Consistent with the modeling data, tumor-derived metabolites decreased intracellular pH leading to increased expression of activation markers Pdpn and Thy1 and impacted mitochondrial behavior of FRCs in vitro and in vivo. The gene discussed is PDPN; the disease is neoplasm.