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Brown FS, Glasmacher SA, Taylor D, Jenkins R, Chandran S, Gillespie D, Foley P. Pain and cognitive performance in adults with multiple sclerosis: A systematic review. Mult Scler Relat Disord 2023; 71:104584. [PMID: 36871373 DOI: 10.1016/j.msard.2023.104584] [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: 12/18/2022] [Revised: 02/08/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023]
Abstract
INTRODUCTION Pain and cognitive dysfunction are separately known to be important manifestations of multiple sclerosis (MS). Although pain is a complex subjective phenomenon with affective and cognitive aspects, it is not known if people with MS reporting pain are at greater risk of reduced performance in objective tests of cognition. The presence or direction of any association remains to be clarified, as do the roles of confounders such as fatigue, medication and mood. METHODS We conducted a systematic review of studies examining the relationship between pain and objectively measured cognition in adults with confirmed MS, according to a pre-registered protocol (PROSPERO 42,020,171,469). We carried out searches in MEDLINE, Embase and PsychInfo. Studies of adults with any subtype of MS, with chronic pain and in which cognitive evaluation was conducted by validated instruments were included. We evaluated the role of potential confounders (medication, depression, anxiety, fatigue and sleep) and described findings by eight pre-specified cognitive domains. Risk of bias was assessed using the Newcastle-Ottawa Scale. RESULTS 11 studies (n = 3714 participants, range 16 to 1890 per study) were included in the review. Four studies included longitudinal data. Nine studies identified a relationship between pain and objectively measured cognitive performance. In seven of these studies, higher pain scores were associated with poorer cognitive performance. However, no evidence was available for some cognitive domains. Heterogeneous study methodology precluded meta-analysis. Studies infrequently controlled for the specified confounders. Most studies were judged to be at risk of bias. DISCUSSION Several studies, but not all, identified a negative relationship between pain severity and objectively measured cognitive performance. Our ability to further characterise this relationship is limited by study design and lack of evidence in many cognitive domains. Future studies should better establish this relationship and delineate the neurological substrate underpinning it.
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Affiliation(s)
| | - Stella A Glasmacher
- Anne Rowling Regenerative Neurology Clinic, University of Edinburgh, Chancellor's Building, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, Edinburgh, UK; Department of Neurology, RWTH Aachen University, Aachen, Germany
| | | | | | - Siddharthan Chandran
- Anne Rowling Regenerative Neurology Clinic, University of Edinburgh, Chancellor's Building, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, Edinburgh, UK; Euan MacDonald Centre for Motor Neurone Disease Research, University of Edinburgh, Chancellor's Building, Edinburgh, UK; UK Dementia Research Institute at University of Edinburgh, Chancellor's Building, Edinburgh, UK
| | - David Gillespie
- Department of Clinical Neurosciences, NHS Lothian, Edinburgh, UK
| | - Peter Foley
- Anne Rowling Regenerative Neurology Clinic, University of Edinburgh, Chancellor's Building, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, Edinburgh, UK
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Jakimovski D, Wicks TR, Bergsland N, Dwyer MG, Weinstock-Guttman B, Zivadinov R. Neuroimaging Correlates of Patient-Reported Outcomes in Multiple Sclerosis. Degener Neurol Neuromuscul Dis 2023; 13:21-32. [PMID: 36756005 PMCID: PMC9900239 DOI: 10.2147/dnnd.s384038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 01/24/2023] [Indexed: 02/04/2023] Open
Abstract
Background Patient-reported outcomes (PROs) are increasingly associated with concurrent and future impairments in persons with multiple sclerosis (pwMS). The structural and pathological relationships with PROs in pwMS have not been elucidated. Methods One hundred and forty-two pwMS and 47 healthy controls (HCs) were scanned using 3T MRI and completed a PRO questionnaire named Lifeware® that outlines the physical and psychosocial abilities. Beck's Depression Inventory (BDI) assessed levels of depression. T1- and T2-lesion volume, volumes of the whole brain (WBV), gray matter (GMV), white matter (WMV) and lateral ventricle (LVV) were derived using JIM and SIENAX software. Additional deep GM (DGMV) and nuclei-specific volumes of the thalamus, caudate, globus pallidus, putamen, and hippocampus were calculated using FIRST. Ordinal regression models adjusted for age and depression and mediation analyses were used. Results When compared to HCs, pwMS reported significantly greater limitations in mobility domains, including standing up from low seat (p < 0.001), climbing flight of stairs (p < 0.001), lower limb limitation (p < 0.001), limitations in bladder continence (p = 0.001) and fatigability (p < 0.001). Patient-reported limitations related to lower extremity function were explained by age, BDI, and all DGM nuclei volumes (p < 0.029). No such relationships were seen in the HCs. Fatiguability and the extent of life satisfaction were only related to depression (BDI p < 0.001) and not associated with any MRI-based outcomes. Most relationships between structural pathology and PROs were mediated by BDI scores (p < 0.001). In the pwMS group, there were no significant differences in any MRI-based brain volumes between the levels of reported life satisfaction. Conclusion PRO measures of lower extremity limitations were associated with DGM structures and DGM-specific nuclei. These findings promote the relevance of measuring DGM structures as measures directly related to subjective well-being and walking limitations. Depression is a significant mediator of PROs and in particular of life satisfaction.
