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Margoni M, Valsasina P, Bacchetti A, Mistri D, Preziosa P, Rocca MA, Filippi M. Resting state functional connectivity modifications in monoaminergic circuits underpin fatigue development in patients with multiple sclerosis. Mol Psychiatry 2024:10.1038/s41380-024-02532-6. [PMID: 38528072 DOI: 10.1038/s41380-024-02532-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 03/13/2024] [Accepted: 03/13/2024] [Indexed: 03/27/2024]
Abstract
Dysregulation of monoaminergic networks might have a role in the pathogenesis of fatigue in multiple sclerosis (MS). We investigated longitudinal changes of resting state (RS) functional connectivity (FC) in monoaminergic networks and their association with the development of fatigue in MS. Eighty-nine MS patients and 49 age- and sex-matched healthy controls (HC) underwent neurological, fatigue, and RS functional MRI assessment at baseline and after a median follow-up of 1.3 years (interquartile range = 1.01-2.01 years). Monoaminergic-related RS FC was estimated with an independent component analysis constrained to PET atlases for dopamine (DA), noradrenaline (NA), and serotonin (5-HT) transporters. At baseline, 24 (27%) MS patients were fatigued (F) and 65 were not fatigued (NF). Of these, 22 (34%) developed fatigue (DEV-FAT) at follow-up and 43 remained not fatigued (NO-FAT). At baseline, F-MS patients showed increased monoaminergic-related RS FC in the caudate nucleus vs NF-MS and in the hippocampal, postcentral, temporal, and occipital cortices vs NF-MS and HC. Moreover, F-MS patients exhibited decreased RS FC in the frontal cortex vs NF-MS and HC, and in the thalamus vs NF-MS. During the follow-up, no RS FC changes were observed in HC. NO-FAT patients showed limited DA-related RS FC modifications, whereas DEV-FAT MS patients showed increased DA-related RS FC in the left hippocampus, significant at time-by-group interaction analysis. In the NA-related network, NO-FAT patients showed decreased RS FC over time in the left superior frontal gyrus. This region showed increased RS FC in both DEV-FAT and F-MS patients; this divergent behavior was significant at time-by-group interaction analysis. Finally, DEV-FAT MS patients presented increased 5-HT-related RS FC in the angular and middle occipital gyri, while this latter region showed decreased 5-HT-related RS FC during the follow-up in F-MS patients. In MS patients, distinct patterns of alterations were observed in monoaminergic networks based on their fatigue status. Fatigue was closely linked to specific changes in the basal ganglia and hippocampal, superior frontal, and middle occipital cortices.
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Affiliation(s)
- Monica Margoni
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Paola Valsasina
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Anna Bacchetti
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Damiano Mistri
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Paolo Preziosa
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Maria A Rocca
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Massimo Filippi
- Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.
- Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.
- Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.
- Vita-Salute San Raffaele University, Milan, Italy.
- Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.
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Graves JS, Oertel FC, Van der Walt A, Collorone S, Sotirchos ES, Pihl-Jensen G, Albrecht P, Yeh EA, Saidha S, Frederiksen J, Newsome SD, Paul F. Leveraging Visual Outcome Measures to Advance Therapy Development in Neuroimmunologic Disorders. NEUROLOGY(R) NEUROIMMUNOLOGY & NEUROINFLAMMATION 2021; 9:9/2/e1126. [PMID: 34955459 PMCID: PMC8711076 DOI: 10.1212/nxi.0000000000001126] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 11/04/2021] [Indexed: 12/19/2022]
Abstract
The visual system offers unparalleled precision in the assessment of neuroaxonal damage. With the majority of patients with multiple sclerosis (MS) experiencing afferent and efferent visual dysfunction, outcome measures capturing these deficits provide insight into neuroaxonal injury, even in those with minimal disability. Ideal for use in clinical trials, visual measures are generally inexpensive, accessible, and reproducible. Quantification of visual acuity, visual fields, visual quality of life, and electrophysiologic parameters allows assessment of function, whereas optical coherence tomography (OCT) provides reliable measures of the structural integrity of the anterior afferent visual pathway. The technology of oculomotor biometrics continues to advance, and discrete measures of fixation, smooth pursuit, and saccadic eye movement abnormalities are ready for inclusion in future trials of MS progression. Visual outcomes allow tracking of neuroaxonal injury and aid in distinguishing MS from diseases such as neuromyelitis optica spectrum disorder (NMOSD) or myelin oligodendrocyte glycoprotein antibody-associated diseases (MOGAD). OCT has also provided unique insights into pathophysiology, including the identification of foveal pitting in NMOSD, possibly from damage to Müller cells, which carry an abundance of aquaporin-4 channels. For some study designs, the cost-benefit ratio favors visual outcomes over more expensive MRI outcomes. With the next frontier of therapeutics focused on remyelination and neuroprotection, visual outcomes are likely to take center stage. As an international community of collaborative, committed, vision scientists, this review by the International MS Visual System Consortium (IMSVISUAL) outlines the quality standards, informatics, and framework needed to routinely incorporate vision outcomes into MS and NMOSD trials.
