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1.
J Parkinsons Dis ; 10(4): 1529-1534, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32651335

RESUMO

BACKGROUND: Levodopa/carbidopa intestinal gel (LCIG) infusion is an efficacious treatment of motor and non-motor fluctuations in people with Parkinson's disease (PD). Real-life use of the treatment is not previously studied. OBJECTIVE: The aims of the study were to explore the use of LCIG and to determine how extra doses of LCIG are used in daily life. METHODS: Twenty-five PD patients with ongoing LCIG therapy were consecutively included. Pump data was retrieved from 30 days on average, by means of software, extracting the most recent pump events. RESULTS: The daily duration of infusion was 15 hours on average, in 18 patients, whereas the remaining 7 patients used 24-hour infusion. Morning doses ranged from 38-190 mg levodopa, for patients who utilized this function. Median number of daily extra doses was 2.5 (range: 0-10.6) and median size of the extra dose was 24 mg (0-80 mg) levodopa. Median total daily levodopa intake with LCIG was 1201 mg (range: 417-2322 mg). CONCLUSION: Retrieving pump data is possible and may be important for evaluating the at-home use of LCIG, to optimize the therapy. Adherence to treatment should be monitored, which is not technically difficult, at least in device-aided treatments for PD.


Assuntos
Carbidopa/administração & dosagem , Agonistas de Dopamina/administração & dosagem , Levodopa/administração & dosagem , Adesão à Medicação , Doença de Parkinson/tratamento farmacológico , Idoso , Combinação de Medicamentos , Feminino , Géis , Humanos , Bombas de Infusão Implantáveis , Infusões Parenterais , Masculino , Pessoa de Meia-Idade
2.
IEEE J Biomed Health Inform ; 24(1): 111-119, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-30763248

RESUMO

Parkinson's disease (PD) is a degenerative, progressive disorder of the central nervous system that mainly affects motor control. The aim of this study was to develop data-driven methods and test their clinimetric properties to detect and quantify PD motor states using motion sensor data from leg agility tests. Nineteen PD patients were recruited in a levodopa single dose challenge study. PD patients performed leg agility tasks while wearing motion sensors on their lower extremities. Clinical evaluation of video recordings was performed by three movement disorder specialists who used four items from the motor section of the unified PD rating scale (UPDRS), the treatment response scale (TRS) and a dyskinesia score. Using the sensor data, spatiotemporal features were calculated and relevant features were selected by feature selection. Machine learning methods like support vector machines (SVM), decision trees, and linear regression, using ten-fold cross validation were trained to predict motor states of the patients. SVM showed the best convergence validity with correlation coefficients of 0.81 to TRS, 0.83 to UPDRS #31 (body bradykinesia and hypokinesia), 0.78 to SUMUPDRS (the sum of the UPDRS items: #26-leg agility, #27-arising from chair, and #29-gait), and 0.67 to dyskinesia. Additionally, the SVM-based scores had similar test-retest reliability in relation to clinical ratings. The SVM-based scores were less responsive to treatment effects than the clinical scores, particularly with regards to dyskinesia. In conclusion, the results from this study indicate that using motion sensors during leg agility tests may lead to valid and reliable objective measures of PD motor symptoms.


Assuntos
Teste de Esforço/métodos , Extremidade Inferior/fisiopatologia , Monitorização Fisiológica/métodos , Doença de Parkinson , Idoso , Feminino , Marcha/fisiologia , Humanos , Levodopa/uso terapêutico , Masculino , Modelos Estatísticos , Doença de Parkinson/diagnóstico , Doença de Parkinson/tratamento farmacológico , Doença de Parkinson/fisiopatologia , Máquina de Vetores de Suporte , Dispositivos Eletrônicos Vestíveis
3.
Parkinsonism Relat Disord ; 64: 112-117, 2019 07.
Artigo em Inglês | MEDLINE | ID: mdl-30935826

