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Expanded utility of the R package, qgg, with applications within genomic medicine
SUMMARY: Here, we present an expanded utility of the R package qgg for genetic analyses of complex traits and diseases. One of the major updates of the package is, that it now includes Bayesian linear regression modeling procedures, which provide a unified framework for mapping of genetic variants,...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10627350/ https://www.ncbi.nlm.nih.gov/pubmed/37882742 http://dx.doi.org/10.1093/bioinformatics/btad656 |
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author | Rohde, Palle Duun Fourie Sørensen, Izel Sørensen, Peter |
author_facet | Rohde, Palle Duun Fourie Sørensen, Izel Sørensen, Peter |
author_sort | Rohde, Palle Duun |
collection | PubMed |
description | SUMMARY: Here, we present an expanded utility of the R package qgg for genetic analyses of complex traits and diseases. One of the major updates of the package is, that it now includes Bayesian linear regression modeling procedures, which provide a unified framework for mapping of genetic variants, estimation of heritability and genomic prediction from either individual level data or from genome-wide association study summary data. With this release, the qgg package now provides a wealth of the commonly used methods in analysis of complex traits and diseases, without the need to switch between software and data formats. AVAILABILITY AND IMPLEMENTATION: The methodologies are implemented in the publicly available R software package, qgg, using fast and memory efficient algorithms in C++ and is available on CRAN or as a developer version at our GitHub page (https://github.com/psoerensen/qgg). Notes on the implemented statistical genetic models, tutorials and example scripts are available at our GitHub page https://psoerensen.github.io/qgg/. |
format | Online Article Text |
id | pubmed-10627350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-106273502023-11-07 Expanded utility of the R package, qgg, with applications within genomic medicine Rohde, Palle Duun Fourie Sørensen, Izel Sørensen, Peter Bioinformatics Applications Note SUMMARY: Here, we present an expanded utility of the R package qgg for genetic analyses of complex traits and diseases. One of the major updates of the package is, that it now includes Bayesian linear regression modeling procedures, which provide a unified framework for mapping of genetic variants, estimation of heritability and genomic prediction from either individual level data or from genome-wide association study summary data. With this release, the qgg package now provides a wealth of the commonly used methods in analysis of complex traits and diseases, without the need to switch between software and data formats. AVAILABILITY AND IMPLEMENTATION: The methodologies are implemented in the publicly available R software package, qgg, using fast and memory efficient algorithms in C++ and is available on CRAN or as a developer version at our GitHub page (https://github.com/psoerensen/qgg). Notes on the implemented statistical genetic models, tutorials and example scripts are available at our GitHub page https://psoerensen.github.io/qgg/. Oxford University Press 2023-10-26 /pmc/articles/PMC10627350/ /pubmed/37882742 http://dx.doi.org/10.1093/bioinformatics/btad656 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Note Rohde, Palle Duun Fourie Sørensen, Izel Sørensen, Peter Expanded utility of the R package, qgg, with applications within genomic medicine |
title | Expanded utility of the R package, qgg, with applications within genomic medicine |
title_full | Expanded utility of the R package, qgg, with applications within genomic medicine |
title_fullStr | Expanded utility of the R package, qgg, with applications within genomic medicine |
title_full_unstemmed | Expanded utility of the R package, qgg, with applications within genomic medicine |
title_short | Expanded utility of the R package, qgg, with applications within genomic medicine |
title_sort | expanded utility of the r package, qgg, with applications within genomic medicine |
topic | Applications Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10627350/ https://www.ncbi.nlm.nih.gov/pubmed/37882742 http://dx.doi.org/10.1093/bioinformatics/btad656 |
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