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Affiliation(s)
- Dejan Jakimovski
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Taylor R Wicks
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Niels Bergsland
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
- IRCCS, Fondazione Don Carlo Gnocchi, Milan, Italy
| | - Michael G Dwyer
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Bianca Weinstock-Guttman
- Department of Neurology, Jacobs Comprehensive MS Treatment and Research Center, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Robert Zivadinov
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, USA
- Center for Biomedical Imaging at the Clinical Translational Science Institute, University at Buffalo, State University of New York, Buffalo, NY, USA
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Henning DA, Edwards EM, Ansara M, Fritz NE. Validating the walking while talking test to measure motor, cognitive, and dual-task performance in ambulatory individuals with multiple sclerosis. Mult Scler Relat Disord 2021; 54:103123. [PMID: 34246023 DOI: 10.1016/j.msard.2021.103123] [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: 03/18/2021] [Revised: 06/15/2021] [Accepted: 06/25/2021] [Indexed: 10/21/2022]
Abstract
INTRODUCTION Multiple Sclerosis (MS) is associated with demyelination of the central nervous system that negatively impacts both motor and cognitive function, resulting in difficulty performing simultaneous motor and cognitive tasks, or dual-tasks. Declines in dual-tasking have been linked with falls in MS; thus, dual-task assessment with the Walking While Talking Test (WWTT) is commonly utilized in the clinical setting. However, the validity and minimal detectable change (MDC) of the WWTT has not been established for persons with MS. The primary objective of the study was to establish the WWTT as a valid measure of dual-task function by examining concurrent validity with other motor, cognitive and dual-task measures, and to establish the MDC for both the simple and complex conditions of the WWTT. METHODS In a single visit, 38 adults (34 female, mean (SD) age 49.8(±9.1), Patient Determined Disease Steps (PDDS) mean 3, range 1-6) completed the WWTT simple (walk while reciting the alphabet) and complex (walk while reciting every other letter of the alphabet) conditions as well as a battery of cognitive and motor tests. Spearman correlations were used to examine concurrent validity. The sample was divided into low and high disability groups to determine the impact of disability severity on relationships among WWTT and cognitive and motor function. RESULTS Excellent concurrent validity (r ≥ 0.79; p < 0.001) was observed for the WWTT simple and complex with both motor (Timed Up-and-Go, Timed 25-Foot Walk, forward and backward walking velocity, Six-Spot Step Test) and dual-task measures (Timed Up-and-Go Cognitive). The WWTT-simple demonstrated moderate concurrent validity with measures of processing speed (Symbol Digit Modalities Test, p = 0.041) and was related to all motor and dual-task measures across disability levels. The WWTT complex was only related to complex motor tasks in the low disability group. Within the low disability group, WWTT was associated with processing speed (p = 0.045) and working memory (California Verbal Learning Test, p = 0.012). The MDC values were established for WWTT simple (6.9 s) and complex (8 s) conditions. DISCUSSION The WWTT is a quick, easy-to-administer clinical measure that captures both motor and cognitive aspects of performance for persons with MS. Clinicians should consider adding the WWTT to the evaluation of persons with MS to examine dual-task performance.
