1
|
Emmi A, Mammana A, Sandre M, Baiardi S, Weis L, Rossi M, Magliocchetti F, Savarino E, Russo FP, Porzionato A, Carecchio M, Campagnolo M, Antonini A, Parchi P. Alpha-synuclein RT-QuIC assay in gastroduodenal and skin biopsies of Parkinson disease patients. Ann Clin Transl Neurol 2024. [PMID: 39708331 DOI: 10.1002/acn3.52282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 10/31/2024] [Accepted: 11/29/2024] [Indexed: 12/23/2024] Open
Abstract
In this study, we compared the value of pathological alpha-synuclein (αSyn) seed amplification assay (SAA) in gastric and duodenal biopsies with skin biopsies in Parkinson disease (PD) patients with different disease duration. The accuracy of αSyn SAA was 87.7% in skin, 67.4% in duodenum, and 80.0% in gastric biopsies, with significantly higher sensitivity in advanced PD (skin: 81.8%; gastric: 88.9%; duodenal 58.8%). Misfolded αSyn was detected with higher sensitivity in advanced PD across all matrices, likely reflecting the progression of αSyn pathology. The seeding activity was lower in the duodenal than in the gastric wall, indicating differences in αSyn burden.
Collapse
Affiliation(s)
- Aron Emmi
- Parkinson and Movement Disorders Unit, Department of Neuroscience, Centre for Rare Neurological Diseases (ERN-RND), University of Padova, Padova, Italy
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
- Department of Neuroscience, Institute of Human Anatomy, University of Padova, Padova, Italy
| | - Angela Mammana
- IRCCS, Istituto delle Scienze Neurologiche di Bologna (ISNB), Bologna, Italy
| | - Michele Sandre
- Parkinson and Movement Disorders Unit, Department of Neuroscience, Centre for Rare Neurological Diseases (ERN-RND), University of Padova, Padova, Italy
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
| | - Simone Baiardi
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - Luca Weis
- Institute of Hospitalization and Care of a Scientific Nature (IRCCS), IRCCS San Camillo Hospital, Venezia, Italy
| | - Marcello Rossi
- IRCCS, Istituto delle Scienze Neurologiche di Bologna (ISNB), Bologna, Italy
| | | | - Edoardo Savarino
- Department of Surgery, Oncology and Gastroenterology, Padova University Hospital, Padova, Italy
| | - Francesco Paolo Russo
- Department of Surgery, Oncology and Gastroenterology, Padova University Hospital, Padova, Italy
| | - Andrea Porzionato
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
- Department of Neuroscience, Institute of Human Anatomy, University of Padova, Padova, Italy
| | - Miryam Carecchio
- Parkinson and Movement Disorders Unit, Department of Neuroscience, Centre for Rare Neurological Diseases (ERN-RND), University of Padova, Padova, Italy
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
| | - Marta Campagnolo
- Parkinson and Movement Disorders Unit, Department of Neuroscience, Centre for Rare Neurological Diseases (ERN-RND), University of Padova, Padova, Italy
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
| | - Angelo Antonini
- Parkinson and Movement Disorders Unit, Department of Neuroscience, Centre for Rare Neurological Diseases (ERN-RND), University of Padova, Padova, Italy
- Center for Neurodegenerative Disease Research (CESNE), University of Padova, Padova, Italy
| | - Piero Parchi
- IRCCS, Istituto delle Scienze Neurologiche di Bologna (ISNB), Bologna, Italy
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| |
Collapse
|
2
|
Freire-Álvarez E, Ramírez IL, García-Ramos R, Carrillo F, Santos-García D, Gómez-Esteban JC, Martínez-Castrillo JC, Martínez-Torres I, Madrid-Navarro CJ, Pérez-Navarro MJ, Valero-García F, Vives-Pastor B, Muñoz-Delgado L, Tijero B, Martínez CM, Valls JM, Aler R, Galván IM, Escamilla-Sevilla F. Artificial intelligence for identification of candidates for device-aided therapy in Parkinson's disease: DELIST-PD study. Comput Biol Med 2024; 185:109504. [PMID: 39637457 DOI: 10.1016/j.compbiomed.2024.109504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 11/13/2024] [Accepted: 11/27/2024] [Indexed: 12/07/2024]
Abstract
