We then looked at COL23A1, a potential prognostic factor for ccRCC,62 where our artificially paired data revealed many candidate regulatory regions for COL23A1 that also exhibited differential accessibility across the three scRNA-seq subtypes (Figure 6G). Here, COL23A1 is linked to nonpapillary renal cell carcinoma.