Our study is also limited by its retrospective nature that hindered the uniform collection and incorporation of clinical and laboratory variables (e.g., GI symptoms, chills/rigors, mucositis, evidence of focal infection, CRP, PCT, IL-6, IL-8) into our models. Here, IL6 is linked to mucositis.