INTRODUCTION In Parkinson's Disease (PD), despite available treatments focusing on symptom alleviation, the effectiveness of conventional therapies decreases over time. This study aims to enhance the identification of candidates for device-aided therapies (DAT) using artificial intelligence (AI), addressing the need for improved treatment selection in advanced PD stages. METHODS This national, multicenter, cross-sectional, observational study involved 1086 PD patients across Spain. Machine learning (ML) algorithms, including CatBoost, support vector machine (SVM), and logistic regression (LR), were evaluated for their ability to identify potential DAT candidates based on clinical and demographic data. RESULTS The CatBoost algorithm demonstrated superior performance in identifying DAT candidates, with an area under the curve (AUC) of 0.95, sensitivity of 0.91, and specificity of 0.88. It outperformed other ML models in balanced accuracy and negative predictive value. The model identified 23 key features as predictors for suitability for DAT, highlighting the importance of daily "off" time, doses of oral levodopa/day, and PD duration. Considering the 5-2-1 criteria, the algorithm identified a decision threshold for DAT candidates as > 4 times levodopa tablets taken daily and/or ≥1.8 h in daily "off" time. CONCLUSION The study developed a highly discriminative CatBoost model for identifying PD patients candidates for DAT, potentially improving timely and accurate treatment selection. This AI approach offers a promising tool for neurologists, particularly those less experienced with DAT, to optimize referral to Movement Disorder Units.
Collapse
Affiliation(s)
| | | | - Rocio García-Ramos
- Departament of Neurology, Instituto de Neurociencias, Hospital Clínico San Carlos, Madrid, Spain
| | - Fátima Carrillo
- Movement Disorders Unit, Neurology and Clinical Neurophysiology department, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Spain
| | - Diego Santos-García
- Departament of Neurology, Complejo Hospitalario Universitario de A Coruña-INIBIC, A Coruña, Spain
| | | | | | | | - Carlos J Madrid-Navarro
- Departament of Neurology, Hospital Universitario Virgen de las Nieves, Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain
| | - María José Pérez-Navarro
- Departament of Neurology, Hospital Universitario Virgen de las Nieves, Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain
| | | | | | - Laura Muñoz-Delgado
- Movement Disorders Unit, Neurology and Clinical Neurophysiology department, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Spain
| | - Beatriz Tijero
- Neurodegenerative Diseases Group, Biobizkaia Health Research Institute, Barakaldo, Spain; Department of Neurology, Cruces University Hospital-OSAKIDETZA, Barakaldo, Spain
| | | | - José M Valls
- Department of Computer Science, Universidad Carlos III de Madrid, Madrid, Spain
| | - Ricardo Aler
- Department of Computer Science, Universidad Carlos III de Madrid, Madrid, Spain
| | - Inés M Galván
- Department of Computer Science, Universidad Carlos III de Madrid, Madrid, Spain
| | - Francisco Escamilla-Sevilla
- Departament of Neurology, Hospital Universitario Virgen de las Nieves, Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain.
| |
Collapse
|
3
|
Moes HR, Dafsari HS, Jost WH, Kovacs N, Pirtošek Z, Henriksen T, Falup-Pecurariu C, Minár M, Buskens E, van Laar T. Grasping the big picture: impact analysis of screening tools for timely referral for device-aided therapies. J Neural Transm (Vienna) 2024; 131:1295-1305. [PMID: 39007919 PMCID: PMC11502603 DOI: 10.1007/s00702-024-02783-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 05/03/2024] [Indexed: 07/16/2024]
Abstract
Several screening tools are available to assist general neurologists in the timely identification of patients with advanced Parkinson's disease (PD) who may be eligible for referral for a device-aided therapy (DAT). However, it should be noted that not all of these clinical decision rules have been developed and validated in a thorough and consistent manner. Furthermore, only a limited number of head-to-head comparisons have been performed. Available studies suggest that D-DATS has a higher positive predictive value and higher specificity than the 5-2-1 criteria, while the sensitivity of both screening tools is similar. However, unanswered questions remain regarding the validity of the decision rules, such as whether the diagnostic performance measures from validation studies are generalizable to other populations. Ultimately, the question is whether a screening tool will effectively and efficiently improve the quality of life of patients with PD. To address this key question, an impact analysis should be performed. The authors intend to set up a multinational cluster randomised controlled trial to compare the D-DATS and 5-2-1 criteria on the downstream consequences of implementing these screening tools, with a particular focus on the impact on disability and quality of life.
