Cargando…
Contribution and clinical relevance of germline variation to the cancer transcriptome
BACKGROUND: Somatic alterations in the cancer genome, some of which are associated with changes in gene expression, have been characterized in multiple studies across diverse cancer types. However, less is known about germline variants that influence tumor biology by shaping the cancer transcriptome...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9208227/ https://www.ncbi.nlm.nih.gov/pubmed/35725412 http://dx.doi.org/10.1186/s12885-022-09757-0 |
_version_ | 1784729698000961536 |
---|---|
author | Pereira, Bernard Labrot, Emma Durand, Eric Korn, Joshua M. Kauffmann, Audrey Campbell, Catarina D. |
author_facet | Pereira, Bernard Labrot, Emma Durand, Eric Korn, Joshua M. Kauffmann, Audrey Campbell, Catarina D. |
author_sort | Pereira, Bernard |
collection | PubMed |
description | BACKGROUND: Somatic alterations in the cancer genome, some of which are associated with changes in gene expression, have been characterized in multiple studies across diverse cancer types. However, less is known about germline variants that influence tumor biology by shaping the cancer transcriptome. METHODS: We performed expression quantitative trait loci (eQTL) analyses using multi-dimensional data from The Cancer Genome Atlas to explore the role of germline variation in mediating the cancer transcriptome. After accounting for associations between somatic alterations and gene expression, we determined the contribution of inherited variants to the cancer transcriptome relative to that of somatic variants. Finally, we performed an interaction analysis using estimates of tumor cellularity to identify cell type-restricted eQTLs. RESULTS: The proportion of genes with at least one eQTL varied between cancer types, ranging between 0.8% in melanoma to 28.5% in thyroid cancer and was correlated more strongly with intratumor heterogeneity than with somatic alteration rates. Although contributions to variance in gene expression was low for most genes, some eQTLs accounted for more than 30% of expression of proximal genes. We identified cell type-restricted eQTLs in genes known to be cancer drivers including LPP and EZH2 that were associated with disease-specific mortality in TCGA but not associated with disease risk in published GWAS. Together, our results highlight the need to consider germline variation in interpreting cancer biology beyond risk prediction. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-022-09757-0. |
format | Online Article Text |
id | pubmed-9208227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92082272022-06-21 Contribution and clinical relevance of germline variation to the cancer transcriptome Pereira, Bernard Labrot, Emma Durand, Eric Korn, Joshua M. Kauffmann, Audrey Campbell, Catarina D. BMC Cancer Research Article BACKGROUND: Somatic alterations in the cancer genome, some of which are associated with changes in gene expression, have been characterized in multiple studies across diverse cancer types. However, less is known about germline variants that influence tumor biology by shaping the cancer transcriptome. METHODS: We performed expression quantitative trait loci (eQTL) analyses using multi-dimensional data from The Cancer Genome Atlas to explore the role of germline variation in mediating the cancer transcriptome. After accounting for associations between somatic alterations and gene expression, we determined the contribution of inherited variants to the cancer transcriptome relative to that of somatic variants. Finally, we performed an interaction analysis using estimates of tumor cellularity to identify cell type-restricted eQTLs. RESULTS: The proportion of genes with at least one eQTL varied between cancer types, ranging between 0.8% in melanoma to 28.5% in thyroid cancer and was correlated more strongly with intratumor heterogeneity than with somatic alteration rates. Although contributions to variance in gene expression was low for most genes, some eQTLs accounted for more than 30% of expression of proximal genes. We identified cell type-restricted eQTLs in genes known to be cancer drivers including LPP and EZH2 that were associated with disease-specific mortality in TCGA but not associated with disease risk in published GWAS. Together, our results highlight the need to consider germline variation in interpreting cancer biology beyond risk prediction. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-022-09757-0. BioMed Central 2022-06-20 /pmc/articles/PMC9208227/ /pubmed/35725412 http://dx.doi.org/10.1186/s12885-022-09757-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Pereira, Bernard Labrot, Emma Durand, Eric Korn, Joshua M. Kauffmann, Audrey Campbell, Catarina D. Contribution and clinical relevance of germline variation to the cancer transcriptome |
title | Contribution and clinical relevance of germline variation to the cancer transcriptome |
title_full | Contribution and clinical relevance of germline variation to the cancer transcriptome |
title_fullStr | Contribution and clinical relevance of germline variation to the cancer transcriptome |
title_full_unstemmed | Contribution and clinical relevance of germline variation to the cancer transcriptome |
title_short | Contribution and clinical relevance of germline variation to the cancer transcriptome |
title_sort | contribution and clinical relevance of germline variation to the cancer transcriptome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9208227/ https://www.ncbi.nlm.nih.gov/pubmed/35725412 http://dx.doi.org/10.1186/s12885-022-09757-0 |
work_keys_str_mv | AT pereirabernard contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome AT labrotemma contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome AT duranderic contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome AT kornjoshuam contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome AT kauffmannaudrey contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome AT campbellcatarinad contributionandclinicalrelevanceofgermlinevariationtothecancertranscriptome |