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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,...

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Detalles Bibliográficos
Autores principales: Rohde, Palle Duun, Fourie Sørensen, Izel, Sørensen, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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/.
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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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