Automated Pixel-Wise Recalibration for Improving Mass Accuracy and Peak Assignment in MALDI Mass Spectrometry Imaging
Yuhao Fang1,2, Kai Wu1,2, Sujun Yan2
1School of Chemistry, Sun Yat-sen University, Guangzhou510006, China.
A new automated recalibration method significantly improves mass accuracy in MALDI-TOF mass spectrometry imaging (MSI) by correcting pixel-level mass drift. This enhances molecular interpretation and spatial analysis for more reliable biological insights.
Area of Science:
- Analytical Chemistry
- Biotechnology
- Molecular Imaging
Background:
- Mass misalignment is a key limitation in MALDI-TOF MSI, causing poor mass accuracy and spectral broadening.
- This hinders reliable spatial molecular interpretation and data analysis.
Purpose of the Study:
- To develop an automated, pixel-level post-acquisition recalibration framework for MALDI-TOF MSI.
- To improve mass alignment and spectral fidelity without distorting peak shapes.
Main Methods:
- A "one-pixel, one-model" strategy using endogenous calibration features.
- Dynamic peak matching and RANSAC-based regression to correct systematic and heterogeneous mass drift.
- Applied to mouse brain MSI data (33,903 pixels).
Main Results:
- Reduced median absolute mass error from 28.1 to 5.6 ppm.
- Restored spectral compactness and enhanced spatial contrast for lipid visualization.
- Improved resolution of overlapping features and consistency with reference annotation.
Conclusions:
- The pixel-level recalibration framework offers a practical solution for improving mass accuracy and spatial interpretability in MALDI-TOF MSI.
- Demonstrated robustness and transferability across different matrices, ion modes, biological models, and instruments.
- Enables more reliable molecular annotation and analysis on accessible instrumentation.
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