Tumor mutational burden quantification from targeted gene panels: major advancements and challenges

Tumor 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. TMB can be quantitated by a number of NGS-based sequencing technologies. Whole Exome Sequencing (WES) allows comprehensive measu...

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Main Authors: Laura Fancello, Pier Giuseppe Pelicci, Luca Mazzarella
Format: Article
Language:English
Published: BMJ Publishing Group 2019-03-01
Series:Journal for ImmunoTherapy of Cancer
Online Access:https://jitc.bmj.com/content/7/1/183.full
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spelling doaj-93f28b8974024c35b0284ef2059935c12021-08-14T21:00:03ZengBMJ Publishing GroupJournal for ImmunoTherapy of Cancer2051-14262019-03-017110.1186/s40425-019-0647-4Tumor mutational burden quantification from targeted gene panels: major advancements and challengesLaura Fancello0Pier Giuseppe Pelicci1Luca Mazzarella2Aff1 0000 0004 1757 0843grid.15667.33Department of Experimental OncologyIEO, European Institute of Oncology IRCCS Via Adamello 16 20139 Milan Italy Aff1 0000 0004 1757 0843grid.15667.33Department of Experimental OncologyIEO, European Institute of Oncology IRCCS Via Adamello 16 20139 Milan Italy Aff1 0000 0004 1757 0843grid.15667.33Department of Experimental OncologyIEO, European Institute of Oncology IRCCS Via Adamello 16 20139 Milan Italy Tumor 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. TMB can be quantitated by a number of NGS-based sequencing technologies. Whole Exome Sequencing (WES) allows comprehensive measurement of TMB and is considered the gold standard. However, to date WES remains confined to research settings, due to high cost of the large genomic space sequenced. In the clinical setting, instead, targeted enrichment panels (gene panels) of various genomic sizes are emerging as the routine technology for TMB assessment. This stimulated the development of various methods for panel-based TMB quantification, and prompted the multiplication of studies assessing whether TMB can be confidently estimated from the smaller genomic space sampled by gene panels. In this review, we inventory the collection of available gene panels tested for this purpose, illustrating their technical specifications and describing their accuracy and clinical value in TMB assessment. Moreover, we highlight how various experimental, platform-related or methodological variables, as well as bioinformatic pipelines, influence panel-based TMB quantification. The lack of harmonization in panel-based TMB quantification, of adequate methods to convert TMB estimates across different panels and of robust predictive cutoffs, currently represents one of the main limitations to adopt TMB as a biomarker in clinical practice. This overview on the heterogeneous landscape of panel-based TMB quantification aims at providing a context to discuss common standards and illustrates the strong need of further validation and consolidation studies for the clinical interpretation of panel-based TMB values.https://jitc.bmj.com/content/7/1/183.full
collection DOAJ
language English
format Article
sources DOAJ
author Laura Fancello
Pier Giuseppe Pelicci
Luca Mazzarella
spellingShingle Laura Fancello
Pier Giuseppe Pelicci
Luca Mazzarella
Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
Journal for ImmunoTherapy of Cancer
author_facet Laura Fancello
Pier Giuseppe Pelicci
Luca Mazzarella
author_sort Laura Fancello
title Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
title_short Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
title_full Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
title_fullStr Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
title_full_unstemmed Tumor mutational burden quantification from targeted gene panels: major advancements and challenges
title_sort tumor mutational burden quantification from targeted gene panels: major advancements and challenges
publisher BMJ Publishing Group
series Journal for ImmunoTherapy of Cancer
issn 2051-1426
publishDate 2019-03-01
description Tumor 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. TMB can be quantitated by a number of NGS-based sequencing technologies. Whole Exome Sequencing (WES) allows comprehensive measurement of TMB and is considered the gold standard. However, to date WES remains confined to research settings, due to high cost of the large genomic space sequenced. In the clinical setting, instead, targeted enrichment panels (gene panels) of various genomic sizes are emerging as the routine technology for TMB assessment. This stimulated the development of various methods for panel-based TMB quantification, and prompted the multiplication of studies assessing whether TMB can be confidently estimated from the smaller genomic space sampled by gene panels. In this review, we inventory the collection of available gene panels tested for this purpose, illustrating their technical specifications and describing their accuracy and clinical value in TMB assessment. Moreover, we highlight how various experimental, platform-related or methodological variables, as well as bioinformatic pipelines, influence panel-based TMB quantification. The lack of harmonization in panel-based TMB quantification, of adequate methods to convert TMB estimates across different panels and of robust predictive cutoffs, currently represents one of the main limitations to adopt TMB as a biomarker in clinical practice. This overview on the heterogeneous landscape of panel-based TMB quantification aims at providing a context to discuss common standards and illustrates the strong need of further validation and consolidation studies for the clinical interpretation of panel-based TMB values.
url https://jitc.bmj.com/content/7/1/183.full
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