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Zivadinov R, Tranquille A, Reeves JA, Dwyer MG, Bergsland N. Brain atrophy assessment in multiple sclerosis: technical- and subject-related barriers for translation to real-world application in individual subjects. Expert Rev Neurother 2024; 24:1081-1096. [PMID: 39233336 DOI: 10.1080/14737175.2024.2398484] [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: 06/05/2024] [Accepted: 08/27/2024] [Indexed: 09/06/2024]
Abstract
INTRODUCTION Brain atrophy is a well-established MRI outcome for predicting clinical progression and monitoring treatment response in persons with multiple sclerosis (pwMS) at the group level. Despite the important progress made, the translation of brain atrophy assessment into clinical practice faces several challenges. AREAS COVERED In this review, the authors discuss technical- and subject-related barriers for implementing brain atrophy assessment as part of the clinical routine at the individual level. Substantial progress has been made to understand and mitigate technical barriers behind MRI acquisition. Numerous research and commercial segmentation techniques for volume estimation are available and technically validated, but their clinical value has not been fully established. A systematic assessment of subject-related barriers, which include genetic, environmental, biological, lifestyle, comorbidity, and aging confounders, is critical for the interpretation of brain atrophy measures at the individual subject level. Educating both medical providers and pwMS will help better clarify the benefits and limitations of assessing brain atrophy for disease monitoring and prognosis. EXPERT OPINION Integrating brain atrophy assessment into clinical practice for pwMS requires overcoming technical and subject-related challenges. Advances in MRI standardization, artificial intelligence, and clinician education will facilitate this process, improving disease management and potentially reducing long-term healthcare costs.
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Affiliation(s)
- Robert Zivadinov
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
- Center for Biomedical Imaging at the Clinical Translational Science Institute, University at Buffalo, State University of New York, Buffalo, NY, USA
| | - Ashley Tranquille
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Jack A Reeves
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
| | - Michael G Dwyer
- Buffalo Neuroimaging Analysis Center, Department of Neurology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA
- Center for Biomedical Imaging at the Clinical Translational Science Institute, 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, Buffalo, NY, USA
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Mallawaarachchi G, Rog DJ, Das J. Ethnic disparities in the epidemiological and clinical characteristics of multiple sclerosis. Mult Scler Relat Disord 2024; 81:105153. [PMID: 38043364 DOI: 10.1016/j.msard.2023.105153] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 10/13/2023] [Accepted: 11/21/2023] [Indexed: 12/05/2023]
Abstract
BACKGROUND Multiple Sclerosis (MS) is a neuroinflammatory disorder which affects 2.8 million people world-wide. A growing body of evidence shows ethnic disparities in MS. This review aims to evaluate differences, based upon ethnic background, in the incidence, prevalence, disease course, and efficacy of disease-modifying therapies (DMTs) among people with MS (PwMS). METHOD Ethnicities were classified as White, Black, Hispanic, Asian, and Middle Eastern and North African (MENA). A literature search was conducted using the PubMed search engine to identify articles on MS and ethnicity that were published in the English language between 01/01/2005 and 31/05/2022. RESULTS 101 studies met all inclusion criteria. Although the incidence and prevalence of MS varied among ethnicities, findings were inconsistent and depended on the continent of the study. Ethnicity may have an impact on the disease course. PwMS from Black, Hispanic, and MENA, but not Asian ethnicities, appeared to accumulate physical disability at a faster rate than those from White ethnicity. Although there was a lack of studies evaluating the relative safety and efficacy of DMTs among various ethnicities, interferon-beta was found to be less efficacious in PwMS from Black ethnicity. CONCLUSIONS Further studies, with more uniform definitions of ethnicity are required to comprehensively understand ethnic disparities in MS, in particular to identify underlying causes, to facilitate the delivery of personalised medical care and avoid inequity.
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Affiliation(s)
| | - David J Rog
- Manchester Centre for Clinical Neurosciences, Northern Care Alliance NHS Foundation Trust, Stott Lane, Salford, United Kingdom M6 8HD
| | - Joyutpal Das
- University of Manchester, Oxford Rd, Manchester, United Kingdom M13 9PL; Manchester Centre for Clinical Neurosciences, Northern Care Alliance NHS Foundation Trust, Stott Lane, Salford, United Kingdom M6 8HD.