RESUMO

INTRODUCTION: A treatment response objective index (TRIS) was previously developed based on sensor data from pronation-supination tests. This study aimed to examine the performance of TRIS for medication effects in a new population sample with Parkinson's disease (PD) and its usefulness for constructing individual dose-response models. METHODS: Twenty-five patients with PD performed a series of tasks throughout a levodopa challenge while wearing sensors. TRIS was used to determine motor changes in pronation-supination tests following a single levodopa dose, and was compared to clinical ratings including the Treatment Response Scale (TRS) and six sub-items of the UPDRS part III. RESULTS: As expected, correlations between TRIS and clinical ratings were lower in the new population than in the initial study. TRIS was still significantly correlated to TRS (rs = 0.23, P < 0.001) with a root mean square error (RMSE) of 1.33. For the patients (n = 17) with a good levodopa response and clear motor fluctuations, a stronger correlation was found (rs = 0.38, RMSE = 1.29, P < 0.001). The mean TRIS increased significantly when patients went from the practically defined off to their best on state (P = 0.024). Individual dose-response models could be fitted for more participants when TRIS was used for modelling than when TRS ratings were used. CONCLUSION: The objective sensor index shows promise for constructing individual dose-response models, but further evaluations and retraining of the TRIS algorithm are desirable to improve its performance and to ensure its clinical effectiveness.


Assuntos
Antiparkinsonianos/administração & dosagem , Levodopa/administração & dosagem , Atividade Motora/efeitos dos fármacos , Doença de Parkinson/tratamento farmacológico , Máquina de Vetores de Suporte , Dispositivos Eletrônicos Vestíveis , Acelerometria , Idoso , Idoso de 80 Anos ou mais , Relação Dose-Resposta a Droga , Feminino , Humanos , Masculino , Pessoa de Meia-Idade
4.
IEEE J Biomed Health Inform ; 22(5): 1341-1349, 2018 09.
Artigo em Inglês | MEDLINE | ID: mdl-29989996

RESUMO

The goal of this study was to develop an algorithm that automatically quantifies motor states (off, on, dyskinesia) in Parkinson's disease (PD), based on accelerometry during a hand pronation-supination test. Clinician's ratings using the Treatment Response Scale (TRS), ranging from -3 (very Off) to 0 (On) to +3 (very dyskinetic), were used as target. For that purpose, 19 participants with advanced PD and 22 healthy persons were recruited in a single center open label clinical trial in Uppsala, Sweden. The trial consisted of single levodopa dose experiments for the people with PD (PwP), where participants were asked to perform standardized wrist rotation tests, using each hand, before and at prespecified time points after the dose. The participants used wrist sensors containing a three-dimensional accelerometer and gyroscope. Features to quantify the level, variation, and asymmetry of the sensor signals, three-level discrete wavelet transform features, and approximate entropy measures were extracted from the sensors data. At the time of the tests, the PwP were video recorded. Three movement disorder specialists rated the participants' state on the TRS. A Treatment Response Index from Sensors (TRIS) was constructed to quantify the motor states based on the wrist rotation tests. Different machine learning algorithms were evaluated to map the features derived from the sensor data to the ratings provided by the three specialists. Results from cross validation, both in tenfold and a leave-one-individual out setting, showed good predictive power of a support vector machine model and high correlation to the TRS. Values at the end tails of the TRS were under and over predicted due to the lack of observations at those values but the model managed to accurately capture the dose-effect profiles of the patients. In addition, the TRIS had good test-retest reliability on the baseline levels of the PD participants (Intraclass correlation coefficient of 0.83) and reasonable sensitivity to levodopa treatment (0.33 for the TRIS). For a series of test occasions, the proposed algorithms provided dose-effect time profiles for participants with PD, which could be useful during therapy individualization of people suffering from advanced PD.


