Evidence map›Paper›PMID 33125859›Full record

ReviewCancer cell2021

The Challenges of Tumor Mutational Burden as an Immunotherapy Biomarker.

Denis L Jardim, Aaron Goodman, Debora de Melo Gagliato, Razelle Kurzrock

Abstract readReview
In one paragraph

Review in Cancer cell, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 832 papers.

0numbers the graph read from it
0cells of the map it votes in
832citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

832 citing papers in PubMed.

  1. Trial
  2. Early Detriment Analysis of First-Line Nivolumab plus Ipilimumab-Based Therapy in Patients with Metastatic Non-Small Cell Lung Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
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  6. Long-term Survival and Molecular Biomarker Evaluation of a Phase II Cetuximab and Nivolumab Clinical Trial in Recurrent/Metastatic Head and Neck Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
    Trial
  7. LRP1b Loss Predicts Sensitivity to Immunotherapy in Patients with NSCLC: An Analysis of the Phase III CheckMate-026 Randomized Trial.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Trial
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  9. Article
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  12. Review
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  16. A multidimensional pan-cancer analysis of CD47 and its role in promoting malignant phenotype in pancreatic adenocarcinoma.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Article
  17. Article
  18. Article
  19. Article
  20. Article

772 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Denis L JardimCentro de Oncologia Hospital Sírio Libanês-São Paulo, São Paulo, Brazil.
Aaron GoodmanCenter for Personalized Cancer Therapy and Division of Hematology and Oncology, University of California, San Diego, CA, USA.
Debora de Melo GagliatoHospital Beneficência Portuguesa, Department of Medical Oncology, São Paulo, Brazil.
Razelle KurzrockCenter for Personalized Cancer Therapy and Division of Hematology and Oncology, University of California, San Diego, CA, USA. Electronic address: rkurzrock@ucsd.edu.

Funding

VIRAL MALIGNANCYP30CA023100 · NCI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Jesse Nodora · 1985 to 2026
$124.9M
NCI NIH HHS P30 CA023100
6 · The paper itself

Abstract

Tumor mutational burden (TMB) reflects cancer mutation quantity. Mutations are processed to neo-antigens and presented by major histocompatibility complex (MHC) proteins to T cells. To evade immune eradication, cancers exploit checkpoints that dampen T cell reactivity. Immune checkpoint inhibitors (ICIs) have transformed cancer treatment by enabling T cell reactivation; however, response biomarkers are required, as most patients do not benefit. Higher TMB results in more neo-antigens, increasing chances for T cell recognition, and clinically correlates with better ICI outcomes. Nevertheless, TMB is an imperfect response biomarker. A composite predictor that also includes critical variables, such as MHC and T cell receptor repertoire, is needed.

Indexed as

Biomarkers, TumorHumansImmune Checkpoint InhibitorsImmunotherapyMajor Histocompatibility ComplexMutationNeoplasmsT-LymphocytesBiomarkers, TumorImmune Checkpoint Inhibitorsbiomarkercancer therapygeneticsimmunotherapymutattional load

Identifiers

PMID33125859
PMCPMC7878292

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.