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Maxwell DL, Orian JM. Cerebellar pathology in multiple sclerosis and experimental autoimmune encephalomyelitis: current status and future directions. J Cent Nerv Syst Dis 2023; 15:11795735231211508. [PMID: 37942276 PMCID: PMC10629308 DOI: 10.1177/11795735231211508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Accepted: 10/15/2023] [Indexed: 11/10/2023] Open
Abstract
Recent decades have witnessed significant progress in understanding mechanisms driving neurodegeneration and disease progression in multiple sclerosis (MS), but with a focus on the cerebrum. In contrast, there have been limited studies of cerebellar disease, despite the common occurrence of cerebellar symptoms in this disorder. These rare studies, however, highlight the early cerebellar involvement in disease development and an association between the early occurrence of cerebellar lesions and risk of worse prognosis. In parallel developments, it has become evident that far from being a region specialized in movement control, the cerebellum plays a crucial role in cognitive function, via circuitry connecting the cerebellum to association areas of the cerebrum. This complexity, coupled with challenges in imaging of the cerebellum have been major obstacles in the appreciation of the spatio-temporal evolution of cerebellar damage in MS and correlation with disability and progression. MS studies based on animal models have relied on an induced neuroinflammatory disease known as experimental autoimmune encephalomyelitis (EAE), in rodents and non-human primates (NHP). EAE has played a critical role in elucidating mechanisms underpinning tissue damage and been validated for the generation of proof-of-concept for cerebellar pathological processes relevant to MS. Additionally, rodent and NHP studies have formed the cornerstone of current knowledge of functional anatomy and cognitive processes. Here, we propose that improved insight into consequences of cerebellar damage in MS at the functional, cellular and molecular levels would be gained by more extensive characterization of EAE cerebellar pathology combined with the power of experimental paradigms in the field of cognition. Such combinatorial approaches would lead to improved potential for the development of MS sensitive markers and evaluation of candidate therapeutics.
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Affiliation(s)
- Dain L. Maxwell
- Department of Biochemistry and Chemistry, La Trobe Institute for Molecular Science, School of Agriculture, Biomedicine and Environment, La Trobe University, Bundoora, VIC, Australia
- Department of Anatomy and Neuroscience, The University of Melbourne, Parkville, VIC, Australia
| | - Jacqueline M. Orian
- Department of Biochemistry and Chemistry, La Trobe Institute for Molecular Science, School of Agriculture, Biomedicine and Environment, La Trobe University, Bundoora, VIC, Australia
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Schiavi S, Palombo M, Zacà D, Tazza F, Lapucci C, Castellan L, Costagli M, Inglese M. Mapping tissue microstructure across the human brain on a clinical scanner with soma and neurite density image metrics. Hum Brain Mapp 2023; 44:4792-4811. [PMID: 37461286 PMCID: PMC10400787 DOI: 10.1002/hbm.26416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 05/02/2023] [Accepted: 06/23/2023] [Indexed: 08/05/2023] Open
Abstract
Soma and neurite density image (SANDI) is an advanced diffusion magnetic resonance imaging biophysical signal model devised to probe in vivo microstructural information in the gray matter (GM). This model requires acquisitions that include b values that are at least six times higher than those used in clinical practice. Such high b values are required to disentangle the signal contribution of water diffusing in soma from that diffusing in neurites and extracellular space, while keeping the diffusion time as short as possible to minimize potential bias due to water exchange. These requirements have limited the use of SANDI only to preclinical or cutting-edge human scanners. Here, we investigate the potential impact of neglecting water exchange in the SANDI model and present a 10-min acquisition protocol that enables to characterize both GM and white matter (WM) on 3 T scanners. We implemented analytical simulations to (i) evaluate the stability of the fitting of SANDI parameters when diminishing the number of shells; (ii) estimate the bias due to potential exchange between neurites and extracellular space in such reduced acquisition scheme, comparing it with the bias due to experimental noise. Then, we demonstrated the feasibility and assessed the repeatability and reproducibility of our approach by computing microstructural metrics of SANDI with AMICO toolbox and other state-of-the-art models on five healthy subjects. Finally, we applied our protocol to five multiple sclerosis patients. Results suggest that SANDI is a practical method to characterize WM and GM tissues in vivo on performant clinical scanners.
