Multivariate logistic regression analysis has shown that gender (male), age, smoking, hyperlipidemia, long duration of diabetes, and increased serum TNF-α, IL-6, IL-18, and CRP levels were closely related to the occurrence of cardiovascular events within 30 days (Table 2, Figure 3). Here, IL18 is linked to hyperlipidemia.