Cargando…
Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels
BACKGROUND: Next-generation sequencing is used in cancer research to identify somatic and germline mutations, which can predict sensitivity or resistance to therapies, and may be a useful tool to reveal drug repurposing opportunities between tumour types. Multigene panels are used in clinical practi...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9463385/ https://www.ncbi.nlm.nih.gov/pubmed/35849877 http://dx.doi.org/10.1016/j.esmoop.2022.100540 |
_version_ | 1784787385399115776 |
---|---|
author | Ramarao-Milne, P. Kondrashova, O. Patch, A.-M. Nones, K. Koufariotis, L.T. Newell, F. Addala, V. Lakis, V. Holmes, O. Leonard, C. Wood, S. Xu, Q. Mukhopadhyay, P. Naeini, M.M. Steinfort, D. Williamson, J.P. Bint, M. Pahoff, C. Nguyen, P.T. Twaddell, S. Arnold, D. Grainge, C. Basirzadeh, F. Fielding, D. Dalley, A.J. Chittoory, H. Simpson, P.T. Aoude, L.G. Bonazzi, V.F. Patel, K. Barbour, A.P. Fennell, D.A. Robinson, B.W. Creaney, J. Hollway, G. Pearson, J.V. Waddell, N. |
author_facet | Ramarao-Milne, P. Kondrashova, O. Patch, A.-M. Nones, K. Koufariotis, L.T. Newell, F. Addala, V. Lakis, V. Holmes, O. Leonard, C. Wood, S. Xu, Q. Mukhopadhyay, P. Naeini, M.M. Steinfort, D. Williamson, J.P. Bint, M. Pahoff, C. Nguyen, P.T. Twaddell, S. Arnold, D. Grainge, C. Basirzadeh, F. Fielding, D. Dalley, A.J. Chittoory, H. Simpson, P.T. Aoude, L.G. Bonazzi, V.F. Patel, K. Barbour, A.P. Fennell, D.A. Robinson, B.W. Creaney, J. Hollway, G. Pearson, J.V. Waddell, N. |
author_sort | Ramarao-Milne, P. |
collection | PubMed |
description | BACKGROUND: Next-generation sequencing is used in cancer research to identify somatic and germline mutations, which can predict sensitivity or resistance to therapies, and may be a useful tool to reveal drug repurposing opportunities between tumour types. Multigene panels are used in clinical practice for detecting targetable mutations. However, the value of clinical whole-exome sequencing (WES) and whole-genome sequencing (WGS) for cancer care is less defined, specifically as the majority of variants found using these technologies are of uncertain significance. PATIENTS AND METHODS: We used the Cancer Genome Interpreter and WGS in 726 tumours spanning 10 cancer types to identify drug repurposing opportunities. We compare the ability of WGS to detect actionable variants, tumour mutation burden (TMB) and microsatellite instability (MSI) by using in silico down-sampled data to mimic WES, a comprehensive sequencing panel and a hotspot mutation panel. RESULTS: We reveal drug repurposing opportunities as numerous biomarkers are shared across many solid tumour types. Comprehensive panels identify the majority of approved actionable mutations, with WGS detecting more candidate actionable mutations for biomarkers currently in clinical trials. Moreover, estimated values for TMB and MSI vary when calculated from WGS, WES and panel data, and are dependent on whether all mutations or only non-synonymous mutations were used. Our results suggest that TMB and MSI thresholds should not only be tumour-dependent, but also be sequencing platform-dependent. CONCLUSIONS: There is a large opportunity to repurpose cancer drugs, and these data suggest that comprehensive sequencing is an invaluable source of information to guide clinical decisions by facilitating precision medicine and may provide a wealth of information for future studies. Furthermore, the sequencing and analysis approach used to estimate TMB may have clinical implications if a hard threshold is used to indicate which patients may respond to immunotherapy. |
format | Online Article Text |
id | pubmed-9463385 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94633852022-09-11 Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels Ramarao-Milne, P. Kondrashova, O. Patch, A.-M. Nones, K. Koufariotis, L.T. Newell, F. Addala, V. Lakis, V. Holmes, O. Leonard, C. Wood, S. Xu, Q. Mukhopadhyay, P. Naeini, M.M. Steinfort, D. Williamson, J.P. Bint, M. Pahoff, C. Nguyen, P.T. Twaddell, S. Arnold, D. Grainge, C. Basirzadeh, F. Fielding, D. Dalley, A.J. Chittoory, H. Simpson, P.T. Aoude, L.G. Bonazzi, V.F. Patel, K. Barbour, A.P. Fennell, D.A. Robinson, B.W. Creaney, J. Hollway, G. Pearson, J.V. Waddell, N. ESMO Open Original Research BACKGROUND: Next-generation sequencing is used in cancer research to identify somatic and germline mutations, which can predict sensitivity or resistance to therapies, and may be a useful tool to reveal drug repurposing opportunities between tumour types. Multigene panels are used in clinical practice for detecting targetable mutations. However, the value of clinical whole-exome sequencing (WES) and whole-genome sequencing (WGS) for cancer care is less defined, specifically as the majority of variants found using these technologies are of uncertain significance. PATIENTS AND METHODS: We used the Cancer Genome Interpreter and WGS in 726 tumours spanning 10 cancer types to identify drug repurposing opportunities. We compare the ability of WGS to detect actionable variants, tumour mutation burden (TMB) and