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1.
Neurohospitalist ; 14(2): 208-212, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38666268

RESUMO

We describe a patient who presented with rapidly progressive parkinsonism and encephalopathy and was diagnosed with seronegative autoimmune encephalitis (AE). Subacute parkinsonism as a manifestation of seronegative AE is uncommon with only a handful of similar cases published in literature. A 71-year-old man presented with severe flu like symptoms, rapidly progressive cognitive decline and was found to have parkinsonian features on examination. Initial brain magnetic resonance imaging (MRI) was unremarkable however, cerebrospinal fluid (CSF) analysis revealed a lymphocytic pleocytosis and elevated protein level. Thorough searches for neural antibodies and infectious pathogens were negative. His symptoms fluctuated initially but markedly improved within days of starting prednisone and dramatically worsened after prednisone was tapered off. His CSF pleocytosis also improved on prednisone. Relapses again resolved with resumption of prednisone. The scope of autoimmune neurology Is constantly evolving, and physicians should be aware of the diverse and heterogenous clinical presentations of autoimmune encephalitis. We aim to emphasize the importance of ruling out autoimmune encephalitis in patients presenting with acute or subacute parkinsonism. This case additionally reinforces that negative antibody tests do not exclude the diagnosis of AE.

2.
JAMA Neurol ; 81(3): 295-297, 2024 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-38252447

RESUMO

This secondary analysis of a randomized clinical trial examines changes in the progression of progressive supranuclear palsy (PSP) associated with 31 concomitant medication classes used by study participants over 1 year.


Assuntos
Paralisia Supranuclear Progressiva , Humanos , Paralisia Supranuclear Progressiva/tratamento farmacológico , Paralisia Supranuclear Progressiva/diagnóstico , Progressão da Doença , Diagnóstico Diferencial
3.
BMC Neurol ; 23(1): 434, 2023 Dec 11.
Artigo em Inglês | MEDLINE | ID: mdl-38082255

RESUMO

BACKGROUND: Wearable sensors can differentiate Progressive Supranuclear Palsy (PSP) from Parkinson's Disease (PD) in laboratory settings but have not been tested in remote settings. OBJECTIVES: To compare gait and balance in PSP and PD remotely using wearable-based assessments. METHODS: Participants with probable PSP or probable/clinically established PD with reliable caregivers, still able to ambulate 10 feet unassisted, were recruited, enrolled, and consented remotely and instructed by video conference to operate a study-specific tablet solution (BioDigit Home ™) and to wear three inertial sensors (LEGSys™, BioSensics LLC, Newton, MA USA) while performing the Timed Up and Go, 5 × sit-to-stand, and 2-min walk tests. PSPRS and MDS-UPDRS scores were collected virtually or during routine clinical visits. RESULTS: Between November, 2021- November, 2022, 27 participants were screened of whom 3 were excluded because of technological difficulties. Eleven PSP and 12 PD participants enrolled, of whom 10 from each group had complete analyzable data. Demographics were well-matched (PSP mean age = 67.6 ± 1.3 years, 40% female; PD mean age = 70.3 ± 1.8 years, 40% female) while disease duration was significantly shorter in PSP (PSP 14 ± 3.5 months vs PD 87.9 ± 16.9 months). Gait parameters showed significant group differences with effect sizes ranging from d = 1.0 to 2.27. Gait speed was significantly slower in PSP: 0.45 ± 0.06 m/s vs. 0.79 ± 0.06 m/s in PD (d = 1.78, p < 0.001). CONCLUSION: Our study demonstrates the feasibility of measuring gait in PSP and PD remotely using wearable sensors. The study provides insight into digital biomarkers for both neurodegenerative diseases. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT04753320, first posted Febuary 15, 2021.


