{"diseaseContext":"triple-negative breast cancer","genes":[{"symbol":"BRCA1","name":"RING-type E3 ubiquitin transferase","function":"Function not well characterized","importanceScore":0.95,"centrality":1,"uniprotId":"A0A2R8Y7V5","tissueExpression":"Expression pattern not well characterized"},{"symbol":"EGFR","name":"Receptor protein-tyrosine kinase","function":"Function not well characterized","importanceScore":0.87,"centrality":0.7165313105737893,"uniprotId":"C9JYS6","tissueExpression":"Expression pattern not well characterized"},{"symbol":"TP53","name":"Cellular tumor antigen p53","function":"Multifunctional transcription factor that induces cell cycle arrest, DNA repair or apoptosis upon binding to its target DNA sequence. Acts as a tumor suppressor in many tumor types; induces growth arrest or apoptosis depending on the physiological circumstances and cell type. Negatively regulates...","importanceScore":0.7899999999999999,"centrality":0.513417119032592,"uniprotId":"S4R334","tissueExpression":"Expression pattern not well characterized"}],"pathways":[{"id":"pathway-0","name":"ErbB signaling pathway","rationale":"EGFR (ErbB-1) is a key driver of TNBC progression, metastasis, and therapeutic resistance, with overexpression observed in approximately 70% of TNBC patients.","significance":"EGFR (ErbB-1) is a key driver of TNBC progression, metastasis, and therapeutic resistance, with overexpression observed in approximately 70% of TNBC patients.","molecularMechanism":"Ligand binding induces EGFR homodimerization and autophosphorylation of specific tyrosine residues (e.g., Y1068, Y1173) in its cytoplasmic tail. This recruits adaptor proteins (Grb2, Shc) to activate the RAS-RAF-MEK-ERK cascade and PI3K-AKT-mTOR pathway. EGFR also transactivates downstream transcription factors like STAT3.","regulation":"Upstream: Ligands (EGF, TGF-α), GPCRs (e.g., GnRHR via PKC/EGFR transactivation). Downstream: MAPK (ERK1/2), PI3K-AKT-mTOR, STAT3, SRC kinases.","experimentalEvidence":"Validated in TNBC cell lines (MDA-MB-231, MDA-MB-468) and patient-derived xenografts (PDX). EGFR overexpression confirmed by multiplex immunofluorescence in 104 TNBC patient specimens.","quantitativeData":"EGFR overexpression in ~70% of TNBC patients; PCSK9 reduces plasma membrane cholesterol to activate EGFR and HER3; STAT3/miR-221-3p/Fascin-1 axis implicated in EGFR TKI resistance.","consensusMetrics":"Well-established (supported by 8+ papers in provided literature, including reviews and primary research).","controversies":"Well-established role in TNBC, but debate exists on the efficacy of monotherapy EGFR inhibitors due to compensatory pathway activation.","score":0.44,"pvalue":0.0061374011151250005,"citations":["PMID:38900236","PMID:38145448","PMID:38604999","PMID:40192514","PMID:40806559"],"confidence":"low","contextLock":{"anchored":true,"geneMatches":["EGFR"],"diseaseMatches":["tnbc"]},"evidenceStatus":"supported","validationNote":"Linked to 5 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":null,"confidenceScore":0.44,"confidenceTier":"low","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":["Immune context","pH / temperature sensitivity"],"evidenceStatusDisplay":"supported"},{"id":"pathway-1","name":"PD-L1 expression and PD-1 checkpoint pathway in cancer","rationale":"Critical for TNBC immune evasion; targeting this pathway is a major immunotherapeutic strategy, though response rates are variable.","significance":"Critical for TNBC immune evasion; targeting this pathway is a major immunotherapeutic strategy, though response rates are variable.","molecularMechanism":"Upregulation of PD-L1 on TNBC cells is driven by pro-survival pathways: MAPK and PI3K/Akt activation, and transcription factors HIF-1, STAT3, and NF-κB. Tumor cell surface PD-L1 engages PD-1 on T cells, delivering an inhibitory signal that suppresses TCR-mediated activation, proliferation, and cytokine production.","regulation":"Upstream: Oncogenic signaling (EGFR, PI3K/Akt), hypoxia (HIF-1α), inflammatory cytokines (via STAT3/NF-κB). Downstream: Inhibition of T cell receptor (TCR) signaling, reduced cytokine production (IFN-γ, IL-2).","experimentalEvidence":"Mechanism supported by pathway databases; clinical use of anti-PD-1/PD-L1 antibodies (e.g., pembrolizumab) in TNBC is established.","quantitativeData":"Not reported in abstracts (pathway description is generic from KEGG).","consensusMetrics":"Well-established mechanism; clinical efficacy in TNBC is an active area of research.","controversies":"Paclitaxel + anti-PD-1/PD-L1 benefits only a small proportion of metastatic TNBC patients, highlighting need for better predictive biomarkers.","score":0.26,"pvalue":0.007182733824,"citations":["PMID:39085861"],"confidence":"hypothesis","contextLock":{"anchored":true,"geneMatches":["EGFR"],"diseaseMatches":["tnbc"]},"evidenceStatus":"unverified","validationNote":"Linked