To systematically investigate immune-pathogenic mechanisms in CKD progression, we conducted comprehensive correlation analyses between six functionally significant genes (ALDH1A1, CHERP, EMG1, MSN, PCBP2, RALYL) and various immune cell subtypes through multi-parametric visualization. Here, RALYL is linked to chronic kidney disease.