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Robust dimethyl-based multiplex-DIA workflow doubles single-cell proteome depth via a reference channel

View ORCID ProfileMarvin Thielert, View ORCID ProfileCorazon Ericka Mae Itang, Constantin Ammar, View ORCID ProfileFlorian A Schober, View ORCID ProfileIsabell Bludau, View ORCID ProfilePatricia Skowronek, View ORCID ProfileMaria Wahle, View ORCID ProfileWen-Feng Zeng, Xie-Xuan Zhou, View ORCID ProfileAndreas-David Brunner, Sabrina Richter, View ORCID ProfileFabian J Theis, View ORCID ProfileMartin Steger, View ORCID ProfileMatthias Mann
doi: https://doi.org/10.1101/2022.12.02.518917
Marvin Thielert
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Corazon Ericka Mae Itang
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Constantin Ammar
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Florian A Schober
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Isabell Bludau
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Patricia Skowronek
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Maria Wahle
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Wen-Feng Zeng
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Xie-Xuan Zhou
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
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Andreas-David Brunner
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
2Boehringer Ingelheim Pharma GmbH & Co. KG, Drug Discovery Sciences, Biberach an der Riss, Germany
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Sabrina Richter
3Helmholtz Zentrum München – German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
4TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
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Fabian J Theis
3Helmholtz Zentrum München – German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
4TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
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Martin Steger
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
5New address: NEOsphere Biotechnologies GmbH, Planegg, Germany
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Matthias Mann
1Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.
6Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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  • For correspondence: mmann@biochem.mpg.de
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Abstract

Single-cell proteomics aims to characterize biological function and heterogeneity at the level of proteins in an unbiased manner. It is currently limited in proteomic depth, throughput and robustness, a challenge that we address here by a streamlined multiplexed workflow using data-independent acquisition (mDIA). We demonstrate automated and complete dimethyl labeling of bulk or single-cell samples, without losing proteomic depth. In single runs of mammalian cells, a three-plex analysis of tryptic peptides quantified 7,700 proteins per channel. The Lys-N enzyme enables five-plex quantification at MS1 and MS2 level. Because the multiplex channels are quantitatively isolated from each other, mDIA accommodates a reference channel that does not interfere with the target channels. Our algorithm RefQuant takes advantage of this feature and confidently quantifies close to 4,000 proteins in single cells with excellent reproducibility, while our workflow currently allows routine analysis of 80 single cells per day. The concept of a stable proteome still holds at this deeper proteome coverage.

Competing Interest Statement

MM is an indirect shareholder in EvoSep Biosystems. All other authors have no relevant competing interests.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted December 03, 2022.
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Robust dimethyl-based multiplex-DIA workflow doubles single-cell proteome depth via a reference channel
Marvin Thielert, Corazon Ericka Mae Itang, Constantin Ammar, Florian A Schober, Isabell Bludau, Patricia Skowronek, Maria Wahle, Wen-Feng Zeng, Xie-Xuan Zhou, Andreas-David Brunner, Sabrina Richter, Fabian J Theis, Martin Steger, Matthias Mann
bioRxiv 2022.12.02.518917; doi: https://doi.org/10.1101/2022.12.02.518917
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Robust dimethyl-based multiplex-DIA workflow doubles single-cell proteome depth via a reference channel
Marvin Thielert, Corazon Ericka Mae Itang, Constantin Ammar, Florian A Schober, Isabell Bludau, Patricia Skowronek, Maria Wahle, Wen-Feng Zeng, Xie-Xuan Zhou, Andreas-David Brunner, Sabrina Richter, Fabian J Theis, Martin Steger, Matthias Mann
bioRxiv 2022.12.02.518917; doi: https://doi.org/10.1101/2022.12.02.518917

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