This association was potentially attributed to MFSD12’s dual roles: promoting tumor cell proliferation, migration, and metastasis while critically modulating the tumor immune microenvironment, particularly through interaction with the HAVCR2/LGALS9 immune checkpoint axis. This evidence concerns the gene MFSD12 and neoplasm.