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Multiple sclerosis (MS) is a complex dysimmune disorder of the central nervous system. Genome-wide association studies (GWAS) have identified 233 genetic variations associated with MS at the genome-wide significant level. Epigenetic studies have pinpointed differentially methylated CpG sites in MS patients. However, the interplay between genetic risk factors and epigenetic regulation remains elusive. Here, we employed a network model to integrate GWAS summary statistics of 14 802 MS cases and 26 703 controls with DNA methylation profiles from 140 MS cases and 139 controls and the human interactome. We identified differentially methylated genes by aggregating additive effects of differentially methylated CpG sites within promoter regions. We reconstructed a gene regulatory network (GRN) using literature-curated transcription factor knowledge. Colocalization of the MS GWAS and methylation quantitative trait loci (mQTL) was performed to assess the GRN. The resultant MS-associated GRN highlighted several single nucleotide polymorphisms with GWAS-mQTL colocalization: rs6032663, rs6065926 and rs2024568 of CD40 locus, rs9913597 of STAT3 locus, and rs887864 and rs741175 of CIITA locus. Moreover, synergistic mQTL and expression QTL signals were identified in CD40, suggesting gene expression alteration was likely induced by epigenetic changes. Web-based Cell-type Specific Enrichment Analysis of Genes (WebCSEA) indicated that the GRN was enriched in T follicular helper cells (P-value = 0.0016). Drug target enrichment analysis of annotations from the Therapeutic Target Database revealed the GRN was also enriched with drug target genes (P-value = 3.89 × 10-4), revealing repurposable candidates for MS treatment. These candidates included vorinostat (HDAC1 inhibitor) and sivelestat (ELANE inhibitor), which warrant further investigation.
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Epigênese Genética , Esclerose Múltipla , Humanos , Epigênese Genética/genética , Redes Reguladoras de Genes , Estudo de Associação Genômica Ampla , Esclerose Múltipla/tratamento farmacológico , Esclerose Múltipla/genética , Metilação de DNA/genética , Locos de Características Quantitativas/genéticaRESUMO
BACKGROUND: Effective and safe treatment options for multiple sclerosis (MS) are still needed. Montelukast, a leukotriene receptor antagonist (LTRA) currently indicated for asthma or allergic rhinitis, may provide an additional therapeutic approach. OBJECTIVE: The study aimed to evaluate the effects of montelukast on the relapses of people with MS (pwMS). METHODS: In this retrospective case-control study, two independent longitudinal claims datasets were used to emulate randomized clinical trials (RCTs). We identified pwMS aged 18-65 years, on MS disease-modifying therapies concomitantly, in de-identified claims from Optum's Clinformatics® Data Mart (CDM) and IQVIA PharMetrics® Plus for Academics. Cases included 483 pwMS on montelukast and with medication adherence in CDM and 208 in PharMetrics Plus for Academics. We randomly sampled controls from 35,330 pwMS without montelukast prescriptions in CDM and 10,128 in PharMetrics Plus for Academics. Relapses were measured over a 2-year period through inpatient hospitalization and corticosteroid claims. A doubly robust causal inference model estimated the effects of montelukast, adjusting for confounders and censored patients. RESULTS: pwMS treated with montelukast demonstrated a statistically significant 23.6% reduction in relapses compared to non-users in 67.3% of emulated RCTs. CONCLUSION: Real-world evidence suggested that montelukast reduces MS relapses, warranting future clinical trials and further research on LTRAs' potential mechanism in MS.
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Acetatos , Ciclopropanos , Antagonistas de Leucotrienos , Esclerose Múltipla , Quinolinas , Sulfetos , Humanos , Quinolinas/uso terapêutico , Quinolinas/administração & dosagem , Acetatos/uso terapêutico , Adulto , Pessoa de Meia-Idade , Feminino , Masculino , Estudos Retrospectivos , Antagonistas de Leucotrienos/uso terapêutico , Esclerose Múltipla/tratamento farmacológico , Adulto Jovem , Estudos de Casos e Controles , Adolescente , Idoso , Demandas Administrativas em Assistência à Saúde/estatística & dados numéricos , RecidivaRESUMO
BACKGROUND: People with multiple sclerosis (pwMS) are at risk of concurrently using multiple central nervous system (CNS)-active drugs, yet the prevalence of CNS-active polypharmacy remains unmeasured in pwMS. OBJECTIVE: The objective is to measure the prevalence of CNS-active polypharmacy in pwMS. METHODS: This serial, cross-sectional study measured CNS-active polypharmacy in people with MS in the United States from 2008 to 2021 using insurance claims data. CNS-active polypharmacy was defined as the concurrent prescription of ⩾3 CNS-active drugs for >30 continuous days. CNS-active drugs included antidepressants, antiepileptics, antipsychotics, benzodiazepines, nonbenzodiazepine benzodiazepine receptor agonist hypnotics, opioids, and skeletal muscle relaxants. RESULTS: The number of subjects included at each time point ranged from 23,917 subjects in 2008 to 55,797 subjects in 2021. In 2021, subjects with CNS-active polypharmacy were more likely to be 46-65 years of age and have CNS-related comorbidities compared to those without CNS-active polypharmacy. From 2008 to 2021, the age-adjusted prevalence of CNS-active polypharmacy among female subjects increased from 19.8% (95% confidence interval (CI) = 19.1-20.4) to 26.4% (95% CI = 25.9-26.8) versus 15.9% (95% CI = 14.8-17.0) to 18.6% (95% CI = 17.9-19.2) in male subjects. CONCLUSION: The prevalence of CNS-active polypharmacy has increased among people with MS with a growing disparity by sex.
