In both the training and testing groups, high expression of B7-H3, B7-H4, and HHLA2 in GBC tissues was associated with significantly higher risks of unfavorable OS and CRS, but a high density of CD8+ TILs was associated with considerably lower risks. Here, CD276 is linked to congenital rubella syndrome.