Article
Functional coding haplotypes and machine-learning feature elimination identifies predictors of Methotrexate Response in Rheumatoid Arthritis patients.
EBioMedicine - 1 Jan 2022
Lim Ashley J W, Lim Lee Jin, Ooi Brandon N S, Koh Ee Tzun, Tan Justina Wei Lynn, Chong Samuel S, Khor Chiea Chuen, Tucker-Kellogg Lisa, Leong Khai Pang, Lee Caroline G
Abstract excerpt
BACKGROUND: Major challenges in large scale genetic association studies include not only the identification of causative single nucleotide polymorphisms (SNPs), but also accounting for SNP-SNP interactions. This study thus proposes a novel feature engineering approach integrating potentially functional coding haplotypes (pfcHap) with machine-learning (ML) feature selection to identify biologically meaningful,...
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