This paper details efforts to identify genetic variants associated with different subclasses of lipoproteins by conducting genome-wide single-variant and gene-based association analyses between 15.1M genetic variants and 72 NMR lipid and lipoprotein subclass traits in 8,372 Finnish men from the METSIM cohort.