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October 22, 2019; 93 (17) Article

Applying the ATN scheme in a memory clinic population

The ABIDE project

View ORCID ProfileDaniele Altomare, Arno de Wilde, Rik Ossenkoppele, Wiesje Pelkmans, Femke Bouwman, Colin Groot, Ingrid van Maurik, Marissa Zwan, Maqsood Yaqub, View ORCID ProfileFrederik Barkhof, Bart N. van Berckel, Charlotte E. Teunissen, Giovanni B. Frisoni, Philip Scheltens, Wiesje M. van der Flier
First published October 9, 2019, DOI: https://doi.org/10.1212/WNL.0000000000008361
Daniele Altomare
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Arno de Wilde
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Rik Ossenkoppele
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Wiesje Pelkmans
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Femke Bouwman
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Colin Groot
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Ingrid van Maurik
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Marissa Zwan
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Maqsood Yaqub
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Frederik Barkhof
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Bart N. van Berckel
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Charlotte E. Teunissen
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Giovanni B. Frisoni
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Philip Scheltens
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Wiesje M. van der Flier
From the Alzheimer Center Amsterdam, Department of Neurology (D.A., A.d.W., R.O., W.P., F.B., C.G., I.v.M., M.Z., B.N.v.B., P.S., W.M.v.d.F.), Department of Radiology & Nuclear Medicine (R.O., C.G., M.Y., F.B., B.N.v.B.), and Neurochemistry Laboratory, Department of Clinical Chemistry (C.E.T.), Amsterdam Neuroscience, and Department of Epidemiology & Biostatistics (I.v.M., W.M.v.d.F.), Vrije Universiteit Amsterdam, Amsterdam UMC, the Netherlands; Laboratory of Neuroimaging of Aging (LANVIE) (D.A., G.B.F.), University of Geneva, Switzerland; Memory Clinic (D.A.), University Hospitals of Geneva, Switzerland; Laboratory of Alzheimer's Neuroimaging and Epidemiology (LANE) (D.A.), Saint John of God Clinical Research Centre; Department of Molecular and Translational Medicine (D.A.), University of Brescia, Italy; Clinical Memory Research Unit (R.O.), Lund University, Malmö, Sweden; Institutes of Neurology and Healthcare Engineering (F.B.), UCL, London, UK; and Memory Clinic (D.A., G.B.F.), University Hospitals of Geneva, Switzerland.
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Applying the ATN scheme in a memory clinic population
The ABIDE project
Daniele Altomare, Arno de Wilde, Rik Ossenkoppele, Wiesje Pelkmans, Femke Bouwman, Colin Groot, Ingrid van Maurik, Marissa Zwan, Maqsood Yaqub, Frederik Barkhof, Bart N. van Berckel, Charlotte E. Teunissen, Giovanni B. Frisoni, Philip Scheltens, Wiesje M. van der Flier
Neurology Oct 2019, 93 (17) e1635-e1646; DOI: 10.1212/WNL.0000000000008361

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Abstract

Objective To apply the ATN scheme to memory clinic patients, to assess whether it discriminates patient populations with specific features.

Methods We included 305 memory clinic patients (33% subjective cognitive decline [SCD]: 60 ± 9 years, 61% M; 19% mild cognitive impairment [MCI]: 68 ± 9 years, 68% M; 48% dementia: 66 ± 10 years, 58% M) classified for positivity (±) of amyloid (A) ([18F]Florbetaben PET), tau (T) (CSF p-tau), and neurodegeneration (N) (medial temporal lobe atrophy). We assessed ATN profiles' demographic, clinical, and cognitive features at baseline, and cognitive decline over time.

Results The proportion of A+T+N+ patients increased with syndrome severity (from 1% in SCD to 14% in MCI and 35% in dementia), while the opposite was true for A−T−N− (from 48% to 19% and 6%). Compared to A−T−N−, patients with the Alzheimer disease profiles (A+T+N− and A+T+N+) were older (both p < 0.05) and had a higher prevalence of APOE ε4 (both p < 0.05) and lower Mini-Mental State Examination (MMSE) (both p < 0.05), memory (both p < 0.05), and visuospatial abilities (both p < 0.05) at baseline. Non-Alzheimer profiles A−T−N+ and A-T+N+ showed more severe white matter hyperintensities (both p < 0.05) and worse language performance (both p < 0.05) than A−T−N−. A linear mixed model showed faster decline on MMSE over time in A+T+N− and A+T+N+ (p = 0.059 and p < 0.001 vs A−T−N−), attributable mainly to patients without dementia.

Conclusions The ATN scheme identified different biomarker profiles with overlapping baseline features and patterns of cognitive decline. The large number of profiles, which may have different implications in patients with vs without dementia, poses a challenge to the application of the ATN scheme.

Glossary

Aβ=
β-amyloid;
ABIDE=
Alzheimer's Biomarkers in Daily Practice;
AD=
Alzheimer disease;
ADNI=
Alzheimer's Disease Neuroimaging Initiative;
CVD=
cerebrovascular disease;
DLB=
dementia with Lewy bodies;
FTLD=
frontotemporal lobar degeneration;
MCI=
mild cognitive impairment;
MMSE=
Mini-Mental State Examination;
MTA=
medial temporal lobe atrophy scale;
p-tau=
phosphorylated tau;
RAVLT=
Rey Auditory Verbal Learning Test;
SCD=
subjective cognitive decline;
SNAP=
suspected non-Alzheimer pathology;
t-tau=
total tau;
TMT=
Trail-Making Test;
UMC=
University Medical Centers;
UMCU=
University Medical Center Utrecht;
VAT=
Visual Association Test;
WMH=
white matter hyperintensities

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.

  • CME Course: NPub.org/cmelist

  • Received November 2, 2018.
  • Accepted in final form May 21, 2019.
  • © 2019 American Academy of Neurology
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