ArticleClinical cancer research : an official journal of the American Association for Cancer Research2022
Transcriptomic Determinants of Response to Pembrolizumab Monotherapy across Solid Tumor Types.
Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 61 papers, 1 of them a synthesis that pooled it.
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Who cites it
61 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Molecular biomarkers in metastatic clear cell renal cell carcinoma treated with first-line immune combinations: a systematic review of phase III randomized clinical trials by Meet-URO group.Cancer metastasis reviews · 2026Pooled it
- Lenvatinib plus Pembrolizumab for Patients with Previously Treated Advanced Gastric, Biliary Tract, or Pancreatic Cancer: Results from the Phase II LEAP-005 Study.Cancer research communications · 2026Trial
- Pembrolizumab plus axitinib versus sunitinib for advanced clear cell renal cell carcinoma: 5-year survival and biomarker analyses of the phase 3 KEYNOTE-426 trial.Nature medicine · 2025Trial
- Determinants of Response to Sequential Pembrolizumab with Trastuzumab plus Platinum/5-FU in HER2-Positive Gastric Cancer: A Phase II Chemoimmunotherapy Trial.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025Trial
- Biomarker analyses from the phase III randomized CLEAR trial: lenvatinib plus pembrolizumab versus sunitinib in advanced renal cell carcinoma.Annals of oncology : official journal of the European Society for Medical Oncology · 2025Trial
- Effect of prior and first-line immunotherapy on baseline immune biomarkers and modulation of the tumor microenvironment in response to nivolumab and relatlimab combination therapy in patients with melanoma from RELATIVITY-020.Journal for immunotherapy of cancer · 2025Trial
- Early Immune Remodeling Steers Clinical Response to First-Line Chemoimmunotherapy in Advanced Gastric Cancer.Cancer discovery · 2024Trial
- The phosphatidylserine targeting antibody bavituximab plus pembrolizumab in unresectable hepatocellular carcinoma: a phase 2 trial.Nature communications · 2024Trial
- Biomarker-directed, pembrolizumab-based combination therapy in non-small cell lung cancer: phase 2 KEYNOTE-495/KeyImPaCT trial interim results.Nature medicine · 2023Trial
- Association between gene expression signatures and clinical outcomes of pembrolizumab versus paclitaxel in advanced gastric cancer: exploratory analysis from the randomized, controlled, phase III KEYNOTE-061 trial.Journal for immunotherapy of cancer · 2023Trial
- Site-specific metabolic and hypoxia-associated profiles in metastatic melanoma.Journal for immunotherapy of cancer · 2026Article
- High Expression of Aurora Kinase A (AURKA) is Associated with Aggressive Tumor Biology and Therapeutic Response in ER+/HER2- Breast Cancer.Annals of surgical oncology · 2026Article
- Article
- Multiomic Landscape of Gastrointestinal Stromal Tumors in a Real-World Patient Cohort of 1,427 Cases.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- Cellular architecture and neighborhood-informed virtual spatial tumor profiling from histopathology.Cell · 2026Article
- A small-molecule inverse agonist of PPARγ for advanced solid tumors: a phase 1 trial.Nature medicine · 2026Article
- Expression of Bruton's Tyrosine Kinase Reflects Immune Cells Infiltration and Cell Proliferation in Breast Cancer.World journal of oncology · 2026Article
- Innovative Biomarkers for Oral Immunity: Advancements and Clinical Applications.Advances in experimental medicine and biology · 2026Review
- Precision oncology in gynecologic cancers: molecular taxonomy, biomarker-guided therapeutics, and the challenge of therapeutic resistance.Frontiers in oncology · 2026Review
- Tumor-derived RAC1Science advances · 2025Article
1 more citing papers are in PubMed but not listed here.
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19 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
purposeTo explore relationships between biological gene expression signatures and pembrolizumab response. EXPERIMENTAL
designRNA-sequencing data on baseline tumor tissue from 1,188 patients across seven tumor types treated with pembrolizumab monotherapy in nine clinical trials were used. A total of 11 prespecified gene expression signatures [18-gene T-cell-inflamed gene expression profile (TcellinfGEP), angiogenesis, hypoxia, glycolysis, proliferation, MYC, RAS, granulocytic myeloid-derived suppressor cell (gMDSC), monocytic myeloid-derived suppressor cell (mMDSC), stroma/epithelial-to-mesenchymal transition (EMT)/TGFβ, and WNT] were evaluated for their relationship to objective response rate (per RECIST, version 1.1). Logistic regression analysis of response for consensus signatures was adjusted for tumor type, Eastern Cooperative Oncology Group performance status, and TcellinfGEP, an approach equivalent to evaluating the association between response and the residuals of consensus signatures after detrending them for their relationship with the TcellinfGEP (previously identified as a determinant of pembrolizumab response) and tumor type. Testing of the 10 prespecified non-TcellinfGEP consensus signatures for negative association [except proliferation (hypothesized positive association)] with response was adjusted for multiplicity.
resultsCovariance patterns of the 11 signatures (including TcellinfGEP) identified in Merck-Moffitt and The Cancer Genome Atlas datasets showed highly concordant coexpression patterns in the RNA-sequencing data from pembrolizumab trials. TcellinfGEP was positively associated with response; signatures for angiogenesis, mMDSC, and stroma/EMT/TGFβ were negatively associated with response to pembrolizumab monotherapy.
conclusionsThese findings suggest that features beyond IFNγ-related T-cell inflammation may be relevant to anti-programmed death 1 monotherapy response and may define other axes of tumor biology as candidates for pembrolizumab combinations. See related commentary by Cho et al., p. 1479.
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