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Published on: August 6, 2018
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Automated Sample Preparation and Data Collection Workflow for High-Throughput In Vitro Metabolomics
Julia M Malinowska1, Taina Palosaari2, Jukka Sund2
1School of Biosciences, University of Birmingham, Birmingham B15 2TT, UK.
Metabolites
|January 20, 2022
Summary
We developed an automated workflow for in vitro metabolomics, improving high-throughput screening for chemical safety. This method enhances the use of new approach methodologies (NAMs) in risk assessments.
Area of Science:
- Toxicology and Pharmacology
- Analytical Chemistry
- Biotechnology
Background:
- Regulatory bodies increasingly value in vitro screening and metabolomics as new approach methodologies (NAMs) for chemical risk assessments.
- A key challenge in high-throughput in vitro toxicometabolomics is automating sample preparation for low biomass samples.
Purpose of the Study:
- To develop, characterize, and demonstrate an automated sample preparation and analysis workflow for in vitro metabolomics.
- To assess the repeatability and throughput of the automated workflow for HepaRG cells using mass spectrometry.
Main Methods:
- Utilized a Biomek i7 Hybrid Workstation for automated sample preparation in 96-well microplates.
- Employed Orbitrap Elite high-resolution nanoelectrospray direct infusion mass spectrometry (nESI-DIMS) for polar metabolite and lipid analysis.
- Evaluated experimental conditions including extraction timing, sample order, microplate position, and well location.
Main Results:
- Demonstrated good repeatability of the workflow with a median relative standard deviation (mRSD) below 30%.
- Achieved high repeatability across a large cohort study (4860 samples) after method optimization.
- Significantly improved sample throughput for in vitro metabolomics analysis.
Conclusions:
- The automated in vitro metabolomics workflow is repeatable and suitable for high-throughput screening.
- This workflow advances the application of metabolomics within NAMs for chemical safety and risk prioritization.
- The developed method addresses the challenge of automated sample preparation for low biomass in vitro screening.
Keywords:
automationdirect infusion mass spectrometryhigh-throughput screeningin vitro metabolomicssample preparation
