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Title: Spatial patterns of tau deposition are associated with amyloid, ApoE, sex, and cognitive decline in older adults

Abstract

The abnormal deposition of tau begins before the onset of clinical symptoms and seems to target specific brain networks. The aim of this study is to identify the spatial patterns of tau deposition in cognitively normal older adults and assess whether they are related to amyloid-β (Aβ), APOE, sex, and longitudinal cognitive decline. We included 114 older adults with cross-sectional flortaucipir (FTP) and Pittsburgh Compound-B PET in addition to longitudinal cognitive testing. A voxel-wise independent component analysis was applied to FTP images to identify the spatial patterns of tau deposition. We then assessed whether tau within these patterns differed by Aβ status, APOE genotype, and sex. Linear mixed effects models were built to test whether tau in each component predicted cognitive decline. Finally, we ordered the spatial components based on the frequency of high tau deposition to model tau spread. We found 10 biologically plausible tau patterns in the whole sample. There was greater tau in medial temporal, occipital, and orbitofrontal components in Aβ-positive compared with Aβ-negative individuals; in the parahippocampal component in ε3ε3 compared with ε2ε3 carriers; and in temporo-parietal and anterior frontal components in women compared with men. Higher tau in temporal and frontal components predicted longitudinal cognitivemore » decline in memory and executive functions, respectively. Tau deposition was most frequently observed in medial temporal and ventral cortical areas, followed by lateral and primary areas. These findings suggest that the spatial patterns of tau in asymptomatic individuals are clinically meaningful and are associated with Aβ, APOE ε2ε3, sex and cognitive decline. These patterns could be used to predict the regional spread of tau and perform in vivo tau staging in older adults.« less

Authors:
ORCiD logo [1];  [2];  [3];  [4];  [5]
  1. Karolinska Institute, Stockholm (Sweden). Care Sciences and Society. Dept. of Neurobiology. Division of Clinical Geriatrics; Lund Univ. (Sweden). Dept. of Clinical Sciences. Clinical Memory Research Unit
  2. Univ. of California, Berkeley, CA (United States). Helen Wills Neuroscience Inst.
  3. Univ. of California, Oakland, CA (United States). Memory and Aging Center
  4. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Biophysics and Integrated Bioimaging
  5. Univ. of California, Berkeley, CA (United States). Helen Wills Neuroscience Inst.; Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Molecular Biophysics and Integrated Bioimaging
Publication Date:
Research Org.:
Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER). Biological Systems Science Division
OSTI Identifier:
1816124
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Accepted Manuscript
Journal Name:
European Journal of Nuclear Medicine and Molecular Imaging
Additional Journal Information:
Journal Volume: 47; Journal Issue: 9; Journal ID: ISSN 1619-7070
Publisher:
Springer Nature
Country of Publication:
United States
Language:
English
Subject:
60 APPLIED LIFE SCIENCES; 59 BASIC BIOLOGICAL SCIENCES; Flortaucipir PET; Older adults; Amyloid; APOE; Sex; Cognitive decline

Citation Formats

Pereira, Joana B., Harrison, Theresa M., La Joie, Renaud, Baker, Suzanne L., and Jagust, William J. Spatial patterns of tau deposition are associated with amyloid, ApoE, sex, and cognitive decline in older adults. United States: N. p., 2020. Web. doi:10.1007/s00259-019-04669-x.
Pereira, Joana B., Harrison, Theresa M., La Joie, Renaud, Baker, Suzanne L., & Jagust, William J. Spatial patterns of tau deposition are associated with amyloid, ApoE, sex, and cognitive decline in older adults. United States. https://doi.org/10.1007/s00259-019-04669-x
Pereira, Joana B., Harrison, Theresa M., La Joie, Renaud, Baker, Suzanne L., and Jagust, William J. Wed . "Spatial patterns of tau deposition are associated with amyloid, ApoE, sex, and cognitive decline in older adults". United States. https://doi.org/10.1007/s00259-019-04669-x. https://www.osti.gov/servlets/purl/1816124.
@article{osti_1816124,
title = {Spatial patterns of tau deposition are associated with amyloid, ApoE, sex, and cognitive decline in older adults},
author = {Pereira, Joana B. and Harrison, Theresa M. and La Joie, Renaud and Baker, Suzanne L. and Jagust, William J.},
abstractNote = {The abnormal deposition of tau begins before the onset of clinical symptoms and seems to target specific brain networks. The aim of this study is to identify the spatial patterns of tau deposition in cognitively normal older adults and assess whether they are related to amyloid-β (Aβ), APOE, sex, and longitudinal cognitive decline. We included 114 older adults with cross-sectional flortaucipir (FTP) and Pittsburgh Compound-B PET in addition to longitudinal cognitive testing. A voxel-wise independent component analysis was applied to FTP images to identify the spatial patterns of tau deposition. We then assessed whether tau within these patterns differed by Aβ status, APOE genotype, and sex. Linear mixed effects models were built to test whether tau in each component predicted cognitive decline. Finally, we ordered the spatial components based on the frequency of high tau deposition to model tau spread. We found 10 biologically plausible tau patterns in the whole sample. There was greater tau in medial temporal, occipital, and orbitofrontal components in Aβ-positive compared with Aβ-negative individuals; in the parahippocampal component in ε3ε3 compared with ε2ε3 carriers; and in temporo-parietal and anterior frontal components in women compared with men. Higher tau in temporal and frontal components predicted longitudinal cognitive decline in memory and executive functions, respectively. Tau deposition was most frequently observed in medial temporal and ventral cortical areas, followed by lateral and primary areas. These findings suggest that the spatial patterns of tau in asymptomatic individuals are clinically meaningful and are associated with Aβ, APOE ε2ε3, sex and cognitive decline. These patterns could be used to predict the regional spread of tau and perform in vivo tau staging in older adults.},
doi = {10.1007/s00259-019-04669-x},
journal = {European Journal of Nuclear Medicine and Molecular Imaging},
number = 9,
volume = 47,
place = {United States},
year = {Wed Jan 08 00:00:00 EST 2020},
month = {Wed Jan 08 00:00:00 EST 2020}
}

