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MALDI IMS-Derived Molecular Contour Maps: Augmenting Histology Whole-Slide Images
Kavya Sharman1,2, Nathan Heath Patterson1,3, Lukasz G Migas4
1Mass Spectrometry Research Center, Vanderbilt University, Nashville, Tennessee 37235, United States.
A new contour mapping technique enhances imaging mass spectrometry (IMS) visualization by combining molecular data with microscopy. This method improves the understanding of molecular distributions in infected tissues, offering clearer insights than traditional heatmaps.
Area of Science:
- Biomedical Imaging
- Molecular Pathology
- Analytical Chemistry
Background:
- Imaging mass spectrometry (IMS) generates multiplexed molecular distribution maps in tissues.
- Traditional heatmap visualizations with transparency blending obscure subtle quantitative details when overlaid with microscopy.
- Accurate visualization of molecular distributions is crucial for understanding tissue pathology.
Purpose of the Study:
- To develop a novel contour mapping approach for enhanced visualization of IMS data.
- To improve the interpretation of multimodal IMS-microscopy data.
- To better delineate molecular features in infected tissue environments.
Main Methods:
- Development of a contour mapping workflow integrating IMS ion intensity and microscopy data.
- Application of Pearson's correlation coefficient for selecting colocalizing lipids in univariate analysis.
- Utilized non-negative matrix factorization (NMF) for multivariate analysis of IMS data.
- Case study on Staphylococcus aureus-infected murine kidney tissue.
Main Results:
- Contour maps revealed enhanced visualization of lipid distributions and spatial gradients around bacterial abscesses compared to heatmaps.
- Univariate analysis identified specific lipids colocalizing with infection sites.
- Multivariate NMF-based contour maps highlighted distinct molecular profiles of abscesses and immune responses.
- The workflow visualized the host-pathogen interface molecular transition zone.
Conclusions:
- The developed contour mapping approach provides a more interpretable visualization of IMS-microscopy multimodal data.
- This technique enhances the understanding of molecular spatial dynamics in host-pathogen interactions.
- Contour mapping offers superior insights into tissue pathology compared to conventional heatmap overlays.
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