms; examples) - HP:0030079 (High histologic grade); HP:0030064 (High Ki-67) linked to poor outcomes in TNBC (błaszczak2025triplenegativebreastcancer pages 1-2). - HP:0002715 (Recurrent infections/immune changes not directly applicable); clinically, PD-L1/TILs inform immunotherapy benefit (xiong2024advancementsandchallenges pages 1-2).

Cell type involvement (CL terms; examples) - CL:0000066 (epithelial cell) → malignant basal-like epithelium with EMT/stemness (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - CL:0000084 (T cell), CL:0000235 (macrophage), CL:0000635 (fibroblast/CAF) shape TME (overview) (xiong2024advancementsandchallenges pages 1-2).

Anatomical locations (UBERON; examples) - UBERON:0001911 (mammary gland). Common metastatic sites: UBERON:0002048 (lung), UBERON:0002107 (liver), UBERON:0000955 (brain) (xiong2024advancementsandchallenges pages 1-2).

Chemical entities (ChEBI; examples) - CHEBI:31355 (carboplatin) for HRD+ NAC; class: PARP inhibitors (e.g., olaparib CHEBI:89745) for gBRCA+ disease (jie2025diagnosisprognosisand pages 7-9, xiong2024advancementsandchallenges pages 1-2).

Evidence items with PMIDs/DOIs and direct quotes - “TNBC… poses significant challenges… Targeted therapies, including PARP inhibitors, immune checkpoint inhibitors… hold promise… [but] challenges in identifying novel targets… and developing predictive biomarkers” (Frontiers in Oncology, 28 May 2024, https://doi.org/10.3389/fonc.2024.1405491) (xiong2024advancementsandchallenges pages 1-2). - “Chemoresistance in TNBC is closely related to the epithelial–mesenchymal transition (EMT)… increasing metastatic potential and resistance to standard chemotherapeutic treatments” (Cancers, 12 Jan 2025, https://doi.org/10.3390/cancers17020228) (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Clinical course and treatment implications summarized with biomarker-driven precision (Breast Cancer: Targets and Therapy, 13 Mar 2025, https://doi.org/10.2147/bctt.s516542) (jie2025diagnosisprognosisand pages 7-9).

Recent developments (2023–2024 priority) - Consolidation of chemo-ICI regimens in early/PD-L1+ TNBC and emphasis on multi-omic biomarker development (Frontiers in Oncology, 2024) (xiong2024advancementsandchallenges pages 1-2). - HRD-guided intensification with platinum in NAC and PARP in gBRCA settings; lipid-metabolic crosstalk via FGFR4 and EGFR-PI3K axis proposed as targets (Breast Cancer: Targets and Therapy, 2025, summarizing recent studies) (jie2025diagnosisprognosisand pages 7-9).

Limitations - High-resolution single-cell and spatial TME mapping, detailed myeloid/Treg/CAF programs, and site-specific (e.g., liver) immunosuppression mechanisms are active research areas; authoritative, very recent 2024–2025 primary single-cell papers exist but were not directly accessible in the present evidence set. The conclusions above therefore emphasize robust review-level evidence available here (xiong2024advancementsandchallenges pages 1-2, jie2025diagnosisprognosisand pages 7-9) and focused EMT content (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2).

References (with URLs and dates) - Xiong N, Wu H, Yu Z. Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies. Frontiers in Oncology. 28 May 2024. https://doi.org/10.3389/fonc.2024.1405491 (xiong2024advancementsandchallenges pages 1-2). - Jie H, Ma W, Huang C. Diagnosis, Prognosis, and Treatment of Triple-Negative Breast Cancer: A Review. Breast Cancer: Targets and Therapy. 13 Mar 2025. https://doi.org/10.2147/bctt.s516542 (jie2025diagnosisprognosisand pages 7-9). - Błaszczak E, et al. Triple-Negative Breast Cancer Progression and Drug Resistance in the Context of EMT. Cancers. 12 Jan 2025. https://doi.org/10.3390/cancers17020228 (błaszczak2025triplenegativebreastcancer pages 2-4, błaszczak2025triplenegativebreastcancer pages 1-2). - Yan G. Understanding Mechanisms of Oncogenesis and Identifying Markers of Drug Resistance in TNBC. 2024 (overview text) (yan2024understandingmechanismsof pages 30-35). - Malabadi RB, et al. Triple Negative Breast Cancer (TNBC): Signalling pathways—Role of plant-based inhibitors. OARJBP. 16 Mar 2024. https://doi.org/10.53022/oarjbp.2024.10.2.0013 (malabadi2024triplenegativebreast pages 1-2).

References

  1. (xiong2024advancementsandchallenges pages 1-2): Nating Xiong, Heming Wu, and Zhikang Yu. Advancements and challenges in triple-negative breast cancer: a comprehensive review of therapeutic and diagnostic strategies. Frontiers in Oncology, May 2024. URL: https://doi.org/10.3389/fonc.2024.1405491, doi:10.3389/fonc.2024.1405491. This article has 146 citations and is from a poor quality or predatory journal.

  2. (jie2025diagnosisprognosisand pages 7-9): Huan Jie, Wenhui Ma, and Cong Huang. Diagnosis, prognosis, and treatment of triple-negative breast cancer: a review. Breast Cancer : Targets and Therapy, 17:265-274, Mar 2025. URL: https://doi.org/10.2147/bctt.s516542, doi:10.2147/bctt.s516542. This article has 27 citations.

