Key predictors included alcohol, circumferential involvement, high NLR,high CRP and high ALT exhibited the highest Shapley values, underscoring their pivotal roles in the model’s predicting pCR following nICT in ESCC patients. Here, CRP is linked to esophageal squamous cell carcinoma.