Combined analysis of cell type-specific lactatomics and spatial metabolomics was developed to map the modification in tumor/inflammatory lesions, so as to elucidate the mechanism of lactatation-mediated epigenetic regulation of tumor progression by immune checkpoint molecules (PD-L1, CTLA-4) and provide new targets for combined immunotherapy. Here, CTLA4 is linked to neoplasm.