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Fármacos do Sistema Nervoso Central , Esclerose Múltipla , Polimedicação , Humanos , Masculino , Pessoa de Meia-Idade , Feminino , Esclerose Múltipla/tratamento farmacológico , Estudos Transversais , Adulto , Idoso , Fármacos do Sistema Nervoso Central/uso terapêutico , Estados Unidos/epidemiologia , Comorbidade , Prevalência , Adulto JovemRESUMO
This study aimed to determine whether choroid plexus volume (CPV) could differentiate multiple sclerosis (MS) from its mimics. A secondary analysis of two previously enrolled studies, 50 participants with MS and 64 with alternative diagnoses were included. CPV was automatically segmented from 3T magnetic resonance imaging (MRI), followed by manual review to remove misclassified tissue. Mean normalized choroid plexus volume (nCPV) to intracranial volume demonstrated relatively high specificity for MS participants in each cohort (0.80 and 0.76) with an area under the receiver-operator characteristic curve of 0.71 (95% confidence interval (CI) = 0.55-0.87) and 0.65 (95% CI = 0.52-0.77). In this preliminary study, nCPV differentiated MS from its mimics.
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Plexo Corióideo , Imageamento por Ressonância Magnética , Esclerose Múltipla , Humanos , Plexo Corióideo/diagnóstico por imagem , Plexo Corióideo/patologia , Esclerose Múltipla/diagnóstico por imagem , Esclerose Múltipla/patologia , Feminino , Adulto , Masculino , Pessoa de Meia-Idade , Diagnóstico DiferencialRESUMO
BACKGROUND: The central vein sign (CVS) is a proposed magnetic resonance imaging (MRI) biomarker for multiple sclerosis (MS); the optimal method for abbreviated CVS scoring is not yet established. OBJECTIVE: The aim of this study was to evaluate the performance of a simplified approach to CVS assessment in a multicenter study of patients being evaluated for suspected MS. METHODS: Adults referred for possible MS to 10 sites were recruited. A post-Gd 3D T2*-weighted MRI sequence (FLAIR*) was obtained in each subject. Trained raters at each site identified up to six CVS-positive lesions per FLAIR* scan. Diagnostic performance of CVS was evaluated for a diagnosis of MS which had been confirmed using the 2017 McDonald criteria at thresholds including three positive lesions (Select-3*) and six positive lesions (Select-6*). Inter-rater reliability assessments were performed. RESULTS: Overall, 78 participants were analyzed; 37 (47%) were diagnosed with MS, and 41 (53%) were not. The mean age of participants was 45 (range: 19-64) years, and most were female (n = 55, 71%). The area under the receiver operating characteristic curve (AUROC) for the simplified counting method was 0.83 (95% CI: 0.73-0.93). Select-3* and Select-6* had sensitivity of 81% and 65% and specificity of 68% and 98%, respectively. Inter-rater agreement was 78% for Select-3* and 83% for Select-6*. CONCLUSION: A simplified method for CVS assessment in patients referred for suspected MS demonstrated good diagnostic performance and inter-rater agreement.
