RALYL and chronic kidney disease: To develop a robust diagnostic tool for CKD, a nomogram model was constructed based on six gene signatures (MSN, PCBP2, CHERP, EMG1, RALYL, and ALDH1A1) derived from integrated machine learning approaches.