Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) has exhibited advantages in rapid analysis of metabolites. This data set provides support to the discuss of influence of interferential species, matrix effect and instrument parameters on metabolite qualification and quantification.