Fellgett Revisited: On the Nature of Noise in Two-Dimensional Mass Spectrometry

Two-dimensional mass spectrometry (2DMS) is a truly data-independent acquisition technique used in the analysis of complex mixtures; however, the nature of the noise within these spectra is not well understood. In this work, 2DMS is tested for conformity with the Fellgett principle: (signal/noise) ∝ √ (no. of data points). Since 2DMS functions through the modulation of ions through a fragmentation region across many scans, the individual scans are considered data points in this experiment. Random noise was shown to be prevalent as the main source of noise in this experiment with minor systematic noise. This means that the minimum size for a 2DMS spectrum that displays a target fragment ion can be determined using a fast-2D equation detailed herein. The effects of existing denoising algorithms were also found to change the relationship between the signal-to-noise ratio and the scan numbers to be of a quasi-linear nature rather than the square root trend observed before denoising.

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Publication Details

Journal
Journal of the American Society for Mass Spectrometry
Published
2024-10-25
DOI
https://doi.org/10.1021/jasms.4c00294
Citations
3
Primary Topic
Mass Spectrometry Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.72

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article

Fellgett Revisited: On the Nature of Noise in Two-Dimensional Mass Spectrometry

Mark P. Barrow, Yuko P. Y. Lam, Callan Littlejohn, Peter B. O’Connor et al.
3 citations
Journal of the American Society for Mass Spectrometry
Mass Spectrometry Techniques and Applications
0.72
article

Fellgett Revisited: On the Nature of Noise in Two-Dimensional Mass Spectrometry

Mark P. Barrow, Yuko P. Y. Lam, Callan Littlejohn, Peter B. O’Connor, Meng Li
article en
3 citations

Abstract

Two-dimensional mass spectrometry (2DMS) is a truly data-independent acquisition technique used in the analysis of complex mixtures; however, the nature of the noise within these spectra is not well understood. In this work, 2DMS is tested for conformity with the Fellgett principle: (signal/noise) ∝ √ (no. of data points). Since 2DMS functions through the modulation of ions through a fragmentation region across many scans, the individual scans are considered data points in this experiment. Random noise was shown to be prevalent as the main source of noise in this experiment with minor systematic noise. This means that the minimum size for a 2DMS spectrum that displays a target fragment ion can be determined using a fast-2D equation detailed herein. The effects of existing denoising algorithms were also found to change the relationship between the signal-to-noise ratio and the scan numbers to be of a quasi-linear nature rather than the square root trend observed before denoising.

Journal of the American Society for Mass SpectrometryVol. 35(12)
University of Warwick (GB)
Engineering and Physical Sciences Research Council, Biotechnology and Biological Sciences Research Council, H2020 Research Infrastructures
Climate action
Openalex Percentile: Top 33%
Mass Spectrometry Techniques and Applications
0.72
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