Recent technological advances in mass spectrometry, development of richer mass spectral libraries and data processing tools have enabled large scale metabolic profiling. However, the presence of a large number of unknown features that include unidentified compounds as well as various artifacts (e.g. multiple adducts, in-source fragments and other chemical noise) considerably limits the impact of...