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Pang H, Yu Z, Yu H, Li X, Bu S, Liu Y, Wang J, Zhao M, Fan G. Advanced Cognitive Patterns in Multiple System Atrophy Compared to Parkinson's Disease: An Individual Diffusion Tensor Imaging Study. Acad Radiol 2024; 31:2897-2909. [PMID: 38220569 DOI: 10.1016/j.acra.2024.01.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 12/27/2023] [Accepted: 01/04/2024] [Indexed: 01/16/2024]
Abstract
RATIONALE AND OBJECTIVES Although both Multiple system atrophy (MSA) and Parkinson's disease (PD) belong to alpha-synucleinopathy, they have divergent clinical courses and prognoses. The degeneration of white matter has a considerable impact on cognitive performance, yet it is uncertain how PD and MSA affect its functioning in a similar or different manner. METHODS In this study, a total of 116 individuals (37 PD with mild cognitive impairment (PD-MCI), 37 MSA (parkinsonian variant) with mild cognitive impairment (MSA-MCI), and 42 healthy controls) underwent diffusion tensor imaging (DTI) and cognitive assessment. Utilizing probabilistic fiber tracking, association fibers, projection fibers, and thalamic fibers were reconstructed. Subsequently, regression, support vector machine, and SHAP (Shapley Addictive exPlanations) analyzes were conducted to evaluate the association between microstructural diffusion metrics and multiple cognitive domains, thus determining the white matter predictors of MCI. RESULTS MSA-MCI patients exhibited distinct white matter impairment extending to the middle cerebellar peduncle, corticospinal tract, and cingulum bundle. Furthermore, the fractional anisotropy (FA) and mean diffusivity (MD)values of the right anterior thalamic radiation were significantly associated with global efficiency (FA: B = 0.69, P < 0.001, VIF = 1.31; MD: B = -0.53, P = 0.02, VIF = 2.50). The diffusion metrics of white matter between PD-MCI and MSA-MCI proved to be an effective predictor of the MCI, with an accuracy of 0.73 (P < 0.01), and the most predictive factor being the MD of the anterior thalamic radiation. CONCLUSIONS Our results demonstrated that MSA-MCI had a more noticeable deterioration in white matter, which potentially linked to various cognitive domain connections. Diffusion MRI could be a useful tool in comprehending the neurological basis of cognitive impairment in Parkinsonian disorders.
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Affiliation(s)
- Huize Pang
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Ziyang Yu
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Hongmei Yu
- Department of Neurology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.Y.)
| | - Xiaolu Li
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Shuting Bu
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Yu Liu
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Juzhou Wang
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Mengwan Zhao
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.)
| | - Guoguang Fan
- Department of Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning Province, China (H.P., Z.Y., X.L., S.B., Y.L., J.W., M.Z., G.F.).
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3
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Ferris JK, Lo BP, Barisano G, Brodtmann A, Buetefisch CM, Conforto AB, Donnelly MR, Egorova-Brumley N, Hayward KS, Khlif MS, Revill KP, Zavaliangos-Petropulu A, Boyd L, Liew SL. Modulation of the Association Between Corticospinal Tract Damage and Outcome After Stroke by White Matter Hyperintensities. Neurology 2024; 102:e209387. [PMID: 38701386 PMCID: PMC11196095 DOI: 10.1212/wnl.0000000000209387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 03/04/2024] [Indexed: 05/05/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Motor outcomes after stroke relate to corticospinal tract (CST) damage. The brain leverages surviving neural pathways to compensate for CST damage and mediate motor recovery. Thus, concurrent age-related damage from white matter hyperintensities (WMHs) might affect neurologic capacity for recovery after CST injury. The role of WMHs in post-stroke motor outcomes is unclear. In this study, we evaluated whether WMHs modulate the relationship between CST damage and post-stroke motor outcomes. METHODS We used data from the multisite ENIGMA Stroke Recovery Working Group with T1 and T2/fluid-attenuated inversion recovery imaging. CST damage was indexed with weighted CST lesion load (CST-LL). WMH volumes were extracted with Freesurfer's SAMSEG. Mixed-effects beta-regression models were fit to test the impact of CST-LL, WMH volume, and their interaction on motor impairment, controlling for age, days after stroke, and stroke volume. RESULTS A total of 223 individuals were included. WMH volume related to motor impairment above and beyond CST-LL (β = 0.178, 95% CI 0.025-0.331, p = 0.022). Relationships varied by WMH severity (mild vs moderate-severe). In individuals with mild WMHs, motor impairment related to CST-LL (β = 0.888, 95% CI 0.604-1.172, p < 0.001) with a CST-LL × WMH interaction (β = -0.211, 95% CI -0.340 to -0.026, p = 0.026). In individuals with moderate-severe WMHs, motor impairment related to WMH volume (β = 0.299, 95% CI 0.008-0.590, p = 0.044), but did not significantly relate to CST-LL or a CST-LL × WMH interaction. DISCUSSION WMHs relate to motor outcomes after stroke and modify relationships between motor impairment and CST damage. WMH-related damage may be under-recognized in stroke research as a factor contributing to variability in motor outcomes. Our findings emphasize the importance of brain structural reserve in motor outcomes after brain injury.
