By integrating single-cell transcriptomics from T2DM and ccRCC with machine-learning analyses, we propose that LST1-mediated efferocytosis and immune communication represent a core mechanism underlying comorbidity. This evidence concerns the gene LST1 and nonpapillary renal cell carcinoma.