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Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)

Combined multi-omics analysis of proteomics, polar metabolomics, and lipidomics requires separate liquid chromatography–mass spectrometry (LC–MS) platforms for each omics layer. This requirement for different platforms limits throughput and increases costs, preventing the application of mass spectro...

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Autores principales: Jiang, Yuming, Salladay-Perez, Ivan, Momenzadeh, Amanda, Covarrubias, Anthony J., Meyer, Jesse G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326973/
https://www.ncbi.nlm.nih.gov/pubmed/37425781
http://dx.doi.org/10.1101/2023.06.26.546628
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author Jiang, Yuming
Salladay-Perez, Ivan
Momenzadeh, Amanda
Covarrubias, Anthony J.
Meyer, Jesse G.
author_facet Jiang, Yuming
Salladay-Perez, Ivan
Momenzadeh, Amanda
Covarrubias, Anthony J.
Meyer, Jesse G.
author_sort Jiang, Yuming
collection PubMed
description Combined multi-omics analysis of proteomics, polar metabolomics, and lipidomics requires separate liquid chromatography–mass spectrometry (LC–MS) platforms for each omics layer. This requirement for different platforms limits throughput and increases costs, preventing the application of mass spectrometry-based multi-omics to large scale drug discovery or clinical cohorts. Here, we present an innovative strategy for simultaneous multi-omics analysis by direct infusion (SMAD) using one single injection without liquid chromatography. SMAD allows quantification of over 9,000 metabolite m/z features and over 1,300 proteins from the same sample in less than five minutes. We validated the efficiency and reliability of this method and then present two practical applications: mouse macrophage M1/M2 polarization and high throughput drug screening in human 293T cells. Finally, we demonstrate relationships between proteomic and metabolomic data are discovered by machine learning.
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spelling pubmed-103269732023-07-08 Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS) Jiang, Yuming Salladay-Perez, Ivan Momenzadeh, Amanda Covarrubias, Anthony J. Meyer, Jesse G. bioRxiv Article Combined multi-omics analysis of proteomics, polar metabolomics, and lipidomics requires separate liquid chromatography–mass spectrometry (LC–MS) platforms for each omics layer. This requirement for different platforms limits throughput and increases costs, preventing the application of mass spectrometry-based multi-omics to large scale drug discovery or clinical cohorts. Here, we present an innovative strategy for simultaneous multi-omics analysis by direct infusion (SMAD) using one single injection without liquid chromatography. SMAD allows quantification of over 9,000 metabolite m/z features and over 1,300 proteins from the same sample in less than five minutes. We validated the efficiency and reliability of this method and then present two practical applications: mouse macrophage M1/M2 polarization and high throughput drug screening in human 293T cells. Finally, we demonstrate relationships between proteomic and metabolomic data are discovered by machine learning. Cold Spring Harbor Laboratory 2023-06-29 /pmc/articles/PMC10326973/ /pubmed/37425781 http://dx.doi.org/10.1101/2023.06.26.546628 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Jiang, Yuming
Salladay-Perez, Ivan
Momenzadeh, Amanda
Covarrubias, Anthony J.
Meyer, Jesse G.
Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title_full Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title_fullStr Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title_full_unstemmed Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title_short Simultaneous Multi-Omics Analysis by Direct Infusion Mass Spectrometry (SMAD-MS)
title_sort simultaneous multi-omics analysis by direct infusion mass spectrometry (smad-ms)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326973/
https://www.ncbi.nlm.nih.gov/pubmed/37425781
http://dx.doi.org/10.1101/2023.06.26.546628
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