Exploring the relationship between bacterial genera and lipid metabolism in bovine rumen

•Study of the role of bacteria in rumen lipid metabolism.•Application for the first time of a canonical correlation analysis in rumen.•The multivariate approach allows to simplify a complex system of rumen.•Different breeds did not show the same lipid metabolism.•This study opens a new path in the study of rumen metabolism.