Very few studies have evaluated proximity or other spatial characteristics and few have used specific cell-type markers in analyses11,13, such as those available via multiplex immunofluorescent (IF).14 Reliance on TILs counts from H&E or bulk gene expression 2,3,15 ignore the potentially important spatial relationship between CD8+ cells and tumor cell death.16 Here, CD8A is linked to neoplasm.