Our prediction models successfully established the relationship between SNPs and gene expression for PTPN9 and PCDHA4. In addition, compared to the other four brain tissues, the expression of the two genes was associated with AD only in hippocampal tissue, suggesting that mechanistically related tissue and high-performance prediction models of TWAS are important for identifying context-specific disease genes. Here, PTPN9 is linked to Alzheimer disease.