Amyloid and tau accumulate across distinct spatial networks and are differentially associated with brain connectivity

  1. Joana B Pereira  Is a corresponding author
  2. Rik Ossenkoppele
  3. Sebastian Palmqvist
  4. Tor Olof Strandberg
  5. Ruben Smith
  6. Eric Westman
  7. Oskar Hansson  Is a corresponding author
  1. Karolinska Institute, Sweden
  2. VU University Medical Center, Netherlands
  3. Lund University, Sweden

Abstract

The abnormal accumulation of amyloid-β and tau targets specific spatial networks in Alzheimer's disease. However, the relationship between these networks across different disease stages and their association with brain connectivity has not been explored. In this study, we applied a joint independent component analysis to 18F- Flutemetamol (amyloid-β) and 18F-Flortaucipir (tau) PET images to identify amyloid-β and tau networks across different stages of Alzheimer's disease. We then assessed whether these patterns were associated with resting-state functional networks and white matter tracts. Our analyses revealed nine patterns that were linked across tau and amyloid-β data. The amyloid-b and tau patterns showed a fair to moderate overlap with distinct functional networks but only tau was associated with white matter integrity loss and multiple cognitive functions. These findings show that amyloid-b and tau have different spatial affinities, which can be used to understand how they accumulate in the brain and potentially damage the brain's connections.

Data availability

Source data files have been provided for Figures 4 and 5. The source data for the rest of the analyses performed in this study can be requested from Prof. Oskar Hansson (Oskar.Hansson@med.lu.se), after signing a material transfer agreement from Lund University that ensures that the data will only be used for the sole purpose of replicating procedures and results presented in the article and as long as data transfer is in agreement with EU legislation on the general data protection regulation and decisions by the Ethical Review Board of Sweden and Region Skåne.

Article and author information

Author details

  1. Joana B Pereira

    Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Stockholm, Sweden
    For correspondence
    joana.pereira@ki.se
    Competing interests
    No competing interests declared.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0002-4604-2711
  2. Rik Ossenkoppele

    Department of Neurology and Alzheimer Center, VU University Medical Center, Amsterdam, Netherlands
    Competing interests
    No competing interests declared.
  3. Sebastian Palmqvist

    Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Lund, Sweden
    Competing interests
    No competing interests declared.
  4. Tor Olof Strandberg

    Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Lund, Sweden
    Competing interests
    No competing interests declared.
  5. Ruben Smith

    Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Lund, Sweden
    Competing interests
    No competing interests declared.
  6. Eric Westman

    Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Stockholm, Sweden
    Competing interests
    No competing interests declared.
  7. Oskar Hansson

    Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Lund, Sweden
    For correspondence
    oskar.hansson@med.lu.se
    Competing interests
    Oskar Hansson, has acquired research support (for the institution) from Roche, GE Healthcare, Biogen, AVID Radiopharmaceuticals, Fujirebio, and Euroimmun. In the past 2 years, he has received consultancy/speaker fees (paid to the institution) from Biogen, Roche, and Fujirebio.

Funding

European Research Council, Swedish Research Council, Swedish Brain Foundation, Startneuro, Swedish Alzheimer Foundation, Knut and Alice Wallenberg foundation, Strategic Research Area Multipark

  • Oskar Hansson

Swedish Research Council, Alzheimerfonden, Swedish Brain Research

  • Joana B Pereira

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Reviewing Editor

  1. Muireann Irish, University of Sydney, Australia

Ethics

Human subjects: This study received ethical approval from the Regional Ethical Review Board of Lund University (Dnr 2008-695, 2008-290, 2010-156), the Swedish Medicines and Products Agency (Dnr 151:2012/4552, 5.1-2014-62949), and the Radiation Safety Committee of Skåne University Hospital in Sweden. All participants provided informed consent before being included in the study.

