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Structural Model Analysis of Multiple Quantitative Traits
We introduce a method for the analysis of multilocus, multitrait genetic data that provides an intuitive and precise characterization of genetic architecture. We show that it is possible to infer the magnitude and direction of causal relationships among multiple correlated phenotypes and illustrate...
Autores principales: | , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2006
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1513264/ https://www.ncbi.nlm.nih.gov/pubmed/16848643 http://dx.doi.org/10.1371/journal.pgen.0020114 |
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author | Li, Renhua Tsaih, Shirng-Wern Shockley, Keith Stylianou, Ioannis M Wergedal, Jon Paigen, Beverly Churchill, Gary A |
author_facet | Li, Renhua Tsaih, Shirng-Wern Shockley, Keith Stylianou, Ioannis M Wergedal, Jon Paigen, Beverly Churchill, Gary A |
author_sort | Li, Renhua |
collection | PubMed |
description | We introduce a method for the analysis of multilocus, multitrait genetic data that provides an intuitive and precise characterization of genetic architecture. We show that it is possible to infer the magnitude and direction of causal relationships among multiple correlated phenotypes and illustrate the technique using body composition and bone density data from mouse intercross populations. Using these techniques we are able to distinguish genetic loci that affect adiposity from those that affect overall body size and thus reveal a shortcoming of standardized measures such as body mass index that are widely used in obesity research. The identification of causal networks sheds light on the nature of genetic heterogeneity and pleiotropy in complex genetic systems. |
format | Text |
id | pubmed-1513264 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2006 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-15132642006-07-21 Structural Model Analysis of Multiple Quantitative Traits Li, Renhua Tsaih, Shirng-Wern Shockley, Keith Stylianou, Ioannis M Wergedal, Jon Paigen, Beverly Churchill, Gary A PLoS Genet Research Article We introduce a method for the analysis of multilocus, multitrait genetic data that provides an intuitive and precise characterization of genetic architecture. We show that it is possible to infer the magnitude and direction of causal relationships among multiple correlated phenotypes and illustrate the technique using body composition and bone density data from mouse intercross populations. Using these techniques we are able to distinguish genetic loci that affect adiposity from those that affect overall body size and thus reveal a shortcoming of standardized measures such as body mass index that are widely used in obesity research. The identification of causal networks sheds light on the nature of genetic heterogeneity and pleiotropy in complex genetic systems. Public Library of Science 2006-07 2006-07-21 /pmc/articles/PMC1513264/ /pubmed/16848643 http://dx.doi.org/10.1371/journal.pgen.0020114 Text en © 2006 Li 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 Li, Renhua Tsaih, Shirng-Wern Shockley, Keith Stylianou, Ioannis M Wergedal, Jon Paigen, Beverly Churchill, Gary A Structural Model Analysis of Multiple Quantitative Traits |
title | Structural Model Analysis of Multiple Quantitative Traits |
title_full | Structural Model Analysis of Multiple Quantitative Traits |
title_fullStr | Structural Model Analysis of Multiple Quantitative Traits |
title_full_unstemmed | Structural Model Analysis of Multiple Quantitative Traits |
title_short | Structural Model Analysis of Multiple Quantitative Traits |
title_sort | structural model analysis of multiple quantitative traits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1513264/ https://www.ncbi.nlm.nih.gov/pubmed/16848643 http://dx.doi.org/10.1371/journal.pgen.0020114 |
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