Collapse
Affiliation(s)
- H R Moes
- Department of Neurology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.
| | - H S Dafsari
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - W H Jost
- Parkinson-Klinik Ortenau, Kreuzbergstr. 12‑16, Wolfach, 77709, Germany
| | - N Kovacs
- Department of Neurology, University of Pecs, Medical School, 48-as tér 1, Pecs, Hungary
| | - Z Pirtošek
- Department of Neurology, University Medical Center, Ljubljana, Slovenia
- Department of Neurology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - T Henriksen
- Movement Disorder Clinic, University Hospital of Bispebjerg, Copenhagen, Denmark
| | - C Falup-Pecurariu
- Department of Neurology, Faculty of Medicine, County Clinic Hospital, Faculty of Medicine, Transylvania University, Braşov, Romania
| | - M Minár
- Second Department of Neurology, Faculty of Medicine, Comenius University Bratislava, Bratislava, Slovakia
| | - E Buskens
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - T van Laar
- Department of Neurology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| |
Collapse
|
4
|
Phokaewvarangkul O, Auffret M, Groppa S, Markovic V, Petrovic I, Bhidayasiri R. What was first and what is next in selecting device-aided therapy in Parkinson's disease? Balancing evidence and experience. J Neural Transm (Vienna) 2024; 131:1307-1320. [PMID: 38747986 DOI: 10.1007/s00702-024-02782-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Accepted: 04/29/2024] [Indexed: 10/25/2024]
Abstract
Parkinson's disease (PD) progresses with motor fluctuations emerging several years after treatment initiation. Initially managed with oral medications, these fluctuations may later necessitate device-aided therapy (DATs). Globally, various DATs options are available, including continuous subcutaneous apomorphine infusion, deep brain stimulation, levodopa-carbidopa intestinal gel, levodopa-entacapone-carbidopa intestinal gel, and subcutaneous foslevodopa/foscarbidopa infusion, each with its complexities. Hence, matching complex patients with suitable therapy is critical. This review offers practical insights for physicians managing complex PD cases. Balancing evidence and experience is vital to select the most suitable DATs, considering factors like disease stage and patient preferences. Comparative analysis of DATs benefits and risks provides essential insights for clinicians and patients. Treatment sequences vary based on availability, patient needs, and disease progression. Less invasive options like apomorphine are often preferred initially, followed by other DATs if needed. Patient selection requires comprehensive evaluations, including motor function and cognitive status. Follow-up care involves symptom monitoring and adjusting medications. Customized treatment plans are essential for optimizing PD management with DATs.
Collapse
Affiliation(s)
- Onanong Phokaewvarangkul
- Chulalongkorn Centre of Excellence for Parkinson's Disease and Related Disorders, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand
| | - Manon Auffret
- France Développement Electronique (FDE), Monswiller, France, Institut Des Neurosciences Cliniques de Rennes (INCR), Rennes, France, Behavior and Basal Ganglia Research Unit, CIC-IT, CIC1414, Pontchaillou University Hospital and University of Rennes, Rennes, France
| | - Sergiu Groppa
- Movement Disorders and Neurostimulation, Department of Neurology, Focus Program Translational Neuroscience (FTN), Rhine-Main Neuroscience Network (rmn2), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Vladana Markovic
- Neurology Clinic, University Clinical Center of Serbia, Belgrade, Serbia
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Igor Petrovic
- Neurology Clinic, University Clinical Center of Serbia, Belgrade, Serbia
- Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Roongroj Bhidayasiri
- Chulalongkorn Centre of Excellence for Parkinson's Disease and Related Disorders, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand.