  3. (błaszczak2025triplenegativebreastcancer pages 2-4): Ewa Błaszczak, Paulina Miziak, Adrian Odrzywolski, Marzena Baran, Ewelina Gumbarewicz, and Andrzej Stepulak. Triple-negative breast cancer progression and drug resistance in the context of epithelial–mesenchymal transition. Cancers, 17:228, Jan 2025. URL: https://doi.org/10.3390/cancers17020228, doi:10.3390/cancers17020228. This article has 28 citations and is from a poor quality or predatory journal.

  4. (błaszczak2025triplenegativebreastcancer pages 1-2): Ewa Błaszczak, Paulina Miziak, Adrian Odrzywolski, Marzena Baran, Ewelina Gumbarewicz, and Andrzej Stepulak. Triple-negative breast cancer progression and drug resistance in the context of epithelial–mesenchymal transition. Cancers, 17:228, Jan 2025. URL: https://doi.org/10.3390/cancers17020228, doi:10.3390/cancers17020228. This article has 28 citations and is from a poor quality or predatory journal.

  5. (yan2024understandingmechanismsof pages 30-35): G Yan. Understanding mechanisms of oncogenesis and identifying markers of drug resistance in triple negative breast cancer. Unknown journal, 2024.

  6. (malabadi2024triplenegativebreast pages 1-2): Ravindra B. Malabadi, Sadiya MR, Kiran P. Kolkar, Simuzar S. Mammadova, Raju K. Chalannavar, Himansu Baijnath, Lavanya L, and Antonia Neidilê Ribeiro Munhoz. Triple negative breast cancer (tnbc): signalling pathways-role of plant-based inhibitors. Open Access Research Journal of Biology and Pharmacy, 10:028-071, Mar 2024. URL: https://doi.org/10.53022/oarjbp.2024.10.2.0013, doi:10.53022/oarjbp.2024.10.2.0013. This article has 32 citations.

OpenScientist ▸
Triple-Negative Breast Cancer (MONDO:0005494): A Comprehensive Disease Characteristics Report
openscientist-autonomous 57 citations 2026-09-12T18:19:36.556961

Triple-Negative Breast Cancer (MONDO:0005494): A Comprehensive Disease Characteristics Report

Summary

Triple-negative breast cancer (TNBC) is an aggressive, molecularly heterogeneous subtype of invasive breast carcinoma that accounts for approximately 10–15% of all new breast cancer diagnoses. It is operationally defined by the absence of three receptors on tumor immunohistochemistry: estrogen receptor (ER), progesterone receptor (PR), and lack of amplification/overexpression of human epidermal growth factor receptor 2 (HER2). This receptor-negative phenotype removes the two most successful therapeutic targets in breast oncology — endocrine therapy and HER2-directed agents — leaving cytotoxic chemotherapy, and more recently immunotherapy and biology-guided targeted agents, as the therapeutic backbone. TNBC disproportionately affects younger women, women of African ancestry, premenopausal women, and germline BRCA1 mutation carriers, and it is a major contributor to racial disparities in breast cancer mortality.

Mechanistically, TNBC is best understood as a TP53-mutant, homologous-recombination–deficient (HRD) disease. Near-universal TP53 mutation (with combined loss-of-function and oncogenic gain-of-function) cooperates with loss of homologous-recombination (HR) DNA repair — arising from germline or somatic BRCA1/2, PALB2, and RAD51 pathway defects, or from epigenetic BRCA1 promoter hypermethylation ("BRCAness") — to produce profound genomic instability. This drives a highly proliferative, basal-like tumor cell that undergoes early hematogenous spread with a strong tropism for visceral organs and brain. Superimposed metabolic reprogramming (Warburg glycolysis and glutamine addiction) supports rapid proliferation and stress resistance. TNBC resolves into four tumor-intrinsic transcriptomic subtypes — basal-like 1 (BL1), basal-like 2 (BL2), mesenchymal (M), and luminal androgen receptor (LAR) — that differ in biology, prognosis, and therapy response.

Clinically, the HRD/genomic-instability biology has become therapeutically actionable. Standard of care now includes neoadjuvant pembrolizumab plus chemotherapy (KEYNOTE-522) for stage II–III disease, PARP inhibitors (olaparib, talazoparib) exploiting synthetic lethality in germline-BRCA-mutated tumors, the Trop-2 antibody–drug conjugate sacituzumab govitecan for metastatic disease, and androgen-receptor blockade for the LAR subtype. Tumor-infiltrating lymphocytes (TILs) predict chemoimmunotherapy response. Despite these advances, metastatic TNBC still carries a dismal prognosis (~12-month median overall survival), and prevention in hereditary disease relies on risk-reducing surgery and intensified surveillance in BRCA1/2 carriers. This report synthesizes 14 confirmed findings across 65 reviewed papers into the full 15-section disease knowledge template. No primary patient-level data files were provided; all statements are aggregated disease-level evidence from primary literature and reviews.


Key Findings

1. Disease Information

TNBC is a subtype of invasive breast carcinoma "with a poor prognosis and aggressive behavior that accounts for 10-15% of all new cases of breast cancer... characterized by the absence of progesterone and estrogen receptor expression and lacks gene amplification or overexpression of HER2" (PMID: 37044296). It is a molecular/immunohistochemical classification rather than a distinct histologic entity — most TNBCs are invasive ductal carcinomas of no special type, frequently high-grade (grade 3) and basal-like.