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Esclerose Múltipla , Adulto , Humanos , Feminino , Adulto Jovem , Pessoa de Meia-Idade , Masculino , Esclerose Múltipla/diagnóstico por imagem , Esclerose Múltipla/patologia , Projetos Piloto , Reprodutibilidade dos Testes , Veias , Imageamento por Ressonância Magnética/métodos , Encéfalo/patologiaRESUMO
BACKGROUND. The central vein sign (CVS) is a proposed MRI biomarker of multiple sclerosis (MS). The impact of gadolinium-based contrast agent (GBCA) administration on CVS evaluation remains poorly investigated. OBJECTIVE. The purpose of this study was to assess the effect of GBCA use on CVS detection and on the diagnostic performance of the CVS for MS using a 3-T FLAIR* sequence. METHODS. This study was a secondary analysis of data from the pilot study for the prospective multicenter Central Vein Sign: A Diagnostic Biomarker in Multiple Sclerosis (CAVS-MS), which recruited adults with suspected MS from April 2018 to February 2020. Participants underwent 3-T brain MRI including FLAIR and precontrast and post-contrast echo-planar imaging T2*-weighted acquisitions. Postprocessing was used to generate combined FLAIR and T2*-weighted images (hereafter, FLAIR*). MS diagnoses were established using the 2017 McDonald criteria. Thirty participants (23 women, seven men; mean age, 45 years) were randomly selected from the CAVS-MS pilot study cohort. White matter lesions (WMLs) were marked using FLAIR* images. A single observer, blinded to clinical data and GBCA use, reviewed marked WMLs on FLAIR* images for the presence of the CVS. RESULTS. Thirteen of 30 participants had MS. Across participants, on precontrast FLAIR* imaging, 218 CVS-positive and 517 CVS-negative WMLs were identified; on post-contrast FLAIR* imaging, 269 CVS-positive and 459 CVS-negative WMLs were identified. The fraction of WMLs that were CVS-positive on precontrast and postcontrast images was 48% and 58% in participants with MS and 7% and 10% in participants without MS, respectively. The median patient-level CVS-positivity rate on precontrast and postcontrast images was 43% and 67% for participants with MS and 4% and 8% for participants without MS, respectively. In a binomial model adjusting for MS diagnoses, GBCA use was associated with an increased likelihood of at least one CVS-positive WML (odds ratio, 1.6; p < .001). At a 40% CVS-positivity threshold, the sensitivity of the CVS for MS increased from 62% on precontrast images to 92% on postcontrast images (p = .046). Specificity was not significantly different between precontrast (88%) and postcontrast (82%) images (p = .32). CONCLUSION. GBCA use increased CVS detection on FLAIR* images, thereby increasing the sensitivity of the CVS for MS diagnoses. CLINICAL IMPACT. The postcontrast FLAIR* sequence should be considered for CVS evaluation in future investigational trials and clinical practice.
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Esclerose Múltipla , Doenças Vasculares , Adulto , Masculino , Humanos , Feminino , Pessoa de Meia-Idade , Esclerose Múltipla/diagnóstico por imagem , Meios de Contraste , Estudos Prospectivos , Projetos Piloto , Imageamento por Ressonância Magnética/métodos , Encéfalo/patologiaRESUMO
BACKGROUND AND PURPOSE: Cerebellar damage is a valuable predictor of disability, particularly in progressive multiple sclerosis. It is not clear if it could be an equally useful predictor of motor disability worsening in the relapsing-remitting phenotype. AIM: We aimed to determine whether cerebellar damage is an equally useful predictor of motor disability worsening in the relapsing-remitting phenotype. METHODS: Cerebellar lesion loads and volumes were estimated using baseline magnetic resonance imaging from the CombiRx trial (n = 838). The relationship between cerebellar damage and time to disability worsening (confirmed disability progression [CDP], timed 25-foot walk test [T25FWT] score worsening, nine-hole peg test [9HPT] score worsening) was tested in stagewise and stepwise Cox proportional hazards models, accounting for demographics and supratentorial damage. RESULTS: Shorter time to 9HPT score worsening was associated with higher baseline Expanded Disability Status Scale (EDSS) score (hazard ratio [HR] 1.408, p = 0.0042) and higher volume of supratentorial and cerebellar T2 lesions (HR 1.005 p = 0.0196 and HR 2.211, p = 0.0002, respectively). Shorter time to T25FWT score worsening was associated with higher baseline EDSS (HR 1.232, p = 0.0006). Shorter time to CDP was associated with older age (HR 1.026, p = 0.0010), lower baseline EDSS score (HR 0.428, p < 0.0001) and higher volume of supratentorial T2 lesions (HR 1.024, p < 0.0001). CONCLUSION: Among the explored outcomes, single time-point evaluation of cerebellar damage only allows the prediction of manual dexterity worsening. In clinical studies the selection of imaging biomarkers should be informed by the outcome of interest.
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Pessoas com Deficiência , Transtornos Motores , Esclerose Múltipla Recidivante-Remitente , Esclerose Múltipla , Avaliação da Deficiência , Progressão da Doença , Humanos , Imageamento por Ressonância Magnética , Esclerose Múltipla/patologia , Esclerose Múltipla Recidivante-Remitente/diagnóstico por imagem , Esclerose Múltipla Recidivante-Remitente/tratamento farmacológico , Esclerose Múltipla Recidivante-Remitente/patologia , Estudos RetrospectivosRESUMO
Multiple sclerosis (MS) is a neuroinflammatory disorder leading to chronic disability. Brain lesions in MS commonly arise in normal-appearing white matter (NAWM). Genome-wide association studies (GWAS) have identified genetic variants associated with MS. Transcriptome alterations have been observed in case-control studies of NAWM. We developed a Cross-Dataset Evaluation (CDE) function for our network-based tool, Edge-Weighted Dense Module Search of GWAS (EW_dmGWAS). We applied CDE to integrate publicly available MS GWAS summary statistics of 41,505 cases and controls with collectively 38 NAWM expression samples, using the human protein interactome as the reference network, to investigate biological underpinnings of MS etiology. We validated the resulting modules with colocalization of GWAS and expression quantitative trait loci (eQTL) signals, using GTEx Consortium expression data for MS-relevant tissues: 14 brain tissues and 4 immune-related tissues. Other network assessments included a drug target query and functional gene set enrichment analysis. CDE prioritized a MS NAWM network containing 55 unique genes. The gene list was enriched (p-value = 2.34 × 10-7) with GWAS-eQTL colocalized genes: CDK4, IFITM3, MAPK1, MAPK3, METTL12B and PIK3R2. The resultant network also included drug signatures of FDA-approved medications. Gene set enrichment analysis revealed the top functional term "intracellular transport of virus", among other viral pathways. We prioritize critical genes from the resultant network: CDK4, IFITM3, MAPK1, MAPK3, METTL12B and PIK3R2. Enriched drug signatures suggest potential drug targets and drug repositioning strategies for MS. Finally, we propose mechanisms of potential MS viral onset, based on prioritized gene set and functional enrichment analysis.
