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Canevelli M, Jackson-Tarlton C, Rockwood K. Frailty for neurologists: perspectives on how frailty influences care planning. Lancet Neurol 2024; 23:1147-1157. [PMID: 39276779 DOI: 10.1016/s1474-4422(24)00291-6] [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: 09/17/2023] [Revised: 06/20/2024] [Accepted: 07/03/2024] [Indexed: 09/17/2024]
Abstract
The concept of frailty, now being adopted in most medical disciplines, is attracting growing interest in neurology. Every day, most neurologists care for patients with varying degrees of frailty, from very mild to very severe. Frailty exacerbates patients' health needs, complicates clinical decision making, and negatively affects their health outcomes. Increasing evidence suggests that frailty affects the risk, clinical presentation, and course of common age-related neurological disorders, including dementia, Parkinson's disease, stroke, and multiple sclerosis. Most neurologists should become familiar with assessing and measuring frailty. Doing so can provide information that is crucial for diagnosis, prognostication, and care planning. Consideration of frailty can help to elucidate the pathophysiological underpinnings of age-related neurological disorders, clarify the clinical validity and utility of candidate biomarkers, and identify novel therapeutic targets. Randomised controlled trials investigating late-life neurological diseases that address frailty have the potential to provide insight into these complex disorders.
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Affiliation(s)
- Marco Canevelli
- Department of Human Neuroscience, Sapienza University, Rome, Italy; National Center for Disease Prevention and Health Promotion, Italian National Institute of Health, Rome, Italy; Aging Research Center, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Caitlin Jackson-Tarlton
- Division of Neurology, Department of Medicine, Dalhousie University, Halifax, NS, Canada; Nova Scotia Health, Halifax, NS, Canada
| | - Kenneth Rockwood
- Division of Neurology, Department of Medicine, Dalhousie University, Halifax, NS, Canada; Division of Geriatric Medicine, Department of Medicine, Dalhousie University, Halifax, NS, Canada; Frailty and Elder Care Network, Halifax, NS, Canada.
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Palladino R, Chataway J, Mathew M, Majeed A, Marrie RA. Trajectories and management of vascular risk following the diagnosis of multiple sclerosis: A population-based matched cohort study between 1987 and 2018 in England. Mult Scler 2024:13524585241287388. [PMID: 39420581 DOI: 10.1177/13524585241287388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
BACKGROUND People with multiple sclerosis (PwMS) have an increased cardiovascular and cerebrovascular disease burden, but this could be mitigated by vascular risk factor management. OBJECTIVES We compared the trajectories of vascular risk factors, vascular comorbidities and clinical management in PwMS against the general population post-MS diagnosis while controlling for frailty. METHODS Retrospective longitudinal analysis using English data from the Clinical Practice Research Datalink between 1987 and 2018 comprising PwMS matched with up to six controls without MS by age, sex and general practice. RESULTS We compared 12,251 PwMS with 72,572 matched controls; 3.8% of PwMS had mild-moderate frailty, 1.2% more than matched controls. Compared to controls, PwMS had an elevated incidence of Type 2 diabetes (HR 1.18, 95% CI (1.04, 1.34)), and starting antihypertensive medications (HR 1.40, 95% CI (1.33, 1.47)). Among those with hypertension at baseline, blood pressure trajectories did not differ between PwMS and controls. PwMS had increased rates of meeting targets for hypertension management (HR 1.25, 95% CI (1.12, 1.41)). CONCLUSION The observation that PwMS with hypertension are more likely to meet treatment targets than matched controls is encouraging, but the elevated rates of vascular comorbidities suggest that tighter vascular management may be needed in this population.
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Affiliation(s)
- Raffaele Palladino
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Jeremy Chataway
- Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK
- University College London Hospitals Biomedical Research Centre, National Institute for Health Research, London, UK
| | - Mekha Mathew
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK
| | - Azeem Majeed
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK
| | - Ruth Ann Marrie
- Departments of Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
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Cerulli Irelli E, Borioni MS, Morano A, Mazzeo A, Moro P, Orlando B, Salamone EM, Giordano L, Petrungaro A, Toccaceli Blasi M, Giallonardo AT, Canevelli M, Di Bonaventura C. Frailty as a comprehensive health measure beyond seizure control in patients with epilepsy: A cross-sectional study. Epilepsia 2024; 65:1658-1667. [PMID: 38536086 DOI: 10.1111/epi.17964] [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: 12/28/2023] [Revised: 02/12/2024] [Accepted: 03/11/2024] [Indexed: 06/12/2024]
Abstract
OBJECTIVE Due to the high clinical heterogeneity of epilepsy, there is a critical need for novel metrics aimed at capturing its biological and phenotypic complexity. Frailty is increasingly recognized in various medical disciplines as a useful construct to understand differences in susceptibility to adverse outcomes. Here, we develop a frailty index (FI) for patients with epilepsy (PwE) and explore its association with demographic and clinical features. METHODS In this cross-sectional study, we consecutively enrolled 153 PwE from an outpatient epilepsy clinic. Participants were assessed for various health deficits to calculate the FI. Associations between FI and demographic/clinical features, antiseizure medications (ASMs), and patient-reported outcomes were analyzed using general linear models and Spearman correlation. RESULTS The median age at the time of study visit was 47 years (interquartile range = 33-60), and 89 (58.2%) patients were females. Multiple linear regression revealed that the developed 33-item FI showed an independent association with age, female sex, higher body mass index, family history of epilepsy, intellectual disability, and the number of ASMs used. A robust analysis of covariance showed higher FI levels in patients using cytochrome P450 3A4-inducer ASMs. We found a moderate positive correlation between FI and psychological distress, lower quality of life, and physical frailty, measured by the Hospital Anxiety and Depression Scale, Quality of Life in Epilepsy Inventory-10, and handgrip strength, respectively. Finally, a weak association was observed between higher FI scores and an increased number of epileptic falls. SIGNIFICANCE This study highlights the significance of frailty as a comprehensive health measure in epilepsy. It suggests that frailty in this specific population is not only a manifestation of aging but is inherently linked to epilepsy and treatment-related factors. Future research is warranted to validate and refine the FI in diverse epilepsy populations and investigate its impact on specific adverse outcomes in longitudinal studies.