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Affiliation(s)
- Jennifer S Graves
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada.
| | - Frederike Cosima Oertel
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Anneke Van der Walt
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Sara Collorone
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Elias S Sotirchos
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Gorm Pihl-Jensen
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Philipp Albrecht
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - E Ann Yeh
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Shiv Saidha
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Jette Frederiksen
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Scott Douglas Newsome
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
| | - Friedemann Paul
- Department of Neurosciences (J.S.G.), University of California, San Diego; Experimental and Clinical Research Center (F.C.O., F.P.), Max Delbrück Center for Molecular Medicine and Charité - Universitätsmedizin Berlin & NeuroCure Clinical Research Center, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Department of neuroscience (A.V.D.W.), Central Clinical School, Monash University, Melbourne, Australia; NMR Research Unit, Queen Square MS Centre, Department of Neuroinflammation (S.C.), UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, United Kingdom; Department of Neurology (E.S.S., S.S., S.D.N.), Johns Hopkins University School of Medicine, Baltimore, MD; Rigshospitalet (J.F.), Denmark; Department of Neurology (P.A.), Medical Faculty, Heinrich-Heine-University Düsseldorf, Germany; Division of Neurology, Department of Pediatrics (E.A.Y.), Division of Neuroscience and Mental Health, Hospital for Sick Children, Hospital for Sick Children Research Institute, and University of Toronto, Toronto, Canada
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Phyo AZZ, Demaneuf T, De Livera AM, Jelinek GA, Brown CR, Marck CH, Neate SL, Taylor KL, Mills T, O'Kearney E, Karahalios A, Weiland TJ. The Efficacy of Psychological Interventions for Managing Fatigue in People With Multiple Sclerosis: A Systematic Review and Meta-Analysis. Front Neurol 2018; 9:149. [PMID: 29670565 PMCID: PMC5893652 DOI: 10.3389/fneur.2018.00149] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2017] [Accepted: 02/28/2018] [Indexed: 12/13/2022] Open
Abstract
Background Multiple sclerosis (MS) is a complex, demyelinating disease of the central nervous system. Fatigue is commonly reported by people with MS (PwMS). MS-related fatigue severely affects daily activities, employment, socioeconomic status, and quality of life. Objective We conducted this systematic review and meta-analysis to determine whether psychological interventions are effective in managing fatigue in PwMS. Data sources We performed systematic searches of Medline, EMBASE, PsycINFO, and CINAHL to identify relevant articles published from database inception to April 5, 2017. Reference lists from relevant reviews were also searched. Study selection and design Two independent reviewers screened the papers, extracted data, and appraised the included studies. A clinical psychologist verified whether interventions were psychological approaches. A narrative synthesis was conducted for all included studies. For relevant randomized controlled trials that reported sufficient information to determine standardized mean differences (SMDs) and 95% confidence intervals (CIs), meta-analyses were conducted using a random-effects model. Results Of the 353 identified articles, 20 studies with 1,249 PwMS were included in this systematic review. Narrative synthesis revealed that psychological interventions reduced fatigue in PwMS. Meta-analyses revealed that cognitive behavioral therapy decreased levels of fatigue compared with non-active controls (SMD = −0.32; 95% CI: −0.63 to −0.01) and compared with active controls (relaxation or psychotherapy) (SMD = −0.71; 95% CI: −1.05 to −0.37). Meta-analyses further showed that both relaxation (SMD = −0.90; 95% CI: −1.30 to −0.51), and mindfulness interventions (SMD = −0.62; 95% CI: −1.12 to −0.12), compared with non-active control, decreased fatigue levels. The estimates of heterogeneity for the four meta-analyses varied between none and moderate. Conclusion This study found that the use of psychological interventions for MS-related fatigue management reduced fatigue in PwMS. While psychological interventions are generally considered first-line therapy for MS-related fatigue, further studies are needed to explore the long-term effect of this therapy.
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Affiliation(s)
- Aung Zaw Zaw Phyo
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Thibaut Demaneuf
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Alysha M De Livera
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia.,Biostatistics Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - George A Jelinek
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Chelsea R Brown
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Claudia H Marck
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Sandra L Neate
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Keryn L Taylor
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Taylor Mills
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Emily O'Kearney
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Amalia Karahalios
- Biostatistics Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Tracey J Weiland
- Neuroepidemiology Unit, Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
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