ALB and lung cancer: Peng et al. identified the BUN-to-serum albumin ratio as an independent predictor of in-hospital mortality in ICU patients with lung cancer.(1) The relative high significance of BUN was indeed observed in MLP, as it ranked as the 1st and 4th most important feature (Table 5).