Methods for the detection or diagnosis of a bacterial infection or colonization utilizing mass spectrometric analysis are provided. The methods involve short-term enrichment of samples followed by mass spectrometric analysis of biomarker profiles. Also provided are methods for preparing short-term enrichment cultures.