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Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics
Background: To decipher mutational signatures and their associations with biological implications in cutaneous melanomas (CMs), including those with a low ultraviolet (UV) signature. Materials and Methods: We applied non-negative matrix factorization (NMF) and unsupervised clustering to the 96-class...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9557124/ https://www.ncbi.nlm.nih.gov/pubmed/36246650 http://dx.doi.org/10.3389/fgene.2022.987205 |
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author | Kim, Yoon-Seob Lee, Minho Chung, Yeun-Jun |
author_facet | Kim, Yoon-Seob Lee, Minho Chung, Yeun-Jun |
author_sort | Kim, Yoon-Seob |
collection | PubMed |
description | Background: To decipher mutational signatures and their associations with biological implications in cutaneous melanomas (CMs), including those with a low ultraviolet (UV) signature. Materials and Methods: We applied non-negative matrix factorization (NMF) and unsupervised clustering to the 96-class mutational context of The Cancer Genome Atlas (TCGA) cohort (N = 466) as well as other publicly available datasets (N = 527). To explore the feasibility of mutational signature-based classification using panel sequencing data, independent panel sequencing data were analyzed. Results: NMF decomposition of the TCGA cohort and other publicly available datasets consistently found two mutational signatures: UV (SBS7a/7b dominant) and non-UV (SBS1/5 dominant) signatures. Based on mutational signatures, TCGA CMs were classified into two clusters: UV-high and UV-low. CMs belonging to the UV-low cluster showed significantly worse overall survival and landmark survival at 1-year than those in the UV-high cluster; low or high UV signature remained the most significant prognostic factor in multivariate analysis. The UV-low cluster showed distinct genomic and functional characteristic patterns: low mutation counts, increased proportion of triple wild-type and KIT mutations, high burden of copy number alteration, expression of genes related to keratinocyte differentiation, and low activation of tumor immunity. We verified that UV-high and UV-low clusters can be distinguished by panel sequencing. Conclusion: Our study revealed two mutational signatures of CMs that divide CMs into two clusters with distinct clinico-genomic characteristics. Our results will be helpful for the clinical application of mutational signature-based classification of CMs. |
format | Online Article Text |
id | pubmed-9557124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95571242022-10-14 Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics Kim, Yoon-Seob Lee, Minho Chung, Yeun-Jun Front Genet Genetics Background: To decipher mutational signatures and their associations with biological implications in cutaneous melanomas (CMs), including those with a low ultraviolet (UV) signature. Materials and Methods: We applied non-negative matrix factorization (NMF) and unsupervised clustering to the 96-class mutational context of The Cancer Genome Atlas (TCGA) cohort (N = 466) as well as other publicly available datasets (N = 527). To explore the feasibility of mutational signature-based classification using panel sequencing data, independent panel sequencing data were analyzed. Results: NMF decomposition of the TCGA cohort and other publicly available datasets consistently found two mutational signatures: UV (SBS7a/7b dominant) and non-UV (SBS1/5 dominant) signatures. Based on mutational signatures, TCGA CMs were classified into two clusters: UV-high and UV-low. CMs belonging to the UV-low cluster showed significantly worse overall survival and landmark survival at 1-year than those in the UV-high cluster; low or high UV signature remained the most significant prognostic factor in multivariate analysis. The UV-low cluster showed distinct genomic and functional characteristic patterns: low mutation counts, increased proportion of triple wild-type and KIT mutations, high burden of copy number alteration, expression of genes related to keratinocyte differentiation, and low activation of tumor immunity. We verified that UV-high and UV-low clusters can be distinguished by panel sequencing. Conclusion: Our study revealed two mutational signatures of CMs that divide CMs into two clusters with distinct clinico-genomic characteristics. Our results will be helpful for the clinical application of mutational signature-based classification of CMs. Frontiers Media S.A. 2022-09-29 /pmc/articles/PMC9557124/ /pubmed/36246650 http://dx.doi.org/10.3389/fgene.2022.987205 Text en Copyright © 2022 Kim, Lee and Chung. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Kim, Yoon-Seob Lee, Minho Chung, Yeun-Jun Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title | Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title_full | Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title_fullStr | Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title_full_unstemmed | Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title_short | Two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
title_sort | two subtypes of cutaneous melanoma with distinct mutational signatures and clinico-genomic characteristics |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9557124/ https://www.ncbi.nlm.nih.gov/pubmed/36246650 http://dx.doi.org/10.3389/fgene.2022.987205 |
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