IRF4 and esophageal squamous cell carcinoma: This study demonstrates that SENP3 accumulation in ESCC-associated macrophages promotes SENP3-IRF4 interaction and de-SUMOylation of IRF4, whereas SENP3-specific deletion promotes IRF4 accumulation, increasing alternative activation of macrophages, which inhibits immune microenvironment.