“…When analyzing the features that contributed to this prediction, we can find multiple host-related factors such as age, sex, BMI, and it also included several parameters from the peripheral blood such as NLR, albumin, hemoglobin and platelets [53 ▪▪ ]. In a study conducted specifically in head and neck cancer patients treated with immunotherapy, similar to the previous study, clinical and genomic factors were included in a model trying to predict response to immunotherapy, and interestingly, the second feature that contributed more to the predictive capacity was SIRI [54 ▪▪ ]. Additionally, a low albumin level has also been shown to predict worse response and survival to immunotherapy in a study conducted in multiple cancer types, including head and neck cancer [55 ▪▪ ].…”