Considering the unique role of the TNF pathway in the interaction between tumor-infiltrating lymphocytes and tumor cells, as well as its potential role in controlling the body’s response to immunotherapy, we further explored the relationship between features and immune-related profiles, as well as their association with immune treatment response. Here, TNF is linked to neoplasm.