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Islam M, Hasan Majumder M, Hussein M, Hossain KM, Miah M. A review of machine learning and deep learning algorithms for Parkinson's disease detection using handwriting and voice datasets. Heliyon 2024; 10:e25469. [PMID: 38356538 PMCID: PMC10865258 DOI: 10.1016/j.heliyon.2024.e25469] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 11/30/2023] [Accepted: 01/27/2024] [Indexed: 02/16/2024] Open
Abstract
Parkinson's Disease (PD) is a prevalent neurodegenerative disorder with significant clinical implications. Early and accurate diagnosis of PD is crucial for timely intervention and personalized treatment. In recent years, Machine Learning (ML) and Deep Learning (DL) techniques have emerged as promis-ing tools for improving PD diagnosis. This review paper presents a detailed analysis of the current state of ML and DL-based PD diagnosis, focusing on voice, handwriting, and wave spiral datasets. The study also evaluates the effectiveness of various ML and DL algorithms, including classifiers, on these datasets and highlights their potential in enhancing diagnostic accuracy and aiding clinical decision-making. Additionally, the paper explores the identifi-cation of biomarkers using these techniques, offering insights into improving the diagnostic process. The discussion encompasses different data formats and commonly employed ML and DL methods in PD diagnosis, providing a comprehensive overview of the field. This review serves as a roadmap for future research, guiding the development of ML and DL-based tools for PD detection. It is expected to benefit both the scientific community and medical practitioners by advancing our understanding of PD diagnosis and ultimately improving patient outcomes.
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Affiliation(s)
- Md.Ariful Islam
- Department of Robotics and Mechatronics Engineering, University of Dhaka, Nilkhet Rd, Dhaka, 1000, Bangladesh
| | - Md.Ziaul Hasan Majumder
- Institute of Electronics, Bangladesh Atomic Energy Commission, Dhaka, 1207, Bangladesh
- Department of Electrical and Electronic Engineering, University of Dhaka, Dhaka, 1000, Bangladesh
| | - Md.Alomgeer Hussein
- Department of Electrical and Electronic Engineering, University of Dhaka, Dhaka, 1000, Bangladesh
| | - Khondoker Murad Hossain
- Department of Electrical and Electronic Engineering, University of Dhaka, Dhaka, 1000, Bangladesh
| | - Md.Sohel Miah
- Department of Electrical and Electronic Engineering, University of Dhaka, Dhaka, 1000, Bangladesh
- Moulvibazar Polytechnic Institute, Bangladesh
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Li X, Zong Q, Liu L, Liu Y, Shen Y, Tang X, Wing YK, Li SX, Zhou J. Sex differences in rapid eye movement sleep behavior disorder: A systematic review and meta-analysis. Sleep Med Rev 2023; 71:101810. [PMID: 37422999 DOI: 10.1016/j.smrv.2023.101810] [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: 02/13/2023] [Revised: 05/28/2023] [Accepted: 06/22/2023] [Indexed: 07/11/2023]
Abstract
Although rapid eye movement (REM) sleep behavior disorder (RBD) has been widely considered as a male-predominant parasomnia, the existing evidence for the sex difference in the risk of RBD in the general population was conflicting. The present study conducted a systematic review to explore the sex differences in the prevalence, comorbidities, clinical characteristics, and phenoconversion of RBD. One hundred thirty-five eligible studies were identified for the systematic review, and 133 were finally included in the meta-analysis. Males in the general population showed a trend for a higher risk of probable/possible RBD (pRBD), especially among the male older adults (aged ≥60). In the clinical populations, males showed a significantly higher risk of confirmed RBD, but not of pRBD. Among idiopathic RBD (iRBD) patients, males had a significantly earlier age onset of RBD compared with females. Male patients with Parkinson's disease (PD) had a higher risk of comorbid RBD. There was no significant sex difference in the risk of developing neurodegenerative diseases in iRBD patients. Large scale and prospective studies utilizing stringent diagnostic criteria for RBD are recommended to further verify the sex differences in RBD and to investigate the mechanism underlying the sex difference.
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Affiliation(s)
- Xiao Li
- Sleep Medicine Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; Sleep Research Clinic and Laboratory, Department of Psychology, The University of Hong Kong, Hong Kong; The State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong
| | - Qiang Zong
- Department of Trauma Surgery, Hannover Medical School, Germany
| | - Liu Liu
- Department of Anesthesiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Yaping Liu
- Department of Psychiatry, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Yanjiao Shen
- Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xiangdong Tang
- Sleep Medicine Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yun Kwok Wing
- Department of Psychiatry, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong
| | - Shirley Xin Li
- Sleep Research Clinic and Laboratory, Department of Psychology, The University of Hong Kong, Hong Kong; The State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong.