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Affiliation(s)
| | - Maria S Borioni
- Department of Human Neurosciences, Sapienza University, Rome, Italy
| | | | - Adolfo Mazzeo
- Institute of Research and Medical Care Neuromed, Pozzilli, Italy
| | | | - Biagio Orlando
- Department of Human Neurosciences, Sapienza University, Rome, Italy
| | | | - Luca Giordano
- Department of Human Neurosciences, Sapienza University, Rome, Italy
| | - Alessio Petrungaro
- Department of Human Neurosciences, Sapienza University, Rome, Italy
- Neurorehabilitation Unit, IRCCS Santa Maria Nascente, Don Carlo Gnocchi Foundation, Milan, Italy
| | | | | | - Marco Canevelli
- Department of Human Neurosciences, Sapienza University, Rome, Italy
- National Center for Disease Prevention and Health Promotion, Italian National Institute of Health, Rome, Italy
- Aging Research Center, Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Carlo Di Bonaventura
- Department of Human Neurosciences, Sapienza University, Rome, Italy
- Policlinico Umberto I, Rome, Italy
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Al Worikat N, Zanotto A, Sosnoff JJ, Zanotto T. Mental health and frailty in people with multiple sclerosis: unraveling a complex relationship. Front Psychol 2024; 15:1387618. [PMID: 38840749 PMCID: PMC11150852 DOI: 10.3389/fpsyg.2024.1387618] [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: 02/18/2024] [Accepted: 05/09/2024] [Indexed: 06/07/2024] Open
Abstract
People with multiple sclerosis (MS) have up to a 15 times higher risk of being frail compared to age-matched individuals without MS. Frailty is a biological syndrome of decreased physiological reserve and resilience that increases the vulnerability to adverse clinical outcomes and leads to a lower quality of life. Recent studies have begun investigating frailty in the context of MS, highlighting several associations between frailty and adverse events, such as falls, and common MS-related symptoms involving the physical health domain, such as walking and sleeping problems. However, there is a critical knowledge gap regarding the relationship between mental health and frailty in people with MS. This mini-review article aimed to shed light on the potential relationships between MS, frailty, and mental health. Despite the dearth of studies on this topic, indirect evidence strongly suggests that the association between frailty and mental health in people with MS is likely bidirectional in nature. Specifically, mental health disorders such as depression and anxiety may be involved in the etiology of frailty in people with MS. However, they could also be exacerbated by the detrimental effects of frailty on overall health. The complex relationship between frailty and mental health in MS underscores the multifaceted challenges people with MS face. Conducting further research to untangle such a relationship is critical to developing early detection and intervention strategies for improving well-being and medical outcomes in people with MS.