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Esclerose Múltipla , Preparações Farmacêuticas , Encéfalo , Estudo de Associação Genômica Ampla , Humanos , Proteínas de Membrana , Esclerose Múltipla/genética , Doenças Neuroinflamatórias , Polimorfismo de Nucleotídeo Único/genética , Proteínas de Ligação a RNARESUMO
The striatum is a well-known region affected in Huntington disease (HD). However, other regions, including the visual cortex, are implicated. We have identified previously an abnormal energy response in the visual cortex of patients at an early stage of HD using 31 P magnetic resonance spectroscopy (31 P MRS). We therefore sought to further characterize these metabolic alterations with 1 H MRS using a well-validated semi-localized by adiabatic selective refocusing (semi-LASER) sequence that allows the measurement of an expanded number of neurometabolites. Ten early affected patients [Unified Huntington Disease Rating Scale (UHDRS), total motor score = 13.6 ± 10.8] and 10 healthy volunteers of similar age and body mass index (BMI) were recruited for the study. We performed 1 H MRS in the striatum - the region that is primarily affected in HD - and the visual cortex. The protocol allowed a reliable quantification of 10 metabolites in the visual cortex and eight in the striatum, compared with three to five metabolites in previous 1 H MRS studies performed in HD. We identified higher total creatine (p < 0.05) in the visual cortex and lower glutamate (p < 0.001) and total creatine (p < 0.05) in the striatum of patients with HD compared with controls. Less abundant neurometabolites [glutamine, γ-aminobutyric acid (GABA), glutathione, aspartate] showed similar concentrations in both groups. The protocol allowed the measurement of several additional metabolites compared with standard vendor protocols. Our study points to early changes in metabolites involved in energy metabolism in the visual cortex and striatum of patients with HD. Decreased striatal glutamate could reflect early neuronal dysfunction or impaired glutamatergic neurotransmission.
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Doença de Huntington/diagnóstico por imagem , Doença de Huntington/metabolismo , Metaboloma , Espectroscopia de Prótons por Ressonância Magnética , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Neostriado/diagnóstico por imagem , Neostriado/metabolismo , Córtex Visual/diagnóstico por imagem , Córtex Visual/metabolismoRESUMO
PURPOSE OF REVIEW: Studies of large longitudinal cohorts of patients with multiple sclerosis (MS) have emphasized the prognostic value of conventional MRI markers, at least during early stages. Advanced imaging metrics derived from quantitative MRI and PET provide relevant information about microstructural damage within and outside visible lesions that may be more sensitive to predict long-term disability. Here, we summarize the most recent findings regarding the prognostic value of imaging markers throughout MS stages. RECENT FINDINGS: In clinically isolated syndrome, the presence of at least one brain or spinal cord T2 lesion strongly increases the risk of conversion to clinically definite MS (hazard ratio ranging from 5 to 11). Similarly, the occurrence of new white matter lesions is strongly predictive of subsequent relapse rate and response to current disease modifying therapies. Beyond white matter lesions, volumetric changes in the grey matter and normal-appearing tissue damage are more sensitive prognostic markers for physical and cognitive disability, especially in progressive MS. SUMMARY: Although white matter lesion number and volume still remains the imaging metric used in daily clinical practice, further development of advanced imaging predictors of long-term disability should allow a better stratification of patients in future clinical trials aimed at promoting repair or neuroprotection.
