During the investigation of AKD as the outcome, we observed direct links from features such as AKI grade, operative duration, systolic blood pressure, Hb, antibiotic, baseline eGFR, urine protein, and hematocrit to AKD, indicating potential direct causality (Figure S8 in Multimedia Appendix 1). The gene discussed is GSTM1; the disease is acute kidney injury.