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Affiliation(s)
- Simona Schiavi
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI)University of GenoaGenoaItaly
| | - Marco Palombo
- CUBRIC, School of PsychologyCardiff UniversityCardiffUK
- School of Computer Science and InformaticsCardiff UniversityCardiffUK
| | | | - Francesco Tazza
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI)University of GenoaGenoaItaly
| | - Caterina Lapucci
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI)University of GenoaGenoaItaly
- HNSR, IRRCS Ospedale Policlinico San MartinoGenoaItaly
| | - Lucio Castellan
- Department of NeuroradiologyIRCCS Ospedale Policlinico San MartinoGenoaItaly
| | - Mauro Costagli
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI)University of GenoaGenoaItaly
- Laboratory of Medical Physics and Magnetic ResonanceIRCCS Stella MarisPisaItaly
| | - Matilde Inglese
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI)University of GenoaGenoaItaly
- IRCCS Ospedale Policlinico San MartinoGenoaItaly
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Hersh CM, Morrow SA, Williams MJ, Amezcua L, Halper J, Wandersee K. Diversity, Equity, and Inclusion in the Multiple Sclerosis Community: A Call to Action. Int J MS Care 2023; 25:199-205. [PMID: 37720263 PMCID: PMC10503818 DOI: 10.7224/1537-2073.2023-039] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/19/2023]
Abstract
Many medical organizations have begun to confront the longstanding problem of inequalities in health care delivery and the undeniable effect of disparities on health outcomes. The Consortium of Multiple Sclerosis Centers (CMSC) recognizes that disparities affect the lives of many people with multiple sclerosis (MS) and acknowledges the need to address this as an organization. The CMSC recently (1) appointed a task force, (2) conducted a survey of its membership, (3) commissioned this review article and call to action, and (4) formulated a mission statement on diversity, equity, and inclusion (DEI), which was adopted by the CMSC's Board of Governors in March 2023. This paper summarizes recent literature on health care disparities in MS, particularly those relating to race/ethnicity, sexual orientation, and gender identity. It presents findings from CMSC's survey of members' awareness of DEI issues, the need for education and resources for MS care providers, and existing institutional policies on DEI in the members' practice settings. It also presents the task force's recommendations for next steps, which includes the goal of greater diversity in the MS workforce of the future. The CMSC will continue to revisit DEI policies and practices over time with the goal of motivating greater awareness, momentum, and positive changes within the MS community.
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Affiliation(s)
- Carrie M. Hersh
- From the Lou Ruvo Center for Brain Health, Cleveland Clinic, Las Vegas, NV (CMH)
| | - Sarah A. Morrow
- London Multiple Sclerosis Clinic, University of Western Ontario, London, ON (SAM)
| | | | - Lilyana Amezcua
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles, CA (LA)
| | - June Halper
- Consortium of Multiple Sclerosis Centers, Hackensack, NJ (JH, KW)
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Nathoo N, Zeydan B, Neyal N, Chelf C, Okuda DT, Kantarci OH. Do magnetic resonance imaging features differ between persons with multiple sclerosis of various races and ethnicities? Front Neurol 2023; 14:1215774. [PMID: 37448745 PMCID: PMC10338060 DOI: 10.3389/fneur.2023.1215774] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 06/12/2023] [Indexed: 07/15/2023] Open
Abstract
Those of African American or Latin American descent have been demonstrated to have more severe clinical presentations of multiple sclerosis (MS) than non-Latin American White people with MS. Concurrently, radiological burden of disease on magnetic resonance imaging (MRI) in African Americans with MS has also been described as being more aggressive. Here, we review MRI studies in diverse racial and ethnic groups (adult and pediatric) investigating lesion burden, inflammation, neurodegeneration, and imaging response to disease modifying therapy. We also discuss why such disparities may exist beyond biology, and how future studies may provide greater insights into underlying differences.
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Affiliation(s)
- Nabeela Nathoo
- Division of Multiple Sclerosis and Autoimmune Neurology, Department of Neurology, Mayo Clinic, Rochester, MN, United States
| | - Burcu Zeydan
- Division of Multiple Sclerosis and Autoimmune Neurology, Department of Neurology, Mayo Clinic, Rochester, MN, United States
- Department of Radiology, Mayo Clinic, Rochester, MN, United States
| | - Nur Neyal
- Division of Multiple Sclerosis and Autoimmune Neurology, Department of Neurology, Mayo Clinic, Rochester, MN, United States
- Department of Radiology, Mayo Clinic, Rochester, MN, United States
| | - Cynthia Chelf
- Mayo Clinic College of Medicine and Science, Library-Public Services, Mayo Clinic, Rochester, MN, United States
| | - Darin T. Okuda
- Department of Neurology, The University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Orhun H. Kantarci
- Division of Multiple Sclerosis and Autoimmune Neurology, Department of Neurology, Mayo Clinic, Rochester, MN, United States
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Telesford KM, Amezcua L, Tardo L, Horton L, Lund BT, Reder AT, Vartanian T, Monson NL. Understanding humoral immunity and multiple sclerosis severity in Black, and Latinx patients. Front Immunol 2023; 14:1172993. [PMID: 37215103 PMCID: PMC10196635 DOI: 10.3389/fimmu.2023.1172993] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 04/20/2023] [Indexed: 05/24/2023] Open
Abstract
People identified with Black/African American or Hispanic/Latinx ethnicity are more likely to exhibit a more severe multiple sclerosis disease course relative to those who identify as White. While social determinants of health account for some of this discordant severity, investigation into contributing immunobiology remains sparse. The limited immunologic data stands in stark contrast to the volume of clinical studies describing ethnicity-associated discordant presentation, and to advancement made in our understanding of MS immunopathogenesis over the past several decades. In this perspective, we posit that humoral immune responses offer a promising avenue to better understand underpinnings of discordant MS severity among Black/African American, and Hispanic/Latinx-identifying patients.
