Second, though no linear causal association was found between ALT and diabetic nephropathy/retinopathy, the current study may be considered as a hypothesis generating study, namely, a non-linear causal association between ALT and diabetic microvascular complications was anticipated, which laid a foundation for further non-linear MR analysis. This evidence concerns the gene GPT and diabetic kidney disease.