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Affiliation(s)
- David A Henning
- Neuroimaging and Neurorehabilitation Laboratory, Wayne State University, Detroit MI, United States; Department of Health Care Sciences, Program in Physical Therapy, Wayne State University, Detroit MI, United States
| | - Erin M Edwards
- Neuroimaging and Neurorehabilitation Laboratory, Wayne State University, Detroit MI, United States; Translational Neuroscience Program, Wayne State University, Detroit, MI, United States
| | - Melissa Ansara
- Neuroimaging and Neurorehabilitation Laboratory, Wayne State University, Detroit MI, United States
| | - Nora E Fritz
- Neuroimaging and Neurorehabilitation Laboratory, Wayne State University, Detroit MI, United States; Department of Health Care Sciences, Program in Physical Therapy, Wayne State University, Detroit MI, United States; Translational Neuroscience Program, Wayne State University, Detroit, MI, United States; Department of Neurology, Wayne State University, Detroit MI, United States.
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Pashazadeh Kan F, Hoseinipalangi Z, Ahmadi N, Hosseinifard H, Dehnad A, Sadat Hoseini B, Tohidi Asl M, Ghashghaee A. Global, regional and national quality of life in patients with multiple sclerosis: a global systematic review and meta-analysis. BMJ Support Palliat Care 2020; 12:158-166. [DOI: 10.1136/bmjspcare-2020-002604] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 08/18/2020] [Accepted: 08/21/2020] [Indexed: 12/26/2022]
Abstract
Background and aimThe purpose of this study was to evaluate the health-related quality of life (HRQOL) of patients with multiple sclerosis (MS) globally to provide precise information for policy makers to take necessary steps to improve the quality of life of these patients. This systematic review and meta-analysis is the first global study in the last decade.Materials and methodsData from January 2000 to April 2020 were collected from Scopus, PubMed, Embase, Web of Science and Google Scholar databases on the basis of inclusion and exclusion criteria. Data obtained were analysed by R software, and 54 articles were finally included in the study.ResultsFrom the 2126 articles collected, a total of 54 articles were included in the study. Based on the results of random-effects analysis (DerSimonian and Laird), the mental HRQOL score was 55.18 (95% CI 52.71 to 57.65) and the physical HRQOL score was 48.72 (95% CI 45.93 to 51.52). In this study, age and duration of disease had a significant and direct relationship with mental HRQOL (p≤0.01). Moreover, mental HRQOL was higher in Europe than in other continents, while physical HRQOL was higher in Asia than in other continents. HRQOL was also evaluated on the basis of three valid questionnaires: Short Form 36, Multiple Sclerosis Quality of Life-54 and Multiple Sclerosis International Quality of Life.ConclusionAccording to the results of this study, the total score for HRQOL indicates moderate quality of life. Factors such as depression, age and duration of disease have the greatest impact on HRQOL, whereas factors such as fatigue and the Expanded Disability Status Scale score have less effects on HRQOL, so that patients with MS continue their daily activities as long as they are physically able to, and this happens despite disease progression.
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Fritz NE, Chen Y, Waters L, Saba S, Hackett M, Mada FC, Li J. Fatigue in patients with hereditary neuropathy with liability to pressure palsies. Ann Clin Transl Neurol 2020; 7:1400-1409. [PMID: 32856791 PMCID: PMC7448142 DOI: 10.1002/acn3.51133] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 06/29/2020] [Accepted: 06/30/2020] [Indexed: 01/13/2023] Open
Abstract
OBJECTIVE Hereditary Neuropathy with Liability to Pressure Palsies (HNPP) is caused by a heterozygous deletion of peripheral myelin protein-22 (PMP22) gene resulting in focal sensorimotor deficits. Our lab has identified a disruption of myelin junctions in excessively permeable myelin that impairs action potential propagation. This mechanism is expected to cause fatigue in patients with HNPP. Therefore, the objective was to characterize fatigue in patients with HNPP and determine the relationship of fatigue to nerve pathology, disability, and quality of life. METHODS Nine females with HNPP participated in a single visit that included genotyping, nerve conduction studies, neurological exam, quantitative magnetic resonance imaging, and a physical therapy exam incorporating upper and lower extremity function and survey measures of fatigue. This visit was followed by 2 weeks of ecological momentary assessment (wrist-worn device) that captured fatigue ratings five times per day. RESULTS Participants demonstrated mild neurological impairment (CMTNS: 5.7 ± 2.8), yet reported high fatigue levels (average fatigue intensity over 2 weeks: 5.9 out of 10). Higher fatigue levels were associated with poorer quality of life and more pain. Higher fatigue was associated with significantly greater distal nerve proton density changes on peripheral nerve MRI, which is in line with hyper-permeable myelin in HNPP. INTERPRETATION Fatigue is common and severe among patients with HNPP whose disabilities are minimal by conventional outcome measures. Therapeutic interventions targeting fatigue have the potential to improve quality of life and may serve as a robust outcome measure to show longitudinal changes for patients with HNPP.
