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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2017
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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. |
format | Online Article Text |
id | pubmed-5748665 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ishikawaakira astrategyforidentifyingquantitativetraitgenesusinggeneexpressionanalysisandcausalanalysis AT ishikawaakira strategyforidentifyingquantitativetraitgenesusinggeneexpressionanalysisandcausalanalysis |