- The Academy of Science, The Royal Society of Thailand, Bangkok, Thailand.
| |
Collapse
|
5
|
Saengphatrachai W, Thanapermpool K, Srikajon J, Pitakpatapee Y, Sangpeamsook T, Wangthumrong T, Pisarnpong A, Srivanitchapoom P. Prevalence of Thai patients with advanced Parkinson's disease and external validation of the 5-2-1 Criteria and the CDEPA Questionnaire: A single-centered, cross-sectional study. Clin Neurol Neurosurg 2024; 243:108390. [PMID: 38917746 DOI: 10.1016/j.clineuro.2024.108390] [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: 04/05/2024] [Revised: 05/29/2024] [Accepted: 06/09/2024] [Indexed: 06/27/2024]
Abstract
BACKGROUND Advanced stage of Parkinson's disease (APD) diagnosis is challenging for general neurologists. The 5-2-1 Criteria and the Cuestionario De Enfermedad de Parkinson Avanzada (CDEPA) have been validated for screening for APD. OBJECTIVE This article reports the period-prevalence of APD defined by a movement disorder expert, the 5-2-1 Criteria, and CDEPA and to improve the screening performance of the 5-2-1 Criteria METHODS: A cross-sectional retrospective study at the Parkinson's disease (PD) clinic of a tertiary hospital in Bangkok, Thailand amongst all PD patients aged ≥ 18 years was performed from January 2016 to January 2020. We compared the characteristics of APD and non-APD patients. We externally validated the 5-2-1 Criteria and CDEPA. We explored improving the 5-2-1 Criteria. RESULTS Of 480 PD patients with complete data, the period-prevalence of APD by the movement disorder expert, the 5-2-1 Criteria and CDEPA were 37.1 %, 48.5 %, and 27.5 %, respectively. Adding requiring help with an activity of daily living and freezing of gait to the original 5-2-1 Criteria enhanced the sensitivity from 86.5 % (95 %CI 80.6, 91.2) to 94.9 % (95 %CI 90.6, 97.7) and negative predictive value (NPV) from 90.3 % (95 %CI 85.9, 93.7) to 96 % (95 %CI 92.6, 98.2). However, the CDEPA had a sensitivity of 62.9 % (95 %CI 55.4, 70) and NPV of 81.0 (95 %CI 76.5, 85). CONCLUSION The 5-2-1 Criteria had a good screening tool performance for general neurologists to refer APD patients for optimal treatments. The modified 5-2-1 Criteria had better performance than the original one. External validation is needed.
Collapse
Affiliation(s)
- Weerawat Saengphatrachai
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Kanamol Thanapermpool
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Jindapa Srikajon
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Yuvadee Pitakpatapee
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Tanita Sangpeamsook
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Takarn Wangthumrong
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Apichart Pisarnpong
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; Brain Center, Bangkok Hospital Headquarters, Bangkok Dusit Medical Services, Bangkok 10310, Thailand
| | - Prachaya Srivanitchapoom
- Division of Neurology, Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand.
| |
Collapse
|
6
|
Antonini A, Chaudhuri KR, Domingos J, Jimenez-Shahed J, Wright J, Yan CH, Alobaidi A, Bergmann L, Onuk K, Harmer L, Malaty IA. Response to letter to the editor regarding "Does the 5-2-1 criteria identify patients with advanced Parkinson's disease? Real-world screening accuracy and burden of 5-2-1-positive patients in 7 countries". BMC Neurol 2024; 24:266. [PMID: 39080589 PMCID: PMC11290257 DOI: 10.1186/s12883-024-03691-3] [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: 03/22/2024] [Accepted: 05/24/2024] [Indexed: 08/02/2024] Open
Abstract
The 5-2-1 criteria was developed to facilitate the identification and referral of patients with Parkinson's Disease (PD) inadequately controlled by oral medications. The criterion was not developed to screen patients with PD for device-aided therapy eligibility. The robust design and validation of the 5-2-1 criteria minimizes over or inappropriate referrals, and supports physicians in the timely identification of patients with PD who may warrant further evaluation for treatment optimization. This response letter clarifies concerns raised by Moes et al.
