ArticleJournal for immunotherapy of cancer2022
Tumor mutation burden for predicting immune checkpoint blockade response: the more, the better.
Article in Journal for immunotherapy of cancer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers, 1 of them a synthesis that pooled it.
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Who cites it
66 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Fibroblast growth factor receptor 3 mutation attenuates response to immune checkpoint blockade in metastatic urothelial carcinoma by driving immunosuppressive microenvironment.Journal for immunotherapy of cancer · 2023Pooled it
- Pan-Cancer Analysis of NOP2 Reveals Its Prognostic Relevance and Association With the Tumor Immune Microenvironment.World journal of oncology · 2026Article
- Impact of tumor mutation burden on the prognosis of patients with unresectable hepatocellular carcinoma undergoing transcatheter arterial chemoembolization combined with immunotherapy and anti-angiogenic drugs.Journal of gastrointestinal oncology · 2026Article
- Healthy donor T cell receptors expand functional neoantigen recognition beyond patient vaccination.Science advances · 2026Article
- Next generation sequencing identifies novel gene alterations with potential prognostic relevance in pediatric cancer: a single-center study.The oncologist · 2026Article
- Bright side of the dark genome: antigens for next-gen cancer vaccines.Journal for immunotherapy of cancer · 2026Review
- Expert consensus on the detection and clinical application of tumor mutational burden.Cancer biology & medicine · 2026Article
- A combination of low TMB and PD-L1 expression predict poor progression-free survival of metastatic melanoma patients treated with first-line ipilimumab plus nivolumab.Frontiers in immunology · 2026Article
- Multi-omics identification of MBNL2 associated with poor pathological response to neoadjuvant chemoimmunotherapy in lung squamous cell carcinoma.Frontiers in oncology · 2026Article
- The multidimensional regulatory network of the PD‑1/PD‑L1 axis in the esophageal squamous cell carcinoma microenvironment: Implications for novel combination therapies and precision immunotherapy (Review).Oncology reports · 2026Review
- Bulk and single-cell RNA sequencing data identified HMGB3 of chromatin regulators as a breast cancer biomarker associated with the cell cycle.Frontiers in oncology · 2026Article
- Non-canonical and induced neoantigens as emerging sources of cancer-specific immunotherapy targets.Frontiers in immunology · 2026Review
- Targetable driver gene-tumor immune microenvironment axis in non-small cell lung cancer: from molecular pathological mechanisms to precision immunotherapy stratification strategies.Frontiers in immunology · 2026Review
- Research progress in augmentation strategies for PD-1/PD-L1 inhibitors in bladder cancer: from biological determinants to clinical applications.Frontiers in immunology · 2026Review
- PIK3CA mutation-induced immune microenvironment remodeling sensitizes cervical cancer to immunotherapy.Frontiers in immunology · 2026Article
- Regulatory B cell-related gene signature predicts prognosis and immune landscape in head and neck squamous cell carcinoma.Frontiers in immunology · 2026Article
- TMB as a predictive biomarker for ICI response in TNBC: current evidence and future directions for augmented anti-tumor responses.Clinical and experimental medicine · 2025Review
- Unraveling the molecular-pathological characteristics and cellular complexity of the tumor immune microenvironment in metastatic non-small cell lung cancer.Cell communication and signaling : CCS · 2025Review
- Clinical efficacy of immune checkpoint inhibitors for cancer of unknown primary: a multi-center retrospective study.BMC cancer · 2025Article
- Clinical metric of tumor mutational burden depicts colorectal cancer patients at the extremes.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025Article
6 more citing papers are in PubMed but not listed here.
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Abstract
backgroundRecently, the US Food and Drug Administration (FDA) has approved immune checkpoint blockade (ICB) for treating cancer patients with tumor mutation burden (TMB) >10 mutations/megabase (mut/Mb). However, high TMB (TMB-H) defined by >10 mut/Mb fails to predict ICB response across different cancer types, which has raised serious concerns on the current FDA approval. Thus, to better implement TMB as a robust biomarker of ICB response, an optimal and generalizable TMB cut-off within and across cancer types must be addressed as soon as possible.
methodsUsing Morris's and Kurzrock's cohorts (n=1662 and 102), we exhaustively tested all possible TMB cut-offs for predicting ICB treatment outcomes in 10 cancer types. The bootstrap method was applied to generate 10,000 randomly resampled cohorts using original cohorts to measure the reproducibility of TMB cut-off. ICB treatment outcomes were analyzed by overall survival, progression-free survival and objective response rate.
resultsNo universally valid TMB cut-off was available for all cancer types. Only in cancer types with higher TMB (category I), such as melanoma, colorectal cancer, bladder cancer, and non-small cell lung cancer, the associations between TMB-H and ICB treatment outcomes were less affected by TMB cut-off selection. Moreover, high TMB (category I) cancer types shared a wide range of TMB cut-offs and a universally optimal TMB cut-off of 13 mut/Mb for predicting favorable ICB outcomes. In contrast, low TMB (category II) cancer types, for which the prognostic associations were sensitive to TMB cut-off selection, showed markedly limited and distinct ranges of significantly favorable TMB cut-offs. Equivalent results were obtained in the analyses of pooled tumors.
conclusionsOur finding-the correlation that TMB-H is more robustly associated with favorable ICB treatment outcomes in cancer types with higher TMBs-can be used to predict whether TMB could be a robust predictive biomarker in cancer types for which TMB data are available, but ICB treatment has not been investigated. This theory was tested in cancer of unknown primary successfully. Additionally, the universal TMB cut-off of 13 mut/Mb might reveal a general requirement to trigger the sequential cascade from somatic mutations to an effective antitumor immunity.
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