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Large-Scale Deep Multi-Layer Analysis of Alzheimer’s Disease Brain Reveals Strong Proteomic Disease-Related Changes Not Observed at the RNA Level

View ORCID ProfileErik C.B. Johnson, E. Kathleen Carter, View ORCID ProfileEric B. Dammer, Duc M. Duong, Ekaterina S. Gerasimov, Yue Liu, Jiaqi Liu, Ranjita Betarbet, Lingyan Ping, Luming Yin, Geidy E. Serrano, Thomas G. Beach, Junmin Peng, View ORCID ProfilePhilip L. De Jager, Vahram Haroutunian, Bin Zhang, Chris Gaiteri, David A. Bennett, Marla Gearing, View ORCID ProfileThomas S. Wingo, Aliza P. Wingo, James J. Lah, Allan I. Levey, Nicholas T. Seyfried
doi: https://doi.org/10.1101/2021.04.05.438450
Erik C.B. Johnson
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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  • ORCID record for Erik C.B. Johnson
  • For correspondence: erik.c.b.johnson@emory.edu alevey@emory.edu nseyfri@emory.edu
E. Kathleen Carter
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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Eric B. Dammer
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
3Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
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  • ORCID record for Eric B. Dammer
Duc M. Duong
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
3Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
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Ekaterina S. Gerasimov
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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Yue Liu
4Department of Genetics, Emory University School of Medicine, Atlanta, GA, USA
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Jiaqi Liu
4Department of Genetics, Emory University School of Medicine, Atlanta, GA, USA
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Ranjita Betarbet
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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Lingyan Ping
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
3Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
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Luming Yin
3Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
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Geidy E. Serrano
7Banner Sun Health Research Institute, Sun City, AZ, USA
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Thomas G. Beach
7Banner Sun Health Research Institute, Sun City, AZ, USA
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Junmin Peng
8Departments of Structural Biology and Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN, USA
9Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital, Memphis, TN, USA
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Philip L. De Jager
10Center for Translational & Computational Neuroimmunology, Department of Neurology, Taub Institute, Columbia University Irving Medical Center, New York Presbyterian Hospital, New York, NY, USA
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Vahram Haroutunian
11Departments of Psychiatry and Neuroscience, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, NY, USA
12JJ Peters VA Medical Center MIRECC, 130 West Kingsbridge Road, Bronx, NY, USA
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Bin Zhang
13Department of Genetics and Genomic Sciences, Mount Sinai Center for Transformative Disease Modeling, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, New York, NY, USA
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Chris Gaiteri
14Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
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David A. Bennett
14Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, USA
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Marla Gearing
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
6Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA
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Thomas S. Wingo
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
4Department of Genetics, Emory University School of Medicine, Atlanta, GA, USA
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Aliza P. Wingo
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
5Department of Psychiatry, Emory University School of Medicine, Atlanta, GA, USA
15Division of Mental Health, Atlanta VA Medical Center, GA, USA
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James J. Lah
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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Allan I. Levey
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
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  • For correspondence: erik.c.b.johnson@emory.edu alevey@emory.edu nseyfri@emory.edu
Nicholas T. Seyfried
1Goizueta Alzheimer’s Disease Research Center, Emory University School of Medicine, Atlanta, GA, USA
2Department of Neurology, Emory University School of Medicine, Atlanta, GA, USA
3Department of Biochemistry, Emory University School of Medicine, Atlanta, GA, USA
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  • For correspondence: erik.c.b.johnson@emory.edu alevey@emory.edu nseyfri@emory.edu
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Abstract

The biological processes that are disrupted in the Alzheimer’s disease (AD) brain remain incompletely understood. We recently performed a proteomic analysis of >2000 brains to better understand these changes, which highlighted alterations in astrocytes and microglia as likely key drivers of disease. Here, we extend this analysis by analyzing >1000 brain tissues using a tandem mass tag mass spectrometry (TMT-MS) pipeline, which allowed us to nearly triple the number of quantified proteins across cases. A consensus protein co-expression network analysis of this deeper dataset revealed new co-expression modules that were highly preserved across cohorts and brain regions, and strongly altered in AD. Nearly half of the protein co-expression modules, including modules significantly altered in AD, were not observed in RNA networks from the same cohorts and brain regions, highlighting the proteopathic nature of AD. Two such AD-associated modules unique to the proteomic network included a module related to MAPK signaling and metabolism, and a module related to the matrisome. Analysis of paired genomic and proteomic data within subjects showed that expression level of the matrisome module was influenced by the APOE ε4 allele, but was not related to the rate of cognitive decline after adjustment for neuropathology. In contrast, the MAPK/metabolism module was strongly associated with the rate of cognitive decline. Disease-associated modules unique to the proteome are sources of promising therapeutic targets and biomarkers for AD.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • erik.c.b.johnson{at}emory.edu, emma.kathleen.carter{at}emory.edu, edammer{at}emory.edu, dduong{at}emory.edu, ekaterina.sergeevna.gerasimov{at}emory.edu, yue.liu2{at}emory.edu, jiaqi.liu{at}emory.edu, rbetarb{at}emory.edu, lingyan.ping{at}emory.edu, lyin2{at}emory.edu, geidy.serrano{at}bannerhealth.com, thomas.beach{at}bannerhealth.com, junmin.peng{at}stjude.org, pld2115{at}cumc.columbia.edu, vahram.haroutunian{at}mssm.edu, bin.zhang{at}mssm.edu, christopher_gaiteri{at}rush.edu, david_a_bennett{at}rush.edu, mgearin{at}emory.edu, thomas.wingo{at}emory.edu, aliza.wingo{at}emory.edu, jlah{at}emory.edu, alevey{at}emory.edu, nseyfri{at}emory.edu

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  • Author list updated, revisions to the text, additional Supplementary Figures, additional Supplementary Tables

  • https://www.synapse.org/DeepConsensus

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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-NC-ND 4.0 International license.
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Large-Scale Deep Multi-Layer Analysis of Alzheimer’s Disease Brain Reveals Strong Proteomic Disease-Related Changes Not Observed at the RNA Level
Erik C.B. Johnson, E. Kathleen Carter, Eric B. Dammer, Duc M. Duong, Ekaterina S. Gerasimov, Yue Liu, Jiaqi Liu, Ranjita Betarbet, Lingyan Ping, Luming Yin, Geidy E. Serrano, Thomas G. Beach, Junmin Peng, Philip L. De Jager, Vahram Haroutunian, Bin Zhang, Chris Gaiteri, David A. Bennett, Marla Gearing, Thomas S. Wingo, Aliza P. Wingo, James J. Lah, Allan I. Levey, Nicholas T. Seyfried
bioRxiv 2021.04.05.438450; doi: https://doi.org/10.1101/2021.04.05.438450
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Large-Scale Deep Multi-Layer Analysis of Alzheimer’s Disease Brain Reveals Strong Proteomic Disease-Related Changes Not Observed at the RNA Level
Erik C.B. Johnson, E. Kathleen Carter, Eric B. Dammer, Duc M. Duong, Ekaterina S. Gerasimov, Yue Liu, Jiaqi Liu, Ranjita Betarbet, Lingyan Ping, Luming Yin, Geidy E. Serrano, Thomas G. Beach, Junmin Peng, Philip L. De Jager, Vahram Haroutunian, Bin Zhang, Chris Gaiteri, David A. Bennett, Marla Gearing, Thomas S. Wingo, Aliza P. Wingo, James J. Lah, Allan I. Levey, Nicholas T. Seyfried
bioRxiv 2021.04.05.438450; doi: https://doi.org/10.1101/2021.04.05.438450

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