Automated Dual Metabolite+Lipid Cell Sample Prep as a Component of an LC/HRMS-based Workflow to Elucidate the Molecular Response to Drug Treatment
Posters | 2021 | Agilent Technologies | ASMSInstrumentation
The ability to extract both polar metabolites and lipids from a single population of mammalian cells under ambient conditions is critical for comprehensive molecular profiling. Such dual extraction workflows enhance reproducibility, reduce sample consumption, and provide integrated metabolic and lipidomic views of cellular responses to perturbations, particularly in oncology and drug discovery contexts.
This work introduces an automated, room-temperature cell lysis and quench protocol coupled with sequential polar metabolite and lipid fractionation. Using K562 acute myeloid leukemia cells treated with methotrexate (MTX) or saline control, the study aims to demonstrate:
Sample Preparation and Extraction:
LC/HRMS and Data Processing:
Recovery and Precision:
Overall recovery averaged 95 % for polar metabolites (87 % within 90–110 %) and 85 % for lipids across classes, with median %RSD < 6.5 % for both assays, demonstrating high reproducibility.
Metabolomics Findings:
Lipidomics Findings:
Integrated Multi-Omics Correlation:
Correlation analysis in MPP revealed strong positive correlations (r > 0.9) between metabolites such as L-serine and ceramide species, indicating coordinated alterations in amino acid and sphingolipid biosynthesis under MTX stress.
Advancements in automation and microfluidics may further miniaturize sample prep and increase throughput for clinical and pharmaceutical screening. Integration with machine-learning algorithms and expanded spectral libraries will improve annotation confidence and pathway mapping. The approach could be extended to primary patient samples and multiplexed drug screening for personalized medicine applications.
This study demonstrates a robust, automated dual extraction workflow for combined metabolomic and lipidomic analysis of mammalian cells. The protocol delivers high recovery, low variability, and seamless integration with LC/HRMS and bioinformatics platforms, providing deep insights into cellular responses to chemotherapeutic treatment.
Sample Preparation, LC/TOF, LC/HRMS, LC/MS, LC/MS/MS
IndustriesMetabolomics, Lipidomics
ManufacturerAgilent Technologies
Summary
Importance of the Topic
The ability to extract both polar metabolites and lipids from a single population of mammalian cells under ambient conditions is critical for comprehensive molecular profiling. Such dual extraction workflows enhance reproducibility, reduce sample consumption, and provide integrated metabolic and lipidomic views of cellular responses to perturbations, particularly in oncology and drug discovery contexts.
Study Objectives and Overview
This work introduces an automated, room-temperature cell lysis and quench protocol coupled with sequential polar metabolite and lipid fractionation. Using K562 acute myeloid leukemia cells treated with methotrexate (MTX) or saline control, the study aims to demonstrate:
- High recovery and low variability for both metabolite and lipid classes.
- Compatibility with liquid-handling automation and high-resolution LC/Q-TOF analysis.
- Integrated untargeted metabolomics and lipidomics data workflows to uncover MTX-induced molecular changes.
Methodology and Instrumentation
Sample Preparation and Extraction:
- Cultured K562 cells (1×10^6 per well) were treated with 1 µM MTX or vehicle for 24 h, then lysed and metabolism quenched using 50 % trifluoroethanol at ambient temperature.
- Dual extraction employed Captiva EMR-lipid plate for protein removal, polar metabolite elution, plate wash, and subsequent lipid elution by solvent switch.
- 13C-labeled yeast extract standards and 2H-labeled lipid mixtures spiked into parallel samples to monitor recovery and reproducibility.
- Automated processing executed on an Agilent Bravo Liquid Handling Platform.
LC/HRMS and Data Processing:
- Polar metabolites separated by reversed-phase ion-pairing LC; lipids by reversed-phase LC in both positive and negative electrospray modes.
- Detection on Agilent 6546 LC/Q-TOF instrument.
- Data analysis via Agilent MassHunter Quantitative Analysis, Profinder for batch feature extraction, Lipid Annotator for MS/MS annotation, and Mass Profiler Professional (MPP) for statistical and clustering analyses.
Main Results and Discussion
Recovery and Precision:
Overall recovery averaged 95 % for polar metabolites (87 % within 90–110 %) and 85 % for lipids across classes, with median %RSD < 6.5 % for both assays, demonstrating high reproducibility.
Metabolomics Findings:
- Untargeted profiling identified ~4,700 features; 458 showed significant MTX-induced changes (fold-change ≥1.5, p < 0.05).
- Pyrimidine and purine pathway intermediates accumulated, reflecting MTX inhibition of folate-dependent enzymes.
Lipidomics Findings:
- Iterative MS/MS annotation yielded a comprehensive lipid library.
- MTX treatment correlated with increased ceramides and acylcarnitines and decreased short-chain phosphatidylinositols, suggesting shifts in sphingolipid metabolism.
