PPARGC1A and chronic kidney disease: Additionally, several gene–environmental interactions were established, and PPARGC1A rs8192678 was significantly associated with sex (male gender), smoking, high-density lipoprotein (HDL), and waist circumference, representing a higher CKD probability for participants with high-risk factors [15].