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Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients
BACKGROUND: Significant numbers of variants detected in cancer patients are often left labeled only as variants of unknown significance (VUS). In order to expand precision medicine to a wider population, we need to extend our knowledge of pathogenicity and drug response in the context of VUS’s. METH...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6359859/ https://www.ncbi.nlm.nih.gov/pubmed/30709382 http://dx.doi.org/10.1186/s12885-019-5313-1 |
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author | Koyama, Takahiko Rhrissorrakrai, Kahn Parida, Laxmi |
author_facet | Koyama, Takahiko Rhrissorrakrai, Kahn Parida, Laxmi |
author_sort | Koyama, Takahiko |
collection | PubMed |
description | BACKGROUND: Significant numbers of variants detected in cancer patients are often left labeled only as variants of unknown significance (VUS). In order to expand precision medicine to a wider population, we need to extend our knowledge of pathogenicity and drug response in the context of VUS’s. METHODS: In this study, we analyzed variants from AACR Project GENIE Consortium APG (Cancer Discov 7:818-831, 2017) and compared them to the COSMIC database Forbes et al. (Nucleic Acids Res 43:D805-811, 2015) to identify recurrent variants that would merit further study. We filtered out known hotspot variants, inactivating variants in tumor suppressors, and likely benign variants by comparing with COSMIC and ExAC Lee et al. (Science 337:967-971, 2012). RESULTS: We have identified 45,933 novel variants with unknown significance unique to GENIE. In our analysis, we found on average six variants per patient where two could be considered as pathogenic or likely pathogenic and the majority are VUS’s. More importantly, we have discovered 730 recurrent variants that appear more than 3 times in GENIE but less than 3 in COSMIC. If we combine the recurrences of GENIE and COSMIC for all variants, 2586 are newly identified as occurring more than 3 times than when using COSMIC alone. CONCLUSIONS: Although it would be inappropriate to blindly accept these recurrent variants as pathogenic, they may warrant higher priority than other observed VUS’s. These newly identified recurrent variants might affect the molecular profiles of approximately 1 in 6 patients. Further analysis and characterization of these variants in both research and clinical contexts will improve patient treatments and the development of new therapeutics. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12885-019-5313-1) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6359859 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-63598592019-02-07 Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients Koyama, Takahiko Rhrissorrakrai, Kahn Parida, Laxmi BMC Cancer Research Article BACKGROUND: Significant numbers of variants detected in cancer patients are often left labeled only as variants of unknown significance (VUS). In order to expand precision medicine to a wider population, we need to extend our knowledge of pathogenicity and drug response in the context of VUS’s. METHODS: In this study, we analyzed variants from AACR Project GENIE Consortium APG (Cancer Discov 7:818-831, 2017) and compared them to the COSMIC database Forbes et al. (Nucleic Acids Res 43:D805-811, 2015) to identify recurrent variants that would merit further study. We filtered out known hotspot variants, inactivating variants in tumor suppressors, and likely benign variants by comparing with COSMIC and ExAC Lee et al. (Science 337:967-971, 2012). RESULTS: We have identified 45,933 novel variants with unknown significance unique to GENIE. In our analysis, we found on average six variants per patient where two could be considered as pathogenic or likely pathogenic and the majority are VUS’s. More importantly, we have discovered 730 recurrent variants that appear more than 3 times in GENIE but less than 3 in COSMIC. If we combine the recurrences of GENIE and COSMIC for all variants, 2586 are newly identified as occurring more than 3 times than when using COSMIC alone. CONCLUSIONS: Although it would be inappropriate to blindly accept these recurrent variants as pathogenic, they may warrant higher priority than other observed VUS’s. These newly identified recurrent variants might affect the molecular profiles of approximately 1 in 6 patients. Further analysis and characterization of these variants in both research and clinical contexts will improve patient treatments and the development of new therapeutics. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12885-019-5313-1) contains supplementary material, which is available to authorized users. BioMed Central 2019-02-01 /pmc/articles/PMC6359859/ /pubmed/30709382 http://dx.doi.org/10.1186/s12885-019-5313-1 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Koyama, Takahiko Rhrissorrakrai, Kahn Parida, Laxmi Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title | Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title_full | Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title_fullStr | Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title_full_unstemmed | Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title_short | Analysis on GENIE reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
title_sort | analysis on genie reveals novel recurrent variants that affect molecular diagnosis of sizable number of cancer patients |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6359859/ https://www.ncbi.nlm.nih.gov/pubmed/30709382 http://dx.doi.org/10.1186/s12885-019-5313-1 |
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