Homotypic interaction networks further demonstrated that CASP9-positive malignant cells tend to aggregate within defined regions (Fig. 4K), whereas heterotypic interaction mapping (Fig. 4L–M) highlighted the strong interaction intensity and spatial alignment between CASP9-high malignant cells and macrophages, validating their cooperative role in the spatial tumor structure. The gene discussed is CASP9; the disease is neoplasm.