Version history

  1. Received: August 4, 2019
  2. Accepted: December 6, 2019
  3. Accepted Manuscript published: December 9, 2019 (version 1)
  4. Version of Record published: December 31, 2019 (version 2)

Copyright

© 2019, Pereira et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 3,363
    views
  • 559
    downloads
  • 52
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Joana B Pereira
  2. Rik Ossenkoppele
  3. Sebastian Palmqvist
  4. Tor Olof Strandberg
  5. Ruben Smith
  6. Eric Westman
  7. Oskar Hansson
(2019)
Amyloid and tau accumulate across distinct spatial networks and are differentially associated with brain connectivity
eLife 8:e50830.
https://doi.org/10.7554/eLife.50830

Share this article

https://doi.org/10.7554/eLife.50830

Further reading

    1. Genetics and Genomics
    2. Neuroscience
    Bohan Zhu, Richard I Ainsworth ... Javier González-Maeso
    Research Article

    Genome-wide association studies have revealed >270 loci associated with schizophrenia risk, yet these genetic factors do not seem to be sufficient to fully explain the molecular determinants behind this psychiatric condition. Epigenetic marks such as post-translational histone modifications remain largely plastic during development and adulthood, allowing a dynamic impact of environmental factors, including antipsychotic medications, on access to genes and regulatory elements. However, few studies so far have profiled cell-specific genome-wide histone modifications in postmortem brain samples from schizophrenia subjects, or the effect of antipsychotic treatment on such epigenetic marks. Here, we conducted ChIP-seq analyses focusing on histone marks indicative of active enhancers (H3K27ac) and active promoters (H3K4me3), alongside RNA-seq, using frontal cortex samples from antipsychotic-free (AF) and antipsychotic-treated (AT) individuals with schizophrenia, as well as individually matched controls (n=58). Schizophrenia subjects exhibited thousands of neuronal and non-neuronal epigenetic differences at regions that included several susceptibility genetic loci, such as NRG1, DISC1, and DRD3. By analyzing the AF and AT cohorts separately, we identified schizophrenia-associated alterations in specific transcription factors, their regulatees, and epigenomic and transcriptomic features that were reversed by antipsychotic treatment; as well as those that represented a consequence of antipsychotic medication rather than a hallmark of schizophrenia in postmortem human brain samples. Notably, we also found that the effect of age on epigenomic landscapes was more pronounced in frontal cortex of AT-schizophrenics, as compared to AF-schizophrenics and controls. Together, these data provide important evidence of epigenetic alterations in the frontal cortex of individuals with schizophrenia, and remark for the first time on the impact of age and antipsychotic treatment on chromatin organization.

    1. Neuroscience
    Aedan Yue Li, Natalia Ladyka-Wojcik ... Morgan Barense
    Research Article

    Combining information from multiple senses is essential to object recognition, core to the ability to learn concepts, make new inferences, and generalize across distinct entities. Yet how the mind combines sensory input into coherent crossmodal representations - the crossmodal binding problem - remains poorly understood. Here, we applied multi-echo fMRI across a four-day paradigm, in which participants learned 3-dimensional crossmodal representations created from well-characterized unimodal visual shape and sound features. Our novel paradigm decoupled the learned crossmodal object representations from their baseline unimodal shapes and sounds, thus allowing us to track the emergence of crossmodal object representations as they were learned by healthy adults. Critically, we found that two anterior temporal lobe structures - temporal pole and perirhinal cortex - differentiated learned from non-learned crossmodal objects, even when controlling for the unimodal features that composed those objects. These results provide evidence for integrated crossmodal object representations in the anterior temporal lobes that were different from the representations for the unimodal features. Furthermore, we found that perirhinal cortex representations were by default biased towards visual shape, but this initial visual bias was attenuated by crossmodal learning. Thus, crossmodal learning transformed perirhinal representations such that they were no longer predominantly grounded in the visual modality, which may be a mechanism by which object concepts gain their abstraction.