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Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases

BACKGROUND: Copy number variations (CNV) are important causal genetic variations for human disease; however, the lack of a statistical model has impeded the systematic testing of CNVs associated with disease in large-scale cohort. METHODOLOGY/PRINCIPAL FINDINGS: Here, we developed a novel integrated...

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Autores principales: Chen, Xianfeng, Li, Xinlei, Wang, Ping, Liu, Yang, Zhang, Zhenguo, Zhao, Guoping, Xu, Haiming, Zhu, Jun, Qin, Xueying, Chen, Suchao, Hu, Landian, Kong, Xiangyin
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2924882/
https://www.ncbi.nlm.nih.gov/pubmed/20808825
http://dx.doi.org/10.1371/journal.pone.0012185
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author Chen, Xianfeng
Li, Xinlei
Wang, Ping
Liu, Yang
Zhang, Zhenguo
Zhao, Guoping
Xu, Haiming
Zhu, Jun
Qin, Xueying
Chen, Suchao
Hu, Landian
Kong, Xiangyin
author_facet Chen, Xianfeng
Li, Xinlei
Wang, Ping
Liu, Yang
Zhang, Zhenguo
Zhao, Guoping
Xu, Haiming
Zhu, Jun
Qin, Xueying
Chen, Suchao
Hu, Landian
Kong, Xiangyin
author_sort Chen, Xianfeng
collection PubMed
description BACKGROUND: Copy number variations (CNV) are important causal genetic variations for human disease; however, the lack of a statistical model has impeded the systematic testing of CNVs associated with disease in large-scale cohort. METHODOLOGY/PRINCIPAL FINDINGS: Here, we developed a novel integrated strategy to test CNV-association in genome-wide case-control studies. We converted the single-nucleotide polymorphism (SNP) signal to copy number states using a well-trained hidden Markov model. We mapped the susceptible CNV-loci through SNP site-specific testing to cope with the physiological complexity of CNVs. We also ensured the credibility of the associated CNVs through further window-based CNV-pattern clustering. Genome-wide data with seven diseases were used to test our strategy and, in total, we identified 36 new susceptible loci that are associated with CNVs for the seven diseases: 5 with bipolar disorder, 4 with coronary artery disease, 1 with Crohn's disease, 7 with hypertension, 9 with rheumatoid arthritis, 7 with type 1 diabetes and 3 with type 2 diabetes. Fifteen of these identified loci were validated through genotype-association and physiological function from previous studies, which provide further confidence for our results. Notably, the genes associated with bipolar disorder converged in the phosphoinositide/calcium signaling, a well-known affected pathway in bipolar disorder, which further supports that CNVs have impact on bipolar disorder. CONCLUSIONS/SIGNIFICANCE: Our results demonstrated the effectiveness and robustness of our CNV-association analysis and provided an alternative avenue for discovering new associated loci of human diseases.
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spelling pubmed-29248822010-08-31 Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases Chen, Xianfeng Li, Xinlei Wang, Ping Liu, Yang Zhang, Zhenguo Zhao, Guoping Xu, Haiming Zhu, Jun Qin, Xueying Chen, Suchao Hu, Landian Kong, Xiangyin PLoS One Research Article BACKGROUND: Copy number variations (CNV) are important causal genetic variations for human disease; however, the lack of a statistical model has impeded the systematic testing of CNVs associated with disease in large-scale cohort. METHODOLOGY/PRINCIPAL FINDINGS: Here, we developed a novel integrated strategy to test CNV-association in genome-wide case-control studies. We converted the single-nucleotide polymorphism (SNP) signal to copy number states using a well-trained hidden Markov model. We mapped the susceptible CNV-loci through SNP site-specific testing to cope with the physiological complexity of CNVs. We also ensured the credibility of the associated CNVs through further window-based CNV-pattern clustering. Genome-wide data with seven diseases were used to test our strategy and, in total, we identified 36 new susceptible loci that are associated with CNVs for the seven diseases: 5 with bipolar disorder, 4 with coronary artery disease, 1 with Crohn's disease, 7 with hypertension, 9 with rheumatoid arthritis, 7 with type 1 diabetes and 3 with type 2 diabetes. Fifteen of these identified loci were validated through genotype-association and physiological function from previous studies, which provide further confidence for our results. Notably, the genes associated with bipolar disorder converged in the phosphoinositide/calcium signaling, a well-known affected pathway in bipolar disorder, which further supports that CNVs have impact on bipolar disorder. CONCLUSIONS/SIGNIFICANCE: Our results demonstrated the effectiveness and robustness of our CNV-association analysis and provided an alternative avenue for discovering new associated loci of human diseases. Public Library of Science 2010-08-20 /pmc/articles/PMC2924882/ /pubmed/20808825 http://dx.doi.org/10.1371/journal.pone.0012185 Text en Chen 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
Chen, Xianfeng
Li, Xinlei
Wang, Ping
Liu, Yang
Zhang, Zhenguo
Zhao, Guoping
Xu, Haiming
Zhu, Jun
Qin, Xueying
Chen, Suchao
Hu, Landian
Kong, Xiangyin
Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title_full Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title_fullStr Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title_full_unstemmed Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title_short Novel Association Strategy with Copy Number Variation for Identifying New Risk Loci of Human Diseases
title_sort novel association strategy with copy number variation for identifying new risk loci of human diseases
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2924882/
https://www.ncbi.nlm.nih.gov/pubmed/20808825
http://dx.doi.org/10.1371/journal.pone.0012185
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