Practical aspects of genome-wide association interaction analysis

ES Gusareva, K Van Steen - Human genetics, 2014 - Springer
Large-scale epistasis studies can give new clues to system-level genetic mechanisms and a
better understanding of the underlying biology of human complex disease traits. Though …

Discovering SNP-disease relationships in genome-wide SNP data using an improved harmony search based on SNP locus and genetic inheritance patterns

F Esmaeili, Z Narimani, M Vasighi - Plos one, 2023 - journals.plos.org
Advances in high-throughput sequencing technologies have made it possible to access
millions of measurements from thousands of people. Single nucleotide polymorphisms …

1000× faster than PLINK: Combined FPGA and GPU accelerators for logistic regression-based detection of epistasis

L Wienbrandt, JC Kässens, M Hübenthal… - Journal of …, 2019 - Elsevier
Logistic regression as implemented in PLINK is a powerful and commonly used framework
for assessing gene-gene interactions. However, fitting regression models for each pair of …

GPU-accelerated exhaustive search for third-order epistatic interactions in case–control studies

J González-Domínguez, B Schmidt - Journal of Computational Science, 2015 - Elsevier
Interest in discovering combinations of genetic markers from case–control studies, such as
Genome Wide Association Studies (GWAS), that are strongly associated to diseases has …

Discovering genetic factors for psoriasis through exhaustively searching for significant second order SNP-SNP interactions

KY Lee, KS Leung, NLS Tang, MH Wong - Scientific reports, 2018 - nature.com
In this paper, we aim at discovering genetic factors of psoriasis through searching for
statistically significant SNP-SNP interactions exhaustively from two real psoriasis genome …

Fast search of third-order epistatic interactions on CPU and GPU clusters

C Ponte-Fernández… - … Journal of High …, 2020 - journals.sagepub.com
Genome-Wide Association Studies (GWASs), analyses that try to find a link between a given
phenotype (such as a disease) and genetic markers, have been growing in popularity in the …

Fast kernel-based association testing of non-linear genetic effects for biobank-scale data

B Fu, A Pazokitoroudi, M Sudarshan, Z Liu… - Nature …, 2023 - nature.com
Our knowledge of non-linear genetic effects on complex traits remains limited, in part, due to
the modest power to detect such effects. While kernel-based tests offer a versatile approach …

High-speed exhaustive 3-locus interaction epistasis analysis on FPGAs

JC Kässens, L Wienbrandt… - Journal of …, 2015 - Elsevier
Epistasis, the interaction between genes, has become a major topic in molecular and
quantitative genetics. It is believed that these interactions play a significant role in genetic …

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 …

Parallel pairwise epistasis detection on heterogeneous computing architectures

J González-Domínguez, S Ramos… - … on Parallel and …, 2015 - ieeexplore.ieee.org
Development of new methods to detect pairwise epistasis, such as SNP-SNP interactions, in
Genome-Wide Association Studies is an important task in bioinformatics as they can help to …