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Confirmatory Results

Transcriptional landscape of human microglia reveals robust gene expression signatures that implicates age, sex and APOE-related immunometabolic pathway perturbations

Tulsi Patel, Troy P. Carnwath, Xue Wang, Mariet Allen, Sarah J. Lincoln, Laura J. Lewis-Tuffin, Zachary S. Quicksall, Shu Lin, Frederick Q. Tutor-New, Charlotte C.G. Ho, Yuhao Min, Kimberly G. Malphrus, Thuy T. Nguyen, Elizabeth Martin, Cesar A. Garcia, Rawan M. Alkharboosh, Sanjeet Grewal, Kaisorn Chaichana, Robert Wharen, Hugo Guerrero-Cazares, Alfredo Quinones-Hinojosa, Nilüfer Ertekin-Taner
doi: https://doi.org/10.1101/2021.05.13.444000
Tulsi Patel
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Troy P. Carnwath
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Xue Wang
2Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL 32224 USA
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Mariet Allen
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Sarah J. Lincoln
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Laura J. Lewis-Tuffin
3Department of Cancer, Mayo Clinic, Jacksonville, FL 32224 USA
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Zachary S. Quicksall
2Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL 32224 USA
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Shu Lin
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Frederick Q. Tutor-New
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Charlotte C.G. Ho
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Yuhao Min
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Kimberly G. Malphrus
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Thuy T. Nguyen
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
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Elizabeth Martin
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Cesar A. Garcia
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Rawan M. Alkharboosh
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
6Neuroscience Graduate Program, Mayo Clinic Graduate School of Biomedical Sciences, Mayo Clinic, Rochester, MN 55905, USA
7Regenerative Sciences Training Program, Center for Regenerative Medicine, Mayo Clinic, Rochester, MN 55905, USA
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Sanjeet Grewal
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Kaisorn Chaichana
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Robert Wharen
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Hugo Guerrero-Cazares
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Alfredo Quinones-Hinojosa
5Department of Neurosurgery, Mayo Clinic, Jacksonville, FL 32224 USA
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Nilüfer Ertekin-Taner
1Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224 USA
4Department of Neurology, Mayo Clinic, Jacksonville, FL 32224 USA
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  • For correspondence: taner.nilufer@mayo.edu
  • Abstract
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Abstract

Microglia have fundamental roles in health and disease, however effects of age, sex and genetic factors on human microglia have not been fully explored. We applied bulk and single cell approaches to comprehensively characterize human microglia transcriptomes and their associations with age, sex and APOE. We identified a novel microglial signature, characterized its expression in bulk tissue and single cell microglia transcriptomes. We discovered microglial co-expression network modules associated with age, sex and APOE-ε4 that are enriched for lipid and carbohydrate metabolism genes. Integrated analyses of modules with single cell transcriptomes revealed significant overlap between age-associated module genes and both pro-inflammatory and disease-associated microglial clusters. These modules and clusters harbor known neurodegenerative disease genes including APOE, PLCG2 and BIN1. Meta-analyses with published bulk and single cell microglial datasets further supported our findings. Thus, these data represent a well-characterized human microglial transcriptome resource; and highlight age, sex and APOE-related microglial immunometabolism perturbations with potential relevance in neurodegeneration.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Abstract updated; Meta-analyses performed so methods and results added; Figure 4 added; Methods section updated to clarify tissue processing and sorting procedures; Supplemental files updated.

  • Abbreviations

    AD
    Alzheimer’s disease
    APOE
    Apolipoprotein E
    BM
    Brodmann’s area
    BSA
    Bovine serum albumin
    CERAD
    Consortium to Establish a Registry for Alzheimer’s Disease
    CNS
    Central nervous system
    CQN
    Conditional quantile normalization
    DAM
    Disease-associated microglia
    DPBS
    Dulbecco’s phosphate buffered saline
    FACS
    Fluorescence-activated cell sorting
    FPKM
    Fragments per kilobase of transcript per million mapped reads
    GEM
    Gel bead-in emulsion
    GO
    Gene ontology
    MACS
    Magnetic-activated cell sorting
    ME
    Module eigengenes
    MM
    Module membership
    PBS
    Phosphate buffered saline
    PC
    Principal component
    PCA
    Principal component analysis
    PFA
    Paraformaldehyde
    QC
    Quality control
    RNAseq
    RNA sequencing
    ROSMAP
    Rush University Religious Order Study-Memory and Aging Project
    scRNAseq
    Single cell RNA sequencing
    snRNAseq
    Single nuclei RNA sequencing
    UMI
    Unique molecular identifier
    WGCNA
    Weighted gene co-expression network analysis
  • 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 November 23, 2021.
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    Transcriptional landscape of human microglia reveals robust gene expression signatures that implicates age, sex and APOE-related immunometabolic pathway perturbations
    Tulsi Patel, Troy P. Carnwath, Xue Wang, Mariet Allen, Sarah J. Lincoln, Laura J. Lewis-Tuffin, Zachary S. Quicksall, Shu Lin, Frederick Q. Tutor-New, Charlotte C.G. Ho, Yuhao Min, Kimberly G. Malphrus, Thuy T. Nguyen, Elizabeth Martin, Cesar A. Garcia, Rawan M. Alkharboosh, Sanjeet Grewal, Kaisorn Chaichana, Robert Wharen, Hugo Guerrero-Cazares, Alfredo Quinones-Hinojosa, Nilüfer Ertekin-Taner
    bioRxiv 2021.05.13.444000; doi: https://doi.org/10.1101/2021.05.13.444000
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    Transcriptional landscape of human microglia reveals robust gene expression signatures that implicates age, sex and APOE-related immunometabolic pathway perturbations
    Tulsi Patel, Troy P. Carnwath, Xue Wang, Mariet Allen, Sarah J. Lincoln, Laura J. Lewis-Tuffin, Zachary S. Quicksall, Shu Lin, Frederick Q. Tutor-New, Charlotte C.G. Ho, Yuhao Min, Kimberly G. Malphrus, Thuy T. Nguyen, Elizabeth Martin, Cesar A. Garcia, Rawan M. Alkharboosh, Sanjeet Grewal, Kaisorn Chaichana, Robert Wharen, Hugo Guerrero-Cazares, Alfredo Quinones-Hinojosa, Nilüfer Ertekin-Taner
    bioRxiv 2021.05.13.444000; doi: https://doi.org/10.1101/2021.05.13.444000

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