microsatellite instability (MSI) by using in silico down-sampled data to mimic WES, a comprehensive sequencing panel and a hotspot mutation panel. RESULTS: We reveal drug repurposing opportunities as numerous biomarkers are shared across many solid tumour types. Comprehensive panels identify the majority of approved actionable mutations, with WGS detecting more candidate actionable mutations for biomarkers currently in clinical trials. Moreover, estimated values for TMB and MSI vary when calculated from WGS, WES and panel data, and are dependent on whether all mutations or only non-synonymous mutations were used. Our results suggest that TMB and MSI thresholds should not only be tumour-dependent, but also be sequencing platform-dependent. CONCLUSIONS: There is a large opportunity to repurpose cancer drugs, and these data suggest that comprehensive sequencing is an invaluable source of information to guide clinical decisions by facilitating precision medicine and may provide a wealth of information for future studies. Furthermore, the sequencing and analysis approach used to estimate TMB may have clinical implications if a hard threshold is used to indicate which patients may respond to immunotherapy. Elsevier 2022-07-15 /pmc/articles/PMC9463385/ /pubmed/35849877 http://dx.doi.org/10.1016/j.esmoop.2022.100540 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Original Research Ramarao-Milne, P. Kondrashova, O. Patch, A.-M. Nones, K. Koufariotis, L.T. Newell, F. Addala, V. Lakis, V. Holmes, O. Leonard, C. Wood, S. Xu, Q. Mukhopadhyay, P. Naeini, M.M. Steinfort, D. Williamson, J.P. Bint, M. Pahoff, C. Nguyen, P.T. Twaddell, S. Arnold, D. Grainge, C. Basirzadeh, F. Fielding, D. Dalley, A.J. Chittoory, H. Simpson, P.T. Aoude, L.G. Bonazzi, V.F. Patel, K. Barbour, A.P. Fennell, D.A. Robinson, B.W. Creaney, J. Hollway, G. Pearson, J.V. Waddell, N. Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title | Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title_full | Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title_fullStr | Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title_full_unstemmed | Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title_short | Comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
title_sort | comparison of actionable events detected in cancer genomes by whole-genome sequencing, in silico whole-exome and mutation panels |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9463385/ https://www.ncbi.nlm.nih.gov/pubmed/35849877 http://dx.doi.org/10.1016/j.esmoop.2022.100540 |
work_keys_str_mv | AT ramaraomilnep comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT kondrashovao comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT patcham comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT nonesk comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT koufariotislt comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT newellf comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT addalav comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT lakisv comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT holmeso comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT leonardc comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT woods comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT xuq comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT mukhopadhyayp comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT naeinimm comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT steinfortd comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT williamsonjp comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT bintm comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT pahoffc comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT nguyenpt comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT twaddells comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT arnoldd comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT graingec comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT basirzadehf comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT fieldingd comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT dalleyaj comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT chittooryh comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT simpsonpt comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT aoudelg comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT bonazzivf comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT patelk comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT barbourap comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT fennellda comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT robinsonbw comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT creaneyj comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT hollwayg comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT pearsonjv comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels AT waddelln comparisonofactionableeventsdetectedincancergenomesbywholegenomesequencinginsilicowholeexomeandmutationpanels |