PLR was an independent predictor of extended length of stay but not an independent predictor of in-hospital mortality when adjusted for NT-proBNP, dyspnea at rest, COPD, age, and systolic BP; MLR was the strongest predictor of mortality. This evidence concerns the gene NPPB and chronic obstructive pulmonary disease.