INS and diabetic kidney disease: For the subgroup stratified by age, gender, BMI, hypertension, hyperlipidemia, anti-inflammation therapy, and insulin use, a significant relationship of SII with DKD was detected in each subgroup (all p< 0.05) (Figure 2).