Specifically, the genetic variants (e.g., single nucleotide polymorphisms, SNPs) associated with exposure are considered to be instrumental variables (IVs) and used to explore the causal association between the exposure (e.g., ALT) and outcome of interest (e.g., diabetic nephropathy or diabetic retinopathy). The gene discussed is GPT; the disease is diabetic retinopathy.