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Affiliation(s)
- Nida’ Al Worikat
- Department of Occupational Therapy Education, School of Health Professions, University of Kansas Medical Center, Kansas, KS, United States
- Department of Occupational Therapy, School of Rehabilitation Science, The University of Jordan, Amman, Jordan
| | - Anna Zanotto
- Department of Occupational Therapy Education, School of Health Professions, University of Kansas Medical Center, Kansas, KS, United States
| | - Jacob J. Sosnoff
- Department of Physical Therapy, Rehabilitation Science, and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas, KS, United States
- Mobility Core, University of Kansas Center for Community Access, Rehabilitation Research, Education and Service, Kansas, KS, United States
- Landon Center on Aging, University of Kansas Medical Center, Kansas, KS, United States
| | - Tobia Zanotto
- Department of Occupational Therapy Education, School of Health Professions, University of Kansas Medical Center, Kansas, KS, United States
- Mobility Core, University of Kansas Center for Community Access, Rehabilitation Research, Education and Service, Kansas, KS, United States
- Landon Center on Aging, University of Kansas Medical Center, Kansas, KS, United States
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Zanotto T, Kumar DP, Tabatabaei A, Lynch SG, He J, Herda TJ, Devos H, Thiyagarajan R, Chaves L, Seldeen K, Troen BR, Sosnoff JJ. Multimodal exercise training to reduce frailty in people with multiple sclerosis: study protocol for a pilot randomized controlled trial. Pilot Feasibility Stud 2024; 10:65. [PMID: 38650042 PMCID: PMC11034042 DOI: 10.1186/s40814-024-01496-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 04/14/2024] [Indexed: 04/25/2024] Open
Abstract
BACKGROUND Frailty, a syndrome characterized by decreased reserve and resistance to stressors across multiple physiologic systems, is highly prevalent in people living with multiple sclerosis (pwMS), independent of age or disability level. Frailty in MS is strongly associated with adverse clinical outcomes, such as falls, and may aggravate MS-related symptoms. Consequently, there is a pressing necessity to explore and evaluate strategies to reduce frailty levels in pwMS. The purpose of this pilot randomized controlled trial (RCT) will be to examine the feasibility and preliminary efficacy of a multimodal exercise training program to reduce frailty in pwMS. METHODS A total of 24 participants will be randomly assigned to 6 weeks of multimodal exercise or to a waitlist control group with a 1:1 allocation. PwMS aged 40-65 years and living with frailty will be eligible. The multimodal exercise program will consist of cognitive-motor rehabilitation (i.e., virtual reality treadmill training) combined with progressive, evidence-based resistance training. At baseline and post-intervention, participants will complete the Evaluative Frailty Index for Physical Activity (EFIP), measures of fall risk, and quality of life. Frailty-related biomarkers will also be assessed. In addition, the feasibility of the multimodal exercise program will be systematically and multidimensionally evaluated. DISCUSSION To date, no RCT has yet been conducted to evaluate whether targeted exercise interventions can minimize frailty in MS. The current study will provide novel data on the feasibility and preliminary efficacy of multimodal exercise training as a strategy for counteracting frailty in pwMS. TRIAL REGISTRATION ClinicalTrials.gov, NCT06042244 (registered in September 2023).
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Affiliation(s)
- Tobia Zanotto
- Department of Occupational Therapy Education, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, 66160, USA.
- Mobility Core, University of Kansas Center for Community Access, Rehabilitation Research, Education and Service, Kansas City, KS, USA.
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA.
| | - Danya Pradeep Kumar
- Department of Physical Therapy, Rehabilitation Science, and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
| | - Abbas Tabatabaei
- Department of Physical Therapy, Rehabilitation Science, and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
| | - Sharon G Lynch
- Department of Neurology, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Jianghua He
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City, KS, USA
| | - Trent J Herda
- Department of Health, Sport, and Exercise Sciences, University of Kansas, Lawrence, KS, USA
| | - Hannes Devos
- Mobility Core, University of Kansas Center for Community Access, Rehabilitation Research, Education and Service, Kansas City, KS, USA
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Department of Physical Therapy, Rehabilitation Science, and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
| | - Ramkumar Thiyagarajan
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Division of Geriatrics, Department of Internal Medicine, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Lee Chaves
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Division of Geriatrics, Department of Internal Medicine, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
- Research Service, Kansas City Veterans Affairs Healthcare System, Kansas City, MO, USA
| | - Kenneth Seldeen
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Division of Geriatrics, Department of Internal Medicine, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
- Research Service, Kansas City Veterans Affairs Healthcare System, Kansas City, MO, USA
| | - Bruce R Troen
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Division of Geriatrics, Department of Internal Medicine, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
- Research Service, Kansas City Veterans Affairs Healthcare System, Kansas City, MO, USA
| | - Jacob J Sosnoff
- Mobility Core, University of Kansas Center for Community Access, Rehabilitation Research, Education and Service, Kansas City, KS, USA
- Landon Center on Aging, University of Kansas Medical Center, Kansas City, KS, USA
- Department of Physical Therapy, Rehabilitation Science, and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
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Gaemelke T, Laustsen C, Feys P, Folkestad L, Andersen MS, Jørgensen NR, Jørgensen ML, Jespersen SN, Ringgaard S, Eskildsen SF, Dalgas U, Hvid LG. Effects of power training in older patients with multiple sclerosis on neurodegeneration, neuromuscular function, and physical function. A study protocol for the "power training in older multiple sclerosis patients (PoTOMS) randomized control trial. Contemp Clin Trials Commun 2024; 38:101279. [PMID: 38444875 PMCID: PMC10912361 DOI: 10.1016/j.conctc.2024.101279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 01/24/2024] [Accepted: 02/17/2024] [Indexed: 03/07/2024] Open
Abstract
Introduction Approximately one-third of all persons with multiple sclerosis (pwMS) are older, i.e., having an age ≥60 years. Whilst ageing and MS separately elicit deteriorating effects on brain morphology, neuromuscular function, and physical function, the combination of ageing and MS may pose a particular challenge. To counteract such detrimental changes, power training (i.e., a type of resistance exercise focusing on moderate-to-high loading at maximal intended movement velocity) presents itself as a viable and highly effective solution. Power training is known to positively impact physical function, neuromuscular function, as well as brain morphology. Existing evidence is promising but limited to young and middle-aged pwMS, with the effects of power training remaining to be elucidated in older pwMS. Methods The presented 'Power Training in Older MS patients (PoTOMS)' trial is a national, multi-center, parallel-group, randomized controlled trial. The trial compares 24 weeks of usual care(n = 30) to 24 weeks of usual care and power training (n = 30). The primary outcome is whole brain atrophy rate. The secondary outcomes include changes in brain micro and macro structures, neuromuscular function, physical function, cognitive function, bone health, and patient-reported outcomes. Ethics and dissemination The presented study is approved by The Regional Ethics Committee (reference number 1-10-72-222-20) and registered at the Danish Data Protection Agency (reference number 2016-051-000001). All study findings will be published in scientific peer-reviewed journals and presented at relevant scientific conferences independent of the results. The www.clinicaltrials.gov identifier is NCT04762342.
