Lastly, we identified 3 novel independent loci (PTPRJ, IBDP, and SUFU) that are associated with both kidney function and mental disorders using multi-comics statistical methods such as MTAG and TWAS, which may contribute to a better understanding of the underlying mechanisms. This evidence concerns the gene PTPRJ and psychiatric disorder.