In this study, f_Peptostreptococcaceae, g_Pyramidobacter and s_un_g_Pyramidobacter showed negative correlations with IgA, while high g_Pyramidobacter abundance was associated with a more advanced disease stage, suggesting this bacterium may affect anti-tumor immunity via IgA. The gene discussed is CD79A; the disease is neoplasm.