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Affiliation(s)
- Tobias Gaemelke
- Exercise Biology, Department of Public Health, Aarhus University, Aarhus, Denmark
| | - Christoffer Laustsen
- The MR Research Center, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Peter Feys
- REVAL, Rehabilitation Research Center, BIOMED, Biomedical Research Institute, Faculty of Medicine and Life Sciences, Hasselt University, Hasselt, Belgium
| | - Lars Folkestad
- Department of Endocrinology, Odense University Hospital and University of Southern Denmark, Odense, Denmark
| | | | - Niklas Rye Jørgensen
- Department of Clinical Biochemistry, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Sune Nørhøj Jespersen
- Department of Physics and Astronomy, Aarhus University, Aarhus, Denmark
- Center of Functionally Integrative Neuroscience and MINDLab, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Steffen Ringgaard
- The MR Research Center, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Simon F. Eskildsen
- Center of Functionally Integrative Neuroscience and MINDLab, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Ulrik Dalgas
- Exercise Biology, Department of Public Health, Aarhus University, Aarhus, Denmark
| | - Lars G. Hvid
- Exercise Biology, Department of Public Health, Aarhus University, Aarhus, Denmark
- The Danish MS Hospitals, Ry and Haslev, Denmark
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Frau J, Mulasso A, Coghe G, Melis M, Beratto L, Cuomo S, Lorefice L, Fenu G, Cocco E. Multidimensional frailty and its association with quality of life and disability: A cross-sectional study in people with multiple sclerosis. Mult Scler Relat Disord 2023; 79:105036. [PMID: 37806230 DOI: 10.1016/j.msard.2023.105036] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 09/13/2023] [Accepted: 09/24/2023] [Indexed: 10/10/2023]
Abstract
BACKGROUND People with multiple sclerosis (pwMS) have a high risk of frailty. We aim to evaluate frailty using the Tilburg frailty indicator (TFI), a multidimensional self-reported questionnaire, and to explore its relationship with autonomy, quality of life (QoL), and disability. METHODS All the patients with MS enrolled completed TFI (frail when TFI score ≥ 5 points), the Groningen Activities Restriction Scale to evaluate autonomy, and the Multiple Sclerosis Impact Scale-29 to evaluate QoL. We collected the Expanded Disability Status Scale (EDSS) score, age and gender. Data were analysed using descriptive analyses, hierarchical multiple regression, and ANCOVA. RESULTS A total of 208 pwMS (mean age 44 years, SD=11; 75% women; 89.4% relapsing-remitting) were enrolled. The mean TFI total score was 5.7 points (SD=3.0; range 0-14), with the 62.5% of participants exhibiting frailty. After controlling for age and gender, the EDSS score was associated with the total (β=0.469; R2=0.255; p<0.001) and the physical (β=0.571; R2=0.349; p<0.001) frailty score, with an explained variance of 25.5% and 34.9%, respectively. No relationships between the EDSS and psychological and social frailty domains were detected. The proportion of frail patients with EDSS ≥ 6.0, EDSS within 3.5-5.5, and EDSS ≤ 3.0 was 91.7%, 83.3%, and 66.0%, respectively. Frail patients exhibited higher autonomy impairment (p = 0.017) and worse QoL (p<0.001). DISCUSSION We found a high frequency of frail patients with MS. Frailty is more common in patients with higher disability, but it affects also those with low EDSS. In people with MS frailty could be influenced by factors other than disability.
