We found that the four core genes (Tsc22d3, Itga6, Ermn, Sult1a1) were associated with immune system diseases, drug-related side effects and adverse reactions, chemical and drug-induced liver injury, neurological disorders, heart failure, mental disorders, and neural tube defects (Figure 5B). This evidence concerns the gene SULT1A1 and isolated spina bifida.