FaST-LMM for Two-Way Epistasis Tests on High-Performance Clusters

J Comput Biol. 2018 Aug;25(8):862-870. doi: 10.1089/cmb.2018.0087. Epub 2018 Jul 18.

Abstract

We introduce a version of the epistasis test in FaST-LMM for clusters of multithreaded processors. This new software maintains the sensitivity of the original FaST-LMM while delivering acceleration that is close to linear on 12-16 nodes of two recent platforms, with respect to improved implementation of FaST-LMM presented in an earlier work. This efficiency is attained through several enhancements on the original single-node version of FaST-LMM, together with the development of a message passing interface (MPI)-based version that ensures a balanced distribution of the workload as well as a multigraphics processing unit (GPU) module that can exploit the presence of multiple GPUs per node.

Keywords: FaST-LMM; GPUs; clusters of computers; epistasis; genome-wide association studies (GWAS); multicore processors.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Bipolar Disorder / genetics*
  • Computational Biology / methods*
  • Computer Simulation*
  • Epistasis, Genetic*
  • Humans
  • Models, Genetic*
  • Polymorphism, Single Nucleotide*
  • Software*