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Affiliation(s)
- Kiel M. Telesford
- Department of Neurology, Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, United States
| | - Lilyana Amezcua
- Multiple Sclerosis Comprehensive Care Center, University of Southern California, Los Angeles, CA, United States
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Lauren Tardo
- Department of Neurology, University of Texas Southwestern Medical Center (UT), Dallas, TX, United States
| | - Lindsay Horton
- Department of Neurology, University of Texas Southwestern Medical Center (UT), Dallas, TX, United States
| | - Brett T. Lund
- Multiple Sclerosis Comprehensive Care Center, University of Southern California, Los Angeles, CA, United States
| | - Anthony T. Reder
- Department of Neurology, University of Chicago, Chicago, IL, United States
| | - Timothy Vartanian
- Department of Neurology, Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, United States
| | - Nancy L. Monson
- Department of Neurology, University of Texas Southwestern Medical Center (UT), Dallas, TX, United States
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Petracca M, Palladino R, Droby A, Kurz D, Graziano N, Wang K, Riley C, Howard J, Klineova S, Lublin F, Inglese M. Disability outcomes in early-stage African American and White people with multiple sclerosis. Mult Scler Relat Disord 2023; 69:104413. [PMID: 36399964 PMCID: PMC9892256 DOI: 10.1016/j.msard.2022.104413] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/28/2022] [Accepted: 11/11/2022] [Indexed: 11/15/2022]
Abstract
BACKGROUND Factors driving differences in disease burden between African American and White people with multiple sclerosis (pwMS) remain unclear. Here, we explored whether differences in disability outcomes could be observed after controlling for major sociodemographic factors and comorbidities, and assessed the presence of a possible interaction between MS and race. METHODS In this cross-sectional study, 120 pwMS within 6 years from disease onset and 82 healthy controls between 18 and 70 years of age, self-identified as either African American or White, were prospectively enrolled. Inclusion criteria for pwMS were: diagnosis of MS according to the revised McDonald criteria, relapsing-remitting phenotype and Expanded Disability Status Scale (EDSS) < 6.5. Study outcomes included: (i) global disability (EDSS); (ii) quantitative mobility and leg function (Timed 25 Foot Walk Test-T25FWT); (iii) quantitative finger dexterity (9-Hole Peg Test-9HPT); (iv) cognitive efficiency and speed performance (Symbol Digit Modalities Test-SDMT). Differences in disability outcomes were assessed employing multivariable linear regression models. Based on their association with MS or disability, covariates included age, gender, race, years of education, total income, body mass index, comorbidities. The interaction between MS and race on disability outcomes was estimated via relative excess risk of interaction and attributable proportion. RESULTS Accounting for age, gender, total income, education, body mass index and comorbidities, African American pwMS showed significantly worse performances in manual dexterity and cognition than White pwMS (White pwMS coeff. 3.24, 95% CI 1.55, 4.92 vs African American pwMS coeff. 5.52, 95% CI 3.55, 7.48 and White pwMS coeff. -5.87, 95% CI -8.86, -2.87 vs African American pwMS coeff. -7.99, 95% CI -11.58,-4.38). MS and race independently contributed to the observed gradient in disability severity. CONCLUSIONS Complex social disparities and systemic racism might contribute to clinical heterogeneity in MS.
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Affiliation(s)
- Maria Petracca
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Human Neurosciences, Sapienza University, Rome, Italy
| | - Raffaele Palladino
- Department of Public Health, University of Naples "Federico II", Naples, Italy
| | - Amgad Droby
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel Kurz
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nicole Graziano
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katherine Wang
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Claire Riley
- Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Jonathan Howard
- Department of Neurology, New York University School of Medicine, New York, NY, USA
| | - Sylvia Klineova
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Fred Lublin
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Matilde Inglese
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; DINOGMI, University of Genoa, Genoa, Italy; Ospedale Policlinico San Martino-IRCSS, Genoa, Italy.