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Affiliation(s)
- J Frau
- Multiple Sclerosis Centre, ASL Cagliari, Italy.
| | - A Mulasso
- NeuroMuscularFunction/Research Group, Department of Medical Sciences, University of Torino, Italy
| | - G Coghe
- Multiple Sclerosis Centre, ASL Cagliari, Italy
| | - M Melis
- Multiple Sclerosis Centre, ASL Cagliari, Italy
| | - L Beratto
- NeuroMuscularFunction/Research Group, Department of Medical Sciences, University of Torino, Italy
| | - S Cuomo
- NeuroMuscularFunction/Research Group, Department of Medical Sciences, University of Torino, Italy
| | - L Lorefice
- Multiple Sclerosis Centre, ASL Cagliari, Italy
| | - G Fenu
- Neurologia, ARNAS Brotzu Cagliari, Italy
| | - E Cocco
- Multiple Sclerosis Centre, ASL Cagliari, Italy; Department of Medical Science and Public Health, University of Cagliari, Italy
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Lorefice L, Fenu G, Fronza M, Murgia F, Frau J, Coghe G, Barracciu MA, Atzori L, Angioni S, Cocco E. Menopausal transition in multiple sclerosis: relationship with disease activity and brain volume measurements. Front Neurol 2023; 14:1251667. [PMID: 37602270 PMCID: PMC10434500 DOI: 10.3389/fneur.2023.1251667] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Accepted: 07/24/2023] [Indexed: 08/22/2023] Open
Abstract
Background Recent evidence has shown a significant association between menopause and multiple sclerosis (MS) progression. This study investigated the possible role of menopause in influencing MS from clinical and neuroradiological perspectives. Notably, the possible association between menopause and brain atrophy has been evaluated. Materials and methods This study included women with MS whose ages ranged from 45 to 55 years. Demographic and clinical characteristics were collected, and the reproductive phase was defined as non-menopausal or menopausal based on the final menstrual period. Thus, MS activity over the past year was reported as the annualised relapse rate (ARR), and MRI activity (defined as new T2 lesions and/or the presence of gadolinium-enhancing lesions at the last MRI assessment in comparison with the MRI performed within the previous 12 months) were compared between non-menopausal women (non-MW) and menopausal women (MW). Volume measurements of the whole brain (WB), white matter (WM), grey matter (GM), and cortical GM were estimated using the SIENAX software, and the possible relationship with menopausal status was assessed by regression analysis. Results The study included 147 women with MS. Eighty-four (57.1%) were MW, with a mean age of 48.5 ± 4.3 years at menopause onset and a mean duration of menopause of 4.1 ± 1.1 years. When compared for ARR, MW reported a lower rate than the non-MW (ARR of 0.29 ± 0.4 vs. 0.52 ± 0.5; p < 0.01). MRI activity was observed in 13.1% of MW and 20.6% of non-MW (p = 0.03). Lower cortical GM volumes (578.1 ± 40.4 mL in MW vs. 596.9 ± 35.8 mL in non-MW; p < 0.01) have also been reported. Finally, multivariate analysis showed a significant association of lower ARR (p = 0.001) and cortical GM volume (p = 0.002) with menopausal status after correction for chronological age and other variables. Discussion Menopause may be an adverse prognostic factor of MS. Our preliminary results suggest that menopause may facilitate cortical GM atrophy, probably due to a decline in the neuroprotective effects of estrogen, with negative effects on MS evolution.
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Affiliation(s)
- Lorena Lorefice
- Department of Medical Sciences and Public Health, Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, University of Cagliari, Cagliari, Italy
| | - Giuseppe Fenu
- Department of Neurosciences, ARNAS Brotzu, Cagliari, Italy
| | - Marzia Fronza
- Department of Medical Sciences and Public Health, Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, University of Cagliari, Cagliari, Italy
| | - Federica Murgia
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Jessica Frau
- Department of Medical Sciences and Public Health, Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, University of Cagliari, Cagliari, Italy
| | - Giancarlo Coghe
- Department of Medical Sciences and Public Health, Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, University of Cagliari, Cagliari, Italy
| | | | - Luigi Atzori
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Stefano Angioni
- Division of Gynecology and Obstetrics, Department of Surgical Sciences, University of Cagliari, Cagliari, Italy
| | - Eleonora Cocco
- Department of Medical Sciences and Public Health, Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, University of Cagliari, Cagliari, Italy
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Tartaglia M, Canevelli M, Malimpensa L, Belvisi D, Baione V, Ferrazzano G, Leodori G, Berardelli A, Conte A. Neurophysiological and clinical biomarkers of secondary progressive multiple sclerosis: A cross-sectional study. Front Neurol 2023; 14:1138600. [PMID: 37006502 PMCID: PMC10060628 DOI: 10.3389/fneur.2023.1138600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 02/28/2023] [Indexed: 03/18/2023] Open
Abstract
Timely diagnosis of secondary progressive multiple sclerosis (SPMS) represents a clinical challenge. The Frailty Index, a quantitative frailty measure, and the Neurophysiological Index, a combined measure of sensorimotor cortex inhibitory mechanism parameters, have recently emerged as promising tools to support SPMS diagnosis. The aim of this study was to explore the possible relationship between these two indices in MS. MS participants underwent a clinical evaluation, Frailty Index administration, and neurophysiological assessment. Frailty and Neurophysiological Index scores were found to be higher in SPMS and correlated with each other, thus suggesting that they may capture similar SPMS-related pathophysiological mechanisms.
