Cargando…
Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test
BACKGROUND: Determining interacting SNPs in genome-wide association studies is computationally expensive yet of considerable interest in genomics. FINDINGS: We present a program Chi8 that calculates the Chi-square 8 degree of freedom test between all pairs of SNPs in a brute force manner on a Graphi...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4568583/ https://www.ncbi.nlm.nih.gov/pubmed/26369336 http://dx.doi.org/10.1186/s13104-015-1392-5 |
_version_ | 1782389931966988288 |
---|---|
author | Al-jouie, Abdulrhman Esfandiari, Mohammadreza Ramakrishnan, Srividya Roshan, Usman |
author_facet | Al-jouie, Abdulrhman Esfandiari, Mohammadreza Ramakrishnan, Srividya Roshan, Usman |
author_sort | Al-jouie, Abdulrhman |
collection | PubMed |
description | BACKGROUND: Determining interacting SNPs in genome-wide association studies is computationally expensive yet of considerable interest in genomics. FINDINGS: We present a program Chi8 that calculates the Chi-square 8 degree of freedom test between all pairs of SNPs in a brute force manner on a Graphics Processing Unit. We analyze each of the seven WTCCC genome-wide association studies that have about 5000 total case and controls and 400,000 SNPs in an average of 9.6 h on a single GPU. We also study the power, false positives, and area under curve of our program on simulated data and provide a comparison to the GBOOST program. Our program source code is freely available from http://www.cs.njit.edu/usman/Chi8. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13104-015-1392-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4568583 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-45685832015-09-15 Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test Al-jouie, Abdulrhman Esfandiari, Mohammadreza Ramakrishnan, Srividya Roshan, Usman BMC Res Notes Technical Note BACKGROUND: Determining interacting SNPs in genome-wide association studies is computationally expensive yet of considerable interest in genomics. FINDINGS: We present a program Chi8 that calculates the Chi-square 8 degree of freedom test between all pairs of SNPs in a brute force manner on a Graphics Processing Unit. We analyze each of the seven WTCCC genome-wide association studies that have about 5000 total case and controls and 400,000 SNPs in an average of 9.6 h on a single GPU. We also study the power, false positives, and area under curve of our program on simulated data and provide a comparison to the GBOOST program. Our program source code is freely available from http://www.cs.njit.edu/usman/Chi8. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13104-015-1392-5) contains supplementary material, which is available to authorized users. BioMed Central 2015-09-14 /pmc/articles/PMC4568583/ /pubmed/26369336 http://dx.doi.org/10.1186/s13104-015-1392-5 Text en © Al-jouie et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Technical Note Al-jouie, Abdulrhman Esfandiari, Mohammadreza Ramakrishnan, Srividya Roshan, Usman Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title | Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title_full | Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title_fullStr | Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title_full_unstemmed | Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title_short | Chi8: a GPU program for detecting significant interacting SNPs with the Chi-square 8-df test |
title_sort | chi8: a gpu program for detecting significant interacting snps with the chi-square 8-df test |
topic | Technical Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4568583/ https://www.ncbi.nlm.nih.gov/pubmed/26369336 http://dx.doi.org/10.1186/s13104-015-1392-5 |
work_keys_str_mv | AT aljouieabdulrhman chi8agpuprogramfordetectingsignificantinteractingsnpswiththechisquare8dftest AT esfandiarimohammadreza chi8agpuprogramfordetectingsignificantinteractingsnpswiththechisquare8dftest AT ramakrishnansrividya chi8agpuprogramfordetectingsignificantinteractingsnpswiththechisquare8dftest AT roshanusman chi8agpuprogramfordetectingsignificantinteractingsnpswiththechisquare8dftest |