Integrated Multi-Omics Correlation:
Correlation analysis in MPP revealed strong positive correlations (r > 0.9) between metabolites such as L-serine and ceramide species, indicating coordinated alterations in amino acid and sphingolipid biosynthesis under MTX stress.
Practical Applications and Benefits
- Streamlined, single-sample workflow reduces processing time and sample requirements.
- Automated protocol enhances throughput and consistency.
- Ambient-temperature lysis and quench preserve labile metabolites.
- Integrated data analysis enables direct cross-comparison of metabolomic and lipidomic changes.
Future Trends and Potential Applications
Advancements in automation and microfluidics may further miniaturize sample prep and increase throughput for clinical and pharmaceutical screening. Integration with machine-learning algorithms and expanded spectral libraries will improve annotation confidence and pathway mapping. The approach could be extended to primary patient samples and multiplexed drug screening for personalized medicine applications.
Conclusion
This study demonstrates a robust, automated dual extraction workflow for combined metabolomic and lipidomic analysis of mammalian cells. The protocol delivers high recovery, low variability, and seamless integration with LC/HRMS and bioinformatics platforms, providing deep insights into cellular responses to chemotherapeutic treatment.
Reference
- Spivia W, et al. Automated Metabolite Extraction for Plasma using the Agilent Bravo Platform. Agilent Application Note 5994-0685EN, 2019.
- Apffel A, et al. A Novel Solid Phase Extraction Sample Preparation Method for Lipidomic Analysis of Human Plasma. Metabolites. 2021;11(5):294.
- Funk RS, et al. Metabolomic Profiling to Identify Molecular Biomarkers of Cellular Response to Methotrexate In Vitro. Clin Transl Sci. 2020;13(1):137-146.
Content was automatically generated from an orignal PDF document using AI and may contain inaccuracies.
Similar PDF
Lipid Profiling Workflow Demonstrates Disrupted Lipogenesis Induced with Drug Treatment in Leukemia Cells
2020|Agilent Technologies|Applications
Application Note Lipidomics Lipid Profiling Workflow Demonstrates Disrupted Lipogenesis Induced with Drug Treatment in Leukemia Cells Using an Agilent 6546 LC/Q-TOF and MassHunter Lipid Annotator Software Authors Mark Sartain, Genevieve Van de Bittner, and Sarah Stow Agilent Technologies, Inc. Santa…
Key words
bap, baplipid, lipidvehicle, vehiclelipidomics, lipidomicsannotator, annotatordecreased, decreasedwere, werempa, mpabez, beziterative, iterativenonhydroxyfatty, nonhydroxyfattympp, mppaml, amltreatment, treatmentfeature
An Automated, Combined Workflow for Extracting Polar Metabolites and Lipids from Mammalian Cells
2020|Agilent Technologies|Posters
An Automated, Combined Workflow for Extracting Polar Metabolites and Lipids from Mammalian Cells Introduction Cell Sample Preparation is Difficult, Time-Consuming, and Error-Prone Challenges in Mammalian Cell Sample Preparation • Cold liquids (i.e. liquid nitrogen) used for fast metabolic quenching are…
Key words
quenching, quenchingmammalian, mammalianlipid, lipidmetabolism, metabolismmetabolite, metaboliteroom, roomworkflow, workflowliquid, liquidspe, spesequential, sequentiallipids, lipidstemperature, temperaturemetabolites, metabolitescollection, collectionpolar
Illuminating the Cellular and Molecular Response to Drug Treatment by Combining Bioenergetic Measurements with LC/MS Omics
2024|Agilent Technologies|Applications
Application Note Metabolomics/Lipidomics Illuminating the Cellular and Molecular Response to Drug Treatment by Combining Bioenergetic Measurements with LC/MS Omics Agilent Seahorse XF Pro analyzer Agilent NovoCyte flow cytometer Agilent MassHunter Explorer software Agilent Revident LC/Q-TOF Authors Mark Sartain, Genevieve Van…
Key words
seahorse, seahorsemitochondrial, mitochondrialnovocyte, novocyteagilent, agilentrevident, revidentatp, atpcell, cellcytometer, cytometermetabolic, metabolicnovosampler, novosamplercells, cellswere, weretof, tofglycolysis, glycolysisexplorer
Accelerate Your Research with Advanced Omics Solutions
2018|Agilent Technologies|OthersPresentations
Accelerate Your Research with Advanced Omics Solutions Christine Miller Omics Market Manager ASMS 2018 ASMS 2018 For Research Use Only. Not for use in diagnostic procedures. Biology Is Integrated Multi-omics increases biological understanding DNA RNA Protein Metabolite • Master program…
Key words
pathway, pathwayatp, atpproteomics, proteomicsagilent, agilentomics, omicsarchitect, architectskyline, skylinempp, mppanalysis, analysispcdl, pcdlpathways, pathwaysprofiler, profilermetabolomics, metabolomicsflux, fluxtof