Assuntos
Monitoramento de Medicamentos/métodos , Doença de Parkinson , Processamento de Sinais Assistido por Computador , Dispositivos Eletrônicos Vestíveis , Acelerometria , Idoso , Antiparkinsonianos/uso terapêutico , Feminino , Humanos , Levodopa/uso terapêutico , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade , Doença de Parkinson/diagnóstico , Doença de Parkinson/tratamento farmacológico , Doença de Parkinson/fisiopatologia
5.
Eur J Clin Pharmacol ; 74(10): 1299-1307, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-29882153

RESUMO

OBJECTIVES: Low dose, dispersible, levodopa/carbidopa microtablets with an automatic dose dispenser have been developed to facilitate individualized levodopa treatment. The aim of this study was to characterize the pharmacokinetics (PK) of levodopa and carbidopa after microtablet administration, and evaluate the impact of potential covariates. METHODS: The population PK analysis involved data from 18 healthy subjects and 18 Parkinson's disease patients included in two single-dose, open-label levodopa/carbidopa microtablet studies. The analysis was carried out using non-linear mixed effects modeling. Bodyweight was included on all disposition parameters according to allometric scaling. Potential influence of additional covariates was investigated using graphical evaluation and adjusted adaptive least absolute shrinkage and selection operator. RESULTS: Dispositions of levodopa and carbidopa were best described by a two- and one-compartment model respectively. Double-peak profiles were described using two parallel absorption compartments. Levodopa apparent clearance was found to decrease with increasing carbidopa dose (15% lower with 75 compared to 50 mg of carbidopa) and disease stage (by 18% for Hoehn and Yahr 1 to 4). Carbidopa apparent clearance was found to decrease with age (28% between the age of 60 and 80 years). An external evaluation showed the model to be able to reasonably well predict levodopa concentrations following multiple-dose microtablet administration in healthy subjects. CONCLUSIONS: The presented models adequately described the PK of levodopa and carbidopa, following microtablet administration. The developed model may in the future be combined with a pharmacokinetic-pharmacodynamic target and used for individualized dose selection, utilizing the flexibility offered by the microtablets.


Assuntos
Antiparkinsonianos/administração & dosagem , Carbidopa/administração & dosagem , Levodopa/administração & dosagem , Modelos Biológicos , Doença de Parkinson/tratamento farmacológico , Adulto , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Antiparkinsonianos/farmacocinética , Carbidopa/farmacocinética , Estudos de Casos e Controles , Relação Dose-Resposta a Droga , Combinação de Medicamentos , Feminino , Humanos , Levodopa/farmacocinética , Masculino , Pessoa de Meia-Idade , Dinâmica não Linear , Comprimidos , Adulto Jovem
6.
CNS Neurosci Ther ; 24(5): 439-447, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29652438

RESUMO

AIM: This 4-week open-label observational study describes the effect of introducing a microtablet dose dispenser and adjusting doses based on objective free-living motor symptom monitoring in individuals with Parkinson's disease (PD). METHODS: Twenty-eight outpatients with PD on stable levodopa treatment with dose intervals of ≤4 hour had their daytime doses of levodopa replaced with levodopa/carbidopa microtablets, 5/1.25 mg (LC-5) delivered from a dose dispenser device with programmable reminders. After 2 weeks, doses were adjusted based on ambulatory accelerometry and clinical monitoring. RESULTS: Twenty-four participants completed the study per protocol. The daily levodopa dose was increased by 15% (112 mg, P < 0.001) from period 1 to 2, and the dose interval was reduced by 12% (22 minutes, P = 0.003). The treatment adherence to LC-5 was high in both periods. The MDS-UPDRS parts II and III, disease-specific quality of life (PDQ-8), wearing-off symptoms (WOQ-19), and nonmotor symptoms (NMS Quest) improved after dose titration, but the generic quality-of-life measure EQ-5D-5L did not. Blinded expert evaluation of accelerometry results demonstrated improvement in 60% of subjects and worsening in 25%. CONCLUSIONS: The introduction of a levodopa microtablet dispenser and accelerometry aided dose adjustments improve PD symptoms and quality of life in the short term.


