As early as 2018, Zhang et al. proposed that macrophages induce PDPK1-mediated PGK1 phosphorylation in tumor cells by secreting IL6 to regulate the direction of PGK1 catalytic reaction, thereby enhancing the glycolysis of tumor cells and ultimately promoting the malignant progression of the tumor [42]. Here, PGK1 is linked to neoplasm.