CellMolecular BiologyPeer-reviewed journal article
HT SpaceM: A High-Throughput and Reproducible Method for Small-Molecule Single-Cell Metabolomics
Jeany DelafioriiD, Mohammed Shahraz, Andreas EisenbarthiD, Volker HilsensteiniD, Bernhard DrotleffiD, Alberto BailoniiD, Bishoy WadieiD, Måns EkelöfiD, Alexander MattauschiD, Theodore AlexandroviD
Abstract
Single-cell metabolomics promises to resolve metabolic cellular heterogeneity, yet current methods struggle with detecting small molecules, throughput, and reproducibility. Addressing these gaps, we developed HT SpaceM, a high-throughput single-cell metabolomics method with novel cell preparation, custom glass slides, small-molecule MALDI imaging mass spectrometry protocol, and batch processing. We propose a unified framework covering essential data analysis steps including quality control, characterization, differential analysis, structural validation and functional analysis. Interrogating human HeLa and mouse NIH3T3 cells, we detected 73 diverse small-molecule metabolites validated by bulk LC-MS/MS, achieving high reproducibility across wells and slides. Interrogating nine NCI-60 cancer cells and HeLa, we identified cell-type markers in small subpopulations. Functional analysis revealed overrepresented metabolic pathways, co-abundant metabolites, and metabolic hubs. We demonstrate the ability of SCM to analyze over 120,000 cells from over 112 samples, and provide guidance to interpret single-cell metabolic heterogeneity, revealing metabolic insights beyond population averages.
- organism: human
- organism: mouse
- assay: metabolomics
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: experimental assay
- Citations
- 35
- FWCI
- 10.46
- Field percentile
- top 1%
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