Digital spiral analysis for objective assessment of fine motor timing variability in Parkinson's disease

OBJECTIVES: To develop a method for objective assessment of fine motor timing variability in Parkinson’s disease (PD) patients, using digital spiral data gathered by a touch screen device. BACKGROUND: A retrospective analysis was conducted on data from 105 subjects including65 patients with advanced PD (group A), 15 intermediate patients experiencing motor fluctuations (group I), 15 early stage patients (group S), and 10 healthy elderly subjects (HE) were examined. The subjects were asked to perform repeated upper limb motor tasks by tracing a pre-drawn Archimedes spiral as shown on the screen of the device. The spiral tracing test was performed using an ergonomic pen stylus, using dominant hand. The test was repeated three times per test occasion and the subjects were instructed to complete it within 10 seconds. Digital spiral data including stylus position (x-ycoordinates) and timestamps (milliseconds) were collected and used in subsequent analysis. The total number of observations with the test battery were as follows: Swedish group (n=10079), Italian I group (n=822), Italian S group (n = 811), and HE (n=299). METHODS: The raw spiral data were processed with three data processing methods. To quantify motor timing variability during spiral drawing tasks Approximate Entropy (APEN) method was applied on digitized spiral data. APEN is designed to capture the amount of irregularity or complexity in time series. APEN requires determination of two parameters, namely, the window size and similarity measure. In our work and after experimentation, window size was set to 4 and similarity measure to 0.2 (20% of the standard deviation of the time series). The final score obtained by APEN was normalized by total drawing completion time and used in subsequent analysis. The score generated by this method is hence on denoted APEN. In addition, two more methods were applied on digital spiral data and their scores were used in subsequent analysis. The first method was based on Digital Wavelet Transform and Principal Component Analysis and generated a score representing spiral drawing impairment. The score generated by this method is hence on denoted WAV. The second method was based on standard deviation of frequency filtered drawing velocity. The score generated by this method is hence on denoted SDDV. Linear mixed-effects (LME) models were used to evaluate mean differences of the spiral scores of the three methods across the four subject groups. Test-retest reliability of the three scores was assessed after taking mean of the three possible correlations (Spearman’s rank coefficients) between the three test trials. Internal consistency of the methods was assessed by calculating correlations between their scores. RESULTS: When comparing mean spiral scores between the four subject groups, the APEN scores were different between HE subjects and three patient groups (P=0.626 for S group with 9.9% mean value difference, P=0.089 for I group with 30.2%, and P=0.0019 for A group with 44.1%). However, there were no significant differences in mean scores of the other two methods, except for the WAV between the HE and A groups (P<0.001). WAV and SDDV were highly and significantly correlated to each other with a coefficient of 0.69. However, APEN was not correlated to neither WAV nor SDDV with coefficients of 0.11 and 0.12, respectively. Test-retest reliability coefficients of the three scores were as follows: APEN (0.9), WAV(0.83) and SD-DV (0.55). CONCLUSIONS: The results show that the digital spiral analysis-based objective APEN measure is able to significantly differentiate the healthy subjects from patients at advanced level. In contrast to the other two methods (WAV and SDDV) that are designed to quantify dyskinesias (over-medications), this method can be useful for characterizing Off symptoms in PD. The APEN was not correlated to none of the other two methods indicating that it measures a different construct of upper limb motor function in PD patients than WAV and SDDV. The APEN also had a better test-retest reliability indicating that it is more stable and consistent over time than WAV and SDDV.

Automatic spiral analysis for objective assessment of motor symptoms in Parkinson's disease