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Selective vulnerability of brainstem and cervical spinal cord regions in people with non-progressive multiple sclerosis of Black or African American and European ancestry. Mult Scler 2022; 29:691-701. [PMID: 36507671 DOI: 10.1177/13524585221139575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Background: We evaluated imaging features suggestive of neurodegeneration within the brainstem and upper cervical spinal cord (UCSC) in non-progressive multiple sclerosis (MS). Methods: Standardized 3-Tesla three-dimensional brain magnetic resonance imaging (MRI) studies were prospectively acquired. Rates of change in volume, surface texture, curvature were quantified at the pons and medulla-UCSC. Whole and regional brain volumes and T2-weighted lesion volumes were also quantified. Independent regression models were constructed to evaluate differences between those of Black or African ancestry (B/AA) and European ancestry (EA) with non-progressive MS. Results: 209 people with MS (pwMS) having at least two MRI studies, 29% possessing 3–6 timepoints, resulted in 487 scans for analysis. Median follow-up time between MRI timepoints was 1.33 (25th–75th percentile: 0.51–1.98) years. Of 183 non-progressive pwMS, 88 and 95 self-reported being B/AA and EA, respectively. Non-progressive pwMS demonstrated greater rates of decline in pontine volume ( p < 0.0001) in B/AA and in medulla-UCSC volume ( p < 0.0001) for EA pwMS. Longitudinal surface texture and curvature changes suggesting reduced tissue integrity were observed at the ventral medulla-UCSC ( p < 0.001), dorsal pons ( p < 0.0001) and dorsal medulla ( p < 0.0001) but not the ventral pons ( p = 0.92) between groups. Conclusions: Selectively vulnerable regions within the brainstem-UCSC may allow for more personalized approaches to disease surveillance and management.
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Okai AF, Howard AM, Williams MJ, Brink JD, Chen C, Stuchiner TL, Baraban E, Jeong G, Cohan SL. Advancing Care and Outcomes for African American Patients With Multiple Sclerosis. Neurology 2022; 98:1015-1020. [PMID: 35470139 PMCID: PMC9231836 DOI: 10.1212/wnl.0000000000200791] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 04/11/2022] [Indexed: 12/02/2022] Open
Abstract
Multiple sclerosis (MS) has historically been underdiagnosed and undertreated among African Americans. Recent evidence suggests that African Americans with MS have a different clinical presentation, increased disease incidence and burden, and worse long-term outcomes vs their White counterparts. Due to limited data available for African Americans in MS clinical trials, it is difficult to make informed, generalizable conclusions about the natural history, prognosis, and therapeutic response in this population. In this narrative review, we highlight the nature and magnitude of the health disparities experienced by African Americans with MS and underscore the pressing need to increase knowledge about and understanding of MS disease manifestations in this group. In addition, we describe the mission and objectives of the recently established National African Americans with Multiple Sclerosis Registry, which is intended to be a platform to advance the care of African Americans with MS and address health disparities they may experience.
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Affiliation(s)
- Annette F Okai
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York.
| | - Annette M Howard
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Mitzi J Williams
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Justine D Brink
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Chiayi Chen
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Tamela L Stuchiner
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Elizabeth Baraban
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Grace Jeong
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
| | - Stanley L Cohan
- From the North Texas Institute of Neurology and Headache (A.F.O.), Plano; Multiple Sclerosis Institute of Texas (A.M.H.), Houston; Joi Life Wellness Multiple Sclerosis Neurology Center (M.J.W.), Smyrna, GA; Providence Brain and Spine Institute (J.D.B., C.C., T.L.S., E.B., S.L.C.), Portland, OR; and Alphabet Health (G.J.), New York
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Schiavi S, Azzari A, Mensi A, Graziano N, Daducci A, Bicego M, Inglese M, Petracca M. Classification of multiple sclerosis patients based on structural disconnection: A robust feature selection approach. J Neuroimaging 2022; 32:647-655. [PMID: 35297554 PMCID: PMC9546205 DOI: 10.1111/jon.12991] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/04/2022] [Accepted: 03/04/2022] [Indexed: 12/11/2022] Open
Abstract
Background and Purpose Although structural disconnection represents the hallmark of multiple sclerosis (MS) pathophysiology, classification attempts based on structural connectivity have achieved low accuracy levels. Here, we set out to fill this gap, exploring the performance of supervised classifiers on features derived from microstructure informed tractography and selected applying a novel robust approach. Methods Using microstructure informed tractography with diffusion MRI data, we created quantitative connectomes of 55 MS patients and 24 healthy controls. We then used a robust approach—based on two classical methods of feature selection— to select relevant features from three network representations (whole connectivity matrices, node strength, and local efficiency). Classification accuracy of the selected features was tested with five different classifiers, while their meaningfulness was tested via correlation with clinical scales. As a comparison, the same classifiers were run on features selected with the standard procedure in network analysis (thresholding). Results Our procedure identified 11 features for the whole net, five for local efficiency, and seven for node strength. For all classifiers, the accuracy was in the range 64.5%‐91.1%, with features extracted from the whole net reaching the maximum, and overcoming results obtained with the standard procedure in all cases. Correlations with clinical scales were identified across functional domains, from motor and cognitive abilities to fatigue and depression. Conclusion Applying a robust feature selection procedure to quantitative structural connectomes, we were able to classify MS patients with excellent accuracy, while providing information on the white matter connections and gray matter regions more affected by MS pathology.
