The findings from this comprehensive analysis not only deepen our understanding of MATN3’s roles in tumorigenesis but also pave the way for future explorations into its potential as a prognostic biomarker, therapeutic target, and a window into the intricate interplay between cancer cells and their microenvironment. Here, MATN3 is linked to cancer.