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Affiliation(s)
- Matteo Tartaglia
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Marco Canevelli
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | | | - Daniele Belvisi
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- Department of Neurophysiology, IRCCS Neuromed, Pozzilli, Italy
| | - Viola Baione
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Gina Ferrazzano
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Giorgio Leodori
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- Department of Neurophysiology, IRCCS Neuromed, Pozzilli, Italy
| | - Alfredo Berardelli
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- Department of Neurophysiology, IRCCS Neuromed, Pozzilli, Italy
| | - Antonella Conte
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- Department of Neurophysiology, IRCCS Neuromed, Pozzilli, Italy
- *Correspondence: Antonella Conte
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Baione V, Canevelli M, Belvisi D, Buscarinu MC, Bellucci G, Fantozzi R, Nicoletti CG, Malatuni G, Cortese A, De Giglio L, Tartaglia M, Ferrazzano G, Malimpensa L, Leodori G, Bruno G, Ferraro E, Marfia GA, Centonze D, Salvetti M, Conte A. Frailty and relapse activity in multiple sclerosis: A longitudinal observation. Mult Scler Relat Disord 2023; 72:104603. [PMID: 36905818 DOI: 10.1016/j.msard.2023.104603] [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: 01/04/2023] [Revised: 02/17/2023] [Accepted: 03/02/2023] [Indexed: 03/07/2023]
Abstract
Recent cross-sectional investigations suggest a relationship between frailty, as measured by Frailty Index (FI), and multiple sclerosis (MS). However, if and how frailty is associated with relapse activity in MS is still unknown. To explore this issue, a one-year follow-up study involving 471 patients was conducted. A univariate regression model showed an inverse association between baseline FI score and the presence of relapse, which was also confirmed in the multivariate model. These results suggest that frailty may reflect pathophysiological mechanisms involved in MS disease activity and that the FI may be used as an enrichment criterion in clinical trials.
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Affiliation(s)
- Viola Baione
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Marco Canevelli
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy; Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Daniele Belvisi
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy; IRCCS Neuromed, Pozzilli, IS, Italy
| | - Maria Chiara Buscarinu
- Department of Neurosciences, Mental Health, and Sensory Organs (NESMOS), Sapienza, University of Rome, Rome, Italy
| | - Gianmarco Bellucci
- Department of Neurosciences, Mental Health, and Sensory Organs (NESMOS), Sapienza, University of Rome, Rome, Italy
| | | | - Carolina Gabri Nicoletti
- Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | - Giorgia Malatuni
- Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | | | | | - Matteo Tartaglia
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Gina Ferrazzano
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | | | - Giorgio Leodori
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy; IRCCS Neuromed, Pozzilli, IS, Italy
| | - Giuseppe Bruno
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | | | - Girolama Alessandra Marfia
- IRCCS Neuromed, Pozzilli, IS, Italy; Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | - Diego Centonze
- IRCCS Neuromed, Pozzilli, IS, Italy; Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | - Marco Salvetti
- IRCCS Neuromed, Pozzilli, IS, Italy; Department of Neurosciences, Mental Health, and Sensory Organs (NESMOS), Sapienza, University of Rome, Rome, Italy
| | - Antonella Conte
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy; IRCCS Neuromed, Pozzilli, IS, Italy.
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11
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Zanotto T, Rice LA, Sosnoff JJ. Frailty among people with multiple sclerosis who are wheelchair users. PLoS One 2022; 17:e0271688. [PMID: 35839220 PMCID: PMC9286252 DOI: 10.1371/journal.pone.0271688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 07/06/2022] [Indexed: 11/30/2022] Open
Abstract
Background Frailty is a biological syndrome arising from cumulative declines across multiple physiologic systems. Although recent reports have described elevated frailty levels in people with multiple sclerosis (MS) with minimal to moderate disability, very little is known about frailty in individuals with severe disability. The objective of the current investigation was to evaluate frailty through the deficit accumulation model and to explore the relationship of frailty with MS clinical subtypes, disease duration and fall-history in wheelchair users living with MS. Materials and methods Standard validated procedures were used to calculate a frailty index in 45 wheelchair and scooter users living with MS (median age = 60.0[16.0] years, 82.2% female, patient determined disease steps score = 7.0). Information on demographics, MS clinical subtypes, disease duration, and six-month fall-history were collected as part of a standardized medical survey. Results The mean frailty index score was 0.54 (standard deviation = 0.13). Overall, 91.1% and 8.9% of participants met objective diagnostic criteria for severe and moderate frailty, respectively. A one-way ANOVA revealed no significant differences (F = 0.054, p = 0.948) in the frailty index among participants with relapsing-remitting MS, primary progressive, and secondary progressive MS. No relationship between frailty and disease duration (r = -0.058, p = 0.706) was found. A univariable negative binomial regression analysis revealed a significant association between frailty index scores and the number of falls experienced in the previous six months (IRR = 1.75, 95% CI [1.06–2.91], p = 0.030). Conclusion The current study suggests that individuals with MS with advanced disability also live with coexisting frailty and that the frailty index may be a valuable tool in evaluating fall-risk in wheelchair users living with MS. The significant overlap observed between severe disability and severe frailty highlights the emerging need to untangle this bi-directional relationship to identify appropriate therapeutic pathways in the MS population living with advanced disability.