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Affiliation(s)
- Simona Schiavi
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genoa, Italy.,Department of Computer Science, University of Verona, Verona, Italy
| | - Alberto Azzari
- Department of Computer Science, University of Verona, Verona, Italy
| | - Antonella Mensi
- Department of Computer Science, University of Verona, Verona, Italy
| | - Nicole Graziano
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Manuele Bicego
- Department of Computer Science, University of Verona, Verona, Italy
| | - Matilde Inglese
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genoa, Italy.,Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Maria Petracca
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
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Gray-Roncal K, Fitzgerald K, Ryerson LZ, Charvet L, Cassard SD, Naismith R, Ontaneda D, Mahajan K, Castro-Borrero W, Mowry E. Association of Disease Severity and Socioeconomic Status in Black and White Americans With Multiple Sclerosis. Neurology 2021; 97:e881-e889. [PMID: 34193590 DOI: 10.1212/wnl.0000000000012362] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Accepted: 06/03/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To compare clinical and imaging features of multiple sclerosis (MS) severity between Black Americans (BA) and White Americans (WA) and evaluate the role of socioeconomic status. METHODS We compared BA and WA participants in the Multiple Sclerosis Partners Advancing Technology Health Solutions (MS PATHS) cohort with respect to MS characteristics including self-reported disability, objective neurologic function assessments, and quantitative brain MRI measurements, after covariate adjustment (including education level, employment, or insurance as socioeconomic indicators). In a subgroup, we evaluated within-race, neighborhood-level indicators of socioeconomic status (SES) using 9-digit ZIP codes. RESULTS Of 1,214 BAs and 7,530 WAs with MS, BAs were younger, had lower education level, and were more likely to have Medicaid insurance or be disabled or unemployed than WAs. BAs had worse self-reported disability (1.47-fold greater odds of severe vs. mild disability, 95% CI 1.18, 1.86) and worse performances on tests of cognitive processing speed (-5.06 fewer correct, CI -5.72, -4.41), walking (0.66 seconds slower, 95% CI 0.36, 0.96) and manual dexterity (2.11 seconds slower, 95% CI 1.69, 2.54). BAs had more brain MRI lesions and lower overall and gray matter brain volumes, including reduced thalamic (-0.77 mL, 95% CI -0.91, -0.64), cortical (-30.63 mL, 95% CI -35.93, -25.33), and deep (-1.58 mL, 95% CI -1.92, -1.23) gray matter volumes. While lower SES correlated with worse neuroperformance scores in WAs, this association was less clear in BA. CONCLUSION We observed a greater burden of disease in BAs with MS relative to WAs with MS, despite adjustment for SES indicators. Beyond SES, future longitudinal studies should also consider roles of other societal constructs (e.g., systemic racism). Such studies will be important for identifying prognostic factors and optimal treatment strategies among BAs with MS is warranted.
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13
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Bross M, Hackett M, Bernitsas MM, Bao F, Carla-Santiago-Martinez, Bernitsas E. Cortical surface thickness, subcortical volumes and disability between races in relapsing-remitting multiple sclerosis. Mult Scler Relat Disord 2021; 53:103025. [PMID: 34052742 DOI: 10.1016/j.msard.2021.103025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2021] [Revised: 04/25/2021] [Accepted: 05/08/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND The interplay between cortical surface thickness (CTh), subcortical volumes (SCV) and disability in patients with relapsing remitting multiple sclerosis (RRMS) is still not clear. OBJECTIVE To examine the relationship between CTh, SCV, and disability and investigate differences in CTh, SCV and disability between African Americans (AA) and Caucasian Americans (CA). METHODS Sixty-five RRMS (33AA, 32 CA) participants underwent Expanded Disability Status Scale and Multiple Sclerosis Functional Composite (MSFC) assessments, including timed 25-foot walk (T25FW), nine-hole peg test (9HPT) on dominant (D) and non-dominant hand (ND) and paced auditory serial addition test (PASAT-3). Symbol digit modalities test (SDMT) was also administered. All participants underwent 3T brain MRI. CTh was measured in the Frontal (FA), Parietal (PA), Temporal (TA), Occipital (OA), Cingulate (CA), and Global (GA) cortical surface areas (CSA). SCV measurements included Thalamus (TV), Caudate (CV), Putamen (PV), Pallidum (PaV), Hippocampus (HV), Amygdala (AV), Accumbens (AcV), Brain Stem (BSV), and Deep Gray Matter Total Volume (DGMTV). A general linear model with multivariate analysis (MANOVA) was used to determine the differences between the two cohorts (SPSS vs 25). Spearman rank correlation analysis was performed to investigate the relationship between CTh and MSFC. RESULTS AA have significantly decreased FA, PA, TA, GA CTh compared to CA (p = 0.004, p = 0.018, p = 0.013, p = 0.015, respectively). SCV measurements were not significantly different. Only in CA, the MSFC measures correlate significantly with regional CSA CTh. In both races and in the entire group, T25FW correlates with TV, PV, AV, AcV and DGMTV (p < 0.05). Only in AA and the entire cohort, PASAT-3 correlates with TV and AcV(p = 0.041, p = 0.006, p = 0.006, p = 0.000 respectively). CONCLUSIONS Differences in CSA CTh reinforce the different disease pathobiology between AA and CA. Regional CTh may represent a useful biomarker related to multi-domain disability only in CA, while in AA DGM injury might be a more important contributor to disability. Longitudinal, large-scale studies are warranted to confirm our findings.
