The positive correlation between Bacteroides fragilis and PD-1 checkpoint pathway implies that Bacteroides fragilis may play an oncogenic role by inhibiting anti-tumor immunity, and may increase tumor neoantigens by up-regulating PD-L1 expression, in order to to improve the tumor response to PD-1/ PD-L1 blockade therapy. Here, CD274 is linked to neoplasm.