“…However, only F. prausnitzii is reproducible for all datasets included in the analysis. Identified biomarkers are confirmed by many published studies [Sivan et al, 2015; Chaput et al, 2017; Frankel et al, 2017; Gopalakrishnan et al, 2018; Matson et al, 2018; Jin et al, 2019; Peters et al, 2019; Zheng et al, 2019; Tanoe et al, 2019; Derosa et al, 2020; Coutzac et al, 2020; Limeta et al, 2020; Fedorov et al, 2020; Heshiki et al, 2020; Sun et al, 2020; Lee et al, 2021; Spencer et al, 2021; Mao et al, 2021; Usyk et al, 2021; Lee et al, 2022]. Additionally, we identified 140 KOGs as reproducible functional biomarkers of positive immunotherapy outcome corresponds to fatty acids biosynthesis, polysaccharide biosynthesis and degradation, peptidoglycan and lipopolysaccharide biosynthesis, cobalamin biosynthesis, fructoselysine/glucoselysine utilization system, sporulation, and motility/secretion system.…”