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Affiliation(s)
- Jennifer K Ferris
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Bethany P Lo
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Giuseppe Barisano
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Amy Brodtmann
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Cathrin M Buetefisch
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Adriana B Conforto
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Miranda R Donnelly
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Natalia Egorova-Brumley
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Kathryn S Hayward
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Mohamed Salah Khlif
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Kate P Revill
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Artemis Zavaliangos-Petropulu
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Lara Boyd
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
| | - Sook-Lei Liew
- From the Gerontology Research Centre (J.K.F.), Simon Fraser University; Department of Physical Therapy and Djavad Mowafaghian Centre for Brain Health (J.K.F.), University of British Columbia, Vancouver, Canada; Chan Division of Occupational Science and Occupational Therapy (B.P.L., M.R.D., S.-L.L.), University of Southern California, Los Angeles; Department of Neurosurgery (G.B.), Stanford School of Medicine, Stanford University, CA; Central Clinical School (A.B., M.S.K.), Monash University, Melbourne, Victoria, Australia; Department of Medicine (A.B.), Royal Melbourne Hospital, University of Melbourne, Victoria, Australia; Department of Neurology (C.M.B.), Department of Rehabilitation Medicine (C.M.B.), and Department of Radiology (C.M.B.), Emory University, Atlanta, GA; Hospital das Clinicas HCFMUSP (A.B.C.), Faculdade de Medicina, Universidade de São Paulo; Hospital Israelita Albert Einstein (A.B.C.), São Paulo, Brazil; Melbourne School of Psychological Sciences (N.E.-B.), University of Melbourne; Departments of Physiotherapy, Medicine (RMH) & The Florey Institute of Neuroscience and Mental Health (K.S.H.), University of Melbourne, Victoria, Australia; Facility for Education and Research in Neuroscience (K.P.R.), Emory University, Atlanta, GA; Brain Mapping Center (A.Z.-P.), Department of Neurology, Geffen School of Medicine, University of California Los Angeles; and Mark and Mary Stevens Neuroimaging and Informatics Institute and Keck School of Medicine (L.B., S.-L.L.), University of Southern California, Los Angeles
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Zhang J, Li L, Ji R, Shang D, Wen X, Hu J, Wang Y, Wu D, Zhang L, He F, Ye X, Luo B. NODDI Identifies Cognitive Associations with In Vivo Microstructural Changes in Remote Cortical Regions and Thalamocortical Pathways in Thalamic Stroke. Transl Stroke Res 2023:10.1007/s12975-023-01221-w. [PMID: 38049671 DOI: 10.1007/s12975-023-01221-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 11/23/2023] [Accepted: 11/27/2023] [Indexed: 12/06/2023]
Abstract
The roles of cerebral structures distal to isolated thalamic infarcts in cognitive deficits remain unclear. We aimed to identify the in vivo microstructural characteristics of remote gray matter (GM) and thalamic pathways and elucidate their roles across cognitive domains. Patients with isolated ischemic thalamic stroke and healthy controls underwent neuropsychological assessment and magnetic resonance imaging. Neurite orientation dispersion and density imaging (NODDI) was modeled to derive the intracellular volume fraction (VFic) and orientation dispersion index. Fiber density (FD) was determined by constrained spherical deconvolution, and tensor-derived fractional anisotropy (FA) was calculated. Voxel-wise GM analysis and thalamic pathway tractography were performed. Twenty-six patients and 26 healthy controls were included. Patients exhibited reduced VFic in remote GM regions, including ipsilesional insular and temporal subregions. The microstructural metrics VFic, FD, and FA within ipsilesional thalamic pathways decreased (false discovery rate [FDR]-p < 0.05). Noteworthy associations emerged as VFic within insular cortices (ρ = -0.791 to -0.630; FDR-p < 0.05) and FD in tracts connecting the thalamus and insula (ρ = 0.830 to 0.971; FDR-p < 0.001) were closely associated with executive function. The VFic in Brodmann area 52 (ρ = -0.839; FDR-p = 0.005) and FA within its thalamic pathway (ρ = -0.799; FDR-p = 0.003) correlated with total auditory memory scores. In conclusion, NODDI revealed neurite loss in remote normal-appearing GM regions and ipsilesional thalamic pathways in thalamic stroke. Reduced cortical dendritic density and axonal density of thalamocortical tracts in specific subregions were associated with improved cognitive functions. Subacute microstructural alterations beyond focal thalamic infarcts might reflect beneficial remodeling indicating post-stroke plasticity.
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Affiliation(s)
- Jie Zhang
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
- Center for Rehabilitation Medicine, Rehabilitation and Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, China
| | - Lingling Li
- Department of Neurology, Dongyang People's Hospital, Wenzhou Medical University, Dongyang, 322109, China
| | - Renjie Ji
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
| | - Desheng Shang
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310003, China
| | - Xinrui Wen
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
| | - Jun Hu
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
| | - Yingqiao Wang
- Center for Rehabilitation Medicine, Rehabilitation and Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, China
| | - Dan Wu
- Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Hangzhou, 310027, China
| | - Li Zhang
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
- Center for Rehabilitation Medicine, Rehabilitation and Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, China
| | - Fangping He
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China
| | - Xiangming Ye
- Center for Rehabilitation Medicine, Rehabilitation and Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, China
| | - Benyan Luo
- Department of Neurology, Brain Medical Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Zhejiang, 310003, Hangzhou, China.
- MOE Frontier Science Center for Brain Science & Brain-Machine Integration, Zhejiang University, Hangzhou, 310003, China.
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