Objective: To develop a method for objective quantification of PD motor symptoms related to Off episodes and peak dose dyskinesias, using spiral data gathered by using a touch screen telemetry device. The aim was to objectively characterize predominant motor phenotypes (bradykinesia and dyskinesia), to help in automating the process of visual interpretation of movement anomalies in spirals as rated by movement disorder specialists. Background: A retrospective analysis was conducted on recordings from 65 patients with advanced idiopathic PD from nine different clinics in Sweden, recruited from January 2006 until August 2010. In addition to the patient group, 10 healthy elderly subjects were recruited. Upper limb movement data were collected using a touch screen telemetry device from home environments of the subjects. Measurements with the device were performed four times per day during week-long test periods. On each test occasion, the subjects were asked to trace pre-drawn Archimedean spirals, using the dominant hand. The pre-drawn spiral was shown on the screen of the device. The spiral test was repeated three times per test occasion and they were instructed to complete it within 10 seconds. The device had a sampling rate of 10Hz and measured both position and time-stamps (in milliseconds) of the pen tip. Methods: Four independent raters (FB, DH, AJ and DN) used a web interface that animated the spiral drawings and allowed them to observe different kinematic features during the drawing process and to rate task performance. Initially, a number of kinematic features were assessed including ‘impairment’, ‘speed’, ‘irregularity’ and ‘hesitation’ followed by marking the predominant motor phenotype on a 3-category scale: tremor, bradykinesia and/or choreatic dyskinesia. There were only 2 test occasions for which all the four raters either classified them as tremor or could not identify the motor phenotype. Therefore, the two main motor phenotype categories were bradykinesia and dyskinesia. ‘Impairment’ was rated on a scale from 0 (no impairment) to 10 (extremely severe) whereas ‘speed’, ‘irregularity’ and ‘hesitation’ were rated on a scale from 0 (normal) to 4 (extremely severe). The proposed data-driven method consisted of the following steps. Initially, 28 spatiotemporal features were extracted from the time series signals before being presented to a Multilayer Perceptron (MLP) classifier. The features were based on different kinematic quantities of spirals including radius, angle, speed and velocity with the aim of measuring the severity of involuntary symptoms and discriminate between PD-specific (bradykinesia) and/or treatment-induced symptoms (dyskinesia). A Principal Component Analysis was applied on the features to reduce their dimensions where 4 relevant principal components (PCs) were retained and used as inputs to the MLP classifier. Finally, the MLP classifier mapped these components to the corresponding visually assessed motor phenotype scores for automating the process of scoring the bradykinesia and dyskinesia in PD patients whilst they draw spirals using the touch screen device. For motor phenotype (bradykinesia vs. dyskinesia) classification, the stratified 10-fold cross validation technique was employed. Results: There were good agreements between the four raters when rating the individual kinematic features with intra-class correlation coefficient (ICC) of 0.88 for ‘impairment’, 0.74 for ‘speed’, 0.70 for ‘irregularity’, and moderate agreements when rating ‘hesitation’ with an ICC of 0.49. When assessing the two main motor phenotype categories (bradykinesia or dyskinesia) in animated spirals the agreements between the four raters ranged from fair to moderate. There were good correlations between mean ratings of the four raters on individual kinematic features and computed scores. The MLP classifier classified the motor phenotype that is bradykinesia or dyskinesia with an accuracy of 85% in relation to visual classifications of the four movement disorder specialists. The test-retest reliability of the four PCs across the three spiral test trials was good with Cronbach’s Alpha coefficients of 0.80, 0.82, 0.54 and 0.49, respectively. These results indicate that the computed scores are stable and consistent over time. Significant differences were found between the two groups (patients and healthy elderly subjects) in all the PCs, except for the PC3. Conclusions: The proposed method automatically assessed the severity of unwanted symptoms and could reasonably well discriminate between PD-specific and/or treatment-induced motor symptoms, in relation to visual assessments of movement disorder specialists. The objective assessments could provide a time-effect summary score that could be useful for improving decision-making during symptom evaluation of individualized treatment when the goal is to maximize functional On time for patients while minimizing their Off episodes and troublesome dyskinesias.

Validity and responsiveness of at-home touch-screen assessments in advanced Parkinson's disease

The aim of this study was to investigate if a telemetry test battery can be used to measure effects of Parkinson’s disease (PD) treatment intervention and disease progression in patients with fluctuations. Sixty-five patients diagnosed with advanced PD were recruited in an open longitudinal 36-month study; 35 treated with levodopa-carbidopa intestinal gel (LCIG) and 30 were candidates for switching from oral PD treatment to LCIG. They utilized a test battery, consisting of self-assessments of symptoms and fine motor tests (tapping and spiral drawings), four times per day in their homes during week-long test periods. The repeated measurements were summarized into an overall test score (OTS) to represent the global condition of the patient during a test period. Clinical assessments included ratings on Unified PD Rating Scale (UPDRS) and 39-item PD Questionnaire (PDQ-39) scales. In LCIG-naïve patients, mean OTS compared to baseline was significantly improved from the first test period on LCIG treatment until month 24. In LCIG-non-naïve patients, there were no significant changes in mean OTS until month 36. The OTS correlated adequately with total UPDRS (rho = 0.59) and total PDQ-39 (0.59). Responsiveness measured as effect size was 0.696 and 0.536 for OTS and UPDRS respectively. The trends of the test scores were similar to the trends of clinical rating scores but dropout rate was high. Correlations between OTS and clinical rating scales were adequate indicating that the test battery contains important elements of the information of well-established scales. The responsiveness and reproducibility were better for OTS than for total UPDRS.

