TNF and congenital rubella syndrome: We identified five hub genes, interleukin (IL)1B, IL15, CD276, NCR2, and CCL17, as key contributors in CRS, which were primarily implicated in immune-related pathways, including cytokine-cytokine receptor interactions, IL17 signaling, and TNF signaling.