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July 11, 2023; 101 (2) Research Article

Longitudinal Relationships of White Matter Hyperintensities and Alzheimer Disease Biomarkers Across the Adult Life Span

View ORCID ProfileJingqin Luo, Yinjiao Ma, Folasade Jane Agboola, Elizabeth Grant, View ORCID ProfileJohn C. Morris, View ORCID ProfileEric McDade, View ORCID ProfileAnne M. Fagan, View ORCID ProfileTammie L.S. Benzinger, Jason Hassenstab, View ORCID ProfileRandall J. Bateman, Richard J. Perrin, View ORCID ProfileBrian A. Gordon, Manu Goyal, Jeremy F. Strain, Igor Yakushev, View ORCID ProfileGregory S. Day, Chengjie Xiong, for Dominantly Inherited Alzheimer Network (DIAN)
First published May 18, 2023, DOI: https://doi.org/10.1212/WNL.0000000000207378
Jingqin Luo
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Yinjiao Ma
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Folasade Jane Agboola
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Elizabeth Grant
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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John C. Morris
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Eric McDade
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Anne M. Fagan
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Tammie L.S. Benzinger
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Jason Hassenstab
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Randall J. Bateman
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Richard J. Perrin
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Brian A. Gordon
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Manu Goyal
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Jeremy F. Strain
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Igor Yakushev
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Gregory S. Day
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Chengjie Xiong
From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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From the Division of Public Health Sciences (J.L.), Department of Surgery, Siteman Cancer Center Biostatistics Core (J.L.), Division of Biostatistics (J.L., Y.M., F.J.A., E.G., C.X.), Knight Alzheimer Disease Research Center (Y.M., F.J.A., E.G., J.C.M., A.M.F., T.L.S.B., J.H., R.J.B., R.J.P., B.A.G., C.X.), Department of Neurology (J.C.M., E.M., A.M.F., J.H., R.J.B., R.J.P., M.G., J.F.S.), Department of Pathology and Immunology (J.C.M., R.J.P.), and Department of Radiology (T.L.S.B., B.A.G., M.G.), Washington University School of Medicine, St. Louis, MO; Department of Nuclear Medicine (I.Y.), and Klinikum rechts der Isar (I.Y.), School of Medicine, Neuroimaging Center (TUM-NIC), Technical University of Munich, Germany; and Department of Neurology (G.S.D.), Mayo Clinic, Jacksonville, FL.
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Longitudinal Relationships of White Matter Hyperintensities and Alzheimer Disease Biomarkers Across the Adult Life Span
Jingqin Luo, Yinjiao Ma, Folasade Jane Agboola, Elizabeth Grant, John C. Morris, Eric McDade, Anne M. Fagan, Tammie L.S. Benzinger, Jason Hassenstab, Randall J. Bateman, Richard J. Perrin, Brian A. Gordon, Manu Goyal, Jeremy F. Strain, Igor Yakushev, Gregory S. Day, Chengjie Xiong, for Dominantly Inherited Alzheimer Network (DIAN)
Neurology Jul 2023, 101 (2) e164-e177; DOI: 10.1212/WNL.0000000000207378

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Abstract

Background and Objectives White matter hyperintensities (WMH) correlate with Alzheimer disease (AD) biomarkers cross-sectionally and modulate AD pathogenesis. Longitudinal changes have been reported for AD biomarkers, including concentrations of CSF β-amyloid (Aβ) 42, Aβ40, total tau and phosphorylated tau181, standardized uptake value ratio from the molecular imaging of cerebral fibrillar Aβ with PET using [11C] Pittsburgh Compound-B, MRI-based hippocampal volume, and cortical thickness. Correlations between established AD biomarkers and the longitudinal change for WMH have not been fully evaluated, especially among cognitively normal individuals across the adult life span.

Methods We jointly analyzed the longitudinal data of WMH volume and each of the established AD biomarkers and cognition from 371 cognitively normal individuals whose baseline age spanned from 19.6 to 88.20 years from 4 longitudinal studies of aging and AD. A 2-stage algorithm was applied to identify the inflection point of baseline age whereby older participants had an accelerated longitudinal change in WMH volume, in comparison with the younger participants. The longitudinal correlations between WMH volume and AD biomarkers were estimated from the bivariate linear mixed-effects models.

Results A longitudinal increase in WMH volume was associated with a longitudinal increase in PET amyloid uptake and a decrease in MRI hippocampal volume, cortical thickness, and cognition. The inflection point of baseline age in WMH volume was identified at 60.46 (95% CI 56.43–64.49) years, with the annual increase for the older participants (83.12 [SE = 10.19] mm3 per year) more than 13 times faster (p < 0.0001) than that for the younger participants (6.35 [SE = 5.63] mm3 per year). Accelerated rates of change among the older participants were similarly observed in almost all the AD biomarkers. Longitudinal correlations of WMH volume with MRI, PET amyloid biomarkers, and cognition seemed to be numerically stronger for the younger participants, but not significantly different from those for the older participants. Carrying APOE ε4 alleles did not alter the longitudinal correlations between WMH and AD biomarkers.

Discussion Longitudinal increases in WMH volume started to accelerate around a baseline age of 60.46 years and correlated with the longitudinal change in PET amyloid uptake, MRI structural outcomes, and cognition.

Glossary

Aβ=
β-amyloid;
ACS=
Adult-Children Study;
AD=
Alzheimer disease;
ADRC=
AD Research Center;
AIC=
Akaike information criterion;
BLMM=
bivariate LMM;
BMI=
body mass index;
CVD=
cerebrovascular disease;
DIAN=
Dominantly Inherited Alzheimer Network;
HASD=
Healthy Aging and Senile Dementia;
LMM=
linear mixed-effects model;
PiB=
Pittsburgh compound B;
pTau181=
tau phosphorylated at 181;
ROI=
region of interest;
SUVR=
standardized uptake value ratio;
t-Tau=
total tau;
WMH=
white matter hyperintensities;
WUSM=
Washington University School of Medicine

Footnotes

  • Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Coinvestigators are listed at links.lww.com/WNL/C814.

  • Submitted and externally peer reviewed. The handling editors were Deputy Editor Bradford Worrall, MD, MSc, FAAN and Assistant Editor Andrea Schneider, MD, PhD.

  • Received July 7, 2022.
  • Accepted in final form March 20, 2023.
  • © 2023 American Academy of Neurology
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