The serum anti-spike IgG levels after vaccination showed a positive correlation with baseline percentage of naive B cells and negative correlation with baseline percentage of IgM-memory, switched-memory, double-negative, and CD21low B cells in SSc patients but not in HCs. The gene discussed is CD40LG; the disease is systemic sclerosis.