Host genetics and microbiome associations through the lens of genome wide association studies

•Host genetics explains a small fraction of variability in gut microbiome composition.•Existing studies are underpowered to identify microbiome-associated genetic variants.•Lessons learned from GWAS can be applied to microbiome studies.•Global analyses that consider all taxa jointly can increase detection power.