Key identifiers and ontology terms:

Resource Identifier
MONDO MONDO:0005494 (triple-negative breast cancer)
MeSH Triple Negative Breast Neoplasms (D064726)
ICD-10 C50.x (malignant neoplasm of breast; TNBC not separately coded)
ICD-O morphology 8500/3 (invasive ductal carcinoma NST, most common)
NCIT C71732 (Triple-Negative Breast Carcinoma)
Disease Ontology DOID:0060081

Synonyms / alternative names: triple-negative breast carcinoma; ER-/PR-/HER2- breast cancer; basal-like breast cancer (overlapping but not identical — see below); ductal breast carcinoma triple-negative.

Source of information: This report is derived predominantly from aggregated disease-level resources — clinical trials, molecular profiling cohorts (TCGA), registry data (SEER), and mechanistic literature — rather than individual EHR records.

2. Etiology

Causal factors and risk factors. TNBC arises from acquired and inherited defects in genome maintenance. Established epidemiological risk factors are well characterized: "Risk factors for TNBC include young age at breast cancer diagnosis, young age at menarche, high parity, lack of breast feeding, high body mass index and African American ethnicity. The majority of BRCA1 tumours are TNBC" (PMID: 21080741).

  • Genetic risk factors: Germline pathogenic variants confer graded risk. In multigene panel testing, "Germline pathogenic variants in BARD1, BRCA1, BRCA2, PALB2, and RAD51D were associated with high risk (odds ratio > 5.0) of TNBC," while BRIP1, RAD51C, and TP53 conferred moderate risk (OR > 2) (PMID: 30099541). BRCA1 is the dominant hereditary driver, and the majority of BRCA1-associated tumors are triple-negative.
  • Environmental/reproductive risk factors: young age at menarche, high parity, lack of breastfeeding, high BMI/obesity, and African American ethnicity (PMID: 21080741).
  • Protective factors: Breastfeeding is protective (its absence is a risk factor). In BRCA carriers post-oophorectomy, estrogen-only hormone replacement therapy was not associated with increased breast cancer risk and each year was associated with reduced risk (HR 0.90, 95% CI 0.81–0.99; and HR 0.87 in BRCA1 carriers) (PMID: 41949865).
  • Gene–environment interactions: Obesity and ancestry interact with tumor immunobiology — in a balanced Black/White TNBC cohort, immune deconvolution showed higher abundance of several immune cell populations in tumors from Black women, though neither Black race nor obesity was intrinsically predictive of poor outcome after balancing for stage and subtype (PMID: 41224793).

3. Phenotypes

TNBC most commonly presents as a palpable breast mass (HP:0031416, breast mass), often growing rapidly. In an imaging cohort, TNBC was associated with presentation on breast exam (56%), palpability (59.1%), more invasive ductal carcinoma (92.4%), higher stage (stage III, 16.5%), and higher grade (grade 3, 82.7%), and notably lower mammographic breast density (PMID: 31927471).

Phenotype HPO suggestion Characteristics
Breast mass / palpable lump HP:0031416 Adult-onset; often rapidly enlarging; frequently interval (between screens)
High tumor grade (grade 3) — 82.7% grade 3; severe/aggressive
Visceral metastasis HP:0030075 (neoplasm of lung), liver/lung involvement Early; poor prognosis
Brain metastasis HP:0030692 (brain neoplasm) Overrepresented in rapid-relapse TNBC (10.9%)
Lymph node metastasis HP:0002716 Common at presentation

Age of onset: adult, skewing younger than other breast cancers (basal subtype significantly more common in patients aged <50 and premenopausal women; PMID: 37482851). Severity/progression: severe, progressive, with early distant relapse. Quality of life: In metastatic disease, PARP inhibition improved health-related QoL versus chemotherapy (global health status difference 7.5 points, 95% CI 2.48–12.44, P=0.0035; PMID: 31446213).

4. Genetic / Molecular Information

TP53 and BRCA1/2 are the dominant genomic drivers. In germline BRCA-mutated early TNBC (NEOTALA/talazoparib cohort), "Ninety-eight percent of patients had TP53 mutations," and "Strong concordance (97.8%) was observed between tumor BRCA and germline BRCA mutations, and 90.5% (38/42)... were predicted to exhibit BRCA loss of heterozygosity (LOH)" (PMID: 38869771).

  • Causal genes: TP53 (OMIM 191170), BRCA1 (OMIM 113705), BRCA2 (OMIM 600185), PALB2, RAD51C/D, BARD1, BRIP1 (HGNC-approved symbols). High-risk (OR>5): BARD1, BRCA1, BRCA2, PALB2, RAD51D; moderate-risk (OR>2): BRIP1, RAD51C, TP53 (PMID: 30099541).
  • Somatic vs germline: BRCA alterations occur both germline and somatically, with distinct biological/clinical patterns; somatic alterations "should not be interpreted in isolation and require integration with germline status" (PMID: 42492369). Whole-exome sequencing of Indian TNBC found ~106 mutations/sample, recurrent somatic mutations in CTNNB1 (47%), TP53 (33%), PIK3CA, BRCA1/2, and mutational signature 3 (HR-repair failure) associated with high tumor mutational burden (PMID: 41324770).
  • Variant classification/type: Pathogenic germline BRCA1 founder-type frameshifts (e.g., c.66_67delAG [185delAG], c.3226_3227delAG) reported in TNBC; somatic TP53 missense predominate (PMID: 34097676).
  • Functional consequences: BRCA1/2 loss = loss of function → HRD; mutant TP53 combines loss of function with oncogenic gain of function (see Finding 13 below).
  • Epigenetic information: "Aberrant methylation patterns are characterized by promoter hypermethylation of tumor suppressor genes (BRCA1, CDH1, PTEN, RARβ)... and global hypomethylation that activates oncogenes and promotes genomic instability" (PMID: 40925466). BRCA1 promoter hypermethylation phenocopies BRCA1 loss ("BRCAness").
  • Chromosomal abnormalities: Genomic instability, chromosomal instability, centrosome amplification, and copy-number alterations mirroring TCGA are characteristic (PMID: 33267874; PMID: 30859564).