Assuntos
Doença de Parkinson , Paralisia Supranuclear Progressiva , Dispositivos Eletrônicos Vestíveis , Idoso , Feminino , Humanos , Masculino , Marcha , Doença de Parkinson/diagnóstico , Equilíbrio Postural , Paralisia Supranuclear Progressiva/diagnóstico
4.
Parkinsonism Relat Disord ; 115: 105835, 2023 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-37678101

RESUMO

INTRODUCTION: Distinguishing Parkinson's disease (PD) from Progressive supranuclear palsy (PSP) at early disease stages is important for clinical trial enrollment and clinical care/prognostication. METHODS: We recruited 21 participants with PSP(n = 11) or PD(n = 10) with reliable caregivers. Standardized passage reading, counting, and sustained phonation were recorded on the BioDigit Home tablet (BioSensics LLC, Newton, MA USA), and speech features from the assessments were analyzed using the BioDigit Speech platform (BioSensics LLC, Newton, MA USA). An independent t-test was performed to compare each speech feature between PSP and PD participants. We also performed Spearman's correlations to evaluate associations between speech measures and clinical scores (e.g., PSP rating scales and MoCA). In addition, the model's performance in classifying PSP and PD was evaluated using Rainbow passage reading analysis. RESULTS: During Rainbow passage reading, PSP participants had a significantly slower articulation rate (2.45(0.49) vs 3.60(0.47) words/minute), lower speech-to-pause ratio (2.33(1.08) vs 3.67(1.18)), intelligibility dynamic time warping (DTW, 0.26(0.19) vs 0.53(0.26)), and similarity DTW (0.43(0.27) vs 0.67(0.13)) compared to PD participants. PSP participants also had longer pause times (17.24(5.47) vs 8.45(3.13) sec) and longer total signal times (52.44(6.67) vs (36.67(6.73) sec) when reading the passage. In terms of the phonation 'a', PSP participants showed a significant higher spectral entropy, spectral centroid, and spectral spread compared to PD participants and no differences were found for phonation 'e'. PD participants had more accurate reverse number counts than PSP participants (14.89(3.86) vs 7.36(4.67)). PSP Rating Scale (PSPRS) dysarthria (r = 0.79, p = 0.004) and bulbar item scores (r = 0.803, p = 0.005) were positively correlated with articulation rate in reverse number counts. Correct reverse number counts were positively correlated with total Montreal Cognitive Assessment scores (r = 0.703, p = 0.016). Machine learning models using passage reading-derived measures obtained an AUC of 0.93, and the sensitivity/specificity in correctly classifying PSP and PD participants were 0.95 and 0.90, respectively. CONCLUSION: Our study demonstrates the feasibility of differentiating PSP from PD using a digital health technology platform. Further multi-center studies are needed to expand and validate our initial findings.


Assuntos
Doença de Parkinson , Paralisia Supranuclear Progressiva , Humanos , Doença de Parkinson/complicações , Doença de Parkinson/diagnóstico , Paralisia Supranuclear Progressiva/diagnóstico , Fala , Disartria/diagnóstico , Disartria/etiologia , Sensibilidade e Especificidade
5.
Genet Med ; 25(10): 100907, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37302021

RESUMO

PURPOSE: To evaluate the feasibility and impact of offering genetic testing and counseling to patients with Parkinson's disease (PD), with the potential to enroll in gene-targeted clinical trials and improve clinical care. METHODS: A multicenter, exploratory pilot study at 7 academic hospital sites in the United States tracked enrollment and randomized participants to receive results and genetic counseling at local sites or by genetic counselors, remotely. Follow-up surveys measured participant/provider satisfaction, knowledge, and psychological impact. RESULTS: From September 5, 2019 to January 4, 2021, 620 participants were enrolled and 387 completed outcome surveys. There were no significant differences in outcomes between local and remote sites, with both arms reporting high knowledge and satisfaction scores (>80%). Notably, 16% of those tested had reportable PD gene variants (pathogenic/likely pathogenic/risk allele). CONCLUSION: Local clinicians, as well as genetic counselors, with educational support as needed, can effectively return genetic results for PD as we observed favorable outcome measures in both groups. Increasing access to PD genetic testing and counseling is urgent; this can inform future efforts to integrate genetic testing and counseling into clinical care for all those with PD.


