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Mapping cell structure across scales by fusing protein images and interactions

View ORCID ProfileYue Qin, View ORCID ProfileCasper F. Winsnes, View ORCID ProfileEdward L. Huttlin, View ORCID ProfileFan Zheng, View ORCID ProfileWei Ouyang, Jisoo Park, Adriana Pitea, View ORCID ProfileJason F. Kreisberg, Steven P. Gygi, View ORCID ProfileJ. Wade Harper, Jianzhu Ma, View ORCID ProfileEmma Lundberg, View ORCID ProfileTrey Ideker
doi: https://doi.org/10.1101/2020.06.21.163709
Yue Qin
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
2Bioinformatics and Systems Biology Program, University of California San Diego, La Jolla, CA 92093, USA
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Casper F. Winsnes
3Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Stockholm, Sweden
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Edward L. Huttlin
4Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
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Fan Zheng
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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Wei Ouyang
3Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Stockholm, Sweden
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Jisoo Park
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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Adriana Pitea
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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Jason F. Kreisberg
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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Steven P. Gygi
4Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
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J. Wade Harper
4Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
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Jianzhu Ma
5Department of Computer Science, Purdue University, West Lafayette, IN 47907, USA
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Emma Lundberg
3Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH-Royal Institute of Technology, Stockholm, Sweden
6Department of Genetics, Stanford University, Stanford, CA 94305, USA
7Chan Zuckerberg Biohub, San Francisco, San Francisco, CA 94158, USA
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  • For correspondence: emma.lundberg@scilifelab.se tideker@ucsd.edu
Trey Ideker
1Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
2Bioinformatics and Systems Biology Program, University of California San Diego, La Jolla, CA 92093, USA
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  • For correspondence: emma.lundberg@scilifelab.se tideker@ucsd.edu
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ABSTRACT

The eukaryotic cell is a multi-scale structure with modular organization across at least four orders of magnitude1,2. Two central approaches for mapping this structure – protein fluorescent imaging and protein biophysical association – each generate extensive datasets but of distinct qualities and resolutions that are typically treated separately3,4. Here, we integrate immunofluorescent images in the Human Protein Atlas5 with ongoing affinity purification experiments from the BioPlex resource6 to create a unified hierarchical map of eukaryotic cell architecture. Integration involves configuring each approach to produce a general measure of protein distance, then calibrating the two measures using machine learning. The evolving map, called the Multi-Scale Integrated Cell (MuSIC 1.0), currently resolves 69 subcellular systems of which approximately half are undocumented. Based on these findings we perform 134 additional affinity purifications, validating close subunit associations for the majority of systems. The map elucidates roles for poorly characterized proteins, such as the appearance of FAM120C in chromatin; identifies new protein assemblies in ribosomal biogenesis, RNA splicing, nuclear speckles, and ion transport; and reveals crosstalk between cytoplasmic and mitochondrial ribosomal proteins. By integration across scales, MuSIC substantially increases the mapping resolution obtained from imaging while giving protein interactions a spatial dimension, paving the way to incorporate many molecular data types in proteome-wide maps of cells.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵† visiting appointment

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted June 22, 2020.
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Mapping cell structure across scales by fusing protein images and interactions
Yue Qin, Casper F. Winsnes, Edward L. Huttlin, Fan Zheng, Wei Ouyang, Jisoo Park, Adriana Pitea, Jason F. Kreisberg, Steven P. Gygi, J. Wade Harper, Jianzhu Ma, Emma Lundberg, Trey Ideker
bioRxiv 2020.06.21.163709; doi: https://doi.org/10.1101/2020.06.21.163709
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Mapping cell structure across scales by fusing protein images and interactions
Yue Qin, Casper F. Winsnes, Edward L. Huttlin, Fan Zheng, Wei Ouyang, Jisoo Park, Adriana Pitea, Jason F. Kreisberg, Steven P. Gygi, J. Wade Harper, Jianzhu Ma, Emma Lundberg, Trey Ideker
bioRxiv 2020.06.21.163709; doi: https://doi.org/10.1101/2020.06.21.163709

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