Here, we describe a methodology that employs multiplex immunofluorescence (mIF) in conjunction with statistical modeling to characterize IC infiltration and PD-L1 expression in the context of early-stage breast cancer (ESBC) I-O clinical trials. Here, CD274 is linked to breast carcinoma.