The presently-disclosed subject matter includes methods and systems for identifying biomarkers of interest, diagnosing and/or monitoring conditions of interest, assessing the efficacy of a treatment program, and composition screening. Exemplary methods include providing a sample of interest, fractionating the sample, generating thermograms, and comparing thermograms.