Associations between contralesional neuroplasticity and motor impairment through deep learning-derived MRI regional brain age in chronic stroke (ENIGMA): a multicohort, retrospective, observational study.
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| Title: | Associations between contralesional neuroplasticity and motor impairment through deep learning-derived MRI regional brain age in chronic stroke (ENIGMA): a multicohort, retrospective, observational study. |
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| Authors: | Park G; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA., Khan MH; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA; Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, USA., Andrushko JW; Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada; Department of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle upon Tyne, UK., Banaj N; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy., Borich MR; Rehabilitation Medicine and Physical Therapy, Emory University, Atlanta, GA, USA., Boyd LA; Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada., Brodtmann A; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia., Brown TR; Department of Radiology, Medical University of South Carolina, Mount Pleasant, SC, USA., Buetefisch CM; Department of Neurology, Emory University, Atlanta, GA, USA., Conforto AB; LIM-44, Laboratory of Magnetic Resonance Imaging in Neuroradiology, Hospital das Clinicas da Faculdade de Medicina da Universidade de Sao Paulo, Sao Paulo, Brazil; Hospital Israelita Albert Einstein, Sao Paulo, Brazil., Cramer SC; Department of Neurology, UCLA, Los Angeles, CA, USA; California Rehabilitation Institute, Los Angeles, CA, USA., Dimyan M; UM Rehabilitation and Orthopaedic Institute, University of Maryland, Baltimore, MD, USA., Domin M; Core Unit Functional Imaging, University Medicine Greifswald, Greifswald, Germany., Donnelly MR; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA., Egorova-Brumley N; Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, VIC, Australia., Ermer ER; Department of Neurology, University of Maryland, Baltimore, MD, USA., Feng W; Department of Neurology, Duke University School of Medicine, Durham, NC, USA., Geranmayeh F; Department of Brain Sciences, Imperial College London, London, UK., Hanlon CA; Department of Cancer Biology, Wake Forest School of Medicine, Winston Salem, NC, USA., Hordacre B; Innovation, Implementation, and Clinical Translation in Health, University of South Australia, Adelaide, SA, Australia., Jahanshad N; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA., Kautz SA; Department of Health Sciences and Research., Khlif MS; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia., Liu J; Department of Radiology, Tianjin Medical University General Hospital, Tianjin, China., Lotze M; Core Unit Functional Imaging, University Medicine Greifswald, Greifswald, Germany., MacIntosh BJ; Medical Biophysics, University of Toronto, Toronto, ON, Canada., Mohamed FB; Jefferson Integrated Magnetic Resonance Imaging Center, Department of Radiology, Thomas Jefferson University, Philadelphia, PA, USA., Nordvik JE; CatoSenteret Rehabilitation Center, Son, Norway., Piras F; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy., Revill KP; Facility for Education and Research in Neuroscience, Emory University, Atlanta, GA, USA., Robertson AD; Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada., Schranz C; Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA., Schweighofer N; Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA., Seo NJ; Department of Health Sciences and Research; Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA., Soekadar SR; Clinical Neurotechnology, Charité-University Medicine Berlin, Berlin, Germany., Srivastava S; Courage Kenny Rehabilitation Institute, Allina Health, Minneapolis, MN, USA., Tavenner BP; Department of Psychology, University of California, Riverside, Riverside, CA, USA., Thielman GT; Department of Physical Therapy and Neuroscience, Saint Joseph's University, Philadelphia, PA, USA., Thomopoulos SI; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA., Vecchio D; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy., Werden E; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia., Westlye LT; Department of Psychology, University of Oslo, Oslo, Norway., Winstein CJ; Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA., Wittenberg GF; GRECC, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA; Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA., Ferris JK; Graduate Program in Rehabilitation Sciences, University of British Columbia, Vancouver, BC, Canada; Gerontology Research Centre, Simon Fraser University, Vancouver, BC, Canada., Yu C; Medical Biophysics, University of Toronto, Toronto, ON, Canada., Thompson PM; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA., Liew SL; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA. Electronic address: sliew@usc.edu., Kim H; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA. Electronic address: hosung.kim@loni.usc.edu. |
