Disclosed is a use of a hop oxidation-reaction product or an extract thereof in the manufacture of a composition for use in suppressing fat accumulation and/or weight gain, wherein a proportion of a peak area of iso alpha acid, alpha acid and &bgr acid to a total peak area as determined by HPLC analysis of the hop oxidation-reaction product is 20% or less.