Median filter for liquid chromatography-mass spectrometry data
View Patent ↗High-intensity, spiked noise is reduced in chromatography-mass spectrometry data by applying a nonlinear filter such as a moving median filter to the data. The filter is applied to individual mass chromatograms, plots of ion abundance versus retention time for each detected mass-to-charge ratio, and the filtered chromatograms are combined to form a filtered total ion current chromatogram. Standard linear filters are not effective for reducing noise in liquid chromatography-mass spectrometry (LC-MS) data because they assume a normal distribution of noise. LC-MS noise, however, is not normally distributed.
1. Apparatus for characterizing a chemical sample, comprising:
a chromatography instrument operatively associated with a mass spectrometer; and
a processor comprising means for obtaining a chromatogram comprising signal data and noise date from a series of mass spectra of said sample produced by said chromatography instrument and said mass spectrometer, said processor further comprising means for applying a median filter to said chromatogram to remove at least some of said noise data, thereby producing a filtered chromatogram.
2. The apparatus of claim 1 , wherein said chromatogram is a total ion chromatogram and said filtered chromatogram is a filtered total ion chromatogram.
3. The apparatus of claim 2 , wherein said processor further comprises means for generating individual chromatograms from said total ion chromatogram, wherein said median filter is applied to said individual chromatograms.
4. The apparatus of claim 1 , wherein said median filter is a moving median filter.
5. The apparatus of claim 1 , wherein said median filter is a modified median filter.
6. The apparatus of claim 1 , wherein said processor further comprises means for selecting a parameter of said median filter in dependence on a scan rate of said mass spectrometer.
7. The apparatus of claim 1 , wherein said processor further comprises means for selecting a parameter of said median filter in dependence on subsequent data analysis of said mass spectra.
8. The apparatus of claim 7 , wherein said subsequent data analysis comprises peak selection.
9. The apparatus of claim 2 , wherein said processor further comprises means for performing a component detection analysis on said filtered total ion chromatogram.
10. The apparatus of claim 1 , wherein said chromatography instrument is a liquid chromatography instrument.