Stepwise regression identified that a model including age, CRP, haemoglobin, creatinine, potassium, sodium, cancer type, metastatic disease, and bilateral hydronephrosis was associated with the lowest information loss in determining OS in the discovery cohort. Here, CRP is linked to cancer.