| | - Junying Zhou
- Sleep Medicine Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China; Department of Neurology, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
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Plastino M, Gorgone G, Fava A, Ettore M, Iannacchero R, Scarfone R, Vaccaro A, De Bartolo M, Bosco D. Effects of safinamide on REM sleep behavior disorder in Parkinson disease: A randomized, longitudinal, cross-over pilot study. J Clin Neurosci 2021; 91:306-312. [PMID: 34373044 DOI: 10.1016/j.jocn.2021.07.011] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 05/24/2021] [Accepted: 07/06/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Rapid Eye Movement sleep behavior disorder (RBD) is characterized by dream enactment and loss of muscle atonia during REM-sleep. RBD as a premotor feature occurred souvent in patients who develop Parkinson's disease. The glutamatergic, glycinergic, and GABA-ergic systems appear to play a crucial role in the pathogenesis of RBD. METHODS The present exploratory longitudinal cross-over study aimed to observe the effect of safinamide on RBD symptoms. Thirty patients with PD and RBD were randomized into two groups (15 subjects each), those that received for a period of 3-months safinamide (50 mg/die) in addition (Group A + ) or in absence (Group B - ) to the usual antiparkinsonian therapy. Patients exploring the clinical and video-polysomnographic changes occurred during this pharmacological therapy. RESULTS Twenty-two of 30 patients reported clear improvement in symptoms during safinamide treatment, and 16 were absolutely free from clinical RBD-symptoms at the end of the treatment. Eight patients reported slight improvement in RBD-symptoms. In 6/30 patients no substantial improvement was recorded about clinical RBD-symptoms had frightening dreams or from the bed after 1-week of treatment. In addition, after safinamide, the mean UPDRS-II and III scores decreased, while PDSS-2 score indicating an improvement in both motor symptoms and nocturnal sleep features. A significant reduction of sleep behavior disorder by questionnaire-Hong Kong-score (RBDQ-HS), mainly for two individual RBDQ-HK-items (dream related movements and failing out of bed) was registered. CONCLUSIONS This pilot study indicated that safinamide is well tolerated and improves RBD-symptom in parkinsonian.
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Affiliation(s)
- Massimiliano Plastino
- Department of Neuroscience, "Pugliese-Ciaccio" Hospital Organization, 88100 Catanzaro, Italy
| | - Gaetano Gorgone
- Department of Neuroscience, "Jazzolino" Hospital, 89900 Vibo Valentia, Italy
| | - Antonietta Fava
- Endocrinology Unit, Villa Elisa, Soverato (Catanzaro) 88068, Italy
| | - Maria Ettore
- Department of Neuroscience, "Pugliese-Ciaccio" Hospital Organization, 88100 Catanzaro, Italy
| | - Rosario Iannacchero
- Department of Neuroscience, "Pugliese - Ciaccio" Hospital Organization, 88100 Catanzaro, Italy
| | - Rita Scarfone
- Department of Neuroscience, "Pugliese-Ciaccio" Hospital Organization, 88100 Catanzaro, Italy
| | - Antonio Vaccaro
- Department of Neuroscience, "Pugliese-Ciaccio" Hospital Organization, 88100 Catanzaro, Italy
| | - Matteo De Bartolo
- Neurophysiology Unit, General Hospital, 87067 Rossano, Cosenza, Italy
| | - Domenico Bosco
- Department of Neuroscience, "Pugliese - Ciaccio" Hospital Organization, 88100 Catanzaro, Italy.
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Cicero CE, Giuliano L, Luna J, Zappia M, Preux PM, Nicoletti A. Prevalence of idiopathic REM behavior disorder: a systematic review and meta-analysis. Sleep 2021; 44:6060057. [PMID: 33388771 DOI: 10.1093/sleep/zsaa294] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Indexed: 11/14/2022] Open
Abstract
STUDY OBJECTIVES To provide an overall estimate of the prevalence of idiopathic REM Sleep Behavior Disorder (iRBD). METHODS Two investigators have independently searched the PubMed and Scopus databases for population-based studies assessing the prevalence of iRBD. Data about type of diagnosis (polysomnographic diagnosis, defined iRBD [dRBD]; clinical diagnosis, probable RBD [pRBD]), continent, age range of the screened population, quality of the studies, sample size, screening questionnaires, and strategies have been gathered. A random-effect model was used to estimate the pooled prevalence. Heterogeneity was investigated with subgroup analysis and meta-regression. RESULTS From 857 articles found in the databases, 19 articles were selected for the systematic review and meta-analysis. According to the type of diagnosis, five studies identified dRBD cases given a pooled prevalence of 0.68% (95% confidence interval [CI] 0.38-1.05) without significant heterogeneity (Cochran's Q p = 0.11; I2 = 46.43%). Fourteen studies assessed the prevalence of pRBD with a pooled estimate of 5.65% (95% CI 4.29-7.18) and a significant heterogeneity among the studies (Cochran's Q p < 0.001; I2 = 98.21%). At the subgroup analysis, significant differences in terms of prevalence were present according to the quality of the studies and, after removing two outlaying studies, according to the continents and the screening questionnaire used. Meta-regression did not identify any significant effect of the covariates on the pooled estimates. CONCLUSION Prevalence estimates of iRBD are significantly impacted by diagnostic level of certainty. Variations in pRBD prevalence are due to methodological differences in study design and screening questionnaires employed.
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Affiliation(s)
- Calogero Edoardo Cicero
- Department of Medical, Surgical and Advanced technologies G.F. Ingrassia, Section of Neurosciences, University of Catania, Catania, Italy
| | - Loretta Giuliano
- Department of Medical, Surgical and Advanced technologies G.F. Ingrassia, Section of Neurosciences, University of Catania, Catania, Italy
| | - Jaime Luna
- INSERM, Univ. Limoges, CHU Limoges, IRD, U1094 Tropical Neuroepidemiology, Institute of Epidemiology and Tropical Neurology, GEIST, Limoges, France
| | - Mario Zappia
- Department of Medical, Surgical and Advanced technologies G.F. Ingrassia, Section of Neurosciences, University of Catania, Catania, Italy
| | - Pierre-Marie Preux
- INSERM, Univ. Limoges, CHU Limoges, IRD, U1094 Tropical Neuroepidemiology, Institute of Epidemiology and Tropical Neurology, GEIST, Limoges, France
| | - Alessandra Nicoletti
- Department of Medical, Surgical and Advanced technologies G.F. Ingrassia, Section of Neurosciences, University of Catania, Catania, Italy
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Liu Y, Niu L, Liu X, Cheng C, Le W. Recent Progress in Non-motor Features of Parkinson's Disease with a Focus on Circadian Rhythm Dysregulation. Neurosci Bull 2021; 37:1010-1024. [PMID: 34128188 DOI: 10.1007/s12264-021-00711-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Accepted: 03/31/2021] [Indexed: 12/14/2022] Open
Abstract
Parkinson's disease (PD) is the second most common neurodegenerative disease, which manifests with both motor and non-motor symptoms. Circadian rhythm dysregulation, as one of the most challenging non-motor features of PD, usually appears long before obvious motor symptoms. Moreover, the dysregulated circadian rhythm has recently been reported to play pivotal roles in PD pathogenesis, and it has emerged as a hot topic in PD research. In this review, we briefly introduce the circadian rhythm and circadian rhythm-related genes, and then summarize recent research progress on the altered circadian rhythm in PD, ranging from clinical features to the possible causes of PD-related circadian disorders. We believe that future comprehensive studies on the topic may not only help us to explore the mechanisms of PD, but also shed light on the better management of PD.
