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CASMAP:关联作图中 SNP 统计显著组合的检测。

CASMAP: detection of statistically significant combinations of SNPs in association mapping.

机构信息

Department of Biosystems Science and Engineering, ETH Zurich, Basel 4058, Switzerland.

SIB Swiss Institute of Bioinformatics, Switzerland.

出版信息

Bioinformatics. 2019 Aug 1;35(15):2680-2682. doi: 10.1093/bioinformatics/bty1020.

Abstract

SUMMARY

Combinatorial association mapping aims to assess the statistical association of higher-order interactions of genetic markers with a phenotype of interest. This article presents combinatorial association mapping (CASMAP), a software package that leverages recent advances in significant pattern mining to overcome the statistical and computational challenges that have hindered combinatorial association mapping. CASMAP can be used to perform region-based association studies and to detect higher-order epistatic interactions of genetic variants. Most importantly, unlike other existing significant pattern mining-based tools, CASMAP allows for the correction of categorical covariates such as age or gender, making it suitable for genome-wide association studies.

AVAILABILITY AND IMPLEMENTATION

The R and Python packages can be downloaded from our GitHub repository http://github.com/BorgwardtLab/CASMAP. The R package is also available on CRAN.

SUPPLEMENTARY INFORMATION

Supplementary data are available at Bioinformatics online.

摘要

摘要

组合关联映射旨在评估遗传标记与感兴趣表型的高阶相互作用的统计关联。本文介绍了组合关联映射(CASMAP)软件包,它利用最近在显著模式挖掘方面的进展,克服了阻碍组合关联映射的统计和计算挑战。CASMAP 可用于执行基于区域的关联研究,并检测遗传变异的高阶上位性相互作用。最重要的是,与其他基于现有显著模式挖掘的工具不同,CASMAP 允许校正年龄或性别等分类协变量,使其适用于全基因组关联研究。

可用性和实现

R 和 Python 包可以从我们的 GitHub 存储库 http://github.com/BorgwardtLab/CASMAP 下载。R 包也可在 CRAN 上获得。

补充信息

补充数据可在 Bioinformatics 在线获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49d2/6662083/8db84bad0a8a/bty1020f1.jpg

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