Based on the findings of the multifactorial logistic regression analysis, we employed the ‘rms’ package in R to visually analyze three independent predictive factors: age, CD4+CD38−T AC and CD4+CD28−T AC cells, thus constructing a nomogram model to predict the risk of CRF in patients with pan-cancer (Figure 3C). The gene discussed is CD4; the disease is cancer.