The therapeutic effects of SQYSF in ameliorating renal cellular senescence in DKD are mediated through its targeted binding and regulation of YTHDF1, which influences the stability of Rubicon mRNA and its protein translation, thereby promoting autophagy. The gene discussed is RUBCN; the disease is diabetic kidney disease.