| Source: | The Lancet. Digital health [Lancet Digit Health] 2026 Jan; Vol. 8 (1), pp. 100942. Date of Electronic Publication: 2026 Jan 22. |
| Publication Type: | Journal Article; Observational Study |
| Journal Info: | Publisher: Elsevier Ltd Country of Publication: England NLM ID: 101751302 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2589-7500 (Electronic) Linking ISSN: 25897500 NLM ISO Abbreviation: Lancet Digit Health Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41577565 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Associations between contralesional neuroplasticity and motor impairment through deep learning-derived MRI regional brain age in chronic stroke (ENIGMA): a multicohort, retrospective, observational study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Park+G%22">Park G</searchLink>; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Khan+MH%22">Khan MH</searchLink>; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA; Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Andrushko+JW%22">Andrushko JW</searchLink>; Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada; Department of Sport, Exercise and Rehabilitation, Faculty of Health and Life Sciences, Northumbria University, Newcastle upon Tyne, UK.<br /><searchLink fieldCode="AU" term="%22Banaj+N%22">Banaj N</searchLink>; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Borich+MR%22">Borich MR</searchLink>; Rehabilitation Medicine and Physical Therapy, Emory University, Atlanta, GA, USA.<br /><searchLink fieldCode="AU" term="%22Boyd+LA%22">Boyd LA</searchLink>; Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Brodtmann+A%22">Brodtmann A</searchLink>; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Brown+TR%22">Brown TR</searchLink>; Department of Radiology, Medical University of South Carolina, Mount Pleasant, SC, USA.<br /><searchLink fieldCode="AU" term="%22Buetefisch+CM%22">Buetefisch CM</searchLink>; Department of Neurology, Emory University, Atlanta, GA, USA.<br /><searchLink fieldCode="AU" term="%22Conforto+AB%22">Conforto AB</searchLink>; LIM-44, Laboratory of Magnetic Resonance Imaging in Neuroradiology, Hospital das Clinicas da Faculdade de Medicina da Universidade de Sao Paulo, Sao Paulo, Brazil; Hospital Israelita Albert Einstein, Sao Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Cramer+SC%22">Cramer SC</searchLink>; Department of Neurology, UCLA, Los Angeles, CA, USA; California Rehabilitation Institute, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Dimyan+M%22">Dimyan M</searchLink>; UM Rehabilitation and Orthopaedic Institute, University of Maryland, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Domin+M%22">Domin M</searchLink>; Core Unit Functional Imaging, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22Donnelly+MR%22">Donnelly MR</searchLink>; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Egorova-Brumley+N%22">Egorova-Brumley N</searchLink>; Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Ermer+ER%22">Ermer ER</searchLink>; Department of Neurology, University of Maryland, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Feng+W%22">Feng W</searchLink>; Department of Neurology, Duke University School of Medicine, Durham, NC, USA.<br /><searchLink fieldCode="AU" term="%22Geranmayeh+F%22">Geranmayeh F</searchLink>; Department of Brain Sciences, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Hanlon+CA%22">Hanlon CA</searchLink>; Department of Cancer Biology, Wake Forest School of Medicine, Winston Salem, NC, USA.<br /><searchLink fieldCode="AU" term="%22Hordacre+B%22">Hordacre B</searchLink>; Innovation, Implementation, and Clinical Translation in Health, University of South Australia, Adelaide, SA, Australia.<br /><searchLink fieldCode="AU" term="%22Jahanshad+N%22">Jahanshad N</searchLink>; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kautz+SA%22">Kautz SA</searchLink>; Department of Health Sciences and Research.<br /><searchLink fieldCode="AU" term="%22Khlif+MS%22">Khlif MS</searchLink>; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Department of Radiology, Tianjin Medical University General Hospital, Tianjin, China.