A noteworthy finding was the significant positive correlation between BAP31 expression and MHCs in glioblastoma multiforme (GBM), contrasted by a negative correlation in thyroid cancer (THCA) (Figure 6A). Here, BCAP31 is linked to thyroid cancer.