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Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics
BACKGROUND: The wide dynamic range of circulating proteins coupled with the diversity of proteoforms present in plasma has historically impeded comprehensive and quantitative characterization of the plasma proteome at scale. Automated nanoparticle (NP) protein corona-based proteomics workflows can e...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10491250/ https://www.ncbi.nlm.nih.gov/pubmed/37693476 http://dx.doi.org/10.1101/2023.08.28.555225 |
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author | Huang, Ting Wang, Jian Stukalov, Alexey Donovan, Margaret K. R. Ferdosi, Shadi Williamson, Lucy Just, Seth Castro, Gabriel Cantrell, Lee S. Elgierari, Eltaher Benz, Ryan W. Huang, Yingxiang Motamedchaboki, Khatereh Hakimi, Amirmansoor Arrey, Tabiwang Damoc, Eugen Kreimer, Simion Farokhzad, Omid C. Batzoglou, Serafim Siddiqui, Asim Van Eyk, Jennifer E. Hornburg, Daniel |
author_facet | Huang, Ting Wang, Jian Stukalov, Alexey Donovan, Margaret K. R. Ferdosi, Shadi Williamson, Lucy Just, Seth Castro, Gabriel Cantrell, Lee S. Elgierari, Eltaher Benz, Ryan W. Huang, Yingxiang Motamedchaboki, Khatereh Hakimi, Amirmansoor Arrey, Tabiwang Damoc, Eugen Kreimer, Simion Farokhzad, Omid C. Batzoglou, Serafim Siddiqui, Asim Van Eyk, Jennifer E. Hornburg, Daniel |
author_sort | Huang, Ting |
collection | PubMed |
description | BACKGROUND: The wide dynamic range of circulating proteins coupled with the diversity of proteoforms present in plasma has historically impeded comprehensive and quantitative characterization of the plasma proteome at scale. Automated nanoparticle (NP) protein corona-based proteomics workflows can efficiently compress the dynamic range of protein abundances into a mass spectrometry (MS)-accessible detection range. This enhances the depth and scalability of quantitative MS-based methods, which can elucidate the molecular mechanisms of biological processes, discover new protein biomarkers, and improve comprehensiveness of MS-based diagnostics. METHODS: Investigating multi-species spike-in experiments and a cohort, we investigated fold-change accuracy, linearity, precision, and statistical power for the using the Proteograph(™) Product Suite, a deep plasma proteomics workflow, in conjunction with multiple MS instruments. RESULTS: We show that NP-based workflows enable accurate identification (false discovery rate of 1%) of more than 6,000 proteins from plasma (Orbitrap Astral) and, compared to a gold standard neat plasma workflow that is limited to the detection of hundreds of plasma proteins, facilitate quantification of more proteins with accurate fold-changes, high linearity, and precision. Furthermore, we demonstrate high statistical power for the discovery of biomarkers in small- and large-scale cohorts. CONCLUSIONS: The automated NP workflow enables high-throughput, deep, and quantitative plasma proteomics investigation with sufficient power to discover new biomarker signatures with a peptide level resolution. |
format | Online Article Text |
id | pubmed-10491250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-104912502023-09-09 Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics Huang, Ting Wang, Jian Stukalov, Alexey Donovan, Margaret K. R. Ferdosi, Shadi Williamson, Lucy Just, Seth Castro, Gabriel Cantrell, Lee S. Elgierari, Eltaher Benz, Ryan W. Huang, Yingxiang Motamedchaboki, Khatereh Hakimi, Amirmansoor Arrey, Tabiwang Damoc, Eugen Kreimer, Simion Farokhzad, Omid C. Batzoglou, Serafim Siddiqui, Asim Van Eyk, Jennifer E. Hornburg, Daniel bioRxiv Article BACKGROUND: The wide dynamic range of circulating proteins coupled with the diversity of proteoforms present in plasma has historically impeded comprehensive and quantitative characterization of the plasma proteome at scale. Automated nanoparticle (NP) protein corona-based proteomics workflows can efficiently compress the dynamic range of protein abundances into a mass spectrometry (MS)-accessible detection range. This enhances the depth and scalability of quantitative MS-based methods, which can elucidate the molecular mechanisms of biological processes, discover new protein biomarkers, and improve comprehensiveness of MS-based diagnostics. METHODS: Investigating multi-species spike-in experiments and a cohort, we investigated fold-change accuracy, linearity, precision, and statistical power for the using the Proteograph(™) Product Suite, a deep plasma proteomics workflow, in conjunction with multiple MS instruments. RESULTS: We show that NP-based workflows enable accurate identification (false discovery rate of 1%) of more than 6,000 proteins from plasma (Orbitrap Astral) and, compared to a gold standard neat plasma workflow that is limited to the detection of hundreds of plasma proteins, facilitate quantification of more proteins with accurate fold-changes, high linearity, and precision. Furthermore, we demonstrate high statistical power for the discovery of biomarkers in small- and large-scale cohorts. CONCLUSIONS: The automated NP workflow enables high-throughput, deep, and quantitative plasma proteomics investigation with sufficient power to discover new biomarker signatures with a peptide level resolution. Cold Spring Harbor Laboratory 2023-08-29 /pmc/articles/PMC10491250/ /pubmed/37693476 http://dx.doi.org/10.1101/2023.08.28.555225 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 Huang, Ting Wang, Jian Stukalov, Alexey Donovan, Margaret K. R. Ferdosi, Shadi Williamson, Lucy Just, Seth Castro, Gabriel Cantrell, Lee S. Elgierari, Eltaher Benz, Ryan W. Huang, Yingxiang Motamedchaboki, Khatereh Hakimi, Amirmansoor Arrey, Tabiwang Damoc, Eugen Kreimer, Simion Farokhzad, Omid C. Batzoglou, Serafim Siddiqui, Asim Van Eyk, Jennifer E. Hornburg, Daniel Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title | Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title_full | Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title_fullStr | Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title_full_unstemmed | Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title_short | Protein Coronas on Functionalized Nanoparticles Enable Quantitative and Precise Large-Scale Deep Plasma Proteomics |
title_sort | protein coronas on functionalized nanoparticles enable quantitative and precise large-scale deep plasma proteomics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10491250/ https://www.ncbi.nlm.nih.gov/pubmed/37693476 http://dx.doi.org/10.1101/2023.08.28.555225 |
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