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A General Model for Multilocus Epistatic Interactions in Case-Control Studies
BACKGROUND: Epistasis, i.e., the interaction of alleles at different loci, is thought to play a central role in the formation and progression of complex diseases. The complexity of disease expression should arise from a complex network of epistatic interactions involving multiple genes. METHODOLOGY:...
Autores principales: | , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2909900/ https://www.ncbi.nlm.nih.gov/pubmed/20814428 http://dx.doi.org/10.1371/journal.pone.0011384 |
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author | Wang, Zhong Liu, Tian Lin, Zhenwu Hegarty, John Koltun, Walter A. Wu, Rongling |
author_facet | Wang, Zhong Liu, Tian Lin, Zhenwu Hegarty, John Koltun, Walter A. Wu, Rongling |
author_sort | Wang, Zhong |
collection | PubMed |
description | BACKGROUND: Epistasis, i.e., the interaction of alleles at different loci, is thought to play a central role in the formation and progression of complex diseases. The complexity of disease expression should arise from a complex network of epistatic interactions involving multiple genes. METHODOLOGY: We develop a general model for testing high-order epistatic interactions for a complex disease in a case-control study. We incorporate the quantitative genetic theory of high-order epistasis into the setting of cases and controls sampled from a natural population. The new model allows the identification and testing of epistasis and its various genetic components. CONCLUSIONS: Simulation studies were used to examine the power and false positive rates of the model under different sampling strategies. The model was used to detect epistasis in a case-control study of inflammatory bowel disease, in which five SNPs at a candidate gene were typed, leading to the identification of a significant three-locus epistasis. |
format | Text |
id | pubmed-2909900 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-29099002010-09-02 A General Model for Multilocus Epistatic Interactions in Case-Control Studies Wang, Zhong Liu, Tian Lin, Zhenwu Hegarty, John Koltun, Walter A. Wu, Rongling PLoS One Research Article BACKGROUND: Epistasis, i.e., the interaction of alleles at different loci, is thought to play a central role in the formation and progression of complex diseases. The complexity of disease expression should arise from a complex network of epistatic interactions involving multiple genes. METHODOLOGY: We develop a general model for testing high-order epistatic interactions for a complex disease in a case-control study. We incorporate the quantitative genetic theory of high-order epistasis into the setting of cases and controls sampled from a natural population. The new model allows the identification and testing of epistasis and its various genetic components. CONCLUSIONS: Simulation studies were used to examine the power and false positive rates of the model under different sampling strategies. The model was used to detect epistasis in a case-control study of inflammatory bowel disease, in which five SNPs at a candidate gene were typed, leading to the identification of a significant three-locus epistasis. Public Library of Science 2010-08-18 /pmc/articles/PMC2909900/ /pubmed/20814428 http://dx.doi.org/10.1371/journal.pone.0011384 Text en Wang et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Wang, Zhong Liu, Tian Lin, Zhenwu Hegarty, John Koltun, Walter A. Wu, Rongling A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title | A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title_full | A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title_fullStr | A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title_full_unstemmed | A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title_short | A General Model for Multilocus Epistatic Interactions in Case-Control Studies |
title_sort | general model for multilocus epistatic interactions in case-control studies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2909900/ https://www.ncbi.nlm.nih.gov/pubmed/20814428 http://dx.doi.org/10.1371/journal.pone.0011384 |
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