The PLS regression analysis identified MMP-8, MCP-1, sTNFRII, IL-15, and sIL-1RII as the most influential predictors of SSc diagnosis, with MMP-8 suggesting a strong association, with SSc classification having the highest absolute coefficient (0.187). This evidence concerns the gene IL1R2 and systemic sclerosis.