Assuntos
Aconselhamento Genético , Doença de Parkinson , Humanos , Aconselhamento Genético/métodos , Doença de Parkinson/diagnóstico , Doença de Parkinson/genética , Projetos Piloto , Testes Genéticos/métodos , Alelos
6.
Muscle Nerve ; 67(5): 378-386, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36840949

RESUMO

INTRODUCTION/AIMS: Higher urate levels are associated with improved ALS survival in retrospective studies, however whether raising urate levels confers a survival advantage is unknown. In the Safety of Urate Elevation in Amyotrophic Lateral Sclerosis (SURE-ALS) trial, inosine raised serum urate and was safe and well-tolerated. The SURE-ALS2 trial was designed to assess longer term safety. Functional outcomes and a smartphone application were also explored. METHODS: Participants were randomized 2:1 to inosine (n = 14) or placebo (n = 9) for 20 weeks, titrated to serum urate of 7-8 mg/dL. Primary outcomes were safety and tolerability. Functional outcomes were measured with the Amyotrophic Lateral Sclerosis Functional Rating Scale Revised (ALSFRS-R). Mobility and ALSFRS-R were also assessed by a smartphone application. RESULTS: During inosine treatment, mean urate ranged 5.68-6.82 mg/dL. Treatment-emergent adverse event (TEAE) incidence was similar between groups (p > .10). Renal TEAEs occurred in three (21%) and hypertension in one (7%) of participants randomized to inosine. Inosine was tolerated in 71% of participants versus placebo 67%. Two participants (14%) in the inosine group experienced TEAEs deemed related to treatment (nephrolithiasis); one was a severe adverse event. Mean ALSFRS-R decline did not differ between groups (p = .69). Change in measured home time was similar between groups. Digital and in-clinic ALSFRS-R correlated well. DISCUSSION: Inosine met pre-specified criteria for safety and tolerability. A functional benefit was not demonstrated in this trial designed for safety and tolerability. Findings suggested potential utility for a smartphone application in ALS clinical and research settings.


Assuntos
Esclerose Lateral Amiotrófica , Humanos , Esclerose Lateral Amiotrófica/tratamento farmacológico , Ácido Úrico , Estudos Retrospectivos , Inosina/uso terapêutico , Método Duplo-Cego
7.
Mov Disord ; 38(2): 304-312, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36573662

RESUMO

BACKGROUND: Rapid development of downgaze palsy, the most specific symptom of progressive supranuclear palsy (PSP), has been associated with shorter survival in small studies. OBJECTIVE: We hypothesized that the progression rate of downgaze palsy and other disease features could predict survival if assessed soon after the onset of downgaze palsy in a large data set. METHODS: We used a longitudinal database of 414 patients with probable PSP-Richardson syndrome from 1994 to 2020. The data set comprised demographics and, for each visit, 28 PSP Rating Scale (PSPRS) items and PSP stage scores. We calculated the rate of progression of each PSPRS item as its item score when the downgaze item first reached 1 or more (on a 0-4 scale) divided by disease duration at that point. Multivariate Cox regression was applied to identify variables independently associated with survival. We also explored the progression pattern of total PSPRS and downgaze palsy scores with disease course. RESULTS: Independently associated with shorter survival were older onset age and faster progression of downgaze palsy, dysphagia for liquids, difficulty in returning to seat, and PSP stage. Patients with survival duration within 1 year of the median survival (6.58 years) showed approximately linear progression of the PSPRS score and downgaze palsy score during years 2 through 6 of the disease course. CONCLUSIONS: Older onset age and faster progression of downgaze palsy and several axial features are associated with shorter survival. The disease typically progresses in approximately linear fashion during years 2 through 6. These results may aid study design and patient counseling. © 2022 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.