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Affiliation(s)
- Yufei Liu
- Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
- Liaoning Provincial Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
| | - Long Niu
- Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
- Liaoning Provincial Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
| | - Xinyao Liu
- Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
- Liaoning Provincial Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
| | - Cheng Cheng
- Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
- Liaoning Provincial Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China
| | - Weidong Le
- Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China.
- Liaoning Provincial Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, 116021, China.
- Institute of Neurology, Sichuan Academy of Medical Science-Sichuan Provincial Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
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Zhu J, Lu L, Zhong M, Jiang X, Wu Z, Dong J, Pan Y, Zhang L. Increased rapid eye movement density in Chinese patients with Parkinson's disease and RBD. Neurol Sci 2020; 42:961-968. [PMID: 32676757 DOI: 10.1007/s10072-020-04597-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 07/13/2020] [Indexed: 01/09/2023]
Abstract
OBJECTIVE Impaired rapid eye movement sleep is common among patients with Parkinson's disease (PD). However, information on rapid eye movement density (REM) among PD patients is currently lacking. The current study sought to characterize REM density in PD patients and to examine the associations between REM density sleep parameters and clinical manifestations. PARTICIPANTS AND METHODS We retrospectively recruited 172 PD patients. All participants were assessed with a two-night polysomnography, and REM density was calculated. Clinical assessments were completed in PD patients before polysomnography. RESULTS Rapid eye movement sleep behavior disorder (RBD) was observed in 93 patients (54.1%). The disease duration, UPDRS part III score, Hoehn and Yahr (H-Y) stage, and HAMA, HAMD, PDQ-39 scores, and REM density in the Parkinson's disease patients with rapid eye movement sleep behavior disorder (RBD) were significantly higher than in the patients without RBD (P < 0.05). However, NREM sleep stage 3 time (N3 time) and percentage of N3 time of total sleep time (N3%) were significantly lower in the RBD patients than in the patients without RBD (P < 0.05). The forward binary logistic regression model showed that REM density, UPDRS-III score, and N3 sleep time were associated with RBD in the PD patients. CONCLUSIONS Our results confirm the high prevalence of RBD in patients with PD. Increased REM density was the main risk factor of RBD.
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Affiliation(s)
- Jun Zhu
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Liyu Lu
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Min Zhong
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Xu Jiang
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Zhuang Wu
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Jingde Dong
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Yang Pan
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China
| | - Li Zhang
- Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University, 264 Guangzhou Road, Nanjing, 210029, Jiangsu, People's Republic of China.
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Zhang F, Niu L, Liu X, Liu Y, Li S, Yu H, Le W. Rapid Eye Movement Sleep Behavior Disorder and Neurodegenerative Diseases: An Update. Aging Dis 2020; 11:315-326. [PMID: 32257544 PMCID: PMC7069464 DOI: 10.14336/ad.2019.0324] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 03/20/2019] [Indexed: 12/11/2022] Open
Abstract
Rapid eye movement sleep behavior disorder (RBD) is a sleep behavior disorder characterized by abnormal behaviors and loss of muscle atonia during rapid eye movement (REM) sleep. RBD is generally considered to be associated with synucleinopathies, such as Parkinson’s disease (PD), dementia with Lewy bodies (DLB), and multiple system atrophy (MSA), and usually precedes years before the first symptom of these diseases. It is believed that RBD predicts the neurodegeneration in synucleinopathy. However, increasing evidences have shown that RBD is also found in non-synucleinopathy neurodegenerative diseases, including Alzheimer’s disease (AD), Huntington’s disease (HD), amyotrophic lateral sclerosis (ALS), etc. Sleep disturbance such as RBD may be an early sign of neurodegeneration in these diseases, and also serve as an assessment of cognitive impairments. In this review, we updated the clinical characteristics, diagnosis, and possible mechanisms of RBD in neurogenerative diseases. A better understanding of RBD in these neurogenerative diseases will provide biomarkers and novel therapeutics for the early diagnosis and treatment of the diseases.