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Esclerose Múltipla/diagnóstico por imagem , Progressão da Doença , Humanos , Imageamento por Ressonância Magnética , Esclerose Múltipla/psicologia , Esclerose Múltipla/terapia , Valor Preditivo dos Testes , PrognósticoRESUMO
BACKGROUND: Quantitative in vivo imaging of myelin loss and repair in patients with multiple sclerosis (MS) is essential to understand the pathogenesis of the disease and to evaluate promyelinating therapies. Selectively binding myelin in the central nervous system white matter, Pittsburgh compound B ([11 C]PiB) can be used as a positron emission tomography (PET) tracer to explore myelin dynamics in MS. METHODS: Patients with active relapsing-remitting MS (n = 20) and healthy controls (n = 8) were included in a longitudinal trial combining PET with [11 C]PiB and magnetic resonance imaging. Voxel-wise maps of [11 C]PiB distribution volume ratio, reflecting myelin content, were derived. Three dynamic indices were calculated for each patient: the global index of myelin content change; the index of demyelination; and the index of remyelination. RESULTS: At baseline, there was a progressive reduction in [11 C]PiB binding from the normal-appearing white matter to MS lesions, reflecting a decline in myelin content. White matter lesions were characterized by a centripetal decrease in the tracer binding at the voxel level. During follow-up, high between-patient variability was found for all indices of myelin content change. Dynamic remyelination was inversely correlated with clinical disability (p = 0.006 and beta-coefficient = -0.67 with the Expanded Disability Status Scale; p = 0.003 and beta-coefficient = -0.68 with the MS Severity Scale), whereas no significant clinical correlation was found for the demyelination index. INTERPRETATION: [11 C]PiB PET allows quantification of myelin dynamics in MS and enables stratification of patients depending on their individual remyelination potential, which significantly correlates with clinical disability. This technique should be considered to assess novel promyelinating drugs. Ann Neurol 2016;79:726-738.
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OBJECTIVE: Using positron emission tomography (PET) with [(11) C]flumazenil ([(11) C]FMZ), an antagonist of the central benzodiazepine site located within the GABAA receptor, we quantified and mapped neuronal damage in the gray matter (GM) of patients with multiple sclerosis (MS) at distinct disease stages. We investigated the relationship between neuronal damage and white matter (WM) lesions and evaluated the clinical relevance of this neuronal PET metric. METHODS: A cohort of 18 MS patients (9 progressive and 9 relapsing-remitting) was compared to healthy controls and underwent neurological and cognitive evaluations, high-resolution dynamic [(11) C]FMZ PET imaging and brain magnetic resonance imaging. [(11) C]FMZ binding was estimated using the partial saturation protocol providing voxel-wise absolute quantification of GABAA receptor concentration. PET data were evaluated using a region of interest (ROI) approach as well as on a vertex-by-vertex basis. RESULTS: [(11) C]FMZ binding was significantly decreased in the cortical GM of MS patients, compared to controls (-10%). Cortical mapping of benzodiazepine receptor concentration ([(11) C]FMZ Bmax) revealed significant intergroup differences in the bilateral parietal cortices and right frontal areas. ROI analyses taking into account GM volume changes showed extensive decrease in [(11) C]FMZ binding in bilateral parietal, cingulate, and insular cortices as well as in the thalami, amygdalae, and hippocampi. These changes were significant in both progressive and relapsing-remitting forms of the disease and correlated with WM T2-weighted lesion load. [(11) C]FMZ cortical binding correlated with cognitive performance. INTERPRETATION: This pilot study showed that PET with [(11) C]FMZ could be a promising and sensitive quantitative marker to assess and map the neuronal substrate of GM pathology in MS.
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Radioisótopos de Carbono , Flumazenil , Substância Cinzenta/diagnóstico por imagem , Esclerose Múltipla/diagnóstico por imagem , Neurônios/diagnóstico por imagem , Tomografia por Emissão de Pósitrons , Adulto , Radioisótopos de Carbono/metabolismo , Feminino , Flumazenil/metabolismo , Substância Cinzenta/metabolismo , Humanos , Masculino , Pessoa de Meia-Idade , Esclerose Múltipla/metabolismo , Neurônios/metabolismo , Tamanho do Órgão , Projetos Piloto , Tomografia por Emissão de Pósitrons/métodosRESUMO
Severe cognitive impairment involving multiple cognitive domains can occur early during the course of multiple sclerosis (MS). We investigated resting state functional connectivity changes in large-scale brain networks and related structural damage underlying cognitive dysfunction in patients with early MS. Patients with relapsing MS (3-5 years disease duration) were prospectively assigned to two groups based on a standardized neuropsychological evaluation: (1) cognitively impaired group (CI group, n = 15), with abnormal performances in at least 3 tests; (2) cognitively preserved group (CP group, n = 20) with normal performances in all tests. Patients and age-matched healthy controls underwent a multimodal 3T magnetic resonance imaging (MRI) including anatomical T1 and T2 images, diffusion imaging and resting state functional MRI. Structural MRI analysis revealed that CI patients had a higher white matter lesion load compared to CP and a more severe atrophy in gray matter regions highly connected to networks involved in cognition. Functional connectivity measured by integration was increased in CP patients versus controls in attentional networks (ATT), while integration was decreased in CI patients compared to CP both in the default mode network (DMN) and ATT. An anatomofunctional study within the DMN revealed that functional connectivity was mostly altered between the medial prefrontal cortex (MPFC) and the posterior cingulate cortex (PCC) in CI patients compared to CP and controls. In a multilinear regression model, functional correlation between MPFC and PCC was best predicted by PCC atrophy. Disconnection in the DMN and ATT networks may deprive the brain of compensatory mechanisms required to face widespread structural damage.