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Affiliation(s)
- Madeline Bross
- Wayne State University School of Medicine, Department of Neurology, USA
| | - Melody Hackett
- Wayne State University School of Medicine, Department of Neurology, USA
| | | | - Fen Bao
- Wayne State University School of Medicine, Department of Neurology, USA
| | | | - Evanthia Bernitsas
- Wayne State University School of Medicine, Department of Neurology, USA.
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14
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Gray Matter Atrophy in the Cortico-Striatal-Thalamic Network and Sensorimotor Network in Relapsing-Remitting and Primary Progressive Multiple Sclerosis. Neuropsychol Rev 2021; 31:703-720. [PMID: 33582965 DOI: 10.1007/s11065-021-09479-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 01/04/2021] [Indexed: 02/05/2023]
Abstract
Gray matter atrophy in multiple sclerosis (MS) is thought to be associated with disability and cognitive impairment, but previous studies have sometimes had discordant results, and the atrophy patterns of relapsing-remitting multiple sclerosis (RRMS) and primary progressive multiple sclerosis (PPMS) remain to be clarified. We conducted a meta-analysis using anisotropic effect-size-based algorithms (AES-SDM) to identify consistent findings from whole-brain voxel-based morphometry (VBM) studies of gray matter volume (GMV) in 924 RRMS patients and 204 PPMS patients. This study is registered with PROSPERO (number CRD42019121319). Compared with healthy controls, RRMS and PPMS patients showed gray matter atrophy in the cortico-striatal-thalamic network, sensorimotor network, and bilateral insula. RRMS patients had a larger GMV in the left insula, cerebellum, right precentral gyrus, and bilateral putamen as well as a smaller GMV in the bilateral cingulate, caudate nucleus, right thalamus, superior temporal gyrus and left postcentral gyrus than PPMS patients. The disease duration, Expanded Disability Status Scale score, Paced Auditory Serial Addition Test z-score, and T2-weighted lesion load were associated with specific gray matter regions in RRMS or PPMS. Alterations in the cortico-striatal-thalamic networks, sensorimotor network, and insula may be involved in the common pathogenesis of RRMS and PPMS. The deficits in the cingulate gyrus and caudate nucleus are more apparent in RRMS than in PPMS. The more severe cerebellum atrophy in PPMS may be a brain feature associated with its neurological manifestations. These imaging biomarkers provide morphological evidence for the pathophysiology of MS and should be verified in future research.
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15
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Droby A, Fleysher L, Petracca M, Podranski K, Xu J, Fabian M, Marjańska M, Inglese M. Lower cortical gamma-aminobutyric acid level contributes to increased connectivity in sensory-motor regions in progressive MS. Mult Scler Relat Disord 2020; 43:102183. [DOI: 10.1016/j.msard.2020.102183] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 04/30/2020] [Accepted: 05/04/2020] [Indexed: 10/24/2022]
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16
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Schiavi S, Petracca M, Battocchio M, El Mendili MM, Paduri S, Fleysher L, Inglese M, Daducci A. Sensory-motor network topology in multiple sclerosis: Structural connectivity analysis accounting for intrinsic density discrepancy. Hum Brain Mapp 2020; 41:2951-2963. [PMID: 32412678 PMCID: PMC7336144 DOI: 10.1002/hbm.24989] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Revised: 03/04/2020] [Accepted: 03/06/2020] [Indexed: 12/11/2022] Open
Abstract
Graph theory and network modelling have been previously applied to characterize motor network structural topology in multiple sclerosis (MS). However, between‐group differences disclosed by graph analysis might be primarily driven by discrepancy in density, which is likely to be reduced in pathologic conditions as a consequence of macroscopic damage and fibre loss that may result in less streamlines properly traced. In this work, we employed the convex optimization modelling for microstructure informed tractography (COMMIT) framework, which, given a tractogram, estimates the actual contribution (or weight) of each streamline in order to optimally explain the diffusion magnetic resonance imaging signal, filtering out those that are implausible or not necessary. Then, we analysed the topology of this ‘COMMIT‐weighted sensory‐motor network’ in MS accounting for network density. By comparing with standard connectivity analysis, we also tested if abnormalities in network topology are still identifiable when focusing on more ‘quantitative’ network properties. We found that topology differences identified with standard tractography in MS seem to be mainly driven by density, which, in turn, is strongly influenced by the presence of lesions. We were able to identify a significant difference in density but also in network global and local properties when accounting for density discrepancy. Therefore, we believe that COMMIT may help characterize the structural organization in pathological conditions, allowing a fair comparison of connectomes which considers discrepancies in network density. Moreover, discrepancy‐corrected network properties are clinically meaningful and may help guide prognosis assessment and treatment choice.