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Affiliation(s)
- Tobia Zanotto
- Department of Physical Therapy, Rehabilitation Science and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, United States of America
- Illinois Multiple Sclerosis Research Collaborative, Interdisciplinary Health Science Institute, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
- * E-mail:
| | - Laura A. Rice
- Illinois Multiple Sclerosis Research Collaborative, Interdisciplinary Health Science Institute, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
- Center on Health, Aging and Disability, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
| | - Jacob J. Sosnoff
- Department of Physical Therapy, Rehabilitation Science and Athletic Training, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, United States of America
- Illinois Multiple Sclerosis Research Collaborative, Interdisciplinary Health Science Institute, University of Illinois at Urbana-Champaign, Urbana, IL, United States of America
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12
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Are Neurophysiological Biomarkers Able to Discriminate Multiple Sclerosis Clinical Subtypes? Biomedicines 2022; 10:biomedicines10020231. [PMID: 35203440 PMCID: PMC8869727 DOI: 10.3390/biomedicines10020231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 01/17/2022] [Accepted: 01/19/2022] [Indexed: 11/26/2022] Open
Abstract
Secondary progressive multiple sclerosis (SPMS) subtype is retrospectively diagnosed, and biomarkers of the SPMS are not available. We aimed to identify possible neurophysiological markers exploring grey matter structures that could be used in clinical practice to better identify SPMS. Fifty-five people with MS and 31 healthy controls underwent a transcranial magnetic stimulation protocol to test intracortical interneuron excitability in the primary motor cortex and somatosensory temporal discrimination threshold (STDT) to test sensory function encoded in cortical and deep grey matter nuclei. A logistic regression model was used to identify a combined neurophysiological index associated with the SP subtype. We observed that short intracortical inhibition (SICI) and STDT were the only variables that differentiated the RR from the SP subtype. The logistic regression model provided a formula to compute the probability of a subject being assigned to an SP subtype based on age and combined SICI and STDT values. While only STDT correlated with disability level at baseline evaluation, both SICI and STDT were associated with disability at follow-up. SICI and STDT abnormalities reflect age-dependent grey matter neurodegenerative processes that likely play a role in SPMS pathophysiology and may represent easily accessible neurophysiological biomarkers for the SPMS subtype.
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13
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Belvisi D, Canevelli M, Marfia GA, Ferraro E, Centonze D, Salvetti M, Conte A. Response to "Frailty in multiple sclerosis: A closer look at the deficit accumulation framework". Mult Scler 2022; 28:1001-1002. [PMID: 35000469 DOI: 10.1177/13524585211068150] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Daniele Belvisi
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.,IRCCS Neuromed, Pozzilli, (IS), Italy
| | - Marco Canevelli
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.,National Center for Disease Prevention and Health Promotion, Italian National Institute of Health, Rome, Italy
| | - Girolama Alessandra Marfia
- IRCCS Neuromed, Pozzilli, (IS), Italy.,Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | | | - Diego Centonze
- IRCCS Neuromed, Pozzilli, (IS), Italy.,Multiple Sclerosis Clinical and Research Unit, Department of Systems Medicine, Tor Vergata University, Rome, Italy
| | - Marco Salvetti
- Department of Neurosciences, Mental Health, and Sensory Organs (NESMOS), Sapienza, University of Rome, Rome, Italy
| | - Antonella Conte
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.,IRCCS Neuromed, Pozzilli, (IS), Italy
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14
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Zanotto T, Lynch SG, Hausdorff JM, Sosnoff JJ. Frailty in multiple sclerosis: A closer look at the deficit accumulation framework. Mult Scler 2021; 28:1000-1001. [PMID: 34931916 DOI: 10.1177/13524585211061332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- Tobia Zanotto
- Department of Physical Therapy and Rehabilitation Science, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
| | - Sharon G Lynch
- Department of Neurology, School of Medicine, University of Kansas Medical Center, Kansas City, KS, USA
| | - Jeffrey M Hausdorff
- Center for the Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.,Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel.,Department of Physical Therapy, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.,Rush Alzheimer's Disease Center and Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Jacob J Sosnoff
- Department of Physical Therapy and Rehabilitation Science, School of Health Professions, University of Kansas Medical Center, Kansas City, KS, USA
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15
