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Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue
Emerging evidence suggests that the prognosis of patients with lung adenocarcinoma can be determined from germline variants and transcript levels in nontumoral lung tissue. Gene expression data from noninvolved lung tissue of 483 lung adenocarcinoma patients were tested for correlation with overall...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9807507/ https://www.ncbi.nlm.nih.gov/pubmed/36114746 http://dx.doi.org/10.1111/cas.15591 |
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author | Minnai, Francesca Noci, Sara Chierici, Marco Cotroneo, Chiara Elisabetta Bartolini, Barbara Incarbone, Matteo Tosi, Davide Mattioni, Giovanni Jurman, Giuseppe Dragani, Tommaso A. Colombo, Francesca |
author_facet | Minnai, Francesca Noci, Sara Chierici, Marco Cotroneo, Chiara Elisabetta Bartolini, Barbara Incarbone, Matteo Tosi, Davide Mattioni, Giovanni Jurman, Giuseppe Dragani, Tommaso A. Colombo, Francesca |
author_sort | Minnai, Francesca |
collection | PubMed |
description | Emerging evidence suggests that the prognosis of patients with lung adenocarcinoma can be determined from germline variants and transcript levels in nontumoral lung tissue. Gene expression data from noninvolved lung tissue of 483 lung adenocarcinoma patients were tested for correlation with overall survival using multivariable Cox proportional hazard and multivariate machine learning models. For genes whose transcript levels are associated with survival, we used genotype data from 414 patients to identify germline variants acting as cis‐expression quantitative trait loci (eQTLs). Associations of eQTL variant genotypes with gene expression and survival were tested. Levels of four transcripts were inversely associated with survival by Cox analysis (CLCF1, hazard ratio [HR] = 1.53; CNTNAP1, HR = 2.17; DUSP14, HR = 1.78; and MT1F: HR = 1.40). Machine learning analysis identified a signature of transcripts associated with lung adenocarcinoma outcome that was largely overlapping with the transcripts identified by Cox analysis, including the three most significant genes (CLCF1, CNTNAP1, and DUSP14). Pathway analysis indicated that the signature is enriched for ECM components. We identified 32 cis‐eQTLs for CNTNAP1, including 6 with an inverse correlation and 26 with a direct correlation between the number of minor alleles and transcript levels. Of these, all but one were prognostic: the six with an inverse correlation were associated with better prognosis (HR < 1) while the others were associated with worse prognosis. Our findings provide supportive evidence that genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue. |
format | Online Article Text |
id | pubmed-9807507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98075072023-01-04 Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue Minnai, Francesca Noci, Sara Chierici, Marco Cotroneo, Chiara Elisabetta Bartolini, Barbara Incarbone, Matteo Tosi, Davide Mattioni, Giovanni Jurman, Giuseppe Dragani, Tommaso A. Colombo, Francesca Cancer Sci ORIGINAL ARTICLES Emerging evidence suggests that the prognosis of patients with lung adenocarcinoma can be determined from germline variants and transcript levels in nontumoral lung tissue. Gene expression data from noninvolved lung tissue of 483 lung adenocarcinoma patients were tested for correlation with overall survival using multivariable Cox proportional hazard and multivariate machine learning models. For genes whose transcript levels are associated with survival, we used genotype data from 414 patients to identify germline variants acting as cis‐expression quantitative trait loci (eQTLs). Associations of eQTL variant genotypes with gene expression and survival were tested. Levels of four transcripts were inversely associated with survival by Cox analysis (CLCF1, hazard ratio [HR] = 1.53; CNTNAP1, HR = 2.17; DUSP14, HR = 1.78; and MT1F: HR = 1.40). Machine learning analysis identified a signature of transcripts associated with lung adenocarcinoma outcome that was largely overlapping with the transcripts identified by Cox analysis, including the three most significant genes (CLCF1, CNTNAP1, and DUSP14). Pathway analysis indicated that the signature is enriched for ECM components. We identified 32 cis‐eQTLs for CNTNAP1, including 6 with an inverse correlation and 26 with a direct correlation between the number of minor alleles and transcript levels. Of these, all but one were prognostic: the six with an inverse correlation were associated with better prognosis (HR < 1) while the others were associated with worse prognosis. Our findings provide supportive evidence that genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue. John Wiley and Sons Inc. 2022-10-17 /pmc/articles/PMC9807507/ /pubmed/36114746 http://dx.doi.org/10.1111/cas.15591 Text en © 2022 The Authors. Cancer Science published by John Wiley & Sons Australia, Ltd on behalf of Japanese Cancer Association. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | ORIGINAL ARTICLES Minnai, Francesca Noci, Sara Chierici, Marco Cotroneo, Chiara Elisabetta Bartolini, Barbara Incarbone, Matteo Tosi, Davide Mattioni, Giovanni Jurman, Giuseppe Dragani, Tommaso A. Colombo, Francesca Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title | Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title_full | Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title_fullStr | Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title_full_unstemmed | Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title_short | Genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
title_sort | genetic predisposition to lung adenocarcinoma outcome is a feature already present in patients' noninvolved lung tissue |
topic | ORIGINAL ARTICLES |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9807507/ https://www.ncbi.nlm.nih.gov/pubmed/36114746 http://dx.doi.org/10.1111/cas.15591 |
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