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Funmap2: an R package for QTL mapping using longitudinal phenotypes
Quantitative trait locus (QTL) mapping has been used as a powerful tool for inferring the complexity of the genetic architecture that underlies phenotypic traits. This approach has shown its unique power to map the developmental genetic architecture of complex traits by implementing longitudinal dat...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6546077/ https://www.ncbi.nlm.nih.gov/pubmed/31183256 http://dx.doi.org/10.7717/peerj.7008 |
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author | Wang, Nating Chu, Tinyi Luo, Jiangtao Wu, Rongling Wang, Zhong |
author_facet | Wang, Nating Chu, Tinyi Luo, Jiangtao Wu, Rongling Wang, Zhong |
author_sort | Wang, Nating |
collection | PubMed |
description | Quantitative trait locus (QTL) mapping has been used as a powerful tool for inferring the complexity of the genetic architecture that underlies phenotypic traits. This approach has shown its unique power to map the developmental genetic architecture of complex traits by implementing longitudinal data analysis. Here, we introduce the R package Funmap2 based on the functional mapping framework, which integrates prior biological knowledge into the statistical model. Specifically, the functional mapping framework is engineered to include longitudinal curves that describe the genetic effects and the covariance matrix of the trait of interest. Funmap2 chooses the type of longitudinal curve and covariance matrix automatically using information criteria. Funmap2 is available for download at https://github.com/wzhy2000/Funmap2. |
format | Online Article Text |
id | pubmed-6546077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65460772019-06-10 Funmap2: an R package for QTL mapping using longitudinal phenotypes Wang, Nating Chu, Tinyi Luo, Jiangtao Wu, Rongling Wang, Zhong PeerJ Bioinformatics Quantitative trait locus (QTL) mapping has been used as a powerful tool for inferring the complexity of the genetic architecture that underlies phenotypic traits. This approach has shown its unique power to map the developmental genetic architecture of complex traits by implementing longitudinal data analysis. Here, we introduce the R package Funmap2 based on the functional mapping framework, which integrates prior biological knowledge into the statistical model. Specifically, the functional mapping framework is engineered to include longitudinal curves that describe the genetic effects and the covariance matrix of the trait of interest. Funmap2 chooses the type of longitudinal curve and covariance matrix automatically using information criteria. Funmap2 is available for download at https://github.com/wzhy2000/Funmap2. PeerJ Inc. 2019-05-31 /pmc/articles/PMC6546077/ /pubmed/31183256 http://dx.doi.org/10.7717/peerj.7008 Text en ©2019 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Bioinformatics Wang, Nating Chu, Tinyi Luo, Jiangtao Wu, Rongling Wang, Zhong Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title | Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title_full | Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title_fullStr | Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title_full_unstemmed | Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title_short | Funmap2: an R package for QTL mapping using longitudinal phenotypes |
title_sort | funmap2: an r package for qtl mapping using longitudinal phenotypes |
topic | Bioinformatics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6546077/ https://www.ncbi.nlm.nih.gov/pubmed/31183256 http://dx.doi.org/10.7717/peerj.7008 |
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