To further verify our hypothesis, finding the key communities of PCSK9-NLRP3 interaction associated with male reproductive dysfunction induced by obesity, Spearman’s correlation analysis was carried out to analyze the links between PCSK9 and NLRP3, indicating a positively significant correlation (Fig. 6E). Here, NLRP3 is linked to obesity due to melanocortin 4 receptor deficiency.