Works referenced in this record:

Neuropathological stageing of Alzheimer-related changes
journal, September 1991


Sex differences in Alzheimer's disease
journal, January 2018


APOE ε2 is associated with milder clinical and pathological Alzheimer disease: Effects of APOE Alleles in AD
journal, May 2015

  • Serrano-Pozo, Alberto; Qian, Jing; Monsell, Sarah E.
  • Annals of Neurology, Vol. 77, Issue 6
  • DOI: 10.1002/ana.24369

Scoring the Stroop test
journal, January 1965


Tau Pathology Distribution in Alzheimer's disease Corresponds Differentially to Cognition-Relevant Functional Brain Networks
journal, March 2017

  • Hansson, Oskar; Grothe, Michel J.; Strandberg, Tor Olof
  • Frontiers in Neuroscience, Vol. 11
  • DOI: 10.3389/fnins.2017.00167

Distribution Volume Ratios without Blood Sampling from Graphical Analysis of PET Data
journal, September 1996


Hierarchical Organization of Tau and Amyloid Deposits in the Cerebral Cortex
journal, July 2017


Considerations and code for partial volume correcting [ 18 F]-AV-1451 tau PET data
journal, December 2017


Pharmacokinetic Evaluation of the Tau PET Radiotracer 18 F-T807 ( 18 F-AV-1451) in Human Subjects
journal, September 2016

  • Wooten, Dustin W.; Guehl, Nicolas J.; Verwer, Eline E.
  • Journal of Nuclear Medicine, Vol. 58, Issue 3
  • DOI: 10.2967/jnumed.115.170910

Episodic memory in normal aging and Alzheimer disease: Insights from imaging and behavioral studies
journal, November 2015


The forgotten APOE allele: A review of the evidence and suggested mechanisms for the protective effect of APOE ɛ2
journal, December 2013


Multimodal characterization of older APOE2 carriers reveals selective reduction of amyloid load
journal, January 2017


Trail Making Test A and B: Normative data stratified by age and education
journal, March 2004


Therapeutic strategies for tau mediated neurodegeneration
journal, October 2012

  • Yoshiyama, Y.; Lee, V. M. Y.; Trojanowski, J. Q.
  • Journal of Neurology, Neurosurgery & Psychiatry, Vol. 84, Issue 7
  • DOI: 10.1136/jnnp-2012-303144

Brain morphology, cognition, and β-amyloid in older adults with superior memory performance
journal, July 2018


Off-Target 18 F-AV-1451 Binding in the Basal Ganglia Correlates with Age-Related Iron Accumulation
journal, August 2017


Networks of tau distribution in Alzheimer’s disease
journal, January 2018

  • Hoenig, Merle C.; Bischof, Gérard N.; Seemiller, Joseph
  • Brain, Vol. 141, Issue 2
  • DOI: 10.1093/brain/awx353

In vivo cortical spreading pattern of tau and amyloid in the Alzheimer disease spectrum: Tau and Amyloid in AD
journal, July 2016

  • Cho, Hanna; Choi, Jae Yong; Hwang, Mi Song
  • Annals of Neurology, Vol. 80, Issue 2
  • DOI: 10.1002/ana.24711

Reference Tissue–Based Kinetic Evaluation of 18 F-AV-1451 for Tau Imaging
journal, September 2016

  • Baker, Suzanne L.; Lockhart, Samuel N.; Price, Julie C.
  • Journal of Nuclear Medicine, Vol. 58, Issue 2
  • DOI: 10.2967/jnumed.116.175273

Head-To-Head in vivo Comparison of tau Positron Emission Tomography Ligands 18f-Flortaucipir and 18f-Ro948
journal, July 2019


Independent component analysis, A new concept?
journal, April 1994


Invited Review: APOE at the interface of inflammation, neurodegeneration and pathological protein spread in Alzheimer's disease
journal, August 2018