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Affiliation(s)
- Feng Zhang
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Long Niu
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Xinyao Liu
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Yufei Liu
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Song Li
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Huan Yu
- 3Sleep and Wake Disorders Center and Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
| | - Weidong Le
- 1Center for Clinical Research on Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China.,2Liaoning Provincial Key Laboratory for Research on the Pathogenic Mechanisms of Neurological Diseases, the First Affiliated Hospital, Dalian Medical University, Dalian, China
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Hishikawa N, Takemoto M, Sato K, Yamashita T, Ohta Y, Sakai K, Abe K. Sleep problems in subacute myelo-optico neuropathy (SMON). J Clin Neurosci 2019; 68:128-133. [DOI: 10.1016/j.jocn.2019.07.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2018] [Revised: 04/29/2019] [Accepted: 07/05/2019] [Indexed: 01/29/2023]
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Maraki MI, Stefanis L, Yannakoulia M, Kosmidis MH, Xiromerisiou G, Dardiotis E, Hadjigeorgiou GM, Sakka P, Scarmeas N, Stamelou M. Motor function and the probability of prodromal Parkinson's disease in older adults. Mov Disord 2019; 34:1345-1353. [PMID: 31314148 DOI: 10.1002/mds.27792] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 05/08/2019] [Accepted: 06/10/2019] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Identification and characterization of Parkinson's disease (PD) in its prodromal stage is crucial. OBJECTIVE The objective of this study was to investigate the association between motor function and the probability of prodromal PD in a community-dwelling older population. METHODS We used data from a population-based cohort of older adults (HELIAD study). Subjective motor function was evaluated with a 12-item motor symptoms questionnaire and objective motor function indirectly with a physical activity questionnaire and two gait speed tests. The probability of prodromal PD was calculated according to the Movement Disorder Society research criteria for n = 1731 without PD. Regression multiadjusted models were used to investigate the associations between each motor measure and prodromal PD probability. RESULTS For each unit increase in motor symptoms score and for each kcal/kg/day lower energy expenditure (corresponding to 20 minutes of light walking/day for a 75-kg man) there was a 27% and 3% higher probability for prodromal PD, respectively (P < 0.001). Having at least one subjective motor symptom increased the odds of having possible/probable prodromal PD (n = 49; P < 0.05). Including subjective and indirect motor variables in the same model showed that both (symptoms and physical activity) contributed significantly to the model (P < 0.01). Excluding subthreshold parkinsonism from the calculation showed that gait speed less than 0.8 m/s was also associated with a higher prodromal PD probability score (P < 0.001). CONCLUSIONS Subjective motor symptoms as well as simple objective motor measures of physical activity or gait speed are associated with a higher probability of prodromal PD in older adults. These data may serve to enable the early identification of prodromal PD cohorts, particularly if they are confirmed in longitudinal studies. © 2019 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Maria I Maraki
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece.,Section of Sport Medicine and Biology of Exercise, School of Physical Education and Sport Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Leonidas Stefanis
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece.,Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Mary Yannakoulia
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Mary H Kosmidis
- Lab of Cognitive Neuroscience, School of Psychology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | | | | | - Georgios M Hadjigeorgiou
- School of Medicine, University of Thessaly, Larissa, Greece.,Department of Neurology, Medical School, University of Cyprus, Cyprus, Greece
| | - Paraskevi Sakka
- Athens Association of Alzheimer's Disease and Related Disorders, Marousi, Greece
| | - Nikolaos Scarmeas
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece.,Taub Institute for Research in Alzheimer's Disease and the Aging Brain, The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, New York, USA
| | - Maria Stamelou
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece.,Parkinson's Disease and Movement Disorders Department, Hygeia Hospital, Athens, Greece
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10
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Bougea A, Maraki MI, Yannakoulia M, Stamelou M, Xiromerisiou G, Kosmidis MH, Ntanasi E, Dardiotis E, Hadjigeorgiou GM, Sakka P, Anastasiou CA, Stefanis L, Scarmeas N. Higher probability of prodromal Parkinson disease is related to lower cognitive performance. Neurology 2019; 92:e2261-e2272. [PMID: 30944240 DOI: 10.1212/wnl.0000000000007453] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Accepted: 01/11/2019] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE Given the limited information on cognitive function before Parkinson disease (PD) clinical onset in the general population, we sought to assess prodromal PD (pPD) probability and relate it to detailed cognitive performance in a community cohort. METHODS In a population-based cohort of 1,629 dementia-free and PD-free participants ≥65 years of age in Greece, we assessed probability of pPD according to the International Parkinson and Movement Disorder Society's criteria. Clinical cognitive diagnoses (cognitively unimpaired, mild cognitive impairment [MCI], dementia) considering neuropsychological testing and functional status were assigned in consensus conferences. Cognitive performance in 5 cognitive domains was assessed by a detailed neuropsychological battery and summarized in the form of z scores. We investigated associations between pPD probability (and its individual constituents) and cognitive outcomes. RESULTS The median probability of pPD was 1.81% (0.2%-96.7%). Participants with MCI had higher probability of pPD compared to those with normal cognition (p < 0.001). Higher probability of pPD was related to lower performance in all cognitive domains (memory, language, executive, attention, and visuospatial function) (p < 0.001). Lower cognitive performance was further associated with certain nonmotor markers of pPD, such as daytime somnolence, depression, urinary dysfunction, constipation, and subthreshold parkinsonism (p < 0.001). CONCLUSIONS Higher probability of pPD was associated with lower cognitive performance in all domains and higher probability of MCI. This may reflect a widespread pathologic process although future studies are warranted to infer causality. These results suggest to clinicians that they should assess cognition early, and to researchers that they should further look into the possible mechanisms that may underlie this observation.
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Affiliation(s)
- Anastasia Bougea
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Maria I Maraki
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Mary Yannakoulia
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Maria Stamelou
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Georgia Xiromerisiou
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Mary H Kosmidis
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Eva Ntanasi
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Efthimios Dardiotis
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Georgios M Hadjigeorgiou
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Paraskevi Sakka
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Costas A Anastasiou
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Leonidas Stefanis
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY
| | - Nikolaos Scarmeas
- From the 1st Department of Neurology (A.B., E.N., C.A.A., L.S., N.S.), Aiginition Hospital, National and Kapodistrian, University of Athens Medical School; Department of Nutrition and Dietetics (M.I.M., M.Y., E.N., C.A.A.), Harokopio University; Parkinson's Disease and Movement Disorders Department (M.S.), Hygeia Hospital, Athens, Greece; Department of Neurology (M.S.), Philipps University, Marburg, Germany; School of Medicine (G.X., E.D., G.M.H.), University of Thessaly, Larissa; Laboratory of Cognitive Neuroscience, School of Psychology (M.H.K.), Aristotle University of Thessaloniki, Greece; Department of Neurology (G.M.H.), Medical School, University of Cyprus; Athens Association of Alzheimer's Disease and Related Disorders (E.N., P.S.), Maroussi; Center of Clinical, Experimental Surgery and Translational Research (L.S.), Biomedical Research Foundation of the Academy of Athens, Greece; and Taub Institute for Research in Alzheimer's Disease and the Aging Brain (N.S.), The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, NY.