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Belvisi D, Canevelli M, Costanzo M, Giangrosso M, Fabbrini A, Borraccino A, Bruno G, Berardelli A, Fabbrini G. The role of frailty in Parkinson's disease: a cross-sectional study. J Neurol 2021; 269:3006-3014. [PMID: 34791518 DOI: 10.1007/s00415-021-10873-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 10/21/2021] [Accepted: 10/21/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Frailty is an age-related state of increased risk for health-related adverse outcomes that reflects multisystem physiological changes and likely influences the clinical expression and disease progression of neurodegenerative disorders. The aim of the present study was to assess the potential relationship between frailty, as assessed by a frailty index (FI), and motor symptom severity, motor subtypes, and non-motor domains in Parkinson's disease (PD). METHODS We consecutively enrolled 150 PD patients. We administered an FI specifically designed for PD that included 50 age-related multidimensional biological deficits. Patients underwent a clinical assessment that evaluated motor and non-motor manifestations of PD. Using the FI score, we classified PD patients as relatively fit (FI ≤ 0.10), less fit (0.10 < FI ≤ 0.21), or frail (FI > 0.21). A linear regression model was designed to explore possible associations between frailty level and PD motor and non-motor manifestations. RESULTS Frail patients showed greater motor symptom severity and motor complications than fitter patients. A trend towards a higher prevalence of the postural instability/gait disorder subtype was also observed in frail versus relatively fit and less fit patients. The global burden of non-motor symptoms was higher in frail patients. Increased frailty was associated with more severe motor and non-motor symptoms, as well as with more pronounced cognitive deficits. These associations remained significant even when "traditional" predictors of PD severity (age, disease duration, and levodopa equivalent daily dose) were considered. CONCLUSIONS The present findings indicate that the FI is associated with both motor and non-motor features of PD.
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Affiliation(s)
- Daniele Belvisi
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
- IRCCS Neuromed, via Atinense 18, 86077, Pozzilli, IS, Italy
| | - Marco Canevelli
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
- National Center for Disease Prevention and Health Promotion, Italian National Institute of Health, Viale Regina Elena 299, 00161, Rome, Italy
| | - Matteo Costanzo
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
| | - Margherita Giangrosso
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
| | - Andrea Fabbrini
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
| | - Andrea Borraccino
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
| | - Giuseppe Bruno
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
| | - Alfredo Berardelli
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy
- IRCCS Neuromed, via Atinense 18, 86077, Pozzilli, IS, Italy
| | - Giovanni Fabbrini
- Department of Human Neuroscience, Sapienza University of Rome, Viale dell'Università 30, 00185, Rome, Italy.
- IRCCS Neuromed, via Atinense 18, 86077, Pozzilli, IS, Italy.
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16
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Ribeiro AR, Barros C, Barateiro A, Howlett SE, Fernandes A. Improved assessment of overall health in variably aged murine models of Multiple Sclerosis with a novel frailty index tool. J Gerontol A Biol Sci Med Sci 2021; 77:1-9. [PMID: 34181005 DOI: 10.1093/gerona/glab185] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Indexed: 11/12/2022] Open
Abstract
The experimental autoimmune encephalomyelitis (EAE) model is the most commonly used animal model of Multiple Sclerosis (MS). However, phenotypic characterization of mice based on the traditional 5-point clinical paralysis scale does not fully capture disease progression. The frailty index (FI) conceptualizes frailty as the accumulation of health deficits and it is widely used to assess overall health in aging humans and pre-clinical models. Here we adapted an established mouse FI tool for use in EAE mice and determined whether this could evaluate general signs of health in variably aged female EAE mice. The EAE-Clinical FI included 34 items related to clinical signs and deficits characteristic of aging and MS. This tool clearly showed more detailed EAE progression and severity at all ages, highlighting changes in systems other than motor paralysis measured with the traditional 5-point paralysis scale. When we induced disease at 3- and 6-months-of-age, mice showed typical EAE clinical manifestations with peak disease severity between 17-19 days post-induction and mean frailty scores of 0.36 ± 0.04 (3-month-old) and 0.43 ± 0.05 (6-month-old). By contrast, disease severity peaked after 14 days in 12-month-old mice. They showed atypical signs including wobbling, early belly drag, and splayed hindlegs that were better captured with the EAE-Clinical FI. Peak frailty scores also were higher than those of younger animals (0.54 ± 0.04). As MS most often develops in young to middle-aged people, this new tool may have significant value for use in EAE animal studies as first step towards translation to people with MS.
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Affiliation(s)
- Ana Rita Ribeiro
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisboa, Portugal
| | - Catarina Barros
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisboa, Portugal
| | - Andreia Barateiro
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisboa, Portugal
| | - Susan E Howlett
- Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia, Canada.,Department of Medicine (Geriatric Medicine), Dalhousie University, Halifax, Nova Scotia, Canada
| | - Adelaide Fernandes
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, Lisboa, Portugal.,Department of Pharmaceutical Sciences and Medicines, Faculty of Pharmacy, Universidade de Lisboa, Lisboa, Portugal
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