5. Environmental Information

  • Lifestyle factors: high BMI/obesity, high parity, lack of breastfeeding, and young age at menarche are the established modifiable/reproductive contributors (PMID: 21080741).
  • Environmental/social determinants: Residential racialized economic segregation independently affects outcomes — patients in the most deprived counties had higher breast cancer–specific mortality (HR 1.14) and late-stage diagnosis (OR 1.15), explaining ~28% of the excess Black-vs-White mortality (PMID: 40105752).
  • Infectious agents: Not applicable — TNBC is not caused by an infectious agent. (Iatrogenic infection risk, e.g., parvovirus B19 during immunochemotherapy, is a treatment complication, not a cause; PMID: 42500288.)

6. Mechanism / Pathophysiology

Causal chain (initiating lesion → clinical manifestation):

1. Germline or somatic loss of BRCA1/BRCA2/PALB2/RAD51 pathway
   —OR— epigenetic BRCA1 promoter hypermethylation ("BRCAness")
│  leads to
▼
2. Homologous-recombination deficiency (HRD) — inability to accurately
   repair DNA double-strand breaks
│  results in
▼
3. Near-universal TP53 mutation (loss-of-function + gain-of-function),
   abrogating G2/M checkpoint and apoptosis
│  leads to
▼
4. Genomic instability: chromosomal instability, centrosome
   amplification, loss of heterozygosity, high mutational burden
│  drives
▼
5. Emergence of a highly proliferative, poorly differentiated
   basal-like tumor cell (EGFR+, CK5/6+, high Ki67)
│  supported by
▼
6. Metabolic reprogramming — Warburg aerobic glycolysis + glutamine
   addiction — fueling biosynthesis, redox/ferroptosis defense
│  enables
▼
7. Invasion, EMT, and early hematogenous dissemination
│  results in
▼
8. Visceral- and brain-tropic metastasis, chemoresistant relapse,
   and death (~12-month median OS in metastatic disease)

   BRANCH (LAR subtype): androgen-receptor–driven signaling defines a
   distinct, chemo-resistant, AR-targetable trajectory.

Molecular detail.

  • Mutant TP53 gain-of-function. "the R181C mutation leads to 'loss-of-function' of transcriptional regulating tumor suppressor genes like p21, bax, and PUMA as well as 'gain-of-function' of transcriptional regulating tumor promoting genes of PIK3CA, SHC1, SRC and PAK4. This dysregulation promotes genomic instability" (PMID: 41484250). Mutant p53 also drives loss of the wild-type allele: "we observed profound stabilization of mutp53 protein, the loss of p21 expression, the abrogation of G2/M checkpoint, chromosomal instability, centrosome amplification" (via Nek2 upregulation; PMID: 33267874). GO terms: GO:0006281 (DNA repair), GO:0000724 (double-strand break repair via homologous recombination), GO:0007049 (cell cycle), GO:0006915 (apoptotic process).
  • HRD synthetic lethality. "Poly(ADP-ribose) polymerase (PARP) inhibitors exploit this deficiency through synthetic lethality... especially in BRCA1 or BRCA2 mutation carriers" (PMID: 29753961). Basal-like/TNBC tumors "share several histo-molecular characteristics with BRCA1-deficient tumors, including genomic instability and reduced BRCA1 expression beyond germline-mutated cases" (PMID: 42394702).
  • Metabolic reprogramming. TNBC exhibits the Warburg effect and glutamine addiction: "the addiction of TNBC to Gln could facilitate the proliferation and invasiveness of these cancers. Thus, Gln metabolism inhibitors, such as CB-839, could be applied" (PMID: 34083056). Integrated omics in MDA-MB-231 show glutamine drives reductive TCA lipogenesis/sterol synthesis (SREBF1/2) while glucose "licens[es] chromatin engagement, DNA replication, and mitotic progression" (PMID: 42373230). CHEBI: glutamine (CHEBI:28300), glucose (CHEBI:17234), lactate (CHEBI:24996).
  • Immune microenvironment. TILs shape prognosis and therapy response; the immunomodulatory signal reflects infiltrating lymphocytes and varies by subtype (highest in BL1; PMID: 30312311).
  • Cell types (CL): basal/luminal-progenitor mammary epithelial cell (CL:0002326, luminal epithelial cell of mammary gland; CL:0000646 basal cell), tumor-infiltrating T lymphocyte (CL:0000084), regulatory T cell (CL:0000815).

7. Anatomical Structures Affected

  • Primary organ: breast (UBERON:0000310), specifically mammary gland epithelium/ductal-lobular units (UBERON:0002114 duct; mammary gland epithelium).
  • Tissue/cell: epithelial tissue; basal-like tumors express EGFR and cytokeratin 5/6 and arise from a basal/luminal-progenitor lineage.
  • Secondary organ involvement (metastatic tropism): lung, liver, bone, lymph nodes, and brain. In a real-world sacituzumab govitecan cohort, metastatic sites were lymph nodes (60.9%), bone (43.0%), lung (42.6%), liver (33.2%), brain (26.2%) (PMID: 42413328). Rapid-relapse TNBC preferentially presents with visceral (74.9%) and brain (10.9%) metastases (PMID: 42499497).
  • Subcellular (GO CC): nucleus (GO:0005634, site of TP53/BRCA DNA-repair defects), centrosome (GO:0005813, amplified), mitochondrion (GO:0005739, metabolic rewiring).
  • Lateralization: unilateral at presentation (as in most breast cancers), bilateral risk elevated in BRCA carriers.
  • UBERON: breast (UBERON:0000310), mammary gland (UBERON:0001911), lung (UBERON:0002048), liver (UBERON:0002107), brain (UBERON:0000955), bone (UBERON:0002481), lymph node (UBERON:0000029).

