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quickLD: An efficient software for linkage disequilibrium analyses

Software tools for linkage disequilibrium (LD) analyses are designed to calculate LD among all genetic variants in a single region. Since compute and memory requirements grow quadratically with the distance between variants, using these tools for long‐range LD calculations leads to long execution ti...

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Autores principales: Theodoris, Charalampos, Low, Tze Meng, Pavlidis, Pavlos, Alachiotis, Nikolaos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8518384/
https://www.ncbi.nlm.nih.gov/pubmed/34062051
http://dx.doi.org/10.1111/1755-0998.13438
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author Theodoris, Charalampos
Low, Tze Meng
Pavlidis, Pavlos
Alachiotis, Nikolaos
author_facet Theodoris, Charalampos
Low, Tze Meng
Pavlidis, Pavlos
Alachiotis, Nikolaos
author_sort Theodoris, Charalampos
collection PubMed
description Software tools for linkage disequilibrium (LD) analyses are designed to calculate LD among all genetic variants in a single region. Since compute and memory requirements grow quadratically with the distance between variants, using these tools for long‐range LD calculations leads to long execution times and increased allocation of memory resources. Furthermore, widely used tools do not fully utilize the computational resources of modern processors and/or graphics processing cards, limiting future large‐scale analyses on thousands of samples. We present quickLD, a stand‐alone and open‐source software that computes several LD‐related statistics, including the commonly used r (2). quickLD calculates pairwise LD between genetic variants in a single region or in arbitrarily distant regions with negligible memory requirements. Moreover, quickLD achieves up to 95% and 97% of the theoretical peak performance of a CPU and a GPU, respectively, enabling 21.5× faster processing than current state‐of‐the‐art software on a multicore processor and 49.5× faster processing when the aggregate processing power of a multicore CPU and a GPU is harnessed. quickLD can also be used in studies of selection, recombination, genetic drift, inbreeding and gene flow. The software is available at https://github.com/pephco/quickLD.
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spelling pubmed-85183842021-10-21 quickLD: An efficient software for linkage disequilibrium analyses Theodoris, Charalampos Low, Tze Meng Pavlidis, Pavlos Alachiotis, Nikolaos Mol Ecol Resour RESOURCE ARTICLES Software tools for linkage disequilibrium (LD) analyses are designed to calculate LD among all genetic variants in a single region. Since compute and memory requirements grow quadratically with the distance between variants, using these tools for long‐range LD calculations leads to long execution times and increased allocation of memory resources. Furthermore, widely used tools do not fully utilize the computational resources of modern processors and/or graphics processing cards, limiting future large‐scale analyses on thousands of samples. We present quickLD, a stand‐alone and open‐source software that computes several LD‐related statistics, including the commonly used r (2). quickLD calculates pairwise LD between genetic variants in a single region or in arbitrarily distant regions with negligible memory requirements. Moreover, quickLD achieves up to 95% and 97% of the theoretical peak performance of a CPU and a GPU, respectively, enabling 21.5× faster processing than current state‐of‐the‐art software on a multicore processor and 49.5× faster processing when the aggregate processing power of a multicore CPU and a GPU is harnessed. quickLD can also be used in studies of selection, recombination, genetic drift, inbreeding and gene flow. The software is available at https://github.com/pephco/quickLD. John Wiley and Sons Inc. 2021-06-19 2021-10 /pmc/articles/PMC8518384/ /pubmed/34062051 http://dx.doi.org/10.1111/1755-0998.13438 Text en © 2021 The Authors. Molecular Ecology Resources published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle RESOURCE ARTICLES
Theodoris, Charalampos
Low, Tze Meng
Pavlidis, Pavlos
Alachiotis, Nikolaos
quickLD: An efficient software for linkage disequilibrium analyses
title quickLD: An efficient software for linkage disequilibrium analyses
title_full quickLD: An efficient software for linkage disequilibrium analyses
title_fullStr quickLD: An efficient software for linkage disequilibrium analyses
title_full_unstemmed quickLD: An efficient software for linkage disequilibrium analyses
title_short quickLD: An efficient software for linkage disequilibrium analyses
title_sort quickld: an efficient software for linkage disequilibrium analyses
topic RESOURCE ARTICLES
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8518384/
https://www.ncbi.nlm.nih.gov/pubmed/34062051
http://dx.doi.org/10.1111/1755-0998.13438
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