Population-specific patterns are also evident, such as increased Angiopoietin-1 (Ang-1) and granulocyte colony-stimulating factor (G-CSF) in US studies [88], and markedly higher CD163—a macrophage activation marker linked to immune suppression—in Japanese melanoma patients with irAEs [91]. Here, CSF3 is linked to melanoma.