Among the genes not previously identified through GWAS or not implicated as the index gene in an associated locus, LRP4 and COL11A1 are known to harbor rare mutations that cause monogenic skeletal disease in humans (Table 2). This evidence concerns the gene COL11A1 and bone disorder.