8. Temporal Development

  • Onset: adult-onset, skewing younger/premenopausal; basal subtype significantly more common in patients <50 and premenopausal women (PMID: 37482851).
  • Progression: rapid. TNBC is graded by AJCC stage; stage III independently predicts worse recurrence-free survival (HR 2.18) and distant metastasis-free survival (HR 2.43) (PMID: 42292008).
  • Disease course: aggressive, progressive, with a characteristic early relapse peak. "Rapid relapse" TNBC (distant metastasis/death within 24 months) is associated with platinum resistance and visceral/CNS tropism (PMID: 42499497).
  • Critical period / window of opportunity: the neoadjuvant setting — achieving pathologic complete response (pCR) is the key early prognostic milestone and intervention window (KEYNOTE-522).
  • Remission: treatment-induced (pCR after neoadjuvant chemoimmunotherapy); spontaneous remission is not a feature.

9. Inheritance and Population

  • Epidemiology: ~10–15% of all breast cancers (PMID: 37044296); basal-like ~15–20% of cases (PMID: 42394702).
  • Inheritance: the hereditary fraction follows autosomal dominant transmission of BRCA1/2, PALB2, RAD51 pathway variants with incomplete, age-dependent penetrance; the disease itself is multifactorial/polygenic. Founder BRCA1 variants (e.g., 185delAG) occur (PMID: 34097676).
  • Sex ratio: overwhelmingly female (as with breast cancer generally).
  • Population demographics: Higher incidence and worse outcomes in Black/African American women and younger women. "Black women experience a 36% higher mortality rate" than White women, partly attributable to higher prevalence of aggressive subtypes such as TNBC (PMID: 42320849). SEER analyses show young Black women with TNBC and Asian women <50 carry elevated hazard ratios (PMID: 41896553). In African American women with invasive breast cancer, 64.1% met NCCN genetic-testing criteria; pathogenic mutations concentrated in BRCA2 (29.4%) and BRCA1 (15.7%) (PMID: 33083949).

10. Diagnostics

Core diagnosis is immunohistochemistry demonstrating ER-negative, PR-negative, HER2-negative status (with HER2 confirmed by ISH if IHC equivocal). Within TNBC, basal-like tumors are identified by additional markers: "Basal subtype was significantly more common in patients aged <50 years at diagnosis, premenopausal women, patients with positive nodal status, those with grade III tumours, and patients with Ki67 proliferation marker >20% (p<0.05)" — basal markers being EGFR and CK5/6 (PMID: 37482851). An IHC combination of high CK19 + high Ki-67 + E-cadherin loss identified the worst relapse-free and overall survival (PMID: 39435793).

  • Imaging: mammography (TNBC associated with lower mammographic density), MRI, ultrasound; TNBC often presents as an interval/palpable mass (PMID: 31927471). Trop-2-directed PET/CT is emerging (PMID: 42559486).
  • Biopsy/pathology: core-needle biopsy with histopathology (usually invasive ductal carcinoma NST, grade 3) plus IHC panel.
  • Genetic testing: Germline multigene panel testing (BRCA1/2, PALB2, RAD51C/D, BARD1, BRIP1, TP53) is recommended given the high hereditary yield (PMID: 30099541); tumor BRCA and germline BRCA show 97.8% concordance (PMID: 38869771). NCCN criteria capture the majority but miss ~12.5% of African American mutation carriers (PMID: 33083949).
  • Omics/transcriptomic diagnostics: Lehmann TNBCtype-4 subtyping (BL1, BL2, M, LAR) and PAM50, plus HRD/genomic scar scores and DNA-damage-repair signatures, refine classification and predict therapy (PMID: 27310713; PMID: 37334114).
  • Predictive biomarkers: PD-L1 (immunotherapy), germline/somatic BRCA and HRD (PARP inhibitors), TILs (pCR), Trop-2 (ADC), AR (LAR subtype).

11. Outcome / Prognosis

TNBC has the worst stage-adjusted prognosis of the major breast cancer subtypes. Metastatic TNBC "bears a dismal prognosis with an average survival of 12 months" (PMID: 29753961). In a large real-world PD-L1-negative metastatic cohort (n=929), "Median rwOS and rwPFS... were 12.2 (10.7, 14.4) months and 4.7 (4.5, 5.2) months" (PMID: 42554864).

Prognostic factor Direction Source
Stage III Worse RFS (HR 2.18), DMFS (HR 2.43) PMID: 42292008
TILs present Better (higher pCR: 70% vs 48%) PMID: 42360368
pCR achieved Better EFS/OS PMID: 42607489
Basal markers (EGFR/CK5/6, CK19+Ki67+/E-cad loss) Worse RFS/OS PMID: 39435793
LAR subtype Chemo-resistant, lowest pCR PMID: 29940524
Low SPDEF expression Worse RFS/OS PMID: 42305508
High miR-1911-3p Worse recurrence-free survival (HR 3.04) PMID: 42517063

Racial disparity: Black women experience 36% higher breast cancer mortality, and residential segregation explains ~28% of the excess mortality (PMID: 42320849; PMID: 40105752). Complications include visceral organ failure from metastasis, CNS metastasis, and treatment toxicities (e.g., immune-related adverse events, cytopenias).