Assuntos
Transtornos de Deglutição , Transtornos dos Movimentos , Paralisia Supranuclear Progressiva , Humanos , Paralisia Supranuclear Progressiva/diagnóstico , Transtornos dos Movimentos/complicações , Progressão da Doença
8.
Brain ; 146(1): 42-49, 2023 01 05.
Artigo em Inglês | MEDLINE | ID: mdl-36343661

RESUMO

Mitochondria are a culprit in the onset of Parkinson's disease, but their role during disease progression is unclear. Here we used Cox proportional hazards models to exam the effect of variation in the mitochondrial genome on longitudinal cognitive and motor progression over time in 4064 patients with Parkinson's disease. Mitochondrial macro-haplogroup was associated with reduced risk of cognitive disease progression in the discovery and replication population. In the combined analysis, patients with the super macro-haplogroup J, T, U# had a 41% lower risk of cognitive progression with P = 2.42 × 10-6 compared to those with macro-haplogroup H. Exploratory analysis indicated that the common mitochondrial DNA variant, m.2706A>G, was associated with slower cognitive decline with a hazard ratio of 0.68 (95% confidence interval 0.56-0.81) and P = 2.46 × 10-5. Mitochondrial haplogroups were not appreciably linked to motor progression. This initial genetic survival study of the mitochondrial genome suggests that mitochondrial haplogroups may be associated with the pace of cognitive progression in Parkinson's disease over time.


Assuntos
Doença de Parkinson , Humanos , Doença de Parkinson/genética , Doença de Parkinson/epidemiologia , Haplótipos , Mitocôndrias/genética , DNA Mitocondrial/genética , Progressão da Doença , Cognição
9.
Artigo em Inglês | MEDLINE | ID: mdl-34645313

RESUMO

ALSUntangled reviews alternative and off label treatments with a goal of helping patients make more informed decisions about them. Here we review ketogenic diets. We shows that these have plausible mechanisms, including augmenting cellular energy balance and reducing excitotoxicity, neuroinflammation and oxidative stress. We review a mouse model study, anecdotal reports and trials in ALS and other diseases. We conclude that there is yet not enough data to recommend ketogenic diets for patients with ALS, especially in light of the many side effects these can have.


Assuntos
Esclerose Lateral Amiotrófica , Dieta Cetogênica , Animais , Humanos , Camundongos , Esclerose Lateral Amiotrófica/dietoterapia , Modelos Animais de Doenças
11.
Cerebellum ; 2022 Oct 03.
Artigo em Inglês | MEDLINE | ID: mdl-36190676

RESUMO

Multiple system atrophy (MSA) is a fatal neurodegenerative disease of unknown etiology characterized by widespread aggregation of the protein alpha-synuclein in neurons and glia. Its orphan status, biological relationship to Parkinson's disease (PD), and rapid progression have sparked interest in drug development. One significant obstacle to therapeutics is disease heterogeneity. Here, we share our process of developing a clinical trial-ready cohort of MSA patients (69 patients in 2 years) within an outpatient clinical setting, and recruiting 20 of these patients into a longitudinal "n-of-few" clinical trial paradigm. First, we deeply phenotype our patients with clinical scales (UMSARS, BARS, MoCA, NMSS, and UPSIT) and tests designed to establish early differential diagnosis (including volumetric MRI, FDG-PET, MIBG scan, polysomnography, genetic testing, autonomic function tests, skin biopsy) or disease activity (PBR06-TSPO). Second, we longitudinally collect biospecimens (blood, CSF, stool) and clinical, biometric, and imaging data to generate antecedent disease-progression scores. Third, in our Mass General Brigham SCiN study (stem cells in neurodegeneration), we generate induced pluripotent stem cell (iPSC) models from our patients, matched to biospecimens, including postmortem brain. We present 38 iPSC lines derived from MSA patients and relevant disease controls (spinocerebellar ataxia and PD, including alpha-synuclein triplication cases), 22 matched to whole-genome sequenced postmortem brain. iPSC models may facilitate matching patients to appropriate therapies, particularly in heterogeneous diseases for which patient-specific biology may elude animal models. We anticipate that deeply phenotyped and genotyped patient cohorts matched to cellular models will increase the likelihood of success in clinical trials for MSA.