Assuntos
Acelerometria , Antiparkinsonianos/administração & dosagem , Carbidopa/administração & dosagem , Levodopa/administração & dosagem , Doença de Parkinson/tratamento farmacológico , Medicina de Precisão/métodos , Acelerometria/métodos , Idoso , Idoso de 80 Anos ou mais , Antiparkinsonianos/efeitos adversos , Carbidopa/efeitos adversos , Combinação de Medicamentos , Feminino , Humanos , Levodopa/efeitos adversos , Estudos Longitudinais , Masculino , Adesão à Medicação , Pessoa de Meia-Idade , Doença de Parkinson/fisiopatologia , Qualidade de Vida , Método Simples-Cego , Comprimidos/administração & dosagem , Resultado do Tratamento
7.
Int J Med Inform ; 112: 137-142, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-29500011

RESUMO

BACKGROUND AND OBJECTIVE: To achieve optimal effect with continuous infusion treatment in Parkinson's disease (PD), the individual doses (morning dose and continuous infusion rate) are titrated by trained medical personnel. This study describes an algorithmic method to derive optimized dosing suggestions for infusion treatment of PD, by fitting individual dose-response models. The feasibility of the proposed method was investigated using patient chart data. METHODS: Patient records were collected at Uppsala University hospital which provided dosing information and dose-response evaluations. Mathematical optimization was used to fit individual patient models using the records' information, by minimizing an objective function. The individual models were passed to a dose optimization algorithm, which derived an optimized dosing suggestion for each patient model. RESULTS: Using data from a single day's admission the algorithm showed great ability to fit appropriate individual patient models and derive optimized doses. The infusion rate dosing suggestions had 0.88 correlation and 10% absolute mean relative error compared to the optimal doses as determined by the hospital's treating team. The morning dose suggestions were consistency lower that the optimal morning doses, which could be attributed to different dosing strategies and/or lack of on-off evaluations in the morning. CONCLUSION: The proposed method showed promise and could be applied in clinical practice, to provide the hospital personnel with additional information when making dose adjustment decisions.


Assuntos
Algoritmos , Antiparkinsonianos/administração & dosagem , Hospitalização/estatística & dados numéricos , Levodopa/administração & dosagem , Doença de Parkinson/tratamento farmacológico , Antiparkinsonianos/farmacocinética , Simulação por Computador , Relação Dose-Resposta a Droga , Feminino , Humanos , Infusões Parenterais , Levodopa/farmacocinética , Masculino , Doença de Parkinson/metabolismo , Distribuição Tecidual
8.
Eur J Clin Pharmacol ; 73(5): 563-571, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28101657

RESUMO

BACKGROUND: Motor function assessments with rating scales in relation to the pharmacokinetics of levodopa may increase the understanding of how to individualize and fine-tune treatments. OBJECTIVES: This study aimed to investigate the pharmacokinetic profiles of levodopa-carbidopa and the motor function following a single-dose microtablet administration in Parkinson's disease. METHODS: This was a single-center, open-label, single-dose study in 19 patients experiencing motor fluctuations. Patients received 150% of their individual levodopa equivalent morning dose in levodopa-carbidopa microtablets. Blood samples were collected at pre-specified time points. Patients were video recorded and motor function was assessed with six UPDRS part III motor items, dyskinesia score, and the treatment response scale (TRS), rated by three blinded movement disorder specialists. RESULTS: AUC0-4/dose and C max/dose for levodopa was found to be higher in Parkinson's disease patients compared with healthy subjects from a previous study, (p = 0.0008 and p = 0.026, respectively). The mean time to maximum improvement in sum of six UPDRS items score was 78 min (±59) (n = 16), and the mean time to TRS score maximum effect was 54 min (±51) (n = 15). Mean time to onset of dyskinesia was 41 min (±38) (n = 13). CONCLUSIONS: In the PD population, following levodopa/carbidopa microtablet administration in fasting state, the Cmax and AUC0-4/dose were found to be higher compared with results from a previous study in young, healthy subjects. A large between subject variability in response and duration of effect was observed, highlighting the importance of a continuous and individual assessment of motor function in order to optimize treatment effect.


