MKI67 and neoplasm: Notably, Lachnospiraceae_UCG-004 was positively associated with elevated tumor Ki-67 expression, mediated by o-Cresol and 6,7-Dihydroxycoumarin, while Blautia and Subdoligranulum were negatively associated with Knosp grade, mediated by Arachidic Acid.