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Trelle AN, Carr VA, Wilson EN, Swarovski MS, Hunt MP, Toueg TN, Tran TT, Channappa D, Corso NK, Thieu MK, Jayakumar M, Nadiadwala A, Guo W, Tanner NJ, Bernstein JD, Litovsky CP, Guerin SA, Khazenzon AM, Harrison MB, Rutt BK, Deutsch GK, Chin FT, Davidzon GA, Hall JN, Sha SJ, Fredericks CA, Andreasson KI, Kerchner GA, Wagner AD, Mormino EC. Association of CSF Biomarkers With Hippocampal-Dependent Memory in Preclinical Alzheimer Disease. Neurology 2021; 96:e1470-e1481. [PMID: 33408146 DOI: 10.1212/wnl.0000000000011477] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 12/02/2020] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE To determine whether memory tasks with demonstrated sensitivity to hippocampal function can detect variance related to preclinical Alzheimer disease (AD) biomarkers, we examined associations between performance in 3 memory tasks and CSF β-amyloid (Aβ)42/Aβ40 and phosopho-tau181 (p-tau181) in cognitively unimpaired older adults (CU). METHODS CU enrolled in the Stanford Aging and Memory Study (n = 153; age 68.78 ± 5.81 years; 94 female) completed a lumbar puncture and memory assessments. CSF Aβ42, Aβ40, and p-tau181 were measured with the automated Lumipulse G system in a single-batch analysis. Episodic memory was assayed using a standardized delayed recall composite, paired associate (word-picture) cued recall, and a mnemonic discrimination task that involves discrimination between studied "target" objects, novel "foil" objects, and perceptually similar "lure" objects. Analyses examined cross-sectional relationships among memory performance, age, and CSF measures, controlling for sex and education. RESULTS Age and lower Aβ42/Aβ40 were independently associated with elevated p-tau181. Age, Aβ42/Aβ40, and p-tau181 were each associated with (1) poorer associative memory and (2) diminished improvement in mnemonic discrimination performance across levels of decreased task difficulty (i.e., target-lure similarity). P-tau mediated the effect of Aβ42/Aβ40 on memory. Relationships between CSF proteins and delayed recall were similar but nonsignificant. CSF Aβ42 was not significantly associated with p-tau181 or memory. CONCLUSIONS Tests designed to tax hippocampal function are sensitive to subtle individual differences in memory among CU and correlate with early AD-associated biomarker changes in CSF. These tests may offer utility for identifying CU with preclinical AD pathology.
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Affiliation(s)
- Alexandra N Trelle
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA.
| | - Valerie A Carr
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Edward N Wilson
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Michelle S Swarovski
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Madison P Hunt
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Tyler N Toueg
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Tammy T Tran
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Divya Channappa
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Nicole K Corso
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Monica K Thieu
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Manasi Jayakumar
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Ayesha Nadiadwala
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Wanjia Guo
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Natalie J Tanner
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Jeffrey D Bernstein
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Celia P Litovsky
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Scott A Guerin
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Anna M Khazenzon
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Marc B Harrison
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Brian K Rutt
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Gayle K Deutsch
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Frederick T Chin
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Guido A Davidzon
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Jacob N Hall
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Sharon J Sha
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Carolyn A Fredericks
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Katrin I Andreasson
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Geoffrey A Kerchner
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Anthony D Wagner
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
| | - Elizabeth C Mormino
- From the Department of Psychology (A.N.T., V.A.C., M.P.H., T.T.T., M.K.T., M.J., W.G., N.J.T., J.D.B., C.P.L., S.A.G., A.M.K., M.B.H., A.D.W.), Stanford University; and Department of Neurology and Neurological Sciences (E.N.W., M.S.S., T.N.T., D.C., N.K.C., A.N., G.K.D., J.N.H., S.J.S., C.A.F., K.I.A., G.A.K., E.C.M.) and Division of Nuclear Medicine & Molecular Imaging Division, Department of Radiology (B.K.R., F.T.C., G.A.D.), Stanford Medical School, CA
