This study investigates whether SQYSF alleviates renal cellular senescence in DKD by targeting to reduce YTHDF1, thus inhibiting Rubicon mRNA and protein translation to promote autophagy. The gene discussed is YTHDF1; the disease is diabetic kidney disease.