TF and keloid: Immunoinfiltration, TF network and motif analysis, and pseudotime analysis further characterized their regulatory roles in immune microenvironment modulation and cell differentiation.<h4>Conclusions</h4>This multi-omics study identifies SRA1 and SSR1 as potential key protective genes in keloid pathogenesis.