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Encéfalo/patologia , Encéfalo/fisiopatologia , Transtornos Cognitivos/patologia , Transtornos Cognitivos/fisiopatologia , Esclerose Múltipla Recidivante-Remitente/patologia , Esclerose Múltipla Recidivante-Remitente/fisiopatologia , Adolescente , Adulto , Mapeamento Encefálico , Imagem de Difusão por Ressonância Magnética , Progressão da Doença , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Vias Neurais/patologia , Vias Neurais/fisiopatologia , Testes Neuropsicológicos , Estudos Prospectivos , Descanso , Adulto JovemRESUMO
Synthetic magnetic resonance imaging (MRI) offers a scanning paradigm where a fast multi-contrast sequence can be used to estimate underlying quantitative tissue parameter maps, which are then used to synthesize any desirable clinical contrast by retrospectively changing scan parameters in silico. Two benefits of this approach are the reduced exam time and the ability to generate arbitrary contrasts offline. However, synthetically generated contrasts are known to deviate from the contrast of experimental scans. The reason for contrast mismatch is the necessary exclusion of some unmodeled physical effects such as partial voluming, diffusion, flow, susceptibility, magnetization transfer, and more. The inclusion of these effects in signal encoding would improve the synthetic images, but would make the quantitative imaging protocol impractical due to long scan times. Therefore, in this work, we propose a novel deep learning approach that generates a multiplicative correction term to capture unmodeled effects and correct the synthetic contrast images to better match experimental contrasts for arbitrary scan parameters. The physics inspired deep learning model implicitly accounts for some unmodeled physical effects occurring during the scan. As a proof of principle, we validate our approach on synthesizing arbitrary inversion recovery fast spin-echo scans using a commercially available 2D multi-contrast sequence. We observe that the proposed correction visually and numerically reduces the mismatch with experimentally collected contrasts compared to conventional synthetic MRI. Finally, we show results of a preliminary reader study and find that the proposed method statistically significantly improves in contrast and SNR as compared to synthetic MR images.
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Aprendizado Profundo , Estudos Retrospectivos , Imageamento por Ressonância Magnética/métodos , Meios de ContrasteRESUMO
BACKGROUND: Multiple sclerosis (MS) typically presents in young adulthood. Recent data show the highest prevalence of MS in people aged 55 to 64 years; however, there are limited studies of this population. METHODS: Administrative US claims data from IBM-Truven MarketScan commercial and Medicare databases (2011-2017) were analyzed. People with MS 50 years or older were assigned to the aging MS cohort (n = 10,746). The matched controls were people 50 years or older without MS (n = 10,746). Multivariable models compared outcomes between groups. RESULTS: Infections were more frequent in the aging MS cohort vs matched controls (61% vs 45%; P < .0001); urinary tract, acute upper respiratory tract, and herpes zoster were the most frequent infection types. Malignancy rates were 20% for both groups (P = .8167); skin, breast, and prostate malignancies were the most frequent types. Skilled nursing facilities (aging MS cohort, 12%; matched controls, 3%; P < .0001) and MRI (aging MS cohort, 87%; matched controls, 37%; P < .0001) were used more frequently in the aging MS cohort; brain and spine were the most frequent types of MRI in the aging MS cohort. Time to first cane/walker or wheelchair use was shorter in the aging MS cohort (cane/walker use: HR, 2.1; 95% CI, 1.9-2.3; P < .0001; wheelchair use: HR, 6.9; 95% CI, 6.0-8.1; P < .0001). CONCLUSIONS: In people 50 years or older, measures typically associated with worse health primarily resulted from having MS rather than being a consequence of aging alone.