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Olsen RK, Carr VA, Daugherty AM, La Joie R, Amaral RS, Amunts K, Augustinack JC, Bakker A, Bender AR, Berron D, Boccardi M, Bocchetta M, Burggren AC, Chakravarty MM, Chételat G, de Flores R, DeKraker J, Ding SL, Geerlings MI, Huang Y, Insausti R, Johnson EG, Kanel P, Kedo O, Kennedy KM, Keresztes A, Lee JK, Lindenberger U, Mueller SG, Mulligan EM, Ofen N, Palombo DJ, Pasquini L, Pluta J, Raz N, Rodrigue KM, Schlichting ML, Lee Shing Y, Stark CE, Steve TA, Suthana NA, Wang L, Werkle-Bergner M, Yushkevich PA, Yu Q, Wisse LE. Progress update from the hippocampal subfields group. Alzheimers Dement (Amst) 2019; 11:439-449. [PMID: 31245529 PMCID: PMC6581847 DOI: 10.1016/j.dadm.2019.04.001] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
INTRODUCTION Heterogeneity of segmentation protocols for medial temporal lobe regions and hippocampal subfields on in vivo magnetic resonance imaging hinders the ability to integrate findings across studies. We aim to develop a harmonized protocol based on expert consensus and histological evidence. METHODS Our international working group, funded by the EU Joint Programme-Neurodegenerative Disease Research (JPND), is working toward the production of a reliable, validated, harmonized protocol for segmentation of medial temporal lobe regions. The working group uses a novel postmortem data set and online consensus procedures to ensure validity and facilitate adoption. RESULTS This progress report describes the initial results and milestones that we have achieved to date, including the development of a draft protocol and results from the initial reliability tests and consensus procedures. DISCUSSION A harmonized protocol will enable the standardization of segmentation methods across laboratories interested in medial temporal lobe research worldwide.
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Affiliation(s)
- Rosanna K. Olsen
- Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Valerie A. Carr
- Department of Psychology, San Jose State University, San Jose, CA, USA
| | - Ana M. Daugherty
- Department of Psychology, Wayne State University, Detroit, MI, USA
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MI, USA
- Institute of Gerontology, Wayne State University, Detroit, MI, USA
| | - Renaud La Joie
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - Robert S.C. Amaral
- Cerebral Imaging Centre, Douglas Hospital Mental Health University Institute, Verdun, Quebec, Canada
| | - Katrin Amunts
- C. and O. Vogt Institute for Brain Research, Medical Faculty, University Hospital Düsseldorf, Düsseldorf, Germany
- Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Jean C. Augustinack
- Department of Radiology, Harvard Medical School, Charlestown, MA, USA
- Massachusetts General Hospital, Charlestown, MA, USA
| | - Arnold Bakker
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Andrew R. Bender
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI, USA
- Department of Neurology and Ophthalmology, Michigan State University, East Lansing, MI, USA
- College of Human Medicine, Michigan State University, East Lansing, MI, USA
| | - David Berron
- Clinical Memory Research Unit, Department of Clinical Sciences Malmö, Lund University, Lund, Sweden
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Marina Boccardi
- Department of Psychiatry, University of Geneva, Geneva, Switzerland
- IRCCS Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Martina Bocchetta
- Dementia Research Centre, Department of Neurodegenerative Disease, University College London, London, United Kingdom
| | - Alison C. Burggren
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, USA
| | - M. Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Hospital Mental Health University Institute, Verdun, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
- Department of Biological and Biomedical Engineering, McGill University, Montreal, Quebec, Canada
| | - Gaël Chételat
- Université Normandie, Université de Caen-Normandie, Caen, France
- Institut National de la Santé et de la Recherché Médicale (INSERM), UMR-S U1237, Caen, France
- GIP Cyceron, Caen, France
| | - Robin de Flores
- Université Normandie, Université de Caen-Normandie, Caen, France
- Institut National de la Santé et de la Recherché Médicale (INSERM), UMR-S U1237, Caen, France
| | - Jordan DeKraker
- Robarts Research Institute, Brain and Mind Institute, University of Western Ontario, London, Ontario, Canada
| | | | - Mirjam I. Geerlings
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Utrecht University, Utrecht, The Netherlands
| | - Yushan Huang
- Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada
| | - Ricardo Insausti
- Human Neuroanatomy Laboratory, University of Castilla-La Mancha, Albacete, Spain
| | | | - Prabesh Kanel
- Department of Radiology at the University of Michigan, Ann Arbor, MI, USA
| | - Olga Kedo
- Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Kristen M. Kennedy
- Center for Vital Longevity, Behavioral and Brain Science, The University of Texas at Dallas, Dallas, TX, USA
| | - Attila Keresztes
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany
- Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Joshua K. Lee
- Center for Mind and Brain, University of California, Davis, CA, USA
- Department of Psychiatry and Behavioral Sciences, University of California Davis School of Medicine, Davis, CA, USA
| | - Ulman Lindenberger
- Research Centre for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
- Max Planck – University College London Centre for Computational Psychiatry and Ageing Research, Berlin, Germany and London, United Kingdom
| | - Susanne G. Mueller
- Department of Radiology, University of California, San Francisco, CA, USA
| | | | - Noa Ofen
- Department of Psychology, Wayne State University, Detroit, MI, USA
- Institute of Gerontology, Wayne State University, Detroit, MI, USA
- Neurobiology Department, Weizmann Institute of Science, Rehovot, Israel
| | - Daniela J. Palombo
- Department of Psychology, University of British Columbia, Vancouver, British Colombia, Canada
| | - Lorenzo Pasquini
- Department of Neurology, Memory and Aging Center, University of California, San Francisco, CA, USA
| | - John Pluta
- Division of Translational Medicine and Genomics, University of Pennsylvania, Philadelphia, PA, USA
| | - Naftali Raz
- Department of Psychology, Wayne State University, Detroit, MI, USA
- Institute of Gerontology, Wayne State University, Detroit, MI, USA
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany
| | - Karen M. Rodrigue
- Center for Vital Longevity, Behavioral and Brain Science, The University of Texas at Dallas, Dallas, TX, USA
| | | | - Yee Lee Shing
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany
- Institute of Psychology, Goethe University Frankfurt, Frankfurt, Germany
| | - Craig E.L. Stark
- Department of Neurobiology and Behavior, Center for Learning and Memory, University of California, Irvine, CA, USA
| | - Trevor A. Steve
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Nanthia A. Suthana
- Department of Psychiatry and Biobehavioral Sciences, Department of Neurosurgery, University of California, Los Angeles, CA, USA
| | - Lei Wang
- Department of Psychiatry and Behavioral Sciences and Department Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Markus Werkle-Bergner
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany
| | - Paul A. Yushkevich
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Qijing Yu
- Department of Psychology, Wayne State University, Detroit, MI, USA
- Institute of Gerontology, Wayne State University, Detroit, MI, USA
| | - Laura E.M. Wisse
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
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10
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Wisse LE, Daugherty AM, Olsen RK, Berron D, Carr VA, Stark CE, Amaral RS, Amunts K, Augustinack JC, Bender AR, Bernstein JD, Boccardi M, Bocchetta M, Burggren A, Chakravarty MM, Chupin M, Ekstrom A, de Flores R, Insausti R, Kanel P, Kedo O, Kennedy KM, Kerchner GA, LaRocque KF, Liu X, Maass A, Malykhin N, Mueller SG, Ofen N, Palombo DJ, Parekh MB, Pluta JB, Pruessner JC, Raz N, Rodrigue KM, Schoemaker D, Shafer AT, Steve TA, Suthana N, Wang L, Winterburn JL, Yassa MA, Yushkevich PA, la Joie R. A harmonized segmentation protocol for hippocampal and parahippocampal subregions: Why do we need one and what are the key goals? Hippocampus 2017; 27:3-11. [PMID: 27862600 PMCID: PMC5167633 DOI: 10.1002/hipo.22671] [Citation(s) in RCA: 98] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 10/06/2016] [Accepted: 10/17/2016] [Indexed: 01/08/2023]
Abstract
The advent of high-resolution magnetic resonance imaging (MRI) has enabled in vivo research in a variety of populations and diseases on the structure and function of hippocampal subfields and subdivisions of the parahippocampal gyrus. Because of the many extant and highly discrepant segmentation protocols, comparing results across studies is difficult. To overcome this barrier, the Hippocampal Subfields Group was formed as an international collaboration with the aim of developing a harmonized protocol for manual segmentation of hippocampal and parahippocampal subregions on high-resolution MRI. In this commentary we discuss the goals for this protocol and the associated key challenges involved in its development. These include differences among existing anatomical reference materials, striking the right balance between reliability of measurements and anatomical validity, and the development of a versatile protocol that can be adopted for the study of populations varying in age and health. The commentary outlines these key challenges, as well as the proposed solution of each, with concrete examples from our working plan. Finally, with two examples, we illustrate how the harmonized protocol, once completed, is expected to impact the field by producing measurements that are quantitatively comparable across labs and by facilitating the synthesis of findings across different studies. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Laura E.M. Wisse