13.
Cell Rep Med ; 3(6): 100661, 2022 06 21.
Artigo em Inglês | MEDLINE | ID: mdl-35732154

RESUMO

Parkinson's disease (PD) is a growing burden worldwide, and there is no reliable biomarker used in clinical routines to date. Cerebrospinal fluid (CSF) is routinely collected in patients with neurological symptoms and should closely reflect alterations in PD patients' brains. Here, we describe a scalable and sensitive mass spectrometry (MS)-based proteomics workflow for CSF proteome profiling. From two independent cohorts with over 200 individuals, our workflow reproducibly quantifies over 1,700 proteins from minimal CSF amounts. Machine learning determines OMD, CD44, VGF, PRL, and MAN2B1 to be altered in PD patients or to significantly correlate with clinical scores. We also uncover signatures of enhanced neuroinflammation in LRRK2 G2019S carriers, as indicated by increased levels of CTSS, PLD4, and HLA proteins. A comparison with our previously acquired urinary proteomes reveals a large overlap in PD-associated changes, including lysosomal proteins, opening up new avenues to improve our understanding of PD pathogenesis.


Assuntos
Doença de Parkinson , Biomarcadores/líquido cefalorraquidiano , Heterozigoto , Humanos , Doença de Parkinson/diagnóstico , Proteoma/metabolismo , Proteômica/métodos
14.
Mov Disord ; 37(6): 1265-1271, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35363932

RESUMO

BACKGROUND: The reliability of the Progressive Supranuclear Palsy Rating Scale (PSPRS) using teleneurology has not been assessed. OBJECTIVES: To test whether removing items inadequately assessed by video would impact measurement of PSP severity and progression. METHODS: We performed secondary analyses of two data sets: the phase 2/3 trial of Davunetide in PSP and a large single-center cohort. We examined two modifications of the PSPRS: (1) removing neck rigidity, limb rigidity, and postural stability (25 items; mPSPRS-25) and (2) also removing three ocular motor items and limb dystonia (21 items; mPSPRS-21). Proportional agreement relative to the possible total scores was measured using the intraclass correlation coefficient, compared to the original PSPRS baseline values and change over 6 and 12 months. We examined the ability of both scales to predict survival in the single-center cohort using proportional hazards models. RESULTS: The mPSPRS-25 showed excellent agreement (0.99; P < 0.001) with the original PSPRS at baseline, 0.98 (P < 0.001) agreement in measuring change over 6 months, and 0.98 (P < 0.001) over 12 months. The mPSPRS-21 showed agreement of 0.94 (P < 0.001) with the original PSPRS at baseline, 0.92 (P < 0.001) at 6 months, and 0.95 (P < 0.001) at 12 months. Baseline and 6-month change in both modified scales were highly predictive of survival in the single-center cohort. CONCLUSIONS: Modified versions of the PSPRS which can be administered remotely show excellent agreement with the original scale and predict survival in PSP. The mPSPRS-21 should facilitate clinical care and research in PSP via teleneurology. © 2022 International Parkinson and Movement Disorder Society.


Assuntos
Paralisia Supranuclear Progressiva , Ensaios Clínicos Fase II como Assunto , Ensaios Clínicos Fase III como Assunto , Humanos , Reprodutibilidade dos Testes , Paralisia Supranuclear Progressiva/diagnóstico
15.
J Neuroophthalmol ; 42(2): 246-250, 2022 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-34417776

RESUMO

BACKGROUND: Supranuclear vertical gaze palsies and slowed vertical saccades are characteristic clinic features of progressive supranuclear palsy (PSP). The "hummingbird sign," reflective of midbrain atrophy, is a classic radiographic sign of PSP. Correlation between eye movement abnormalities and radiographic findings in PSP has been reported previously. However, due to the use of clinical criteria not commonly employed in neuro-ophthalmic practice and neuroimaging techniques that are not widely available, it remains unclear whether correlation between midbrain structure and characteristic ocular-motor disturbances can be helpful to neuro-ophthalmologists seeking to adjudicate difficult or unusual diagnostic cases. METHODS: Patients with a diagnosis of probable PSP according to Movement Disorders Society criteria were studied retrospectively. A neuroradiologist calculated brainstem volumes in enrolled participants and normal controls. Spearman correlations were used to correlate the extent of eye movement limitation as assessed by 2 neuro-ophthalmologists with brainstem volumes. RESULTS: Fourteen participants with PSP and 15 healthy controls with similar age and gender distribution were enrolled and evaluated retrospectively. All 14 participants with PSP had undergone MRIs. Midbrain atrophy significantly correlated with the PSP rating scale (P < 0.001). PSP patients had significantly reduced volumes in the midbrain (P -0.0026), tegmentum (0.0001), tectum (0.0001), and medulla (P = 0.0024) compared with normal controls. Notes documenting quantified ocular motor function were available in 7 of 14 participants with PSP. Midbrain atrophy significantly correlated with in the extent of upward gaze limitation (P = 0.03). CONCLUSIONS: The severity of upward gaze limitation correlates with the severity of midbrain atrophy in patients with PSP. Recognition of this correlation may help to adjudicate diagnostic dilemmas and guide further evaluation.