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BACKGROUND: In the context of the COVID-19 pandemic, people with multiple sclerosis (pwMS) have been particularly vulnerable to adverse outcomes due to increased risk of severe infection and/or widespread disruptions in care. The CopeMS study led by The University of Texas at Austin and the MS Association of America investigates the long-term impact of the COVID-19 pandemic on healthcare access, disease modifying therapy (DMT) utilization and outcomes of pwMS. METHODS: This retrospective cohort analysis used Optum's de-identified Clinformatics® Data Mart Database (CDM), a large de-identified administrative healthcare claims database to identify pwMS who were continuously enrolled from 01/01/2019 to 12/31/2020 and assessed changes in the utilization of DMTs and healthcare services during the COVID-19 pandemic compared to the year prior. Additionally, a national survey of pwMS and healthcare providers (HCPs) was conducted to further understand the indirect impact of the pandemic on healthcare resource utilization (HCRU), outcomes and prescription patterns. RESULTS: Out of 529 pwMS in our national survey, over 47 % reported that their overall health and neurologic symptoms had deteriorated during the COVID-19 pandemic, with increased anxiety, and inability to maintain exercise habits as leading perceived causes for worsening. Survey respondents reported widespread disruption of MS-related services during the pandemic. In the Optum database, we identified 39,209 pwMS validating inclusion criteria. We observed a decrease in the utilization of MS-related services in 2020 compared to 2019. Significantly fewer pwMS had visits with their neurologist, primary care provider, physical or occupational therapist despite an increased utilization of telemedicine services. Fewer pwMS had magnetic resonance imaging (MRI) studies of the brain or spinal cord during the pandemic. Only 22.2 % of HCPs surveyed agreed that the perceived risk of more severe COVID-19 infection on a specific DMT influenced their therapeutic decisions. In the Optum database, individuals with an established diagnosis of MS prior to 2019 saw decreases in utilization of platform and moderate efficacy DMTs. In this group, those over the age of 55 saw a decrease in utilization of B-cell therapies (rate ratio 0.79, CI 0.75-0.83), whereas individuals under the age of 55 saw an increase in utilization of B-cell therapies (rate ratio 1.10, CI 1.03-1.17). We did not see any difference in rates of starting DMTs in persons diagnosed in 2019 prior to the pandemic and those diagnosed in 2020. Compared to 2019, B-cell therapies were prescribed more frequently in pwMS diagnosed in 2020 who were younger than 55 or commercially insured (rate ratio 1.35, CI 1.11-1.63). CONCLUSION: The COVID-19 pandemic was associated with perceived worsening of neurological symptoms in pwMS. Despite the expansion of telemedicine, we observed decreased access to healthcare services important to the comprehensive care of pwMS. Additionally, we observed changes in DMT utilization in pwMS during the pandemic, particularly in older adults with an established diagnosis of MS.
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COVID-19 , Seguro , Esclerose Múltipla , Humanos , Idoso , Pandemias , Estudos Retrospectivos , Ansiedade , Esclerose Múltipla/epidemiologia , Esclerose Múltipla/terapiaRESUMO
OBJECTIVE: Imaging of myelin tracts in vivo would greatly improve the monitoring of demyelinating diseases such as multiple sclerosis (MS). To date, no imaging technique specifically targets demyelination and remyelination. Recently, amyloid markers related to Congo red have been shown to bind to central nervous system (CNS) myelin. Here we questioned whether the thioflavine-T derivative 2-(4'-methylaminophenyl)-6-hydroxybenzothiazole (PIB), which also binds to amyloid plaques, could serve as a myelin marker. METHODS: PIB fixation to myelin was studied by fluorescence in the normal and dysmyelinating mouse brain, as well as in the postmortem brain of MS patients. Positron emission tomography (PET) experiments were conducted using [¹¹C]PIB in baboons and in a proof of concept clinical study in 2 MS patients. RESULTS: Applied directly on tissue sections or after intraperitoneal injection, PIB stained CNS myelin, and the decrease in the level of fixation paralleled the amount of myelin loss in a dysmyelinating mutant. In normally myelinated areas of postmortem MS brain, demyelinated and remyelinated lesions were clearly distinguishable by the differential intensity of labeling observed with PIB. PET using intravenously injected radiolabeled [¹¹C]PIB imaged CNS myelin in baboons and humans. In MS patients, the dynamic analysis of PET acquisitions allowed quantitative assessment of demyelination. INTERPRETATION: PIB could be used as an imaging marker to quantify myelin loss and repair in demyelinating diseases.
Assuntos
Benzotiazóis , Encéfalo/diagnóstico por imagem , Encéfalo/fisiopatologia , Radioisótopos de Carbono , Doenças Desmielinizantes/diagnóstico por imagem , Esclerose Múltipla/diagnóstico por imagem , Esclerose Múltipla/fisiopatologia , Tomografia por Emissão de Pósitrons , Compostos de Anilina , Animais , Cadáver , Humanos , Imageamento por Ressonância Magnética , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Endogâmicos , Regeneração Nervosa , Papio anubis , Tomografia por Emissão de Pósitrons/métodos , TiazóisRESUMO
There are > 18 distinct disease-modifying therapy (DMT) options covering 10 mechanisms of action currently approved by the US Food and Drug Administration for the treatment of relapsing-remitting multiple sclerosis (RRMS). Given the multitude of available treatment options, and recent international consensus guidelines offering differing recommendations, there is broad heterogeneity in how the DMTs are used in clinical practice. Choosing a DMT for newly diagnosed patients with MS is currently a topic of significant debate in MS care. Historically, an escalation approach to DMT was used for newly diagnosed patients with RRMS. However, the evidence for clinical benefits of early treatment with high-efficacy therapies (HETs) in this population is emerging. In this review, we provide an overview of the DMT options and MS treatment strategies, and discuss the clinical benefits of HETs (including ofatumumab, ocrelizumab, natalizumab, alemtuzumab, and cladribine) in the early stages of MS, along with safety concerns associated with these DMTs. By minimizing the accumulation of neurological damage early in the disease course, early treatment with HETs may enhance long-term clinical outcomes over the lifetime of the patient.
