Harmonization and Standardization of Panel-Based Tumor Mutational Burden (TMB) Measurement: Real-World Results and Recommendations of the QuIP Study
Affiliations
- PMID: 32119917
- DOI: 10.1016/j.jtho.2020.01.023
Abstract
Introduction: Tumor mutational burden (TMB) is a quantitative assessment of the number of somatic mutations within a tumor genome. Immunotherapy benefit has been associated with TMB assessed by whole exome sequencing (wesTMB) and by gene panel sequencing (psTMB). The initiatives of Quality in Pathology (QuIP) and Friends of Cancer Research (FoCR) have jointly addressed the need for harmonization between TMB testing options in tissues. This QuIP study identifies critical sources of variation in psTMB assessment.
Methods: Twenty samples from three tumor types (LUAD, HNSC, COAD) with available WES data were analyzed for psTMB, using six panels across 15 testing centers. Inter-laboratory and inter-platform variation including agreement on variant calling and TMB classification were investigated. Bridging factors to transform psTMB to wesTMB values were empirically derived. The impact of germline filtering was evaluated.
Results: Sixteen samples demonstrated low interlaboratory and interpanel psTMB variation with 87.7% of pairwise comparisons showing a Spearman's ρ>0.6. A wesTMB cutpoint of 199 missense mutations projected to psTMB cutpoints between 7.8 and 12.6 muts/Mbp; the corresponding psTMB and wesTMB classifications agreed in 74.9% of cases. For three-tier classification with cutpoints of 100 and 300 mutations, agreement was observed in 76.7%, weak misclassification in 21.8%, and strong misclassification in 1.5% of cases. Confounders of psTMB estimation included fixation artifacts, DNA input, sequencing depth, genome coverage, and variant allele frequency cutpoints.
Conclusions: This study provides real-world evidence that all evaluated panels can be used to estimate TMB in a routine diagnostic setting and identifies important parameters for reliable tissue TMB assessment that require careful control. As complex/composite biomarkers beyond TMB are likely playing an increasing role in therapy prediction, the efforts by QuIP and FoCR also delineate a general framework and blueprint for the evaluation of such assays.
Keywords: TMB; gene panel; immuno-oncology; lung cancer; quality assurance; sequencing; tumor mutational burden.
Copyright © 2020 International Association for the Study of Lung Cancer. Published by Elsevier Inc. All rights reserved.
Similar articles
- Optimizing Panel-Based Tumor Mutational Burden (TMB) MeasurementJ Budczies et al. Ann Oncol 30 (9), 1496-1506. PMID 31268125.A universal mathematical law describes accuracy limitations inherent to psTMB, which result in substantial misclassification rates. This scenario can be controlled by two …
- Quantifying Potential Confounders of Panel-Based Tumor Mutational Burden (TMB) MeasurementJ Budczies et al. Lung Cancer 142, 114-119. PMID 32143116.A statistical framework for the analysis of complex, genomic biomarkers was developed and applied to the analysis of psTMB variability. The methods developed here can sup …
- Tumor Mutational Burden Standardization Initiatives: Recommendations for Consistent Tumor Mutational Burden Assessment in Clinical Samples to Guide Immunotherapy Treatment DecisionsA Stenzinger et al. Genes Chromosomes Cancer 58 (8), 578-588. PMID 30664300. - ReviewCharacterization of tumors utilizing next-generation sequencing methods, including assessment of the number of somatic mutations (tumor mutational burden [TMB]), is curre …
- Measurement of Tumor Mutational Burden (TMB) in Routine Molecular Diagnostics: In Silico and Real-Life Analysis of Three Larger Gene PanelsV Endris et al. Int J Cancer 144 (9), 2303-2312. PMID 30446996.Assessment of Tumor Mutational Burden (TMB) for response stratification of cancer patients treated with immune checkpoint inhibitors is emerging as a new biomarker. Commo …
- Tumor Mutational Burden Quantification From Targeted Gene Panels: Major Advancements and ChallengesL Fancello et al. J Immunother Cancer 7 (1), 183. PMID 31307554. - ReviewTumor mutational burden (TMB), the total number of somatic coding mutations in a tumor, is emerging as a promising biomarker for immunotherapy response in cancer patients …
No hay comentarios:
Publicar un comentario