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11
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Parkinsonism Risk Factors in Salt Lake City, Utah: A Community-Based Study. Brain Sci 2019; 9:brainsci9030071. [PMID: 30909609 PMCID: PMC6468352 DOI: 10.3390/brainsci9030071] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 03/18/2019] [Accepted: 03/20/2019] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND The prevalence of dream enactment behavior and other risk factors for a parkinsonian disorder is not well documented. METHODS A survey on prevalence of parkinsonism risk factors was designed using two validated instruments (REM behavior disorder single item question, bowel movement frequency for constipation) and three exploratory instruments (for hallucinations, cognitive and olfactory complaints.) It was sent by mail and email to patients aged 50 and over at two University of Utah community clinics in Salt Lake City. A total of 7888 unique patients were sent the survey, and 1607 responses were recorded (response rate 20%). Those whose age was missing (n = 117) or less than 50 years (n = 10) were excluded from the analysis. RESULTS Of the 1406 without personal diagnosis of neurodegenerative disease 62.7% were female, and median age was 63. Family history (FH) of Parkinson's disease was endorsed by 9%, constipation (defined as a bowel movement less than once per day) by 19%, mild cognitive complaints (MCI) 15.8%, dream enactment 13.7%, subjective hyposmia or anosmia 18.2%, and at least one potential psychotic symptom in 37.6%. Multivariable logistic regression showed male gender, mild cognitive complaints, hearing voices, and at least one potentially psychotic symptom to be significantly associated with dream enactment. CONCLUSIONS This survey shows that dream enactment, a strong predictor of risk for synucleinopathy, is relatively common in the older population; because such individuals rarely come to medical attention of a sleep clinic, such survey research may be useful to identify and recruit at-risk individuals for trials aimed at preventing neurodegenerative disease.
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12
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Hughes KC, Gao X, Baker JM, Stephen C, Kim IY, Valeri L, Schwarzschild MA, Ascherio A. Non-motor features of Parkinson's disease in a nested case-control study of US men. J Neurol Neurosurg Psychiatry 2018; 89:1288-1295. [PMID: 30076266 DOI: 10.1136/jnnp-2018-318275] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Revised: 05/08/2018] [Accepted: 06/18/2018] [Indexed: 11/04/2022]
Abstract
BACKGROUND Several non-motor features may individually contribute to identify prodromal Parkinson's disease (PD), but little is known on how they interact. METHODS We conducted a case-control study nested within the Health Professionals Follow-up Study in a large cohort of men age 40-75 at recruitment in 1986. Cases (n=120) had confirmed PD, were<85 in January 2012, returned a 2012 questionnaire with questions on probable rapid eye movement sleep behaviour disorder (RBD) and constipation sent to all cohort participants and completed in 2014 the Brief Smell Identification Test and a questionnaire assessing parkinsonism and other non-motor PD features (including depressive symptoms, excessive daytime sleepiness, impaired colour vision and body pain). Controls (n=6479) met the same criteria as cases, except for the PD diagnosis. RESULTS Concurrent constipation, probable RBD and hyposmia were present in 29.3% of cases and 1.1% of controls, yielding an age-adjusted OR of 160(95%CI 72.8to353) for three features versus none. The odds of PD increased exponentially with additional non-motor features (OR for 6-7 features versus none: 1325; 95%CI333to5279). Among men without PD, the number of non-motor features was associated with odds of parkinsonism (OR for 6-7 features versus none: 89; 95%CI21.2to375). We estimated that in a population with a prodromal PD prevalence of 2%, concurrent constipation, probable RBD and hyposmia would have a maximum sensitivity of 29% and a positive predictive value (PPV) of 35%. The PPV could increase up to 70% by including additional features, but with sharply decreased sensitivity. CONCLUSIONS Concurrent constipation, probable RBD and hyposmia are strongly associated with PD. Because these features often precede motor symptoms and their co-occurrence could provide an efficient method for early PD identification.
