TNF and diabetes mellitus: Moreover, TNF-α showed a significant negative correlation with core male fertility indicators, such as sperm motility, sperm concentration, and testosterone levels, highlighting the causal role of inflammatory pathways in diabetes-induced male infertility and providing critical evidence for subsequent mechanistic research.