Collapse
Affiliation(s)
- Angelo Antonini
- Parkinson and Movement Disorders Unit, Department of Neuroscience, University of Padua, Padua, Italy
| | - K Ray Chaudhuri
- Parkinson Foundation Centre of Excellence, King's College Hospital and King's College, London, UK
| | - Josefa Domingos
- European Parkinson's Disease Association (EPDA), Sevenoaks, UK
- Grupo de patologia médica, nutrição e exercício clínico (PaMNEC) do CiiEM, Lisbon, Portugal
| | - Joohi Jimenez-Shahed
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | | | | | | | | | | | - Irene A Malaty
- Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, USA.
| |
Collapse
|
7
|
Meyer M, Spitz E, Colnat-Coulbois S, Benatru I, Guehl D, Hainque E, Rolland AS, Corvol JC, Devilliers H, Schwan R, Devos D. Development and validation of the DBS-PS (Deep Brain Stimulation-Perception Scale): Assessing parkinsonian patients' expectations to prevent post-operative disappointment? J Neurol Sci 2024; 462:123093. [PMID: 38908172 DOI: 10.1016/j.jns.2024.123093] [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: 02/14/2024] [Revised: 05/17/2024] [Accepted: 06/11/2024] [Indexed: 06/24/2024]
Abstract
BACKGROUND Recent literature suggests that taking into consideration and evaluating preoperative expectations of Parkinson's disease (PD) patients candidates to deep brain stimulation (DBS), can contribute to treatment effectiveness. However, few validated instruments investigating preoperative expectations are available. We present the development and validation of the DBS-PS (Deep Brain Stimulation - Perception Scale). METHODS The DBS-PS is an 11 questions self-administered scale, with answers rated on a 10-point Likert scale (1 completely false, 10 completely true). Items were generated on the basis of patient's interviews analyzed by an expert group and reached consensus. The scale is divided into three domains: expectations for PD, expectations for social-life and leisure, expectations for intimate life. Exploratory factor analysis (EFA) completed by item response theory (IRT) analysis was conducted to validate the theoretical structure of the DBS-PS. RESULTS 64 PD patients aged 59.18 (SD = 5.74) years with PD diagnosed since 9.36 (SD = 4.09) years completed the DBS-PS preoperatively. EFA confirmed a 3 factors scale structure (eigenvalue >1) explaining 69% of variance (factor 1: 43%; factor 2: 17%; factor 3: 9%). Reliability (Cronbach's α: 0.714 for factor 1, 0.781 for factor 2, 0.889 for factor 3) and discriminant validity (Pearson coefficient r < 0.50) were satisfactory. IRT showed good model fit, preserved unidimensionality, but some local dependences were observed. CONCLUSION The DBS-PS shows satisfactory psychometric properties. It is easy to administer in routine practice with preoperative PD patients. It constitutes an interesting basis for cognitive restructuring before neurosurgery, by highlighting dysfunctional cognitions and measuring the benefits of cognitive restructuring therapy.
Collapse
Affiliation(s)
- Mylène Meyer
- Service de neurologie, CHRU Nancy, 54000 Nancy, France.