<br /><searchLink fieldCode="AU" term="%22Lotze+M%22">Lotze M</searchLink>; Core Unit Functional Imaging, University Medicine Greifswald, Greifswald, Germany.<br /><searchLink fieldCode="AU" term="%22MacIntosh+BJ%22">MacIntosh BJ</searchLink>; Medical Biophysics, University of Toronto, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Mohamed+FB%22">Mohamed FB</searchLink>; Jefferson Integrated Magnetic Resonance Imaging Center, Department of Radiology, Thomas Jefferson University, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Nordvik+JE%22">Nordvik JE</searchLink>; CatoSenteret Rehabilitation Center, Son, Norway.<br /><searchLink fieldCode="AU" term="%22Piras+F%22">Piras F</searchLink>; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Revill+KP%22">Revill KP</searchLink>; Facility for Education and Research in Neuroscience, Emory University, Atlanta, GA, USA.<br /><searchLink fieldCode="AU" term="%22Robertson+AD%22">Robertson AD</searchLink>; Kinesiology and Health Sciences, University of Waterloo, Waterloo, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Schranz+C%22">Schranz C</searchLink>; Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA.<br /><searchLink fieldCode="AU" term="%22Schweighofer+N%22">Schweighofer N</searchLink>; Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Seo+NJ%22">Seo NJ</searchLink>; Department of Health Sciences and Research; Department of Rehabilitation Sciences, Medical University of South Carolina, Charleston, SC, USA.<br /><searchLink fieldCode="AU" term="%22Soekadar+SR%22">Soekadar SR</searchLink>; Clinical Neurotechnology, Charité-University Medicine Berlin, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Srivastava+S%22">Srivastava S</searchLink>; Courage Kenny Rehabilitation Institute, Allina Health, Minneapolis, MN, USA.<br /><searchLink fieldCode="AU" term="%22Tavenner+BP%22">Tavenner BP</searchLink>; Department of Psychology, University of California, Riverside, Riverside, CA, USA.<br /><searchLink fieldCode="AU" term="%22Thielman+GT%22">Thielman GT</searchLink>; Department of Physical Therapy and Neuroscience, Saint Joseph's University, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Thomopoulos+SI%22">Thomopoulos SI</searchLink>; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Vecchio+D%22">Vecchio D</searchLink>; Department of Clinical Neuroscience and Neurorehabilitation, Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Werden+E%22">Werden E</searchLink>; Cognitive Health Initiative, School of Translational Medicine, Monash University, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Westlye+LT%22">Westlye LT</searchLink>; Department of Psychology, University of Oslo, Oslo, Norway.<br /><searchLink fieldCode="AU" term="%22Winstein+CJ%22">Winstein CJ</searchLink>; Division of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wittenberg+GF%22">Wittenberg GF</searchLink>; GRECC, VA Pittsburgh Healthcare System, Pittsburgh, PA, USA; Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Ferris+JK%22">Ferris JK</searchLink>; Graduate Program in Rehabilitation Sciences, University of British Columbia, Vancouver, BC, Canada; Gerontology Research Centre, Simon Fraser University, Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Yu+C%22">Yu C</searchLink>; Medical Biophysics, University of Toronto, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Thompson+PM%22">Thompson PM</searchLink>; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.<br /><searchLink fieldCode="AU" term="%22Liew+SL%22">Liew SL</searchLink>; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA; Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, USA. Electronic address: sliew@usc.edu.<br /><searchLink fieldCode="AU" term="%22Kim+H%22">Kim H</searchLink>; Mark and Mary Stevens Neuroimaging and Informatics Institute, University of Southern California, Los Angeles, CA, USA. Electronic address: hosung.kim@loni.usc.edu. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101751302%22">The Lancet. Digital health</searchLink> [Lancet Digit Health] 2026 Jan; Vol. 8 (1), pp. 100942. <i>Date of Electronic Publication: </i>2026 Jan 22. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Observational Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Ltd%22">Elsevier Ltd </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101751302 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2589-7500 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2225897500%22">25897500 </searchLink><i>NLM ISO Abbreviation: </i>Lancet Digit Health <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41577565 |
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