Evaluation of existing methods for high-order epistasis detection

C Ponte-Fernández… - IEEE/ACM …, 2020 - ieeexplore.ieee.org
Finding epistatic interactions among loci when expressing a phenotype is a widely
employed strategy to understand the genetic architecture of complex traits in GWAS. The …

Review on GPU accelerated methods for genome-wide SNP-SNP interactions

W Ren, Z Liang - Molecular Genetics and Genomics, 2025 - Springer
Detecting genome-wide SNP-SNP interactions (epistasis) efficiently is essential to
harnessing the vast data now available from modern biobanks. With millions of SNPs and …

MTHSA-DHEI: multitasking harmony search algorithm for detecting high-order SNP epistatic interactions

S Tuo, C Li, F Liu, A Li, L He, ZW Geem… - Complex & Intelligent …, 2023 - Springer
Genome-wide association studies have succeeded in identifying genetic variants associated
with complex diseases, but the findings have not been well interpreted biologically. Although …

Performance portability study of epistasis detection using sycl on nvidia gpu

Z Jin, JS Vetter - Proceedings of the 13th ACM International Conference …, 2022 - dl.acm.org
We describe the experience of converting a CUDA implementation of a high-order epistasis
detection algorithm to SYCL. The goals are for our work to be useful to application and …

Evaluating the detection ability of a range of epistasis detection methods on simulated data for pure and impure epistatic models

D Russ, JA Williams, VR Cardoso, L Bravo-Merodio… - PloS one, 2022 - journals.plos.org
Background Numerous approaches have been proposed for the detection of epistatic
interactions within GWAS datasets in order to better understand the drivers of disease and …

A Novel Detection Method for High-Order SNP Epistatic Interactions Based on Explicit-Encoding-Based Multitasking Harmony Search

S Tuo, J Jiang - Interdisciplinary Sciences: Computational Life …, 2024 - Springer
To elucidate the genetic basis of complex diseases, it is crucial to discover the single-
nucleotide polymorphisms (SNPs) contributing to disease susceptibility. This is particularly …

Retargeting tensor accelerators for epistasis detection

R Nobre, A Ilic, S Santander-Jiménez… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The substitution of nucleotides at specific positions in the genome of a population, known as
single-nucleotide polymorphisms (SNPs), has been correlated with a number of important …

Fast and accurate exhaustive higher-order epistasis search with BitEpi

A Bayat, B Hosking, Y Jain, C Hosking, M Kodikara… - Scientific reports, 2021 - nature.com
Complex genetic diseases may be modulated by a large number of epistatic interactions
affecting a polygenic phenotype. Identifying these interactions is difficult due to …

[HTML][HTML] A SIMD algorithm for the detection of epistatic interactions of any order

C Ponte-Fernández, J González-Domínguez… - Future Generation …, 2022 - Elsevier
Epistasis is a phenomenon in which a phenotype outcome is determined by the interaction
of genetic variation at two or more loci and it cannot be attributed to the additive combination …

Fourth-order exhaustive epistasis detection for the xPU Era

R Nobre, A Ilic, S Santander-Jiménez… - Proceedings of the 50th …, 2021 - dl.acm.org
The investigation of highly-efficient parallel algorithms targeting modern heterogeneous
systems can provide bioinformaticians new mechanisms to find relations between genetics …