to 1 paper with no support signal; claim requires additional evidence.","claimEvidenceAlignment":0.17,"confidenceScore":0.26,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00, quality penalty 0.08","contextTags":["Hypoxia / TME","Immune context"],"evidenceStatusDisplay":"citation-linked, not yet grounded"},{"id":"pathway-2","name":"Central carbon metabolism in cancer","rationale":"TNBC exhibits metabolic reprogramming (Warburg effect, glutaminolysis) to support rapid proliferation, biomass duplication, and survival under stress.","significance":"TNBC exhibits metabolic reprogramming (Warburg effect, glutaminolysis) to support rapid proliferation, biomass duplication, and survival under stress.","molecularMechanism":"Oncogenic signaling (e.g., via EGFR/PI3K/Akt, mutant TP53) upregulates glycolysis and glutaminolysis. Key regulators include transcription factors c-MYC, HIF-1, and p53. Intermediates from these pathways feed into macromolecule synthesis (nucleotides, lipids, proteins).","regulation":"Upstream: EGFR/PI3K/AKT, mutant TP53, hypoxia (HIF-1α). Downstream: Enzymes of glycolysis (HK2, PKM2), glutaminolysis (GLS), PPP, and TCA cycle.","experimentalEvidence":"Descriptive from KEGG; supported by general cancer biology. Recent TNBC literature identifies specific metabolic targets (e.g., ATP5MF, choline metabolism).","quantitativeData":"Not reported in abstracts (pathway description is generic from KEGG).","consensusMetrics":"Well-established cancer hallmark; specific targets in TNBC are emerging.","controversies":"Well-established","score":0.26,"pvalue":0.008823918172375,"citations":["PMID:39402579"],"confidence":"hypothesis","contextLock":{"anchored":true,"geneMatches":["EGFR","TP53"],"diseaseMatches":["tnbc"]},"evidenceStatus":"unverified","validationNote":"Linked to 1 paper with no support signal; claim requires additional evidence.","claimEvidenceAlignment":0.22,"confidenceScore":0.26,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00, quality penalty 0.08","contextTags":["Hypoxia / TME"],"evidenceStatusDisplay":"citation-linked, not yet grounded"},{"id":"pathway-3","name":"EGFR tyrosine kinase inhibitor resistance","rationale":"A major clinical obstacle in TNBC, limiting the efficacy of EGFR-targeted therapies like erlotinib.","significance":"A major clinical obstacle in TNBC, limiting the efficacy of EGFR-targeted therapies like erlotinib.","molecularMechanism":"Resistance mechanisms include: 1) Secondary EGFR mutation (T790M), 2) Activation of alternative pathways (c-Met/HGF, AXL), 3) Aberrant downstream signaling (K-RAS mutations, PTEN loss), 4) Impaired apoptosis (BIM deletion polymorphism), 5) Histologic transformation.","regulation":"Upstream: Genetic alterations, compensatory pathway activation. Downstream: Sustained MAPK/PI3K signaling despite EGFR inhibition.","experimentalEvidence":"Mechanisms defined in lung cancer and other malignancies; relevance to TNBC is supported by studies on erlotinib resistance.","quantitativeData":"PDZK1 sensitizes TNBC cells to erlotinib via the EGFR pathway; STAT3/miR-221-3p/Fascin-1 axis implicated in resistance.","consensusMetrics":"Emerging evidence in TNBC (2-3 papers), but well-established in other cancers.","controversies":"Well-established","score":0.44,"pvalue":0.010612237238875,"citations":["PMID:38145448","PMID:38604999"],"confidence":"low","contextLock":{"anchored":true,"geneMatches":["EGFR"],"diseaseMatches":["tnbc"]},"evidenceStatus":"supported","validationNote":"Linked to 2 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":0.22,"confidenceScore":0.44,"confidenceTier":"low","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":["pH / temperature sensitivity"],"evidenceStatusDisplay":"supported"}],"topics":[{"id":"topic-0","theme":"Targeting EGFR and its downstream pathways in TNBC","summary":"EGFR remains a prime therapeutic target in TNBC due to its frequent overexpression and role in driving aggressive phenotypes, but monotherapies are limited by resistance, leading to exploration of combination strategies, ADCs, and targeting downstream effectors.","keyFindings":[],"citations":["PMID:38900236","PMID:38145448","PMID:38604999","PMID:40192514","PMID:40806559","PMID:38772416"],"evidenceStatus":"supported","confidence":"hypothesis","validationNote":"Linked to 6 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":0.33,"score":0.34,"confidenceScore":0.34,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":["pH / temperature sensitivity"],"evidenceStatusDisplay":"supported"},{"id":"topic-1","theme":"Overcoming therapeutic resistance in TNBC","summary":"A major focus is understanding and overcoming intrinsic and acquired resistance to targeted therapies (e.g., EGFR TKIs, PARP