Disease-modifying therapies (DMTs) can help people with multiple sclerosis (MS) by changing the way that their MS develops over time. Some people with MS have relapses when their symptoms get worse, followed by recovery when their MS is remitting. This is called relapsingremitting MS (RRMS). DMTs can reduce both the number and the severity of relapses. They can also delay the nerve damage that relapses cause. A range of DMTs are approved for treating people with RRMS. These treatments work in different ways, and international treatment guidelines vary on their recommendations for using DMTs in the clinic. Selecting DMTs for people with newly diagnosed RRMS is still a topic of discussion. Previously, people with RRMS only received the more effective high-efficacy therapies (HETs) if their first treatment was not effective. HETs include ofatumumab, ocrelizumab, natalizumab, alemtuzumab, and cladribine. Recently, using HETs at an earlier stage has shown promising results. In this review article, we provide an overview of the clinical strategies and the DMT options that are available for people with MS. Additionally, we discuss the benefits of using HETs for people with newly diagnosed MS and consider the safety issues related to DMTs. We summarize that using HETs to reduce the buildup of nerve damage during the early stages of MS may lead to improved long-term clinical outcomes over a person's lifetime.
Assuntos
Esclerose Múltipla Recidivante-Remitente , Esclerose Múltipla , Humanos , Esclerose Múltipla Recidivante-Remitente/tratamento farmacológico , Esclerose Múltipla/tratamento farmacológico , Fatores Imunológicos/uso terapêutico , Natalizumab/uso terapêutico , Alemtuzumab/uso terapêuticoRESUMO
INTRODUCTION: The ultimate cause of neuronal death in Huntington's disease (HD) is still uncertain. Apart from impairment in systems handling abnormal proteins, other mechanisms might contribute to neurodegeneration and progression of HD. Decreased cerebral blood flow (CBF) has been described in other neurodegenerative disorders and may play a role in HD. OBJECTIVES: To investigate CBF changes in HD gene carriers. METHODS: A group of 39 HD gene carriers (18 premanifest and 21 manifest HD) and 16 controls underwent a comprehensive clinical evaluation and a brain magnetic resonance imaging protocol that included pseudo-continuous arterial spin labeling to quantify CBF. Regions of interest (ROI) analyses were performed to compare CBF in controls vs premanifest HD vs manifest HD. Correlation analyses were performed to ascertain the relationship between CBF and clinical and biomarkers data. RESULTS: We found a decrease in CBF in bilateral caudate and putamen of patients with manifest HD in comparison with controls. CBF of premanifest HD carriers in the same ROIs was midway between controls and the HD patients, with differences not reaching statistical significance. Lower CBF in caudate and putamen was associated with worse motor symptoms, functionality, and cognitive performance. CBF was also associated with markers of neurodegeneration: higher CBF in caudate and putamen significantly correlated to higher volumes in the same ROI and to lower levels of neurofilament light chain. CONCLUSION: As CBF changes in caudate and putamen nuclei were associated with markers of neurodegeneration and with clinical outcomes, decreased CBF and oxygen supply could emerge as a relevant mechanism contributing to degeneration in HD.
Assuntos
Doença de Huntington , Biomarcadores , Circulação Cerebrovascular , Humanos , Doença de Huntington/genética , Imageamento por Ressonância Magnética/métodos , OxigênioRESUMO
BACKGROUND AND OBJECTIVES: Black and Hispanic people with multiple sclerosis (MS) (pMS) have been found to have different disease courses or worse outcomes associated with MS compared to White pMS. They are also more likely to be negatively affected by social determinants of health, further worsening disparities in outcomes. As these disparities may affect treatment response, non-White pMS must be included in trials for greater generalizability of research and therefore more inclusive treatment plans. In this study, we aimed to evaluate how representation of non-White groups in phase III trials of approved disease-modifying therapies (DMTs) has evolved over time and how race and ethnicity are reported in medical journals and on manufacturer websites. METHODS: We conducted a systematic review of the PubMed database from 1995 to June 2020 to identify manufacturer-sponsored phase III trials for Food and Drug Administration-approved MS DMTs. We explored how race and ethnicity were reported in trial publications. Using studies where information was available, we analyzed the representation of non-White pMS over time and compared to multinational census data. We reviewed patient- and health care provider (HCP)-facing websites of available DMTs to assess the dissemination of information on racial and ethnic representation in trials. RESULTS: A total of 44 phase III trial publications were reviewed, representing 45 trials, among which 17 (37.8%) did not report race or ethnicity, 14 (31.1%) reported race and ethnicity as proportion of White participants only, and 14 (31.1%) reported 2 or more races/ethnicities. When compared to multinational census data, non-White pMS were significantly underrepresented in MS trials. Due to lack of data, trends in representation of other races and ethnicities could not be assessed. No patient- or HCP-facing DMT websites reported data on race and ethnicity in pivotal trials. Study results are available on our study dashboard. CONCLUSION: Race and ethnicity are underreported in MS DMT trial publications and race and ethnic representation are omitted from manufacturer websites. When available, data show that non-White pMS are significantly underrepresented in MS trials. The availability of this information is crucial for patients, together with their HCPs, to make informed decisions about their care.