To systematically investigate immune-gene interactions in CKD, correlation analyses were performed between the key genes (ALDH1A1, CHERP, EMG1, MSN, PCBP2, RALYL) and immune/inflammatory cell markers (Figure 7A). Here, CHERP is linked to chronic kidney disease.