Aligning tumor mutational burden (TMB) quantification across diagnostic platforms: phase II of the Friends of Cancer Research TMB Harmonization Project

医学 生殖系 外显子组测序 外显子组 肿瘤科 计算生物学 遗传学 生物 突变 基因
作者
Diana M. Merino,Laura M. Yee,Lisa M. McShane,P. Mickey Williams,L. Chen,Tomas Vilimas,David Fabrizio,Vincent Funari,Justin Y. Newberg,Lesley Bruce,S.-J. Chen,Jonathan Baden,J. Carl Barrett,Philip Beer,Matthew G. Butler,Jen‐Hao Cheng,Jeffrey Conroy,Dinesh Cyanam,Kenneth R. Eyring,Elizabeth Garcia,G. Green,Vivi Raundahl Gregersen,Matthew D. Hellmann,Laurel A. Keefer,Laura Lasiter,Alexander J. Lazar,M.-C. Li,Laura E. MacConaill,Kristen Meier,Hestia Mellert,Sarabjot Pabla,Aparna Pallavajjalla,Gary A. Pestano,Roberto Salgado,Raed Samara,Ethan S. Sokol,Phillip Stafford,Jan Budczies,Albrecht Stenzinger,Warren Tom,Kenneth C. Valkenburg,X.Z. Wang,Victor Weigman,Mingchao Xie,Qiqi Xie,Ahmet Zehir,Chen Zhao,Yiqiang Zhao,Mark Stewart,Jeff Allen
出处
期刊:Annals of Oncology [Elsevier]
卷期号:32 (12): 1626-1636 被引量:98
标识
DOI:10.1016/j.annonc.2021.09.016
摘要

Tumor mutational burden (TMB) measurements aid in identifying patients who are likely to benefit from immunotherapy; however, there is empirical variability across panel assays and factors contributing to this variability have not been comprehensively investigated. Identifying sources of variability can help facilitate comparability across different panel assays, which may aid in broader adoption of panel assays and development of clinical applications.Twenty-nine tumor samples and 10 human-derived cell lines were processed and distributed to 16 laboratories; each used their own bioinformatics pipelines to calculate TMB and compare to whole exome results. Additionally, theoretical positive percent agreement (PPA) and negative percent agreement (NPA) of TMB were estimated. The impact of filtering pathogenic and germline variants on TMB estimates was assessed. Calibration curves specific to each panel assay were developed to facilitate translation of panel TMB values to whole exome sequencing (WES) TMB values.Panel sizes >667 Kb are necessary to maintain adequate PPA and NPA for calling TMB high versus TMB low across the range of cut-offs used in practice. Failure to filter out pathogenic variants when estimating panel TMB resulted in overestimating TMB relative to WES for all assays. Filtering out potential germline variants at >0% population minor allele frequency resulted in the strongest correlation to WES TMB. Application of a calibration approach derived from The Cancer Genome Atlas data, tailored to each panel assay, reduced the spread of panel TMB values around the WES TMB as reflected in lower root mean squared error (RMSE) for 26/29 (90%) of the clinical samples.Estimation of TMB varies across different panels, with panel size, gene content, and bioinformatics pipelines contributing to empirical variability. Statistical calibration can achieve more consistent results across panels and allows for comparison of TMB values across various panel assays. To promote reproducibility and comparability across assays, a software tool was developed and made publicly available.
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