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Affiliation(s)
- Katherine C Hughes
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Xiang Gao
- Department of Nutritional Health, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Jessica M Baker
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Christopher Stephen
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Iris Y Kim
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Linda Valeri
- Laboratory of Psychiatric Biostatistics, McLean Hospital, Belmont, Massachusetts, USA.,Department of Psychiatry, Harvard Medical School, Boston, Massachusetts, MA, USA
| | - Michael A Schwarzschild
- Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA.,Mass General Institute for Neurodegenerative Disease, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Alberto Ascherio
- Department of Nutrition, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.,Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA.,Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
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13
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Maraki MI, Yannakoulia M, Stamelou M, Stefanis L, Xiromerisiou G, Kosmidis MH, Dardiotis E, Hadjigeorgiou GM, Sakka P, Anastasiou CA, Simopoulou E, Scarmeas N. Mediterranean diet adherence is related to reduced probability of prodromal Parkinson's disease. Mov Disord 2018; 34:48-57. [PMID: 30306634 DOI: 10.1002/mds.27489] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Revised: 07/31/2018] [Accepted: 08/09/2018] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND The International Parkinson and Movement Disorder Society recently introduced a methodology for probability score calculation for prodromal PD. OBJECTIVES To assess the probability of prodromal PD in an older population and investigate its possible association with Mediterranean diet adherence. METHODS Data from a population-based cohort study of older adults (HEllenic Longitudinal Investigation of Aging and Diet) in Greece were used. Probability of prodromal PD was calculated according to International Parkinson and Movement Disorder Society research criteria. A detailed food frequency questionnaire was used to evaluate dietary intake and calculate Mediterranean diet adherence score, ranging from 0 to 55, with higher scores indicating higher adherence. RESULTS Median probability of prodromal PD was 1.9%, ranging from 0.2 to 96.7% in 1,731 PD-free individuals aged ≥ 65 (41% male). Lower probability for prodromal PD (P < 0.001) in the higher Mediterranean diet adherence groups was noted, driven mostly by nonmotor markers of prodromal PD, depression, constipation, urinary dysfunction, and daytime somnolence. Each unit increase in Mediterranean diet score was associated with a 2% decreased probability for prodromal PD (P < 0.001). Compared to participants in the lowest quartile of Mediterranean diet adherence, those in the highest quartile were associated with a ∼21% lower probability for prodromal PD. CONCLUSIONS Adherence to the Mediterranean diet is associated with lower probability of prodromal PD in older people. Further studies are needed to elucidate the potential causality of this association, potential relation of the Mediterranean diet to delayed onset or lower incidence of PD, as well as the underlying neurobiological mechanisms. © 2018 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Maria I Maraki
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Mary Yannakoulia
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Maria Stamelou
- Department of Neurology, Philipps University, Marburg, Germany.,1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Greece
| | - Leonidas Stefanis
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Greece.,Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | | | - Mary H Kosmidis
- Lab of Cognitive Neuroscience, School of Psychology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | | | | | - Paraskevi Sakka
- Athens Association of Alzheimer's Disease and Related Disorders, Marousi, Greece
| | - Costas A Anastasiou
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece.,1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Greece
| | | | - Nikolaos Scarmeas
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Greece.,Taub Institute for Research in Alzheimer's Disease and the Aging Brain, The Gertrude H. Sergievsky Center, Department of Neurology, Columbia University, New York, USA
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Abstract
AbstractBackground: The relationship between vascular disease and Parkinson’s disease (PD) is controversial. We performed a cross-sectional study to investigate the association of two common vascular diseases (stroke and coronary artery disease [CAD]) with Parkinson’s disease. Methods: We identified 63 and 62 PD cases in two population-based cohorts (Malu rural community and Wuliqiao urban community) and collected information of PD and non-PD by means of questionnaires. Logistic regression analysis was used to investigate the association between stroke, coronary artery disease and PD, after adjusting for age, sex, hypertension, diabetes mellitus, hypercholesterolemia, smoking status, alcohol consumption, tea consumption and body mass index. Results: After adjustment for potential confounders, we found that CAD and stroke were associated with PD in the Malu rural community (CAD: odds ratio [OR]=7.11, 95% confidence intervals [CI]: 3.09-16.40, p<0.001; stroke: OR=6.77, 95% CI: 3.09-14.81, p<0.001) and stroke was associated with PD in the Wuliqiao urban community (OR=2.58, 95% CI: 1.36-4.89, p=0.004), especially in women. In a subgroup analysis of PD with age- and sex-matched controls, the results were similar in the Malu rural community (CAD: OR=12.72, 95% CI: 2.92-55.32, p=0.001; stroke: OR=6.26, 95% CI: 1.83-21.42, p=0.003), whereas in the Wuliqiao urban community the results were different in that CAD (but not stroke) was found to be associated with PD (CAD: OR=2.44, 95% CI: 1.09-5.47, p=0.03; stroke: OR=1.79, 95% CI: 0.77-4.17, p=0.18). Conclusions: Our study suggested that stroke and CAD are associated with PD in two Chinese population-based cohorts, indicating a probable vascular component in the pathogenesis of PD.
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Skorvanek M, Feketeova E, Kurtis MM, Rusz J, Sonka K. Accuracy of Rating Scales and Clinical Measures for Screening of Rapid Eye Movement Sleep Behavior Disorder and for Predicting Conversion to Parkinson's Disease and Other Synucleinopathies. Front Neurol 2018; 9:376. [PMID: 29887829 PMCID: PMC5980959 DOI: 10.3389/fneur.2018.00376] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2017] [Accepted: 05/08/2018] [Indexed: 12/12/2022] Open
Abstract
Rapid eye movement (REM) sleep behavior disorder (RBD) is characterized by repeated episodes of REM sleep-related vocalizations and/or complex motor behaviors. Definite diagnosis of RBD is based on history and polysomnography, both of which are less accessible due to the lack of trained specialists and high cost. While RBD may be associated with disorders like narcolepsy, focal brain lesions, and encephalitis, idiopathic RBD (iRBD) may convert to Parkinson's disease (PD) and other synucleinopathies in more than 80% of patients and it is to date the most specific clinical prodromal marker of PD. Identification of individuals at high risk for development of PD is becoming one of the most important topics for current PD-related research as well as for future treatment trials targeting prodromal PD. Furthermore, concomitant clinical symptoms, such as subtle motor impairment, hyposmia, autonomic dysfunction, or cognitive difficulties, in subjects with iRBD may herald its phenoconversion to clinically manifest parkinsonism. The assessment of these motor and non-motor symptoms in iRBD may increase the sensitivity and specificity in identifying prodromal PD subjects. This review evaluates the diagnostic accuracy of individual rating scales and validated single items for screening of RBD and the role and accuracy of available clinical, electrophysiological, imaging, and tissue biomarkers in predicting the phenoconversion from iRBD to clinically manifest synucleinopathies.