Assuntos
Antiparkinsonianos/uso terapêutico , Carbidopa/uso terapêutico , Levodopa/uso terapêutico , Atividade Motora , Doença de Parkinson/tratamento farmacológico , Comprimidos , Idoso , Idoso de 80 Anos ou mais , Antiparkinsonianos/administração & dosagem , Área Sob a Curva , Carbidopa/administração & dosagem , Feminino , Humanos , Levodopa/administração & dosagem , Masculino , Pessoa de Meia-Idade , Doença de Parkinson/fisiopatologia
9.
Mov Disord ; 32(2): 283-286, 2017 02.
Artigo em Inglês | MEDLINE | ID: mdl-27987231

RESUMO

BACKGROUND: The addition of oral entacapone to levodopa-carbidopa intestinal gel treatment leads to less conversion of levodopa to 3-O-methyldopa, thereby increasing levodopa plasma concentration. The objective of this study was to compare systemic levodopa exposure of the newly developed levodopa-entacapone-carbidopa intestinal gel after a 20% dose reduction with levodopa exposure after the usual levodopa-carbidopa intestinal gel dose in a randomized crossover trial in advanced Parkinson's disease patients. METHODS: In this 48-hour study, 11 patients treated with levodopa-carbidopa intestinal gel were randomized to a treatment sequence. Blood samples were drawn at prespecified times, and patient motor function was assessed according to the treatment response scale. RESULTS: Systemic exposure of levodopa did not differ significantly between treatments (ratio, 1.10 [95% confidence interval, 0.951-1.17]). Treatment response scale scores did not significantly differ between treatments (P = 0.84). CONCLUSIONS: Levodopa-entacapone-carbidopa intestinal gel allowed a lower amount of levodopa administration and was well tolerated. Long-term studies are needed to confirm the results. © 2016 International Parkinson and Movement Disorder Society.


Assuntos
Antiparkinsonianos/farmacologia , Carbidopa/farmacologia , Catecóis/farmacologia , Levodopa/farmacologia , Nitrilas/farmacologia , Doença de Parkinson/tratamento farmacológico , Idoso , Antiparkinsonianos/administração & dosagem , Antiparkinsonianos/farmacocinética , Carbidopa/administração & dosagem , Carbidopa/farmacocinética , Catecóis/administração & dosagem , Catecóis/farmacocinética , Estudos Cross-Over , Combinação de Medicamentos , Feminino , Humanos , Infusões Parenterais , Levodopa/administração & dosagem , Levodopa/farmacocinética , Masculino , Nitrilas/administração & dosagem , Nitrilas/farmacocinética , Resultado do Tratamento
10.
CNS Drugs ; 28(1): 19-27, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-24323838

RESUMO

Development of motor and non-motor complications during the course of Parkinson's disease (PD) is a major challenge for therapeutic management. At advanced disease stages, patients frequently fluctuate between PD symptoms-such as bradykinesia-and dyskinesias, in response to fluctuations in drug concentrations. Continuous subcutaneous infusion of the dopamine agonist apomorphine or intestinal infusion of levodopa reduce such fluctuations in both pharmacokinetics and motor function. This is the basis for the concept of continuous drug delivery in PD, and the more theoretical concept of continuous dopaminergic stimulation. These expressions are sometimes used to describe a treatment that is more continuous in its pharmacokinetic profile or that produces more sustained effects, compared with immediate-release levodopa, i.e. not only pump treatments. For example, sustained-release formulations of levodopa or dopamine agonists, transdermal delivery of rotigotine, and addition of catechol-O-methyltransferase inhibitors or monoamine oxidase-B inhibitors have been developed with the aim to provide more continuous drug concentrations, sustained benefits and minimized side effects. Progress has been made, but there are still knowledge gaps regarding how these treatment alternatives can be optimally used. New treatments are currently being developed to provide the continuous drug delivery that is known to successfully alleviate motor and non-motor complications. Hopefully, although not yet proven, these new methods may also prevent or postpone some of the late-stage complications.


Assuntos
Antiparkinsonianos/farmacologia , Sistemas de Liberação de Medicamentos , Doença de Parkinson/tratamento farmacológico , Animais , Antiparkinsonianos/administração & dosagem , Antiparkinsonianos/farmacocinética , Progressão da Doença , Dopamina/metabolismo , Dopaminérgicos/administração & dosagem , Dopaminérgicos/farmacocinética , Dopaminérgicos/farmacologia , Humanos , Levodopa/administração & dosagem , Doença de Parkinson/fisiopatologia
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