Overall, this study is the first observational study on Omicron-infected patients with pre-existing advanced pancreatic and biliary cancer, which indicates that lymphopenia and variation levels of certain cytokines, such as serum IL-6 and IL-1β, have been closely associated with severity and poor outcomes in these patients. Here, IL6 is linked to lymphopenia.