Assuntos
Estrabismo , Paralisia Supranuclear Progressiva , Atrofia/patologia , Humanos , Imageamento por Ressonância Magnética/métodos , Mesencéfalo/diagnóstico por imagem , Mesencéfalo/patologia , Estudos Retrospectivos , Paralisia Supranuclear Progressiva/diagnóstico , Paralisia Supranuclear Progressiva/diagnóstico por imagem , Tegmento Mesencefálico
16.
Front Neurol ; 12: 694872, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34276544

RESUMO

Progressive supranuclear palsy (PSP) and corticobasal syndrome (CBS; the most common phenotype of corticobasal degeneration) are tauopathies with a relentless course, usually starting in the mid-60s and leading to death after an average of 7 years. There is as yet no specific or disease-modifying treatment. Clinical deficits in PSP are numerous, involve the entire neuraxis, and present as several discrete phenotypes. They center on rigidity, bradykinesia, postural instability, gait freezing, supranuclear ocular motor impairment, dysarthria, dysphagia, incontinence, sleep disorders, frontal cognitive dysfunction, and a variety of behavioral changes. CBS presents with prominent and usually asymmetric dystonia, apraxia, myoclonus, pyramidal signs, and cortical sensory loss. The symptoms and deficits of PSP and CBS are amenable to a variety of treatment strategies but most physicians, including many neurologists, are reluctant to care for patients with these conditions because of unfamiliarity with their multiplicity of interacting symptoms and deficits. CurePSP, the organization devoted to support, research, and education for PSP and CBS, created its CurePSP Centers of Care network in North America in 2017 to improve patient access to clinical expertise and develop collaborations. The directors of the 25 centers have created this consensus document outlining best practices in the management of PSP and CBS. They formed a writing committee for each of 12 sub-topics. A 4-member Steering Committee collated and edited the contributions. The result was returned to the entire cohort of authors for further comments, which were considered for incorporation by the Steering Committee. The authors hope that this publication will serve as a convenient guide for all clinicians caring for patients with PSP and CBS and that it will improve care for patients with these devastating but manageable disorders.

17.
Nat Genet ; 53(6): 787-793, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-33958783

RESUMO

A key driver of patients' well-being and clinical trials for Parkinson's disease (PD) is the course that the disease takes over time (progression and prognosis). To assess how genetic variation influences the progression of PD over time to dementia, a major determinant for quality of life, we performed a longitudinal genome-wide survival study of 11.2 million variants in 3,821 patients with PD over 31,053 visits. We discover RIMS2 as a progression locus and confirm this in a replicate population (hazard ratio (HR) = 4.77, P = 2.78 × 10-11), identify suggestive evidence for TMEM108 (HR = 2.86, P = 2.09 × 10-8) and WWOX (HR = 2.12, P = 2.37 × 10-8) as progression loci, and confirm associations for GBA (HR = 1.93, P = 0.0002) and APOE (HR = 1.48, P = 0.001). Polygenic progression scores exhibit a substantial aggregate association with dementia risk, while polygenic susceptibility scores are not predictive. This study identifies a novel synaptic locus and polygenic score for cognitive disease progression in PD and proposes diverging genetic architectures of progression and susceptibility.


