A data-driven study of Alzheimer's disease related amyloid and tau pathology progression

Author:

Aksman Leon M12ORCID,Oxtoby Neil P3ORCID,Scelsi Marzia A2,Wijeratne Peter A3ORCID,Young Alexandra L43ORCID,Alves Isadora Lopes5,Collij Lyduine E67ORCID,Vogel Jacob W89ORCID,Barkhof Frederik256,Alexander Daniel C3,Altmann Andre2ORCID,

Affiliation:

1. Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California , Los Angeles, CA 90033 , USA

2. Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London , London WC1V 6LJ , UK

3. Centre for Medical Image Computing, Department of Computer Science, University College London , London WC1V 6LJ , UK

4. Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King’s College London , London SE5 8AF , UK

5. Brain Research Center , Amsterdam 1081 GN , The Netherlands

6. Department of Radiology and Nuclear Medicine, Amsterdam UMC, Vrije Universiteit Amsterdam , Amsterdam 1007MB , The Netherlands

7. Amsterdam Neuroscience, Brain Imaging , Amsterdam 1081 HV , The Netherlands

8. Department of Psychiatry, University of Pennsylvania , Philadelphia, PA 19104 , USA

9. Lifespan Informatics and Neuroimaging Center, University of Pennsylvania , Philadelphia, PA 19104 , USA

Abstract

Abstract Amyloid-β is thought to facilitate the spread of tau throughout the neocortex in Alzheimer's disease, though how this occurs is not well understood. This is because of the spatial discordance between amyloid-β, which accumulates in the neocortex, and tau, which accumulates in the medial temporal lobe during ageing. There is evidence that in some cases amyloid-β-independent tau spreads beyond the medial temporal lobe where it may interact with neocortical amyloid-β. This suggests that there may be multiple distinct spatiotemporal subtypes of Alzheimer's-related protein aggregation, with potentially different demographic and genetic risk profiles. We investigated this hypothesis, applying data-driven disease progression subtyping models to post-mortem neuropathology and in vivo PET-based measures from two large observational studies: the Alzheimer's Disease Neuroimaging Initiative (ADNI) and the Religious Orders Study and Rush Memory and Aging Project (ROSMAP). We consistently identified ‘amyloid-first’ and ‘tau-first’ subtypes using cross-sectional information from both studies. In the amyloid-first subtype, extensive neocortical amyloid-β precedes the spread of tau beyond the medial temporal lobe, while in the tau-first subtype, mild tau accumulates in medial temporal and neocortical areas prior to interacting with amyloid-β. As expected, we found a higher prevalence of the amyloid-first subtype among apolipoprotein E (APOE) ε4 allele carriers while the tau-first subtype was more common among APOE ε4 non-carriers. Within tau-first APOE ε4 carriers, we found an increased rate of amyloid-β accumulation (via longitudinal amyloid PET), suggesting that this rare group may belong within the Alzheimer's disease continuum. We also found that tau-first APOE ε4 carriers had several fewer years of education than other groups, suggesting a role for modifiable risk factors in facilitating amyloid-β-independent tau. Tau-first APOE ε4 non-carriers, in contrast, recapitulated many of the features of primary age-related tauopathy. The rate of longitudinal amyloid-β and tau accumulation (both measured via PET) within this group did not differ from normal ageing, supporting the distinction of primary age-related tauopathy from Alzheimer's disease. We also found reduced longitudinal subtype consistency within tau-first APOE ε4 non-carriers, suggesting additional heterogeneity within this group. Our findings support the idea that amyloid-β and tau may begin as independent processes in spatially disconnected regions, with widespread neocortical tau resulting from the local interaction of amyloid-β and tau. The site of this interaction may be subtype-dependent: medial temporal lobe in amyloid-first, neocortex in tau-first. These insights into the dynamics of amyloid-β and tau may inform research and clinical trials that target these pathologies.

Funder

European Union’s Horizon 2020 research

National Institute Of Biomedical Imaging And Bioengineering

National Institutes of Health

National Institute On Aging of the National Institutes of Health

UKRI Future Leaders Fellow

National Institute for Health Research

University College London Hospitals Biomedical Research Centre

Medical Research Council Skills Development Fellowship

MRC Skills Development Fellowship

EPSRC

Medical Research Council eMedLab Medical Bioinformatics Career Development Fellowship

Medical Research Council

EU-EFPIA Innovative Medicines Initiatives 2 Joint Undertaking

European Union’s Horizon 2020 research and innovation program and EFPIA

IMI

European Union

EFPIA

GE Healthcare

Publisher

Oxford University Press (OUP)

Subject

Neurology (clinical)

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