The favorable survival time associated with high GDF15 expression levels may be due to the suppression of immunoinhibitory genes and reduced immune infiltration of macrophage, cancer-associated fibroblast and endothelial cells, as well as perturbed mitochondrial organization, apoptosis signaling, ER stress, and immunomodulation. The gene discussed is GDF15; the disease is cancer.