General Kernel Machine Methods for Multi‐Omics Integration and Genome‐Wide Association Testing With Related Individuals - Little, Amarise; Zhao, Ni; Mikhaylova, Anna; Zhang, Angela; Ling, Wodan; Thibord, Florian; Johnson, Andrew D.; Raffield, Laura M.; Curran, Joanne E.; Blangero, John; O'Connell, Jeffrey R.; Xu, Huichun; et al. (Genetic epidemiology, 2025)
Keywords: Algorithms; association testing; composite kernel; general linear regression; Genome-Wide Association Study - methods; Genomics - methods; Genotype; Humans; integrative analysis; kernel machine regression; Machine Learning; Models, Genetic; Multiomics; multi‐omics; Phenotype; Polymorphism, Single Nucleotide; Quantitative Trait Loci; Regression Analysis; variance component test; variance component test; multi‐omics; association testing; general linear regression; kernel machine regression; integrative analysis; composite kernel