12. Treatment

TNBC treatment has shifted from chemotherapy-only to biology-guided, multimodal therapy.

Neoadjuvant chemoimmunotherapy (standard for stage II–III). "Neoadjuvant chemotherapy (NACT) combined with pembrolizumab is now standard care for early-stage, triple-negative breast cancer (TNBC), based on KEYNOTE-522 demonstrating improved pathological complete response (pCR), event-free survival, and overall survival" (PMID: 42607489). Real-world pCR ~57%, and TILs predict response (70% vs 48% pCR, p=0.0027; TIL-positive 2.44× more likely to achieve pCR; PMID: 42360368). NCIT: pembrolizumab (C106432).

PARP inhibitors (germline BRCA). In OlympiAD, olaparib prolonged PFS versus chemotherapy, with strong benefit in the triple-negative subgroup (PFS HR 0.47, 95% CI 0.32–0.69; PMID: 36971103), durable long-term survival in first-line metastatic disease (PMID: 36893711), and improved QoL (PMID: 31446213). Talazoparib is used in the neoadjuvant germline-BRCA setting (PMID: 38869771). NCIT: olaparib (C71721), talazoparib (C97316).

Trop-2 antibody–drug conjugate (metastatic). Sacituzumab govitecan (SG) delivers durable benefit in real-world mTNBC: median rwPFS 6.4 months, rwOS 13.6 months, ORR/CR+PR 37.5% (PMID: 42413328). Combination with PD-1 inhibitors ± antiangiogenics improves response in later lines (PMID: 42714605), and SG synergizes with TRAIL agonists preclinically (PMID: 42601637). NCIT: sacituzumab govitecan (C124255).

Androgen-receptor blockade (LAR subtype). "The partial AR antagonist bicalutamide and the next-generation AR inhibitor enzalutamide are being assessed in standard protocols for the mitigation of TNBC" (PMID: 36612226). AR blockade induces G1 arrest in AR-positive MDA-MB-453 cells; nuclear AR is detectable in ~30% of TNBC (PMID: 42373057). The LAR subtype is chemo-resistant with the lowest pCR (PMID: 29940524). NCIT: bicalutamide (C1685), enzalutamide (C95733).

Other modalities: cytotoxic chemotherapy backbone (anthracycline/taxane, platinum for HRD), surgery (breast-conserving or mastectomy), and adjuvant radiotherapy. Experimental: metabolic inhibitors (CB-839/telaglenastat targeting glutaminase; PMID: 34083056), p53-reactivating small molecules (PRIMA-1/APR-246; PMID: 35234267), PLK2 inhibitors to disarm mutant p53 (PMID: 39480521), and iPSC-derived mesothelin-targeted CAR-NK cells (PMID: 37584622).

Adverse events: SG toxicities include alopecia (69.1%), neutropenia (57%), nausea, anemia, diarrhea (PMID: 42413328); pembrolizumab carries immune-related adverse events and rare severe cytopenias (PMID: 42500288; PMID: 42314326).

13. Prevention

  • Primary prevention (hereditary): For BRCA1/2 carriers, guideline strategies include risk-reducing mastectomy, risk-reducing bilateral salpingo-oophorectomy (RRBSO), and intensified MRI surveillance. In a population-based cohort, "Of those without a prior breast cancer (n = 1021), 20.8% underwent bilateral mastectomy... 71.8% underwent RRBSO" (PMID: 42166900); breast MRI uptake was ~31–33% (PMID: 42647762).
  • Secondary prevention: breast screening (mammography/MRI in high-risk women); TNBC's lower mammographic density and interval-cancer tendency underscore the value of supplemental MRI in carriers.
  • Genetic counseling and cascade testing: identify carriers for prevention; decision-coaching reduces decisional conflict and increases decision-making in carriers with open family planning (PMID: 42607047). Disparities in counseling access persist for young Black women (PMID: 25868867).
  • Behavioral/public-health: weight management, breastfeeding, and addressing socioeconomic/segregation drivers of late-stage diagnosis (PMID: 40105752).

14. Other Species / Natural Disease

Spontaneous triple-negative mammary carcinoma occurs naturally in companion animals, providing immunocompetent comparative models. "Feline invasive mammary carcinomas are characterized by their high clinical aggressiveness, rare expression of hormone receptors, and pathological resemblance to human breast cancer, especially triple-negative breast cancer" — including an immune-suppressed, FOXP3+ Treg-infiltrated basal-like subgroup mirroring human TNBC immunobiology (PMID: 31959092). In dogs, mammary epitheliosis "was a slow-growing, triple-negative process with a strong predominance of basal-like nonmyoepithelial cells" (CK14+) associated with malignancy (PMID: 35451346).

  • Taxonomy: Felis catus (NCBI:txid9685), Canis lupus familiaris (NCBI:txid9615), Mus musculus (NCBI:txid10090).
  • Orthologous genes: Trp53, Brca1, Brca2 (mouse orthologs of human TP53, BRCA1, BRCA2).
  • Veterinary relevance: naturally occurring, immunocompetent, spontaneously arising — valuable for microenvironment and immunotherapy studies.

15. Model Organisms

TNBC is studied across in vitro, in vivo, and ex vivo systems.

