bioRxivCell Biology
Metabolite Fingerprinting for Phenotypic Screening by Infrared Matrix-Assisted Laser Desorption Electrospray Ionization Mass Spectrometry
A. N. Joignant, F. Pu, S. M. McLoughlin, J. W. Sawicki, A. J. Radosevich, R. Ma, J. D. Williams, S. M. Gopalakrishnan, N. L. Elsen
Abstract
The adoption of mass spectrometry for high-throughput screening in drug discovery has become increasingly prevalent and has enabled label-free screening against diverse targets. Cellular assays for phenotypic screening, however, are primarily conducted by microscopy as there remain many challenges associated with conducting phenotypic screens via ultra-high throughput mass spectrometry. Following a simple on-plate extraction, infrared matrix assisted laser desorption electrospray ionization (IR-MALDESI) was employed to directly sample the cell lysate at a speed of one second per sample. A549 cells were treated with compounds identified as hits in literature including a recently reported glutaminase cellular screen. Among the test compounds, there were confirmed glutaminase inhibitors, proposed nuisance compounds, and cell-active but enzyme-inactive compounds. Filtered data were further processed in R for dimensionality reduction and unsupervised clustering. Though it was observed that all compounds affected the intracellular conversion of glutamine to glutamate, there were clear metabolic differences between the biochemically active compounds and the off-target hits. Moreover, two nuisance compounds were observed to cluster separately from the confirmed glutaminase inhibitors in the observed metabolite fingerprints. This proof-of-concept work establishes a complete workflow that enables highthroughput mass spectrometry-based phenotypic screening. The methods proposed herein, at the throughput enabled by IR-MALDESI, could offer a new avenue for discovery of novel drugs.
- organism: human
- assay: metabolomics
- research focus: drug response / drug discovery
- approach: experimental assay
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A New Platform for Label-Free, Proximal Cellular Pharmacodynamic Assays: Identification of Glutaminase Inhibitors Using Infrared Matrix-Assisted Laser Desorption Electrospray Ionization Mass Spectrometry
F. Pu, A. J. Radosevich, … N. L. Elsen·bioRxiv·Jan 30, 2023
- Ultrahigh-Throughput Ambient MS: Direct Analysis at 22 Samples per Second by Infrared Matrix-Assisted Laser Desorption Electrospray Ionization Mass Spectrometry
A. J. Radosevich, F. Pu, … J. Y. Pan·bioRxiv·Oct 25, 2021
- MALDI-TOF mass spectrometry and proteomics as phenotypic screening tools for anti-inflammatory drugs
Leonie Müller, Serena Bateman, … Matthias Trost·bioRxiv·Dec 3, 2025
- Identification of a novel false-positive mechanism in RapidFire mass spectrometry and application in drug discovery
De Lin, Lesley-Anne Pearson, … Ian Hugh Gilbert·bioRxiv·Jan 24, 2025
- High Throughput Intact Protein Analysis for Drug Discovery Using Infrared Matrix-Assisted Laser Desorption Electrospray Ionization Mass Spectrometry
F. Pu, S. A. Ugrin, … J. D. Williams·bioRxiv·Nov 8, 2021
- A Differential Ion Mobility Acoustic Ejection Mass Spectrometer System for Screening Isomerization-Mediating Enzyme Drug Targets
Samad Bazargan, Patricia K. Dranchak, … Thomas R. Covey·Analytical ChemistryPeer-reviewed·Dec 19, 2024