PAX8 and GATM are such two genes which have been reported to be associated with CKD overlapped in metaCCA, CKD-TWAS, and CKD-VEGAS2 analyses needed to be further explored the association with HF [45, 46]. The gene discussed is PAX8; the disease is chronic kidney disease.