Model Examples Use
Human cell lines MDA-MB-231 (basal/mesenchymal), MDA-MB-453 (LAR), MDA-MB-468, HCC1806, HCC1937 Mechanistic, drug testing
Syngeneic mouse 4T1 Immunocompetent metastasis/immunotherapy (PMID: 33727591)
Patient-derived xenografts 61-PDX panel Recapitulate molecular heterogeneity (PMID: 30859564)
Organoids Patient-derived Precision phototherapy/drug testing (PMID: 38532439)
iPSC-derived CAR-NK (mesothelin-targeted) Immunotherapy development (PMID: 37584622)

PDX fidelity: "TNBC PDX represent all of the various TNBC subtypes identified by the Lehmann classification except for immunomodulatory subtype, which is underrepresented in PDX. NGS and copy number data showed a similar diversity of significantly mutated gene and somatic copy number alteration in PDX and the Cancer Genome Atlas TNBC patients" (PMID: 30859564). Limitation: the immunomodulatory/TIL-driven biology is underrepresented in immunodeficient xenografts — a key gap given the therapeutic importance of TILs and immunotherapy.


Mechanistic Model / Interpretation

TNBC is best conceptualized not as a single disease but as a convergent phenotype of genome-maintenance failure landing on the mammary epithelium. Two upstream lesions dominate and cooperate:

  1. HR-repair collapse (BRCA1/2/PALB2/RAD51 mutation or BRCA1 promoter hypermethylation) removes the cell's ability to faithfully repair double-strand breaks.
  2. TP53 loss/gain-of-function removes the checkpoint that would otherwise arrest or eliminate genomically damaged cells, and actively upregulates oncogenic programs (PIK3CA, SRC, PAK4).

Together these produce runaway genomic instability — the disease's central engine — which manifests as chromosomal instability, LOH, centrosome amplification, and high mutational burden. Downstream, this instability generates a basal-like, highly proliferative tumor (EGFR+, CK5/6+, Ki67-high) that is metabolically rewired (Warburg glycolysis + glutamine addiction) to sustain proliferation and resist oxidative/ferroptotic stress. The tumor disseminates early, with a distinctive visceral and brain tropism, producing the disease's poor prognosis.

Crucially, the same instability that makes TNBC aggressive is its therapeutic Achilles heel: HRD confers synthetic-lethal sensitivity to PARP inhibitors and platinum, high mutational/neoantigen burden invites checkpoint immunotherapy (potentiated where TILs are present), and surface Trop-2 offers an ADC target. The four transcriptomic subtypes (BL1/BL2/M/LAR) overlay biological trajectories onto this core, with LAR representing a distinct AR-driven, chemo-resistant but AR-targetable branch. The persistent racial disparity is a product of both biology (higher TNBC prevalence in Black and young women) and structural factors (segregation, delayed diagnosis, unequal access to genetic services).

HR-repair loss ──┐
   (BRCA1/2, PALB2,      │
    RAD51; or BRCA1      ├──► GENOMIC INSTABILITY ──► basal-like tumor ──► early visceral/
    hypermethylation)    │    (the engine)             + metabolic          brain metastasis
         │                              rewiring            ──► ~12-mo mOS (mets)
TP53 LOF+GOF ────┘                                                        │
                                                                  ▼
   Therapeutic corollary: PARPi (HRD) · platinum · pembrolizumab (TMB/TILs) ·
          sacituzumab govitecan (Trop-2) · AR blockade (LAR)

Evidence Base

PMID Contribution Supports / Challenges
37044296 Definition, 10–15% prevalence, receptor-negativity Supports Finding 1
21080741 Epidemiological risk factors, BRCA1 association Supports Findings 1–2
27310713 TNBCtype-4 subtypes (BL1/BL2/M/LAR) Supports Finding 2
38869771 98% TP53, 97.8% BRCA concordance, 90.5% LOH Supports Finding 3
30099541 Panel-based risk genes (OR>5 high-risk) Supports Finding 3
42607489 KEYNOTE-522 standard of care Supports Finding 4
42360368 TILs predict pCR (70% vs 48%) Supports Finding 4
36971103 Olaparib PFS HR 0.47 in TNBC Supports Finding 5
29753961 PARP synthetic lethality; 12-mo mOS Supports Findings 5–6
42320849 36% higher Black mortality Supports Finding 6
42499497 Visceral/brain tropism of rapid relapse Supports Finding 6
37482851 Basal markers ↔ aggressive features Supports Finding 7
39435793 CK19+Ki67+/E-cad loss = worst survival Supports Finding 7
42166900 Risk-reducing surgery uptake Supports Finding 8
31959092 Feline TNBC model Supports Finding 9
35451346 Canine basal-like mammary dysplasia Supports Finding 9
36612226 Bicalutamide/enzalutamide for LAR Supports Finding 10
29940524 LAR clinical behavior Supports Finding 10
30859564 PDX fidelity/heterogeneity Supports Finding 11
40925466 BRCA1 hypermethylation/BRCAness Supports Finding 12
41484250 Mutant p53 LOF+GOF Supports Finding 13
33267874 p53LOH, CIN, centrosome amplification Supports Finding 13
34083056 Glutamine addiction, CB-839 Supports Finding 14
42373230 Glucose/glutamine metabolic states Supports Finding 14