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Affiliation(s)
- Nora E. Fritz
- Physical Therapy ProgramEugene Applebaum College of Pharmacy and Health SciencesDetroitMI
- Department of NeurologyWayne State University School of MedicineDetroitMI
| | - Yongsheng Chen
- Department of NeurologyWayne State University School of MedicineDetroitMI
| | - Lauren Waters
- Physical Therapy ProgramEugene Applebaum College of Pharmacy and Health SciencesDetroitMI
| | - Sadaf Saba
- Center for Molecular Medicine & GeneticsWayne State University School of MedicineDetroitMI
| | - Melody Hackett
- Department of NeurologyWayne State University School of MedicineDetroitMI
| | - Flicia C. Mada
- Department of NeurologyWayne State University School of MedicineDetroitMI
| | - Jun Li
- Department of NeurologyWayne State University School of MedicineDetroitMI
- Center for Molecular Medicine & GeneticsWayne State University School of MedicineDetroitMI
- John D. Dingell VA Medical CenterDetroitMI
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King ML. The neural correlates of well-being: A systematic review of the human neuroimaging and neuropsychological literature. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2019; 19:779-796. [PMID: 31062291 PMCID: PMC6713599 DOI: 10.3758/s13415-019-00720-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
What it means to be well and to achieve well-being is fundamental to the human condition. Scholars of many disciplines have attempted to define well-being and to investigate the behavioral and neural correlates of well-being. Despite many decades of inquiry into well-being, much remains unknown. The study of well-being has evolved over time, shifting in focus and methodology. Many recent investigations into well-being have taken a neuroscientific approach to try to bolster understanding of this complex construct. A growing body of literature has directly examined the association between well-being and the brain. The current review synthesizes the extant literature regarding the neural correlates of trait-like well-being (i.e., the propensity to live according to one's true nature). Although reported associations between well-being and the brain varied, some notable patterns were evidenced in the literature. In particular, the strongest and most consistent association emerged between well-being and the anterior cingulate cortex. In addition, patterns of association between well-being and the orbitofrontal cortex, posterior cingulate cortex, superior temporal gyrus, and thalamus emerged. These regions largely comprise the salience and default mode networks, suggesting a possible relationship between well-being and brain networks involved in the integration of relevant and significant stimuli. Various methodological concerns are addressed and recommendations for future research are discussed.
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Affiliation(s)
- Marcie L King
- Department of Psychological and Brain Sciences, University of Iowa, W311 Seashore Hall, Iowa City, IA, 52242, USA.
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Motor, Cognitive, and Behavioral Performance in Middle-Aged and Older Adults With Multiple Sclerosis. TOPICS IN GERIATRIC REHABILITATION 2019. [DOI: 10.1097/tgr.0000000000000235] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Zurawski J, Glanz BI, Healy BC, Tauhid S, Khalid F, Chitnis T, Weiner HL, Bakshi R. The impact of cervical spinal cord atrophy on quality of life in multiple sclerosis. J Neurol Sci 2019; 403:38-43. [PMID: 31207364 DOI: 10.1016/j.jns.2019.04.023] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Revised: 03/04/2019] [Accepted: 04/15/2019] [Indexed: 01/27/2023]
Abstract
BACKGROUND Spinal cord demyelination is common in multiple sclerosis (MS) and has been linked to increased disability and progressive clinical course. Spinal cord atrophy shows an especially close relationship to MS-related physical disability, though the relationship between spinal cord lesions/atrophy and health-related quality of life (QOL) has not been explored. METHODS 62 patients (53 relapsing MS, 7 secondary progressive, 2 clinically isolated syndrome) from our center underwent 3 T MRI within 30 days of clinical examination and QOL assessment. Upper cervical (C1-C3) spinal cord area (UCCA) was obtained from 3D high-resolution MPRAGE sequences (1 mm isotropic voxels). Cervical spinal cord (C1-C7) lesion count, and cervical and brain T2 hyperintense lesion volumes were calculated. Brain parenchymal fraction (BPF) was obtained from an automated segmentation pipeline. Spearman correlations were assessed between MRI and clinical data. Partial Spearman correlations adjusting for age, disease duration, and BPF assessed the independent association between MRI variables and QOL domains. RESULTS UCCA showed an inverse relationship with age (r = -0.330, p = .009), disease duration, (r = -0.444, p < .001), and nine-hole peg test (r = -0.353, p = .005). The Upper Extremity Function QOL domain showed the strongest relationship to UCCA (r = 0.333, p = .008), with Lower Extremity Function QOL (r = 0.234, p = .067) and Satisfaction with Social Roles and Activities (r = 0.245, p = .055) correlations bordering significance. The association between UCCA and Upper Extremity QOL remained significant after adjustment for BPF, age, and disease duration. QOL domains reflective of psychological health (Depression, Anxiety, Emotional and Behavioral Dyscontrol, Positive Affect and Wellbeing) showed no relationship to UCCA. Cervical and brain lesion volume related to impairment in Stigma while cervical lesion count was unrelated to NeuroQOL impairment. Brain atrophy correlated with conventional markers of disability and cognition but did not have a significant relationship to QOL. CONCLUSION Cervical spinal cord volume is independently associated with impaired upper extremity-related QOL in patients with MS. These findings suggest specific clinical relevance of MS-related spinal cord atrophy as compared to brain or cervical spinal cord lesions, or whole brain atrophy.
