PDCD1 and gastric cancer: To the best of our knowledge, this study presents a distinctive methodology that integrates histopathological slide images with DL techniques to construct a predictive model for assessing the response to the first-line PD-1 inhibitor combined chemotherapy in advanced GC patients.