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Affiliation(s)
- Matej Skorvanek
- Department of Neurology, Faculty of Medicine, P. J. Safarik University, Kosice, Slovakia
- Department of Neurology, University Hospital of L. Pasteur, Kosice, Slovakia
| | - Eva Feketeova
- Department of Neurology, Faculty of Medicine, P. J. Safarik University, Kosice, Slovakia
- Department of Neurology, University Hospital of L. Pasteur, Kosice, Slovakia
| | - Monica M. Kurtis
- Movement Disorders Unit, Department of Neurology, Hospital Ruber Internacional, Madrid, Spain
| | - Jan Rusz
- Department of Neurology, Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czechia
- Department of Circuit Theory, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czechia
| | - Karel Sonka
- Department of Neurology, Center of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czechia
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16
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Li M, Wang L, Liu JH, Zhan SQ. Relationships between Rapid Eye Movement Sleep Behavior Disorder and Neurodegenerative Diseases: Clinical Assessments, Biomarkers, and Treatment. Chin Med J (Engl) 2018; 131:966-973. [PMID: 29664058 PMCID: PMC5912064 DOI: 10.4103/0366-6999.229886] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Indexed: 01/06/2023] Open
Abstract
OBJECTIVE Rapid eye movement sleep behavior disorder (RBD) is characterized by dream enactment and loss of muscle atonia during rapid eye movement sleep. RBD is closely related to α-synucleinopathies including Parkinson's disease, dementia with Lewy bodies, and multiple system atrophy. Many studies have investigated the markers of imaging and neurophysiological, genetic, cognitive, autonomic function of RBD and their predictive value for neurodegenerative diseases. This report reviewed the progress of these studies and discussed their limitations and future research directions. DATA SOURCES Using the combined keywords: "RBD", "neurodegenerative disease", "Parkinson disease", and "magnetic resonance imaging", the PubMed/MEDLINE literature search was conducted up to January 1, 2018. STUDY SELECTION A total of 150 published articles were initially identified citations. Of the 150 articles, 92 articles were selected after further detailed review. This study referred to all the important English literature in full. RESULTS Single-nucleotide polymorphisms in SCARB2 (rs6812193) and MAPT (rs12185268) were significantly associated with RBD. The olfactory loss, autonomic dysfunction, marked electroencephalogram slowing during both wakefulness and rapid eye movement sleep, and cognitive impairments were potential predictive markers for RBD conversion to neurodegenerative diseases. Traditional structural imaging studies reported relatively inconsistent results, whereas reduced functional connectivity between the left putamen and substantia nigra and dopamine transporter uptake demonstrated by functional imaging techniques were relatively consistent findings. CONCLUSIONS More longitudinal studies should be conducted to evaluate the predictive value of biomarkers of RBD. Moreover, because the glucose and dopamine metabolisms are not specific for assessing cognitive cognition, the molecular metabolism directly related to cognition should be investigated. There is a need for more treatment trials to determine the effectiveness of interventions of RBD on preventing the conversion to neurodegenerative diseases.
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Affiliation(s)
- Min Li
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
| | - Li Wang
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
| | - Jiang-Hong Liu
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
| | - Shu-Qin Zhan
- Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China
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Pujol M, Pujol J, Alonso T, Fuentes A, Pallerola M, Freixenet J, Barbé F, Salamero M, Santamaría J, Iranzo A. Idiopathic REM sleep behavior disorder in the elderly Spanish community: a primary care center study with a two-stage design using video-polysomnography. Sleep Med 2017; 40:116-121. [PMID: 29042180 DOI: 10.1016/j.sleep.2017.07.021] [Citation(s) in RCA: 73] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2017] [Revised: 07/18/2017] [Accepted: 07/20/2017] [Indexed: 10/19/2022]
Abstract
OBJECTIVE To examine the presence and characteristics of idiopathic REM sleep behavior disorder (IRBD) in a representative Caucasian sample from the elderly community of Lleida, Spain, attending primary care centers. METHODS Participants were individuals aged 60 years or older who underwent routine visits in two primary care centers. They underwent a two-stage study; a validated screening single question for IRBD diagnosis (RBD1Q) followed by, in those who endorsed positive answer, clinical assessment by a neurologist plus video-polysomnography (V-PSG). RESULTS Of 539 individuals (56.4% women, mean age 72.86 ± 8.20 years), 28 (5.2%) endorsed positively the RBD1Q. Four of these 28 refused further assessments. Four of the 24 remaining subjects underwent clinical assessment but refused V-PSG. Of the 20 who underwent clinical assessment plus V-PSG, REM sleep was not recorded in four (20%, all four taking antidepressants). V-PSG ruled out RBD in 12 subjects who had obstructive sleep apnea (n = 9), periodic limb movement disorder in sleep (n = 2) and normal sleep (n = 1). IRBD was diagnosed in four individuals giving an estimated prevalence of 0.74% (95% CI = 0.29-1.89). They were three men and one woman between 74 and 82 years of age who never reported dream-enacting behaviors to their doctors because they thought they represented a normal phenomenon despite suffering sleep-related injuries. These patients had history of violent sleep behaviors with an interval between estimated RBD onset and V-PSG of 4.5 ± 4.2 years. CONCLUSIONS IRBD is not uncommon in the elderly community and its demographic and clinical profile is similar to those diagnosed in sleep centers.