- Penn Image Computing and Science Laboratory, Department of Radiology, University of Pennsylvania, Philadelphia, USA
| | - Ana M. Daugherty
- Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Champaign, USA
| | - Rosanna K. Olsen
- Rotman Research Institute, Baycrest Health Sciences, Toronto, Ontario, Canada
| | - David Berron
- Institute of Cognitive Neurology and Dementia Research, Otto-von-Guericke University, Magdeburg, Germany
| | - Valerie A. Carr
- Department of Psychology, Stanford University, Palo Alto, USA
- Department of Psychology, San Jose State University, San Jose, USA
| | - Craig E.L. Stark
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, USA
| | - Robert S.C. Amaral
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, Canada
- Departments of Psychiatry and Biological and Biomedical Engineering, McGill University, Montreal, Canada
- Integrated Program in Neuroscience, McGill University, Montreal, Canada
| | - Katrin Amunts
- Institute of Neuroscience and Medicine, INM-1, Research Center Jülich, Jülich, Germany
- JARA-BRAIN, Jülich-Aachen Research Alliance, Jülich, Germany
- C. and O. Vogt Institute for Brain Research, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Jean C. Augustinack
- AA Martinos Center for Biomedical Imaging, Department of Radiology, Harvard Medical School, Massachusetts General Hospital, Boston, USA
| | - Andrew R. Bender
- Center for Lifespan Psychology, Max Planck Institute for Human Development, Berlin, Germany
| | - Jeffrey D. Bernstein
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Palo Alto, USA
| | - Marina Boccardi
- LANVIE Laboratory of Neuroimaging of Aging, University of Geneva, Geneva, Switzerland
| | - Martina Bocchetta
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, UK
| | - Alison Burggren
- Department of Psychiatry and Biobehavioural Sciences, University of California Los Angeles, Los Angeles, USA
| | - M. Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, Canada
- Departments of Psychiatry and Biological and Biomedical Engineering, McGill University, Montreal, Canada
| | - Marie Chupin
- INSERM, CNRS, UMR-S975, Institut du Cerveau et de la Moelle Epinière (ICM), Paris, France
| | - Arne Ekstrom
- Center for Neuroscience, University of California Davis, Davis, USA
- Department of Psychology, University of California Davis, Davis, USA
| | - Robin de Flores
- INSERM U1077, Université de Caen Normandie, UMR-S1077, Ecole Pratique des Hautes Etudes, Centre Hospitalier Universitaire de Caen, Caen, France
| | - Ricardo Insausti
- Human Neuroanatomy Laboratory and C.R.I.B., School of Medicine, University of Castilla-La Mancha, Albacete, Spain
| | - Prabesh Kanel
- Department of Computer Science, Florida State University, Tallahassee, USA
| | - Olga Kedo
- Institute of Neuroscience and Medicine, INM-1, Research Center Jülich, Jülich, Germany
| | - Kristen M. Kennedy
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, USA
| | - Geoffrey A. Kerchner
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Palo Alto, USA
| | | | - Xiuwen Liu
- Department of Computer Science, Florida State University, Tallahassee, USA
| | - Anne Maass
- School of Public Health and Helen Wills Neuroscience Institute, University of California Berkeley, Berkeley, USA
| | - Nicolai Malykhin
- Department of Biomedical Engineering, University of Alberta, Edmonton, Canada
- The Neuroscience and Mental Health Institute, University of Alberta, Edmonton, Canada
- Department of Psychiatry, University of Alberta, Edmonton, Canada
| | - Susanne G. Mueller
- Department of Radiology, University of California, San Francisco, USA
- Center for Imaging of Neurodegenerative Diseases, San Francisco VA Medical Center, San Francisco, USA
| | - Noa Ofen
- Psychology Department, Wayne State University, Detroit, USA
- Institute of Gerontology, Wayne State University, Detroit, USA
| | | | - Mansi B. Parekh
- Department of Radiology, Stanford University, Palo Alto, USA
| | - John B. Pluta
- Penn Image Computing and Science Laboratory, Department of Radiology, University of Pennsylvania, Philadelphia, USA
| | - Jens C. Pruessner
- McGill Centre for Studies in Aging, Faculty of Medicine, McGill University, Montreal, Canada