| | - Elisabeth Spitz
- Université de Lorraine, UMR 1319 INSPIIRE, Equipe Psychologie de la Santé de Metz (EPSAM), Metz, France
| | | | - Isabelle Benatru
- Service de Neurologie, Centre Expert Parkinson, CIC-INSERM 1402, CHU Poitiers, NS-PARK/FCRIN Network, 86000 Poitiers, France
| | - Dominique Guehl
- Service d'Explorations Fonctionnelles du Système Nerveux, Institut des Maladies Neurodégénératives Cliniques, CHU de Bordeaux, NS-PARK/FCRIN Network, Bordeaux, France
| | - Elodie Hainque
- Université Sorbonne, Assistance Publique Hôpitaux de Paris, Paris Brain Institute, Inserm, CNRS, Service de neurologie, Centre d'Investigation Clinique neurosciences, NS-PARK/FCRIN Network, Paris, France
| | - Anne-Sophie Rolland
- Université de Lille, INSERM, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, LICEND, NS-PARK/FCRIN Network, Lille, France
| | - Jean-Christophe Corvol
- Université Sorbonne, Assistance Publique Hôpitaux de Paris, Paris Brain Institute, Inserm, CNRS, Service de neurologie, Centre d'Investigation Clinique neurosciences, NS-PARK/FCRIN Network, Paris, France
| | - Hervé Devilliers
- Centre Hospitalier Universitaire de Dijon, Hôpital François Mitterrand, service de médecine interne et maladies systémiques (médecine interne 2) et Centre d'Investigation Clinique, Inserm CIC-EC 1432, 3 rue du FBG Raines, 21000 Dijon, France
| | - Raymund Schwan
- Centre Psychothérapique de Nancy, 1 rue du Docteur Archambault, BP11010 Laxou Cedex, France; Université de Lorraine, INSERM, CHU Nancy, U1254 - Imagerie Adaptative Diagnostique et Interventionnelle, Nancy, France
| | - David Devos
- Université de Lille, INSERM, CHU Lille, U1172 - LilNCog - Lille Neuroscience & Cognition, LICEND, NS-PARK/FCRIN Network, Lille, France; CHU Lille, Neurology and Movement Disorders Department, Reference Center for Parkinson's Disease, NS-PARK/FCRIN Network, Lille, France
| |
Collapse
|
8
|
Südmeyer M, Pedrosa DJ, Siebecker F, Arlt C, Kopra JJ, Jost WH. Utilization of MANAGE-PD Tool in a Real-World Setting in Germany: A Cross-Sectional Study. Brain Sci 2024; 14:630. [PMID: 39061371 PMCID: PMC11275059 DOI: 10.3390/brainsci14070630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 06/18/2024] [Accepted: 06/19/2024] [Indexed: 07/28/2024] Open
Abstract
MANAGE-PD is a validated, web-based tool to assist physicians in identifying patients with Parkinson's disease (PD) whose symptoms are inadequately controlled by oral medication. Also, a modified patient version of MANAGE-PD (Parkinson Check) is available in Germany. However, prospective research into the clinical utility of MANAGE-PD is lacking. This non-interventional study aimed to assess the real-world clinical utility of the MANAGE-PD and Parkinson Check in PD patients attending a single visit at specialist clinics and neurologist practices in Germany in 2022. Participants' disease control was rated by the physicians using their own judgment, and by completing the MANAGE-PD, and by the patients completing the Parkinson Check. Concordance was calculated between the unassisted physician's assessment and the outcome of MANAGE-PD, as well as the Parkinson Check. A total of 278 patients from 19 sites were included in the analyses, of whom 160 patients (57.6%) were assigned to the same category of disease control by physicians' judgment and the MANAGE-PD. Concordance was higher in patients treated in specialist clinics (63.9%) than in neurologist practices (43.7%). Concordance between physicians' and patients' responses was high (>80%) for each question in the Parkinson Check. MANAGE-PD proved to be especially valuable for general neurologists in identifying patients who should be referred to specialist clinics. The Parkinson Check self-assessment generated promising outcomes that merit its more widespread use.
Collapse
Affiliation(s)
- Martin Südmeyer
- Department of Neurology, Ernst-von-Bergmann Klinikum, 14467 Potsdam, Germany
- Department of Neurology, Medical Faculty, University Düsseldorf, 40225 Düsseldorf, Germany
| | - David J. Pedrosa
- Department of Neurology, Philipps-University Marburg, 35037 Marburg, Germany;
| | | | | | | | | |
Collapse
|
9
|
Moes HR, Buskens E, van Laar T. Comment on "Does the 5-2-1 criteria identify patients with advanced Parkinson's disease? Real-world screening accuracy and burden of 5-2-1-positive patients in 7 countries". BMC Neurol 2024; 24:189. [PMID: 38840056 PMCID: PMC11151576 DOI: 10.1186/s12883-024-03692-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 05/24/2024] [Indexed: 06/07/2024] Open
Abstract
The 5-2-1 criteria are intended to help general neurologists identify patients with advanced Parkinson's disease who may benefit from treatment optimisation, such as with a device-aided therapy. Although the 5-2-1 criteria claim to address an unmet need, we urge readers to cautiously interpret the results of this validation study.