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Affiliation(s)
- Jonathan Zurawski
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
| | - Bonnie I Glanz
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Brian C Healy
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA; Biostatistics Center, Massachusetts General Hospital, Boston, MA, USA
| | - Shahamat Tauhid
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Fariha Khalid
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Tanuja Chitnis
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Howard L Weiner
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Rohit Bakshi
- Department of Neurology, Laboratory for Neuroimaging Research, Partners MS Center, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA; Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
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Artemiadis A, Anagnostouli M, Zalonis I, Chairopoulos K, Triantafyllou N. Structural MRI correlates of cognitive function in multiple sclerosis. Mult Scler Relat Disord 2018; 21:1-8. [PMID: 29438835 DOI: 10.1016/j.msard.2018.02.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Accepted: 02/03/2018] [Indexed: 01/26/2023]
Abstract
BACKGROUND Cognitive impairment (CI) has been associated with numerous magnetic resonance imaging (MRI) indices in multiple sclerosis (MS) patients. In this study we investigated the association of a large set of 2D and 3D MRI markers with cognitive function in MS. METHODS A sample of 61 RRMS patients (mean age 41.8 ± 10.6 years old, 44 women, mean disease duration 137.9 ± 83.9 months) along with 51 age and gender matched healthy controls was used in this cross-sectional study. Neuropsychological and other tests, along with a large set of 2D/3D MRI evaluations were made. RESULTS 44.3% of patients had CI. CI patients had more disability, physical fatigue than non-CI patients and more psychological distress than non-CI patients and HCs. Also, CI patients had significantly larger third ventricle width and volume, smaller coprus callosum index and larger lesion volume than non-CI patients. These MRI markers also significantly predicted cognitive scores after adjusting for age and education, explaining about 30.6% of the variance of the total cognitive score. CONCLUSIONS Selected linear and volumetric MRI indices predict cognitive function in MS. Future studies should expand these results by exploring longitudinal changes and producing normative data.
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Affiliation(s)
- Artemios Artemiadis
- 1st Department of Neurology, Aeginition Hospital, Faculty of Medicine, National Kapodistrian University of Athens, Vas. Sofias Ave. 72-74, GR-11528 Athens, Greece; Department of Neurology, Army Share Fund Hospital (NIMTS), Monis Petraki 10-12, GR-11521 Athens, Greece.
| | - Maria Anagnostouli
- 1st Department of Neurology, Aeginition Hospital, Faculty of Medicine, National Kapodistrian University of Athens, Vas. Sofias Ave. 72-74, GR-11528 Athens, Greece
| | - Ioannis Zalonis
- 1st Department of Neurology, Aeginition Hospital, Faculty of Medicine, National Kapodistrian University of Athens, Vas. Sofias Ave. 72-74, GR-11528 Athens, Greece
| | - Konstantinos Chairopoulos
- Department of Neurology, Army Share Fund Hospital (NIMTS), Monis Petraki 10-12, GR-11521 Athens, Greece
| | - Nikos Triantafyllou
- 1st Department of Neurology, Aeginition Hospital, Faculty of Medicine, National Kapodistrian University of Athens, Vas. Sofias Ave. 72-74, GR-11528 Athens, Greece
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