CD8A and melanoma: We integrated cell-level, CyTOF IMC dataset and patient-level response data to ICI treatment in melanoma to develop a mechanistic, spatially resolved ICS model; we developed a statistical framework to justify and calibrate interactions between melanoma, CD8+ T cells and TAMs in the microscale in the TME.