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Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients
Colorectal cancer (CRC) survival has environmental and inherited components. The expression of specific genes can be inferred based on individual genotypes—so called expression quantitative trait loci. In this study, we used the PrediXcan method to predict gene expression in normal colon tissue usin...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7662650/ https://www.ncbi.nlm.nih.gov/pubmed/33142733 http://dx.doi.org/10.3390/ijms21218150 |
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author | Deutelmoser, Heike Lorenzo Bermejo, Justo Benner, Axel Weigl, Korbinian Park, Hanla A. Haffa, Mariam Herpel, Esther Schneider, Martin Ulrich, Cornelia M. Hoffmeister, Michael Chang-Claude, Jenny Brenner, Hermann Scherer, Dominique |
author_facet | Deutelmoser, Heike Lorenzo Bermejo, Justo Benner, Axel Weigl, Korbinian Park, Hanla A. Haffa, Mariam Herpel, Esther Schneider, Martin Ulrich, Cornelia M. Hoffmeister, Michael Chang-Claude, Jenny Brenner, Hermann Scherer, Dominique |
author_sort | Deutelmoser, Heike |
collection | PubMed |
description | Colorectal cancer (CRC) survival has environmental and inherited components. The expression of specific genes can be inferred based on individual genotypes—so called expression quantitative trait loci. In this study, we used the PrediXcan method to predict gene expression in normal colon tissue using individual genotype data from 91 CRC patients and examined the correlation ρ between predicted and measured gene expression levels. Out of 5434 predicted genes, 58% showed a negative ρ value and only 16% presented a ρ higher than 0.10. We subsequently investigated the association between genotype-based gene expression in colon tissue for genes with ρ > 0.10 and survival of 4436 CRC patients. We identified an inverse association between the predicted expression of ARID3B and CRC-specific survival for patients with a body mass index greater than or equal to 30 kg/m(2) (HR (hazard ratio) = 0.66 for an expression higher vs. lower than the median, p = 0.005). This association was validated using genotype and clinical data from the UK Biobank (HR = 0.74, p = 0.04). In addition to the identification of ARID3B expression in normal colon tissue as a candidate prognostic biomarker for obese CRC patients, our study illustrates the challenges of genotype-based prediction of gene expression, and the advantage of reassessing the prediction accuracy in a subset of the study population using measured gene expression data. |
format | Online Article Text |
id | pubmed-7662650 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-76626502020-11-14 Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients Deutelmoser, Heike Lorenzo Bermejo, Justo Benner, Axel Weigl, Korbinian Park, Hanla A. Haffa, Mariam Herpel, Esther Schneider, Martin Ulrich, Cornelia M. Hoffmeister, Michael Chang-Claude, Jenny Brenner, Hermann Scherer, Dominique Int J Mol Sci Article Colorectal cancer (CRC) survival has environmental and inherited components. The expression of specific genes can be inferred based on individual genotypes—so called expression quantitative trait loci. In this study, we used the PrediXcan method to predict gene expression in normal colon tissue using individual genotype data from 91 CRC patients and examined the correlation ρ between predicted and measured gene expression levels. Out of 5434 predicted genes, 58% showed a negative ρ value and only 16% presented a ρ higher than 0.10. We subsequently investigated the association between genotype-based gene expression in colon tissue for genes with ρ > 0.10 and survival of 4436 CRC patients. We identified an inverse association between the predicted expression of ARID3B and CRC-specific survival for patients with a body mass index greater than or equal to 30 kg/m(2) (HR (hazard ratio) = 0.66 for an expression higher vs. lower than the median, p = 0.005). This association was validated using genotype and clinical data from the UK Biobank (HR = 0.74, p = 0.04). In addition to the identification of ARID3B expression in normal colon tissue as a candidate prognostic biomarker for obese CRC patients, our study illustrates the challenges of genotype-based prediction of gene expression, and the advantage of reassessing the prediction accuracy in a subset of the study population using measured gene expression data. MDPI 2020-10-31 /pmc/articles/PMC7662650/ /pubmed/33142733 http://dx.doi.org/10.3390/ijms21218150 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Deutelmoser, Heike Lorenzo Bermejo, Justo Benner, Axel Weigl, Korbinian Park, Hanla A. Haffa, Mariam Herpel, Esther Schneider, Martin Ulrich, Cornelia M. Hoffmeister, Michael Chang-Claude, Jenny Brenner, Hermann Scherer, Dominique Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title | Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title_full | Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title_fullStr | Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title_full_unstemmed | Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title_short | Genotype-Based Gene Expression in Colon Tissue—Prediction Accuracy and Relationship with the Prognosis of Colorectal Cancer Patients |
title_sort | genotype-based gene expression in colon tissue—prediction accuracy and relationship with the prognosis of colorectal cancer patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7662650/ https://www.ncbi.nlm.nih.gov/pubmed/33142733 http://dx.doi.org/10.3390/ijms21218150 |
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