1. Batch Effects in MALDI Mass Spectrometry Imaging
- Author
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Heike I. Grabsch, Benjamin Balluff, Ron M. A. Heeren, Tiffany Porta Siegel, Carsten Hopf, Imaging Mass Spectrometry (IMS), RS: M4I - Imaging Mass Spectrometry (IMS), Pathologie, and RS: GROW - R2 - Basic and Translational Cancer Biology
- Subjects
Flexibility (engineering) ,Chemistry ,Spatially resolved ,010401 analytical chemistry ,010402 general chemistry ,01 natural sciences ,Mass spectrometry imaging ,0104 chemical sciences ,NORMALIZATION ,DIGESTION ,Application areas ,TISSUE ,Structural Biology ,Critical Insight ,PROTEOMICS ,Biochemical engineering ,Biomarker discovery ,Spectroscopy ,Multivariate classification - Abstract
Mass spectrometry imaging (MSI) has become an indispensible tool for spatially resolved molecular investigation of tissues. One of the key application areas is biomedical research, where matrix-assisted laser desorption/ionization (MALDI) MSI is predominantly used due to its high-throughput capability, flexibility in the molecular class to investigate, and ability to achieve single cell spatial resolution. While many of the initial technical challenges have now been resolved, so-called batch effects, a phenomenon already known from other omics fields, appear to significantly impede reliable comparison of data from particular midsized studies typically performed in translational clinical research. This critical insight will discuss at what levels (pixel, section, slide, time, and location) batch effects can manifest themselves in MALDI-MSI data and what consequences this might have for biomarker discovery or multivariate classification. Finally, measures are presented that could be taken to recognize and/or minimize these potentially detrimental effects, and an outlook is provided on what is still needed to ultimately overcome these effects.
- Published
- 2021