POLMM (Proportional Odds Logistic Mixed Model) approaches is designed for ordinal categorical data analysis in large cohort studies. More details can be found in POLMM.

For UK Biobank data analysis (on 258 ordinal categorical phenotypes including 150 food and other preferences), we use a sparse GRM to adjust for sample relatedness.

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