Abstract Background Epidemiological studies of associations between metabolites and cancer risk have typically focused on specific cancer types separately. Here. we designed a multivariate pan-cancer analysis to identify metabolites potentially associated with multiple cancer types. while also allowing the investigation of cancer type-specific associations. https://www.ensemblecarpediem.com/product-category/ribbon/