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Affiliation(s)
- Simona Schiavi
- Department of Computer Science, University of Verona, Verona, Italy.,Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genova, Italy
| | - Maria Petracca
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Mohamed M El Mendili
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Swetha Paduri
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Lazar Fleysher
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Matilde Inglese
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health (DINOGMI), University of Genoa, Genova, Italy.,Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Ospedale Policlinico San Martino IRCCS, Genoa, Italy
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17
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Okai AF, Amezcua L, Berkovich RR, Chinea AR, Edwards KR, Steingo B, Walker A, Jacobs AK, Daizadeh N, Williams MJ. Efficacy and Safety of Alemtuzumab in Patients of African Descent with Relapsing-Remitting Multiple Sclerosis: 8-Year Follow-up of CARE-MS I and II (TOPAZ Study). Neurol Ther 2019; 8:367-381. [PMID: 31654272 PMCID: PMC6858901 DOI: 10.1007/s40120-019-00159-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Indexed: 11/08/2022] Open
Abstract
INTRODUCTION Multiple sclerosis (MS) patients of African descent have increased risk for disease progression and may be less responsive to disease-modifying therapy. METHODS Patients in the CARE-MS studies received alemtuzumab 12 mg/day [initial alemtuzumab treatment (IAT); baseline: 5 days; 12 months later: 3 days] or subcutaneous interferon beta-1a (SC IFNB-1a) 3 ×/week. Core study outcomes were compared between treatment groups. In the extension study CAMMS03409, SC IFNB-1a-treated patients switched to alemtuzumab [delayed alemtuzumab treatment (DAT)]. Data from IAT and DAT arms were pooled to assess outcomes through 6 years post alemtuzumab initiation; IAT patients had an additional 2 years of follow-up in TOPAZ. RESULTS Of 1200 CARE-MS patients, 43 (4%) were of African descent (35 IAT; 8 DAT) and received alemtuzumab in the 2-year core and/or 6-year extension; 29 (67%) remained on study at the time of analysis (24 IAT patients completed year 8 post alemtuzumab; 5 DAT patients completed year 6 post alemtuzumab). In year 2, annualized relapse rate (ARR; 0.09 versus 0.42), percentage of patients with improved Expanded Disability Status Scale (EDSS; 18% versus 11%), 6-month confirmed disability improvement (CDI; 28% versus 13%), no evidence of disease activity (55% versus 13%), and cumulative brain volume loss (BVL; - 0.55% versus - 1.32%) favored alemtuzumab versus SC IFNB-1a. Alemtuzumab remained efficacious at year 6 (pooled IAT/DAT) and at year 8 (IAT only) post alemtuzumab (ARR: 0.15 and 0.30; improved EDSS: 17% and 25%; CDI: 47% and 55%; BVL: - 1.14% and - 0.70%, respectively). No safety signals were unique to this population. CONCLUSIONS Alemtuzumab was efficacious in a small cohort of relapsing-remitting MS patients of African descent over 8 years. Safety was consistent with the overall CARE-MS population, although the small sample size may have prevented the detection of known low-frequency adverse events. CLINICALTRIALS. GOV REGISTRATION NUMBERS CARE-MS I, II, extension, TOPAZ: NCT00530348, NCT00548405, NCT00930553, NCT02255656. FUNDING Sanofi (Cambridge, MA, USA) and Bayer HealthCare Pharmaceuticals (Leverkusen, Germany).
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Affiliation(s)
- Annette F Okai
- Multiple Sclerosis Treatment Center of Dallas, Dallas, TX, USA.
| | - Lilyana Amezcua
- Keck School of Medicine of University of Southern California, Los Angeles, CA, USA
| | - Regina R Berkovich
- Keck School of Medicine of University of Southern California, Los Angeles, CA, USA
- , West Hollywood, CA, USA
| | | | | | - Brian Steingo
- Fort Lauderdale Multiple Sclerosis Center, Fort Lauderdale, FL, USA
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