Elevated Hyperpolarized (HP) lactate-to-pyruvate ratio has previously been linked to pulmonary inflammation. In this study, we used a logistic regression model to assess the added value of HP lactate-to-pyruvate ratio as a predictive marker of lung inflammation. Our data suggests, the combination of metabolic and functional information improves both sensitivity of detecting lung inflammation than functional information alone.