- Department of Psychology, McGill University, Montreal, Canada
| | - Naftali Raz
- Psychology Department, Wayne State University, Detroit, USA
- Institute of Gerontology, Wayne State University, Detroit, USA
| | - Karen M. Rodrigue
- Center for Vital Longevity, School of Behavioral and Brain Sciences, University of Texas at Dallas, Dallas, USA
| | - Dorothee Schoemaker
- McGill Centre for Studies in Aging, Faculty of Medicine, McGill University, Montreal, Canada
- Department of Psychology, McGill University, Montreal, Canada
| | - Andrea T. Shafer
- Psychology Department, Wayne State University, Detroit, USA
- Institute of Gerontology, Wayne State University, Detroit, USA
| | - Trevor A. Steve
- Division of Neurology, Department of Medicine, University of Alberta, Edmonton, Canada
| | - Nanthia Suthana
- Department of Psychiatry and Biobehavioural Sciences, University of California Los Angeles, Los Angeles, USA
- Department of Neurosurgery, University of California Los Angeles, Los Angeles, USA
| | - Lei Wang
- Northwestern University Feinberg School of Medicine, Chicago, USA
| | - Julie L. Winterburn
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, Canada
- Departments of Psychiatry and Biological and Biomedical Engineering, McGill University, Montreal, Canada
| | - Michael A. Yassa
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, USA
- Department of Neurology, University of California Irvine, Irvine, USA
| | - Paul A. Yushkevich
- Penn Image Computing and Science Laboratory, Department of Radiology, University of Pennsylvania, Philadelphia, USA
| | - Renaud la Joie
- INSERM U1077, Université de Caen Normandie, UMR-S1077, Ecole Pratique des Hautes Etudes, Centre Hospitalier Universitaire de Caen, Caen, France
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13
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Yushkevich PA, Amaral RSC, Augustinack JC, Bender AR, Bernstein JD, Boccardi M, Bocchetta M, Burggren AC, Carr VA, Chakravarty MM, Chételat G, Daugherty AM, Davachi L, Ding SL, Ekstrom A, Geerlings MI, Hassan A, Huang Y, Iglesias JE, La Joie R, Kerchner GA, LaRocque KF, Libby LA, Malykhin N, Mueller SG, Olsen RK, Palombo DJ, Parekh MB, Pluta JB, Preston AR, Pruessner JC, Ranganath C, Raz N, Schlichting ML, Schoemaker D, Singh S, Stark CEL, Suthana N, Tompary A, Turowski MM, Van Leemput K, Wagner AD, Wang L, Winterburn JL, Wisse LEM, Yassa MA, Zeineh MM. Quantitative comparison of 21 protocols for labeling hippocampal subfields and parahippocampal subregions in in vivo MRI: towards a harmonized segmentation protocol. Neuroimage 2015; 111:526-41. [PMID: 25596463 PMCID: PMC4387011 DOI: 10.1016/j.neuroimage.2015.01.004] [Citation(s) in RCA: 226] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Revised: 11/25/2014] [Accepted: 01/01/2015] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE An increasing number of human in vivo magnetic resonance imaging (MRI) studies have focused on examining the structure and function of the subfields of the hippocampal formation (the dentate gyrus, CA fields 1-3, and the subiculum) and subregions of the parahippocampal gyrus (entorhinal, perirhinal, and parahippocampal cortices). The ability to interpret the results of such studies and to relate them to each other would be improved if a common standard existed for labeling hippocampal subfields and parahippocampal subregions. Currently, research groups label different subsets of structures and use different rules, landmarks, and cues to define their anatomical extents. This paper characterizes, both qualitatively and quantitatively, the variability in the existing manual segmentation protocols for labeling hippocampal and parahippocampal substructures in MRI, with the goal of guiding subsequent work on developing a harmonized substructure segmentation protocol. METHOD MRI scans of a single healthy adult human subject were acquired both at 3 T and 7 T. Representatives from 21 research groups applied their respective manual segmentation protocols to the MRI modalities of their choice. The resulting set of 21 segmentations was analyzed in a common anatomical space to quantify similarity and identify areas of agreement. RESULTS The differences between the 21 protocols include the region within which segmentation is performed, the set of anatomical labels used, and the extents of specific anatomical labels. The greatest overall disagreement among the protocols is at the CA1/subiculum boundary, and disagreement across all structures is greatest in the anterior portion of the hippocampal formation relative to the body and tail. CONCLUSIONS The combined examination of the 21 protocols in the same dataset suggests possible strategies towards developing a harmonized subfield segmentation protocol and facilitates comparison between published studies.
