Differential gene expression showed increased expression of several glycolytic genes in CD8 + T cells from larger tumors (Fig. 1E), consistent with observations in tumors resistant to PD-1 treatment (group 3 and 6), indicating a metabolically active yet ineffective anti-tumor response (Extended Data Fig. 1B, Extended Data Table 1). Here, CD8A is linked to neoplasm.