Second, deeper molecular investigations are required to elucidate the specific regulatory mechanisms of G6PD on HIF-1α, alongside comprehensive spatial single-cell analyses and in vivo lineage tracing to resolve spatial heterogeneity in G6PD-HIF-1α interactions within tumor microenvironments. Here, G6PD is linked to neoplasm.