Successful applications of specific immunosuppressive drugs and stimulating factors beyond the above guidelines and consensus were supplemented and highlighted, including agents blocking interleukin 6 (IL-6), rituximab, anti-tumor necrosis factor-α (TNFα) monoclonal antibody (mAb), anti-integrin 4 mAb, Janus kinase inhibitors, thrombopoietin receptor agonists and antithymocyte globulin (ATG) etc. We put some concerns of using high-dose steroids for long-term, and emphasize the secondary infections, tumor progression, and unavailability of ICI re-challenge during steroid treatment. Here, TNF is linked to infection.