Limitations and Knowledge Gaps

  • No primary dataset was analyzed: This report is a literature/knowledge synthesis; no de novo statistical analysis of a patient cohort or omics dataset was performed. Effect sizes and quotes are drawn from published cohorts of varying size, geography, and quality (several are single-center or real-world retrospective studies).
  • Subtype instability: The Lehmann TNBCtype-4 classification is refined but still evolving; immunomodulatory (IM) and mesenchymal stem-like (MSL) signals were reassigned to microenvironment rather than tumor-intrinsic biology, and boundaries between "basal-like" (PAM50) and "TNBC" (IHC) are imperfect (~partial overlap).
  • Model gaps: Immunodeficient PDX/xenograft models underrepresent the immunomodulatory/TIL-driven biology that is central to modern immunotherapy — a major translational blind spot.
  • HRD quantification: The exact prevalence and best clinical assay for HRD beyond germline BRCA (e.g., genomic scar scores, BRCA1 methylation) remain incompletely standardized.
  • Disparities causation: The relative contributions of ancestry-linked tumor biology versus structural/socioeconomic factors to racial outcome disparities are entangled and not fully resolved.
  • Metastatic prognosis: Despite new agents, metastatic TNBC survival remains ~12 months; predictive biomarkers for immunotherapy (beyond PD-L1/TILs) and ADC resistance mechanisms are incompletely defined.

Proposed Follow-up Experiments / Actions

  1. Quantitative HRD landscape: Analyze a genomic dataset (e.g., TCGA-BRCA TNBC subset or a public cohort) to quantify the fraction of TNBC that is HRD-positive by combined germline BRCA, somatic BRCA/PALB2/RAD51, and BRCA1 methylation, and correlate with genomic scar scores — filling the standardization gap.
  2. Subtype × therapy-response mapping: Integrate TNBCtype-4 subtype calls with pCR and survival across neoadjuvant cohorts to formally test whether BL1 (immune-rich) predicts pembrolizumab benefit and LAR predicts AR-blockade benefit.
  3. Immune-competent modeling: Prioritize syngeneic (4T1), humanized-mouse, or organoid-immune co-culture systems to study checkpoint/ADC combinations, addressing the PDX immunobiology gap.
  4. Metabolic–DNA-repair combination trials: Preclinically test glutaminase inhibition (CB-839) or p53-reactivation (APR-246/PLK2 inhibition) combined with PARP inhibitors/platinum, exploiting the convergence of metabolic and genomic vulnerabilities.
  5. Equity intervention study: Design a prospective analysis linking cascade genetic-testing access, MRI surveillance uptake, and stage-at-diagnosis in Black and young women to quantify how much of the mortality gap is modifiable through service delivery.
  6. Liquid-biopsy relapse detection: Evaluate ctDNA (TP53/BRCA-informed) for early detection of rapid-relapse TNBC within the 24-month high-risk window.

Report compiled from 14 confirmed findings across 65 reviewed papers over 5 iterations. Evidence source types span human clinical trials/cohorts, model organism (mouse, cat, dog), in vitro cell-line, and computational/omics studies, as annotated throughout.

Artifacts

Reference Validation

Checked with linkml-reference-validator 0.2.1.

Outcome Count
References checked 57
Resolved 57
Unresolved (possible confabulation) 0
Unverifiable 0
Quoted claims checked 16
Quoted claims found in source 15
Quoted claims not found in source 1
References weighed for topical relevance 57
On topic 34
Off topic 0

Quotes not found in the cited source

Searched the abstract, any retrieved full text, and the title. A quote drawn from a part of the paper that was not retrieved will appear here too, so check before treating one as invented:

Every one of these was searched against an abstract alone, with no full text retrieved - marked abstract only below. Where full text can be fetched, re-running with it will settle them; where the source publishes only a summary to PubMed, as GeneReviews chapters do, it will not, and the quote has to be checked by hand against the chapter itself.

  • PMID:42373230 (abstract only): "licens[es] chromatin engagement, DNA replication, and mitotic progression"
  • closest text in source: "Conversely, glucose alone acts as the executor, licensing chromatin engagement, DNA replication, and mitotic progression"

Term Validation

Checked with linkml-term-validator 0.4.5, through the ols: adapter.

Outcome Count
Terms checked 28
Resolved 28
Unresolved (possible confabulation) 0
Obsolete 0
Unverifiable 0
Terms whose name was checked 11
Terms named correctly 6
Terms named as a different term 4
Terms whose name is worth a second look 1

Terms the report names something else

These identifiers resolve, so nothing about them looks wrong, and the ontology calls them something unrelated to what the report calls them. That usually means the identifier is not the one the sentence needs:

  • DOID:0060081 (1 mention) - the report calls it "Disease Ontology"; DOID calls it triple-negative breast cancer
  • HP:0031416 (2 mentions) - the report calls it "Breast mass / palpable lump"; HP calls it Abnormal nasal mucus secretion
  • HP:0030075 (1 mention) - the report calls it "neoplasm of lung"; HP calls it Ductal carcinoma in situ
  • UBERON:0000310 (2 mentions) - the report calls it "Primary organ: breast", "UBERON: breast"; UBERON calls it breast

Terms whose name is worth a second look

The report's name for these is recognisably related to the term's own name without being one of them. A loose paraphrase reads the same way as a citation of the wrong sibling term - and so does a related synonym, which the ontology records precisely because it names something adjacent rather than the same thing - so these are listed rather than judged:

  • HP:0002716 (1 mention) - the report calls it "Lymph node metastasis"; HP calls it Lymphadenopathy, and lists "Lymph node hyperplasia" among its other names

Terms named inconsistently

The report gives these identifiers more than one name of its own:

  • UBERON:0000310 - called "Primary organ: breast", "UBERON: breast"