Article
Hierarchical mixed-model expedites genome-wide longitudinal association analysis.
Briefings in bioinformatics - 2 Sept 2021
Zhang Ying, Song Yuxin, Gao Jin, Zhang Hengyu, Yang Ning, Yang Runqing
Abstract excerpt
A hierarchical random regression model (Hi-RRM) was extended into a genome-wide association analysis for longitudinal data, which significantly reduced the dimensionality of repeated measurements. The Hi-RRM first modeled the phenotypic trajectory of each individual using a RRM and then associated phenotypic regressions with genetic markers using a multivariate mixed model (mvLMM). By spectral decomposition of...
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