In a study of plasma proteome in esophageal cancer, 17 proteins including ADA, TNFSF14, ANGPT1, IL-7, IL-6, IL-8, EGF and CD40L were proved to be associated with unfavorable OS with ICI treatment (p < 0.05) [19]. Here, CD40LG is linked to esophageal cancer.