Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Evidence for the Existence of a Bacterial Etiology for Alzheimer’s Disease and for a Temporal-Spatial Development of a Pathogenic Microbiome in the Brain

Yves Moné, Joshua P. Earl, Jarosław E. Król, Azad Ahmed, Bhaswati Sen, Garth D. Ehrlich, Jeffrey R. Lapides
doi: https://doi.org/10.1101/2022.08.28.505614
Yves Moné
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joshua P. Earl
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jarosław E. Król
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Azad Ahmed
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Bhaswati Sen
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Garth D. Ehrlich
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: ge33@drexel.edu jrl374@drexel.edu
Jeffrey R. Lapides
1Department of Microbiology & Immunology, Centers for Genomic Sciences and Advanced Microbial Processing, Drexel University College of Medicine, 245 N 15th Street, Philadelphia, PA, 19102, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: ge33@drexel.edu jrl374@drexel.edu
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Data/Code
  • Preview PDF
Loading

ABSTRACT

Background Over the last few decades, a growing body of evidence suggests a role for various infectious agents in Alzheimer’s Disease (AD) pathogenesis. Despite diverse pathogens (virus, bacteria, or fungi) being detected in AD subjects’ brains, most research has focused on individual pathogens and only a few studies investigated the hypothesis of a bacterial brain microbiome. We profiled the bacterial communities present in non-demented controls and AD subjects’ brains.

Results We obtained post-mortem samples from the brains of 32 individual subjects, comprising 16 AD and 16 control aged-matched subjects with a total of 130 samples from the frontal and temporal lobes and entorhinal cortex. We used full-length 16S rRNA gene amplification with Pacific Biosciences sequencing technology to identify the bacteria.

We detected bacteria in the brains of both cohorts with the principal bacteria comprising Propionibacterium acnes (recently renamed Cutibacterium acnes) and two species each of Acinetobacter and Comamonas genera. We used a hierarchical Bayesian method to detect differences in relative abundance among AD and control groups. Because of large abundance variances we also employed an unconventional analysis approach that utilized Latent Dirichlet Allocation, often used in computational linguistics. This allowed us to identify 5 classes of samples, each revealing a different microbiome. Assuming that samples represented infections that potentially began at different times, we ordered these classes in time, finding that the last class exclusively explained the existence or non-existence of AD.

Conclusions The AD-related pathogenicity of the brain microbiome seems to be based on a complex polymicrobial dynamic. The time ordering revealed a rise and fall of the abundance of Propionibacterium acnes with pathogenicity occurring for an off-peak abundance level in association with at least one other bacterium from a set of genera that included: Methylobacterium, Bacillus, Caulobacter, Delftia, and Variovorax. P. acnes may also be involved with outcompeting the Comamonas species, which were strongly associated with non-demented brain microbiome, whose early destruction could be the first stage of the disease. The statistical results are also consistent with a leaky blood brain barrier or lymphatic network that allows bacteria, viruses, fungi, or other pathogens to enter the brain.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Author contact information: Yves Moné1: yam25{at}drexel.edu, Joshua P. Earl1: jpe39{at}drexel.edu, Jarosław E. Król1: jek322{at}drexel.edu, Azad Ahmed1: aia38{at}drexel.edu, Bhaswati Sen1: bs563{at}drexel.edu

  • https://github.com/jlapides/alzheimers_method_1

  • LIST OF ABBREVIATIONS

    AD
    Alzheimer’s disease
    AMC
    Age-matched controls
    CCS
    Circular consensus sequence
    Clr
    centered log ratio
    DMM
    Dirichlet-multinomial model
    LDA
    Latent Dirichlet allocation
    MLDA
    Modified latent Dirichlet allocation
    MCSMRT
    Microbiome Classifier using Single Molecule Real-time Sequencing
    OTU
    Operational taxonomic unit
    PacBio
    Pacific Biosciences
    PCA
    Principal component 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.
    Back to top
    PreviousNext
    Posted August 29, 2022.
    Download PDF
    Data/Code
    Email

    Thank you for your interest in spreading the word about bioRxiv.

    NOTE: Your email address is requested solely to identify you as the sender of this article.

    Enter multiple addresses on separate lines or separate them with commas.
    Evidence for the Existence of a Bacterial Etiology for Alzheimer’s Disease and for a Temporal-Spatial Development of a Pathogenic Microbiome in the Brain
    (Your Name) has forwarded a page to you from bioRxiv
    (Your Name) thought you would like to see this page from the bioRxiv website.
    CAPTCHA
    This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
    Share
    Evidence for the Existence of a Bacterial Etiology for Alzheimer’s Disease and for a Temporal-Spatial Development of a Pathogenic Microbiome in the Brain
    Yves Moné, Joshua P. Earl, Jarosław E. Król, Azad Ahmed, Bhaswati Sen, Garth D. Ehrlich, Jeffrey R. Lapides
    bioRxiv 2022.08.28.505614; doi: https://doi.org/10.1101/2022.08.28.505614
    Digg logo Reddit logo Twitter logo Facebook logo Google logo LinkedIn logo Mendeley logo
    Citation Tools
    Evidence for the Existence of a Bacterial Etiology for Alzheimer’s Disease and for a Temporal-Spatial Development of a Pathogenic Microbiome in the Brain
    Yves Moné, Joshua P. Earl, Jarosław E. Król, Azad Ahmed, Bhaswati Sen, Garth D. Ehrlich, Jeffrey R. Lapides
    bioRxiv 2022.08.28.505614; doi: https://doi.org/10.1101/2022.08.28.505614

    Citation Manager Formats

    • BibTeX
    • Bookends
    • EasyBib
    • EndNote (tagged)
    • EndNote 8 (xml)
    • Medlars
    • Mendeley
    • Papers
    • RefWorks Tagged
    • Ref Manager
    • RIS
    • Zotero
    • Tweet Widget
    • Facebook Like
    • Google Plus One

    Subject Area

    • Microbiology
    Subject Areas
    All Articles
    • Animal Behavior and Cognition (4095)
    • Biochemistry (8786)
    • Bioengineering (6493)
    • Bioinformatics (23386)
    • Biophysics (11766)
    • Cancer Biology (9167)
    • Cell Biology (13290)
    • Clinical Trials (138)
    • Developmental Biology (7422)
    • Ecology (11386)
    • Epidemiology (2066)
    • Evolutionary Biology (15119)
    • Genetics (10413)
    • Genomics (14024)
    • Immunology (9145)
    • Microbiology (22108)
    • Molecular Biology (8793)
    • Neuroscience (47445)
    • Paleontology (350)
    • Pathology (1423)
    • Pharmacology and Toxicology (2483)
    • Physiology (3711)
    • Plant Biology (8063)
    • Scientific Communication and Education (1433)
    • Synthetic Biology (2215)
    • Systems Biology (6021)
    • Zoology (1251)