  • Tzioras, M.; Davies, C.; Newman, A.
  • Neuropathology and Applied Neurobiology, Vol. 45, Issue 4
  • DOI: 10.1111/nan.12529

Imaging the evolution and pathophysiology of Alzheimer disease
journal, September 2018


Elevated 18 F-AV-1451 PET tracer uptake detected in incidental imaging findings
journal, February 2017


Functional connectivity associated with tau levels in ageing, Alzheimer’s, and small vessel disease
journal, February 2019

  • Franzmeier, Nicolai; Rubinski, Anna; Neitzel, Julia
  • Brain, Vol. 142, Issue 4
  • DOI: 10.1093/brain/awz026

Tau positron emission tomographic imaging in aging and early Alzheimer disease: Tau PET in Aging and Early AD
journal, December 2015

  • Johnson, Keith A.; Schultz, Aaron; Betensky, Rebecca A.
  • Annals of Neurology, Vol. 79, Issue 1
  • DOI: 10.1002/ana.24546

Perimenopause as a neurological transition state
journal, May 2015

  • Brinton, Roberta D.; Yao, Jia; Yin, Fei
  • Nature Reviews Endocrinology, Vol. 11, Issue 7
  • DOI: 10.1038/nrendo.2015.82

Evidence for a role of the rare p.A152T variant in MAPT in increasing the risk for FTD-spectrum and Alzheimer's diseases
journal, May 2012

  • Coppola, Giovanni; Chinnathambi, Subashchandrabose; Lee, Jason JiYong
  • Human Molecular Genetics, Vol. 21, Issue 15
  • DOI: 10.1093/hmg/dds161

Kinetic Modeling of Amyloid Binding in Humans using PET Imaging and Pittsburgh Compound-B
journal, May 2005

  • Price, Julie C.; Klunk, William E.; Lopresti, Brian J.
  • Journal of Cerebral Blood Flow & Metabolism, Vol. 25, Issue 11
  • DOI: 10.1038/sj.jcbfm.9600146

Tau imaging: early progress and future directions
journal, January 2015

  • Villemagne, Victor L.; Fodero-Tavoletti, Michelle T.; Masters, Colin L.
  • The Lancet Neurology, Vol. 14, Issue 1
  • DOI: 10.1016/S1474-4422(14)70252-2

Sex Differences in the Association of Global Amyloid and Regional Tau Deposition Measured by Positron Emission Tomography in Clinically Normal Older Adults
journal, May 2019


In Vivo Tau, Amyloid, and Gray Matter Profiles in the Aging Brain
journal, July 2016


A power primer.
journal, January 1992


Head-to-head comparison of tau positron emission tomography tracers [18F]flortaucipir and [18F]RO948
journal, October 2019

  • Smith, Ruben; Schöll, Michael; Leuzy, Antoine
  • European Journal of Nuclear Medicine and Molecular Imaging, Vol. 47, Issue 2
  • DOI: 10.1007/s00259-019-04496-0

Not quite PIB-positive, not quite PIB-negative: Slight PIB elevations in elderly normal control subjects are biologically relevant
journal, January 2012


Effect of Off-Target Binding on 18 F-Flortaucipir Variability in Healthy Controls Across the Life Span
journal, March 2019

  • Baker, Suzanne L.; Harrison, Theresa M.; Maass, Anne
  • Journal of Nuclear Medicine, Vol. 60, Issue 10
  • DOI: 10.2967/jnumed.118.224113

Tau, amyloid, and cascading network failure across the Alzheimer's disease spectrum
journal, December 2017


Existing Pittsburgh Compound-B positron emission tomography thresholds are too high: statistical and pathological evaluation
journal, May 2015

  • Villeneuve, Sylvia; Rabinovici, Gil D.; Cohn-Sheehy, Brendan I.
  • Brain, Vol. 138, Issue 7
  • DOI: 10.1093/brain/awv112

Sexual dimorphism in predisposition to Alzheimer's disease
journal, October 2018


Synthesis and Evaluation of 11 C-Labeled 6-Substituted 2-Arylbenzothiazoles as Amyloid Imaging Agents
journal, June 2003

  • Mathis, Chester A.; Wang, Yanming; Holt, Daniel P.
  • Journal of Medicinal Chemistry, Vol. 46, Issue 13
  • DOI: 10.1021/jm030026b

Tau and Aβ imaging, CSF measures, and cognition in Alzheimer’s disease
journal, May 2016


Modeling by shortest data description
journal, September 1978


Integrating clinical assessment with cognitive neuroscience: Construct validation of the California Verbal Learning Test.
journal, February 1988

  • Delis, Dean C.; Freeland, John; Kramer, Joel H.
  • Journal of Consulting and Clinical Psychology, Vol. 56, Issue 1
  • DOI: 10.1037/0022-006X.56.1.123

Kinetics of the Tau PET Tracer 18F-AV-1451 (T807) in Subjects with Normal Cognitive Function, Mild Cognitive Impairment, and Alzheimer Disease
journal, May 2016


Comparison of multiple tau-PET measures as biomarkers in aging and Alzheimer's disease
journal, August 2017