Additionally, we identified the pivotal regulators of each specific sub-fibroblast cluster, including IRF4 for scar-related, CLOCK for keloid-related, RUNX3 for scleroderma-related, and HOXC4 for normal skin sub-fibroblast clusters. Here, RUNX3 is linked to keloid.