Automatic spiral analysis for objective assessment of motor symptoms in Parkinson's disease

A challenge for the clinical management of advanced Parkinson’s disease (PD) patients is the emergence of fluctuations in motor performance, which represents a significant source of disability during activities of daily living of the patients. There is a lack of objective measurement of treatment effects for in-clinic and at-home use that can provide an overview of the treatment response. The objective of this paper was to develop a method for objective quantification of advanced PD motor symptoms related to off episodes and peak dose dyskinesia, using spiral data gathered by a touch screen telemetry device. More specifically, the aim was to objectively characterize motor symptoms (bradykinesia and dyskinesia), to help in automating the process of visual interpretation of movement anomalies in spirals as rated by movement disorder specialists. Digitized upper limb movement data of 65 advanced PD patients and 10 healthy (HE) subjects were recorded as they performed spiral drawing tasks on a touch screen device in their home environment settings. Several spatiotemporal features were extracted from the time series and used as inputs to machine learning methods. The methods were validated against ratings on animated spirals scored by four movement disorder specialists who visually assessed a set of kinematic features and the motor symptom. The ability of the method to discriminate between PD patients and HE subjects and the test-retest reliability of the computed scores were also evaluated. Computed scores correlated well with mean visual ratings of individual kinematic features. The best performing classifier (Multilayer Perceptron) classified the motor symptom (bradykinesia or dyskinesia) with an accuracy of 84% and area under the receiver operating characteristics curve of 0.86 in relation to visual classifications of the raters. In addition, the method provided high discriminating power when distinguishing between PD patients and HE subjects as well as had good test-retest reliability. This study demonstrated the potential of using digital spiral analysis for objective quantification of PD-specific and/or treatment-induced motor symptoms.

Diagnostico de saude de uma comunidade na zona norte de Porto Alegre, RS : comparação entre os respondentes e os não-respondentes

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Paracoccidioidomicose : estudo clinico e radiologico das lesoes pulmonares e seu diagnostico

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Produção descentralizada de medicamentos essenciais no Instituto de Tecnologia em Farmacos do Estado do Rio de Janeiro: um diagnostico estrategico de sua implementação

Nesta dissertação procura-se discutir a política de descentralização da assistência fanna-.;êutica no que diz respeito à produção e a distribuição de medicamentos. Para tanto, efetuou-se um estudo de caso em Far-Manguinhos / FIOCRUZ analisando sua estrutura organizacional e administrativa, assim como as estratégias utilizadas para implementar o processo de descentralização preconizado pelo SUS. Usou-se como referencial teórico artigos clásicos que contextualizam a realidade do setor farmacêutico nacional e mundial. O estudo se desdobra através da evolução política do setor da saúde no Brasil, com ênfase na política de medicamentos adotada a partir da criação da Central de Medicamentos - CEME, até a atualidade. Ao final são feitas algumas sugestões que poderão nortear outras discussões sobre assistência farmacêutica no Brasil.

Cognição e diagnostico: um modelo de integração dos descritores

Esta dissertação visa oferecer uma contribuição teórica e técnica as exigências crescentes de um refinamento metodológico na área do diagnóstico dos aspectos cognitivos. Dentro desse objetivo foram estabelecidas quatro áreas essenciais aprendizagem, linguagem, memória e pensamento, as quais, conjuntamente, fornecem o embasamento para a previsão do potencial subjacente aos desempenhos comportamentais. Embora estas áreas não esgotem a totalidade dos descritores para o diagnóstico psicológico, oferecem, indiscutivelmente, o conjunto dos pré-requisitos essenciais ã determinação de qualquer conduta. Toda a análise foi conduzida em termos de uma dupla dimensão: ao longo do eixo associação- significação, por um lado, e por outro em termos de fundamentos teóricos frente ã aplicabilidade prática respectiva. o objetivo especifico foi apontar a relevância de cada um dos constructos teóricos implicados nos diversos posicionamentos para a definição de descritores objetivos, operacionalizáveis em situação de exame psicológico.

