This study found that TNF-α is positively associated with diabetes and negatively associated with male fertility parameters, including testosterone, testis weight, sperm motility, and sperm concentration, confirming the results of the meta-analysis and gene expression pathway analysis. Here, TNF is linked to diabetes mellitus.