Strikingly, in this breast cancer data set [127], we observed up-regulation of a significant number of exhaustion-associated factors detected in our model (Fig 7B), most notably in a putative exhausted CD4+ subpopulation demarcated by GNG4 expression and increased inhibitory receptor expression (Fig 7A, left red box on UMAPs). The gene discussed is CD4; the disease is breast carcinoma.