Assuntos
Cognição , Progressão da Doença , Loci Gênicos , Estudo de Associação Genômica Ampla , Herança Multifatorial/genética , Doença de Parkinson/genética , Doença de Parkinson/patologia , Sinapses/genética , Apolipoproteína E4/genética , Transtornos Cognitivos/genética , Predisposição Genética para Doença , Glucosilceramidase/genética , Humanos , Estudos Longitudinais , Mutação/genética , Doença de Parkinson/fisiopatologia , Modelos de Riscos Proporcionais , Fatores de Risco , Análise de Sobrevida
18.
BMC Neurol ; 21(1): 201, 2021 May 18.
Artigo em Inglês | MEDLINE | ID: mdl-34006233

RESUMO

BACKGROUND: Characterization of prediagnostic Parkinson's Disease (PD) and early prediction of subsequent development are critical for preventive interventions, risk stratification and understanding of disease pathology. This study aims to characterize the role of the prediagnostic period in PD and, using selected features from this period as novel interception points, construct a prediction model to accelerate the diagnosis in a real-world setting. METHODS: We constructed two sets of machine learning models: a retrospective approach highlighting exposures up to 5 years prior to PD diagnosis, and an alternative model that prospectively predicted future PD diagnosis from all individuals at their first diagnosis of a gait or tremor disorder, these being features that appeared to represent the initiation of a differential diagnostic window. RESULTS: We found many novel features captured by the retrospective models; however, the high accuracy was primarily driven from surrogate diagnoses for PD, such as gait and tremor disorders, suggesting the presence of a distinctive differential diagnostic period when the clinician already suspected PD. The model utilizing a gait/tremor diagnosis as the interception point, achieved a validation AUC of 0.874 with potential time compression to a future PD diagnosis of more than 300 days. Comparisons of predictive diagnoses between the prospective and prediagnostic cohorts suggest the presence of distinctive trajectories of PD progression based on comorbidity profiles. CONCLUSIONS: Overall, our machine learning approach allows for both guiding clinical decisions such as the initiation of neuroprotective interventions and importantly, the possibility of earlier diagnosis for clinical trials for disease modifying therapies.


Assuntos
Doença de Parkinson/diagnóstico , Marcha/fisiologia , Análise da Marcha , Humanos , Aprendizado de Máquina , Estudos Retrospectivos , Medição de Risco , Tremor
20.
Brain Behav ; 11(4): e02053, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33559973

RESUMO

BACKGROUND: Efficacy of exercise to improve motor symptoms in Parkinson's Disease (PD) has been established in multiple clinical trials. The Pedaling for Parkinson's ™ (PFP) program is an existing community-based cycling intervention for individuals with PD. Although PFP program design was informed by in-laboratory efficacy studies, the implementation and effectiveness of the program in the community have not been studied. This feasibility study explores implementation and effectiveness of PFP utilizing the RE-AIM implementation evaluation framework. METHODS: This was a pragmatic open-label multi-site study. First, community-based gyms were recruited to implement the PFP protocol with enhanced multi-modal training and support. Second individuals with Hoehn and Yahr stage I-III idiopathic PD were recruited to participate. Reach, effectiveness (both clinical scores and participant enjoyment), adoption, implementation (gym and participant fidelity, cost), and maintenance (sustainability) were assessed. Tracking of adverse events was used to monitor safety of the intervention. RESULTS: Reach was moderate: 59% of participants who expressed interest opted to participate. No effectiveness outcomes demonstrated a significant change from pre to post; however, the program was highly enjoyable (96% of participants who started classes enjoyed the program and 87% wished to continue). Adoption was poor with only four out of 34 gyms participating. The program had poor gym and moderate participant fidelity. The program was maintained for at least 4 months across all sites. The program was implemented safely. CONCLUSION: Barriers to implementation of nonpharmacologic interventions such as exercise protocols limit reach and availability of these interventions to patients. Pilot studies are needed to inform and direct further implementation efforts. Our pilot study suggests the PFP cycling intervention should be modified prior to attempts at widespread implementation. Modifications made by gyms in this study suggest adaptations to the protocol that may increase fidelity and effectiveness.


Assuntos
Doença de Parkinson , Exercício Físico , Terapia por Exercício , Estudos de Viabilidade , Humanos , Projetos Piloto
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