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Affiliation(s)
- Paul A Yushkevich
- Penn Image Computing and Science Laboratory, Department of Radiology, University of Pennsylvania, USA.
| | - Robert S C Amaral
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Canada
| | - Jean C Augustinack
- A.A. Martinos Center for Biomedical Imaging, Department of Radiology, Harvard Medical School, Massachusetts General Hospital, USA
| | | | - Jeffrey D Bernstein
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, USA; Stanford Center for Memory Disorders, USA
| | - Marina Boccardi
- LENITEM (Laboratory of Epidemiology, Neuroimaging and Telemedicine), IRCCS Centro S. Giovanni di Dio Fatebenefratelli, Italy
| | - Martina Bocchetta
- LENITEM (Laboratory of Epidemiology, Neuroimaging and Telemedicine), IRCCS Centro S. Giovanni di Dio Fatebenefratelli, Italy; Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Alison C Burggren
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, USA
| | | | - M Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Canada; Department of Psychiatry, Department of Biomedical Engineering, McGill University, Canada
| | - Gaël Chételat
- INSERM U1077, Universitè de Caen Basse-Normandie, UMR-S1077, Ecole Pratique des Hautes Etudes, CHU de Caen, U1077, Caen, France
| | - Ana M Daugherty
- Institute of Gerontology, Wayne State University, USA; Psychology Department, Wayne State University, USA
| | - Lila Davachi
- Department of Psychology, New York University, USA; Center for Neural Science, New York University, USA
| | | | - Arne Ekstrom
- Center for Neuroscience, University of California, Davis, USA; Department of Psychology, University of California, Davis, USA
| | - Mirjam I Geerlings
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Netherlands
| | - Abdul Hassan
- Center for Neuroscience, University of California, Davis, USA
| | - Yushan Huang
- Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada
| | - J Eugenio Iglesias
- A.A. Martinos Center for Biomedical Imaging, Department of Radiology, Harvard Medical School, Massachusetts General Hospital, USA; Basque Center on Cognition, Brain and Language (BCBL), Donostia-San Sebastian, Spain
| | - Renaud La Joie
- INSERM U1077, Universitè de Caen Basse-Normandie, UMR-S1077, Ecole Pratique des Hautes Etudes, CHU de Caen, U1077, Caen, France
| | - Geoffrey A Kerchner
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, USA; Stanford Center for Memory Disorders, USA
| | | | - Laura A Libby
- Center for Neuroscience, University of California, Davis, USA
| | - Nikolai Malykhin
- Department of Biomedical Engineering, University of Alberta, Edmonton, Alberta, Canada; Centre for Neuroscience, University of Alberta, Edmonton, Alberta, Canada
| | - Susanne G Mueller
- Department of Radiology, University of California, San Francisco, USA; Center for Imaging of Neurodegenerative Diseases, San Francisco VA Medical Center, USA
| | | | | | | | - John B Pluta
- Penn Image Computing and Science Laboratory, Department of Radiology, University of Pennsylvania, USA; Department of Biostatistics, University of Pennsylvania, USA
| | - Alison R Preston
- Department of Psychology, The University of Texas at Austin, USA; Center for Learning and Memory, The University of Texas at Austin, USA; Department of Neuroscience, The University of Texas at Austin, USA
| | - Jens C Pruessner
- McGill Centre for Studies in Aging, Faculty of Medicine, McGill University, Canada; Department of Psychology, McGill University, Canada
| | - Charan Ranganath
- Department of Psychology, University of California, Davis, USA; Center for Neuroscience, University of California, Davis, USA
| | - Naftali Raz
- Institute of Gerontology, Wayne State University, USA; Psychology Department, Wayne State University, USA
| | - Margaret L Schlichting
- Department of Psychology, The University of Texas at Austin, USA; Center for Learning and Memory, The University of Texas at Austin, USA
| | - Dorothee Schoemaker
- McGill Centre for Studies in Aging, Faculty of Medicine, McGill University, Canada; Department of Psychology, McGill University, Canada
| | - Sachi Singh
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, USA
| | - Craig E L Stark
- Department of Neurobiology and Behavior, University of California, Irvine, USA
| | - Nanthia Suthana
- Department of Neurosurgery, University of California, Los Angeles, USA
| | | | - Marta M Turowski
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, USA
| | - Koen Van Leemput
- A.A. Martinos Center for Biomedical Imaging, Department of Radiology, Harvard Medical School, Massachusetts General Hospital, USA; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark
| | - Anthony D Wagner
- Department of Psychology, Stanford University, USA; Neurosciences Program, Stanford University, USA
| | - Lei Wang
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, USA; Department of Radiology, Northwestern University Feinberg School of Medicine, USA
| | - Julie L Winterburn
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Canada
| | - Laura E M Wisse
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Netherlands
| | - Michael A Yassa
- Department of Neurobiology and Behavior, University of California, Irvine, USA
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