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A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis

Large numbers of quantitative trait loci (QTL) affecting complex diseases and other quantitative traits have been reported in humans and model animals. However, the genetic architecture of these traits remains elusive due to the difficulty in identifying causal quantitative trait genes (QTGs) for co...

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Autor principal: Ishikawa, Akira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5748665/
https://www.ncbi.nlm.nih.gov/pubmed/29186889
http://dx.doi.org/10.3390/genes8120347
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author Ishikawa, Akira
author_facet Ishikawa, Akira
author_sort Ishikawa, Akira
collection PubMed
description Large numbers of quantitative trait loci (QTL) affecting complex diseases and other quantitative traits have been reported in humans and model animals. However, the genetic architecture of these traits remains elusive due to the difficulty in identifying causal quantitative trait genes (QTGs) for common QTL with relatively small phenotypic effects. A traditional strategy based on techniques such as positional cloning does not always enable identification of a single candidate gene for a QTL of interest because it is difficult to narrow down a target genomic interval of the QTL to a very small interval harboring only one gene. A combination of gene expression analysis and statistical causal analysis can greatly reduce the number of candidate genes. This integrated approach provides causal evidence that one of the candidate genes is a putative QTG for the QTL. Using this approach, I have recently succeeded in identifying a single putative QTG for resistance to obesity in mice. Here, I outline the integration approach and discuss its usefulness using my studies as an example.
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spelling pubmed-57486652018-01-07 A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis Ishikawa, Akira Genes (Basel) Review Large numbers of quantitative trait loci (QTL) affecting complex diseases and other quantitative traits have been reported in humans and model animals. However, the genetic architecture of these traits remains elusive due to the difficulty in identifying causal quantitative trait genes (QTGs) for common QTL with relatively small phenotypic effects. A traditional strategy based on techniques such as positional cloning does not always enable identification of a single candidate gene for a QTL of interest because it is difficult to narrow down a target genomic interval of the QTL to a very small interval harboring only one gene. A combination of gene expression analysis and statistical causal analysis can greatly reduce the number of candidate genes. This integrated approach provides causal evidence that one of the candidate genes is a putative QTG for the QTL. Using this approach, I have recently succeeded in identifying a single putative QTG for resistance to obesity in mice. Here, I outline the integration approach and discuss its usefulness using my studies as an example. MDPI 2017-11-27 /pmc/articles/PMC5748665/ /pubmed/29186889 http://dx.doi.org/10.3390/genes8120347 Text en © 2017 by the author. 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 Review
Ishikawa, Akira
A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title_full A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title_fullStr A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title_full_unstemmed A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title_short A Strategy for Identifying Quantitative Trait Genes Using Gene Expression Analysis and Causal Analysis
title_sort strategy for identifying quantitative trait genes using gene expression analysis and causal analysis
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5748665/
https://www.ncbi.nlm.nih.gov/pubmed/29186889
http://dx.doi.org/10.3390/genes8120347
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