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Affiliation(s)
- Montserrat Pujol
- Neurology Service and Multidisciplinary Sleep Unit, Hospital Universitari Santa Maria, Lleida, Spain
| | - Jesús Pujol
- University of Lleida, IRBLleida, Lleida, Spain; Balaguer Primary Care Center, Institut Català de La Salut, Lleida, Spain
| | - Tomás Alonso
- Balaguer Primary Care Center, Institut Català de La Salut, Lleida, Spain
| | - Araceli Fuentes
- Santa Maria Primary Care Center, Institut Català de La Salut, Lleida, Spain
| | - Mercè Pallerola
- Balaguer Primary Care Center, Institut Català de La Salut, Lleida, Spain
| | - Jovita Freixenet
- Santa Maria Primary Care Center, Institut Català de La Salut, Lleida, Spain
| | - Ferran Barbé
- Respiratory Department and Multidisciplinary Sleep Unit, Hospital Universitari Santa Maria, IRBLleida, Lleida, Spain; CIBERES, Madrid, Spain
| | - Manel Salamero
- Psychiatry Service, Hospital Clinic de Barcelona, CIBERES, Medicine Department, University of Barcelona, Barcelona, Spain
| | - Joan Santamaría
- Neurology Service, Hospital Clinic de Barcelona, IDIBAPS, CIBERNED, Barcelona, Spain
| | - Alex Iranzo
- Neurology Service, Hospital Clinic de Barcelona, IDIBAPS, CIBERNED, Barcelona, Spain.
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Li Y, Kang W, Yang Q, Zhang L, Zhang L, Dong F, Chen S, Liu J. Predictive markers for early conversion of iRBD to neurodegenerative synucleinopathy diseases. Neurology 2017; 88:1493-1500. [PMID: 28330956 DOI: 10.1212/wnl.0000000000003838] [Citation(s) in RCA: 81] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Accepted: 12/21/2016] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To determine the predictive value of clinical assessment and dopamine transporter (DAT) uptake for the early development of neurodegenerative synucleinopathy diseases from idiopathic REM sleep behavior disorder (iRBD) over 5 years in a Chinese population. METHODS Forty-three patients with iRBD were administered clinical assessment tests, and 35 were examined by DAT-SPECT imaging during 2011. Cox proportional hazard and Kaplan-Meier analyses were used to evaluate the predictive value of the markers in a follow-up study over 5 years. RESULTS Eighteen patients (41.9%) developed neurodegenerative synucleinopathy diseases after a median of 4.1 years of prospective follow-up (median interval of 10.5 years from the estimated onset of iRBD symptoms). Patients with higher scores on the Nonmotor Symptom Questionnaire (hazard ratio [HR] 3.11, 95% confidence interval [CI] 1.15-8.40, p = 0.026) and Scale for Outcomes in Parkinson Disease-Autonomic questionnaire (HR 4.46, 95% CI 1.64-12.10, p = 0.003) were more likely to develop neurodegenerative synucleinopathy diseases. Furthermore, the population with decreased 99mTc-TRODAT-1 binding in the left striatum (HR 2.7, 95% CI 1.02-7.14, p = 0.046) and putamen (HR 3.23, 95% CI 1.16-8.33, p = 0.024) had a relatively higher risk of developing neurodegenerative synucleinopathy diseases. CONCLUSIONS Our findings elucidate the predictive value of autonomic dysfunction and DAT uptake in identifying patients with iRBD at a high risk of progressing into neurodegenerative synucleinopathy diseases and could form a basis for future disease-prevention trials.
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Affiliation(s)
- Yuanyuan Li
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Wenyan Kang
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Qiong Yang
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Lina Zhang
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Linyuan Zhang
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Fangyi Dong
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Shengdi Chen
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China.
| | - Jun Liu
- From the Department of Neurology and Institute of Neurology (Y.L., W.K., Q.Y., Linyuan Zhang, F.D., S.C., J.L.), Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine; Department of Neurology (W.K.), Ruijin Hospital North affiliated to Shanghai Jiaotong University School of Medicine; and Department of Biostatistics (Lina Zhang), Shanghai Jiaotong University School of Medicine, Shanghai, China.
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Zhang J, Xu CY, Liu J. Meta-analysis on the prevalence of REM sleep behavior disorder symptoms in Parkinson's disease. BMC Neurol 2017; 17:23. [PMID: 28160778 PMCID: PMC5292147 DOI: 10.1186/s12883-017-0795-4] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 01/11/2017] [Indexed: 11/21/2022] Open
Abstract
Background Our study was aimed to evaluate the risk of a selected non-motor symptom, namely rapid eye movement behavior disorder (RBD) symptoms, among patients with newly diagnosed Parkinson disease compared with health controls. Methods The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines for meta-analysis and Cochrane manual were followed. Studies on RBD symptoms and PD were searched using PubMed, Embase, Web of Science and Cochrane library databases. All studies were published before August 3rd, 2016. Eligible studies were those that reported a prevalence of RBD symptoms among newly diagnosed PD and health control. Pooled odds ratios (ORs) with 95% confidence intervals (CIs) were calculated by random-effected models. Heterogeneity across studies was assessed using Cochran Q and I2 statistics. Results We identified eight studies including 2462 PD patients and 3818 health controls. The overall prevalence of RBD symptoms in PD was 582/2462 (23.6%) compared to 131/3818 (3.4%) in control. And the pooled OR was 5.69 (95% CI 3.60 to 9.00; p = 0.001) with a moderate heterogeneity I2 = 70.5%. After excluding the study of low weight, the overall polled OR was 3.54 (95% CI 2.77 to 4.52; p < 0.00001) and the heterogeneity was completely eliminated (I2 = 0%). Conclusions RBD symptoms are common non-motor symptoms of PD, and people with PD are at a higher risk of developing RBD. Further studies are needed to understand the natural history of RBD symptoms in PD and its etiological and clinical implications.
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Affiliation(s)
- Jia Zhang
- Department of Neurology & Institute of Neurology, Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, People's Republic of China
| | - Chuan-Ying Xu
- Department of Neurology & Institute of Neurology, Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, People's Republic of China
| | - Jun Liu
- Department of Neurology & Institute of Neurology, Ruijin Hospital affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, People's Republic of China.
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