Following the measurement, the data preprocessing steps such as peak detection, peak integration and alignment may introduce an additional error.Chemical diversity of metabolites, leading for example to different recoveries during extraction or responses during ionization in mass spectrometer, makes separation of interesting and obscuring variation a difficult task.