When immune checkpoint inhibitor therapy was started, detectable levels of acetaminophen in the plasma were linked to significantly poorer PFS and OS. The fact that poorer clinical outcomes were demonstrated to be unrelated to other prognostic variables, such as age, performance status, the quantity of past lines of therapy, and tumor kind, is noteworthy.