Avaliação do componente P50 do potencial evocado auditivo em pacientes com doença de Parkinson

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Informação e organização: um modelo de diagnostico e intervenção na administração da universidade

Este trabalho, concebido dentro de uma perspectiva humanista, propõe-se a elaborar e testar um modelo de Diagnóstico e Intervenção Organizacional. A abordagem sistêmica permitiu a aplicação de conceitos da Teoria da Informação, tendo em vista a ideia de se elaborar uma sistemática de tratamento de dados coleta dos, que possibilite uma nova forma de Descrição de Cargos e consequente Especificações de Trabalho. O objetivo de tal colocação visa minorar as principais falhas existentes na passagem ' dos requisitos de Trabalho às Especificações decorrentes, tornando este "salto" menos subjetivo, mais operacional e melhor quantificável. Por outro lado, o tratamento de dados à luz da Teoria da Informação, permite a elaboração de novas categorizações e avaliações para fins psicológicos. Além de se obter uma classificação objetiva, operacional e dinâmica em termos de análise de trabalho, são formulados novos recursos com vista s a uma seleção adequada, um tratamento útil e específico, fundamentados nos elementos discriminantes de cada cargo. Finalmente, através de uma análise da estrutura e da dinâmica de uma organização específica, fundamentada em processos de análise de trabalho e de avaliação de pessoal, baseadas na teoria da, informação é também possível planejar-se mudanças organizacionais - com perspectivas ergonômicas - na área considera da crítica, para minimizar a eficiência dos recursos humanos de uma organização, isto é, a adaptação do trabalho ao Homem.

Avaliação da resposta cutânea simpática na Doença de Parkinson

Introdução: A resposta cutânea simpática (RCS) é um teste eletrofisiológico utilizado para avaliar a atividade reflexa das vias sudomotoras simpáticas, que pode auxiliar no entendimento disfunção autonômica à despeito de sua etiologia. Não há uma clara definição sobre o papel da RCS na doença de Parkinson (DP). Isto é devido a uma grande diversidade metodológica vista em vários trabalhos e à discrepância entre seus resultados. Este estudo foi realizado na tentativa de melhor definir o papel da RCS na avaliação objetiva da disfunção autonômica e sua relação com outras variáveis relativas à DP. Métodos: Realizou-se um estudo transversal onde a RCS foi avaliada em pacientes com DP procedentes de um ambulatório de distúrbio de movimento de um hospital universitário. Os pacientes incluídos no estudo não apresentavam qualquer outra condição potencial de disfunção autonômica. As latências e as amplitudes obtidas nestes pacientes foram comparadas com indivíduos saudáveis de faixas etárias similares. Estudo da função autonômica parassimpática (análise do intervalo R-R) foi também, realizado nos pacientes com DP e seus resultados foram comparados com a RCS. Resultados: quarenta e seis pacientes com DP e 64 controles foram estudados. Diferenças estatisticamente significativas foram encontradas entre os dois grupos nas latências e amplitudes da RCS dos membros superiores e inferiores, exceto na latência dos membros inferiores. Entretanto, não houve associação destes parâmetros com os demais testes autonômicos realizados. Houve diferença estatisticamente significativa entre os valores médios da amplitude dos membros superiores e inferiores nos pacientes com doença grave (ESCHY>2) em relação àqueles com doença leve a moderada; e também naqueles pacientes mais idosos e com início tardio de doença.Conclusões: Existe associação significativa entre RCS alterada e DP, especialmente entre aqueles pacientes com idade avançada, maior gravidade de doença e com maior idade de início. Desta forma, a RCS constitui um exame útil como informação adicional sobre função simpática colinérgica nos pacientes portadores da DP, mesmo na ausência de sinais e sintomas de disfunção autonômica ou de alterações em outros exames eletrofisiológicos.