inhibitors) and chemotherapy through combination strategies and novel targets.","keyFindings":[],"citations":["PMID:38145448","PMID:39572842","PMID:38981022","PMID:38604999"],"evidenceStatus":"supported","confidence":"hypothesis","validationNote":"Linked to 4 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":0.17,"score":0.34,"confidenceScore":0.34,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":[],"evidenceStatusDisplay":"supported"},{"id":"topic-2","theme":"Exploiting metabolic vulnerabilities and immune modulation","summary":"Research explores targeting TNBC's unique metabolic dependencies (Warburg effect, choline metabolism) and overcoming its immunosuppressive microenvironment to enhance therapy.","keyFindings":[],"citations":["PMID:39402579","PMID:39085861"],"evidenceStatus":"supported","confidence":"hypothesis","validationNote":"Linked to 2 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":0.28,"score":0.34,"confidenceScore":0.34,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":["Immune context"],"evidenceStatusDisplay":"supported"}],"strategies":[{"id":"strategy-0","label":"EGFR-targeted therapy with Tyrosine Kinase Inhibitors (TKIs)","rationale":"EGFR is highly expressed in most TNBC patients and drives proliferation and metastasis via the PI3K/Akt/mTOR pathway.","molecularTarget":"Inhibition of EGFR tyrosine kinase activity (e.g., by erlotinib) to block downstream MAPK and PI3K/Akt signaling.","clinicalEvidence":"Used in clinical trials for TNBC, but limited patient benefit due to resistance.","experimentalSupport":"PDZK1 suppresses TNBC and sensitizes cells to erlotinib in vitro/in vivo. Ononin inhibits TNBC lung metastasis by targeting EGFR-mediated PI3K/Akt/mTOR.","limitations":"Only a small proportion of TNBC patients benefit in clinical trials due to intrinsic/acquired resistance mechanisms (e.g., alternative pathway activation).","quantitativeData":"Ononin inhibits TNBC lung metastasis by targeting EGFR-mediated PI3K/Akt/mTOR pathway; PDZK1 sensitizes TNBC cells to erlotinib.","trialData":"No trial data in abstracts","biomarkerInfo":"Biomarker not specified (likely EGFR expression, but not detailed in abstracts).","riskLevel":"medium","citations":["PMID:38900236","PMID:38604999"],"confidence":"low","contextLock":{"anchored":true,"geneMatches":["EGFR"],"diseaseMatches":["tnbc"]},"evidenceStatus":"supported","validationNote":"Linked to 2 papers; no explicit support signal — interpret as association.","claimEvidenceAlignment":0.33,"score":0.44,"confidenceScore":0.44,"confidenceTier":"low","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00","contextTags":[],"evidenceStatusDisplay":"supported"},{"id":"strategy-1","label":"Anti-EGFR Antibody-Drug Conjugate (ADC)","rationale":"To deliver a potent cytotoxic agent or pathway inhibitor directly to EGFR-overexpressing TNBC cells, overcoming limitations of naked antibodies or TKIs.","molecularTarget":"Anti-EGFR antibody (e.g., cetuximab) conjugated to a cytotoxic payload or a CDK inhibitor.","clinicalEvidence":"Preclinical stage; anti-EGFR antibodies alone show limited response.","experimentalSupport":"An anti-EGFR ADC carrying a CDK inhibitor restricts TNBC growth in preclinical models, potentially overcoming compensatory pathway activation.","limitations":"Anti-EGFR antibodies show limited monotherapy response, partly due to compensatory pathway activation.","quantitativeData":"Anti-EGFR ADC carrying a CDK inhibitor restricts TNBC growth.","trialData":"No trial data in abstracts","biomarkerInfo":"Likely requires EGFR overexpression, but not specified.","riskLevel":"medium","citations":["PMID:38772416"],"confidence":"hypothesis","contextLock":{"anchored":true,"geneMatches":["EGFR"],"diseaseMatches":["tnbc"]},"evidenceStatus":"unverified","validationNote":"Linked to 1 paper with no support signal; claim requires additional evidence.","claimEvidenceAlignment":0.33,"score":0.26,"confidenceScore":0.26,"confidenceTier":"hypothesis","confidenceDomains":["literature"],"contradictionIndex":0,"confidenceRationale":"Domains 1, support 0, contradict 0, CI 0.00, quality penalty 0.08","contextTags":[],"evidenceStatusDisplay":"citation-linked, not yet grounded"},{"id":"strategy-2","label":"PARP inhibitor combination therapy in BRCA-mutated TNBC","rationale":"BRCA mutations impair homologous recombination repair (HRR). PARP inhibition traps PARP on DNA, causing replication fork collapse and double-strand breaks that cannot be repaired in HRR-deficient cells.","molecularTarget":"Poly(ADP-ribose) polymerase (PARP) enzymes, inducing synthetic lethality in BRCA1/2-deficient cells.","clinicalEvidence":"PARP inhibitors (e.g., olaparib) are FDA-approved for germline BRCA-mutated HER2-negative metastatic breast cancer. 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