And our study also confirmed that the five candidate genes including BGN, LGALS1, MMP1, SERPINB5, and TM4SF4 from tumor budding and the microenvironment signified a poorer prognosis for CRC patients when they were highly expressed. Here, BGN is linked to colorectal carcinoma.