Evidence map›Paper›PMID 42824028›Full record

ArticleFrontiers in oncology2026

Association of tumor mutational burden and tumor-infiltrating lymphocytes with second primary cancer after complete resection of non-small cell lung cancer.

Marie-Pier Gauthier, Maryam Karimi, Stefan Michiels, Lesley Seymour, Elisabeth Brambilla, Thierry Le-Chevalier, Jean-Charles Soria, Robert Kratzke, Stephen L Graziano, Ramaswamy Govindan and 2 more

Abstract read
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Article in Frontiers in oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Marie-Pier Gauthier *Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
Maryam Karimi *Bureau de Biostatistique et d'Epidémiologie, Gustave Roussy, Université Paris-Saclay, Villejuif, France.
Stefan MichielsBureau de Biostatistique et d'Epidémiologie, Gustave Roussy, Université Paris-Saclay, Villejuif, France.
Lesley SeymourCanadian Cancer Trials Group and Queen's University, Kingston, ON, Canada.
Elisabeth BrambillaDepartment of Pathology, Institut Albert Bonniot, Hopital Albert Michallon, Grenoble, France.
Thierry Le-ChevalierDepartment of Medical Oncology, Gustave Roussy, University Paris-Saclay, Villejuif, France.
Jean-Charles SoriaDepartment of Medical Oncology, Gustave Roussy, University Paris-Saclay, Villejuif, France.
Robert KratzkeDivision of Hematology-Oncology-Transplantation, University of Minnesota, Minneapolis, MN, United States.
Stephen L GrazianoMedical Oncology, SUNY Upstate Medical University, Syracuse, NY, United States.
Ramaswamy GovindanDivision of Medical Oncology, Department of Medicine, Washington University School of Medicine, St. Louis, MO, United States.
Ming-Sound TsaoPrincess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
Frances A ShepherdDepartment of Medicine, Division of Medical Oncology, University Health Network, Toronto, ON, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The risk of developing second primary cancers (SPC) after complete surgical resection of non-small cell lung cancer (NSCLC) has been estimated at 1-2% per patient-year. We investigated whether tumor genomic instability, assessed by tumor mutational burden (TMB), and host immune response, assessed by tumor-infiltrating lymphocytes (TILs), were associated with the development of SPC. Methods: Data from three randomized trials included in the Lung Adjuvant Cisplatin Evaluation-Biomarker (LACE-Bio) meta-analysis were used. TMB and TILs were assessed on FFPE specimens. TMB was categorized into tertiles (high >7.8 mutations/MB, moderate >4 to ≤7.8 mutations/MB, and low ≤4 mutations/MB), and TILs were classified as marked vs. other. Associations between biomarkers and competing endpoints (SPC, and death without developing SPC) were evaluated using Fine and Gray sub-distribution hazard models, stratified by trial and adjusted for treatment, age, sex, tumor stage, nodal stage, histology, performance status, and surgery type. Results: TMB and TILs assessments were available for 879 patients with complete clinical covariates. Marked TILs was observed in 85 patients. During follow-up, 47 SPCs and 392 deaths without SPC were observed. No clear association was found between TMB or TILs and the cumulative incidence of SPC. In contrast, low TMB was associated with a higher cumulative incidence of death without SPC compared with moderate TMB (multivariable subdistribution hazard ratio (sHR) = 1.35 [95% confidence interval (CI), 1.06-1.72], p = 0.02). Marked TILs was associated with a lower cumulative incidence of death without SPC, although this association did not reach statistical significance after adjustment (multivariable sHR = 0.71 [95% CI, 0.46-1.10], p = 0.12). Conclusion: This study is the first to evaluate associations between tumor genomic instability and host immune response, and competing endpoints of SPC and death without SPC in patients with completely resected NSCLC. No strong association was observed with SPC, whereas low TMB (compared with moderate TMB) was associated with the competing endpoint of death without developing SPC. Given the limited number of SPC events, these findings require confirmation in larger, independent cohorts of patients with early-stage lung cancer.

Indexed as

biomarkersLung Adjuvant Cisplatin Evaluation (LACE)non-small cell lung cancer (NSCLC)second primary cancer (SPC)tumor-infiltrating lymphocytes (TILs)tumor mutational burden (TMB)

Identifiers

PMID42824028
PMCPMC13626909

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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.