Collapse
Affiliation(s)
- Harmen R Moes
- Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands.
| | - Erik Buskens
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Teus van Laar
- Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, 9713 GZ, The Netherlands
| |
Collapse
|
10
|
Godoy Junior CA, Miele F, Mäkitie L, Fiorenzato E, Koivu M, Bakker LJ, Groot CUD, Redekop WK, van Deen WK. Attitudes Toward the Adoption of Remote Patient Monitoring and Artificial Intelligence in Parkinson's Disease Management: Perspectives of Patients and Neurologists. THE PATIENT 2024; 17:275-285. [PMID: 38182935 DOI: 10.1007/s40271-023-00669-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/10/2023] [Indexed: 01/07/2024]
Abstract
OBJECTIVE Early detection of Parkinson's Disease (PD) progression remains a challenge. As remote patient monitoring solutions (RMS) and artificial intelligence (AI) technologies emerge as potential aids for PD management, there's a gap in understanding how end users view these technologies. This research explores patient and neurologist perspectives on AI-assisted RMS. METHODS Qualitative interviews and focus-groups were conducted with 27 persons with PD (PwPD) and six neurologists from Finland and Italy. The discussions covered traditional disease progression detection and the prospects of integrating AI and RMS. Sessions were recorded, transcribed, and underwent thematic analysis. RESULTS The study involved five individual interviews (four Italian participants and one Finnish) and six focus-groups (four Finnish and two Italian) with PwPD. Additionally, six neurologists (three from each country) were interviewed. Both cohorts voiced frustration with current monitoring methods due to their limited real-time detection capabilities. However, there was enthusiasm for AI-assisted RMS, contingent upon its value addition, user-friendliness, and preservation of the doctor-patient bond. While some PwPD had privacy and trust concerns, the anticipated advantages in symptom regulation seemed to outweigh these apprehensions. DISCUSSION The study reveals a willingness among PwPD and neurologists to integrate RMS and AI into PD management. Widespread adoption requires these technologies to provide tangible clinical benefits, remain user-friendly, and uphold trust within the physician-patient relationship. CONCLUSION This study offers insights into the potential drivers and barriers for adopting AI-assisted RMS in PD care. Recognizing these factors is pivotal for the successful integration of these digital health tools in PD management.
Collapse
Affiliation(s)
- Carlos Antonio Godoy Junior
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA, Rotterdam, Netherlands.
| | - Francesco Miele
- Department of Political and Social Sciences, University of Trieste, Trieste, Italy
| | - Laura Mäkitie
- Department of Neurology, Brain Center, Helsinki University Hospital, Helsinki, Finland
- Department of Clinical Neurosciences, University of Helsinki, Helsinki, Finland
| | | | - Maija Koivu
- Department of Neurology, Brain Center, Helsinki University Hospital, Helsinki, Finland
- Department of Clinical Neurosciences, University of Helsinki, Helsinki, Finland
| | - Lytske Jantien Bakker
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA, Rotterdam, Netherlands
| | - Carin Uyl-de Groot
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA, Rotterdam, Netherlands
| | - William Ken Redekop
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA, Rotterdam, Netherlands
| | - Welmoed Kirsten van Deen
- Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Burgemeester Oudlaan 50, 3062 PA, Rotterdam, Netherlands
| |
Collapse
|
11
|
Ueno T, Haga R, Arai A, Tomiyama M. Quality of life assessment when considering the introduction of device-assisted therapies in advanced Parkinson's disease: A retrospective observational cross-sectional study. J Neurol Sci 2024; 457:122890. [PMID: 38232467 DOI: 10.1016/j.jns.2024.122890] [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: 09/11/2023] [Revised: 12/05/2023] [Accepted: 01/11/2024] [Indexed: 01/19/2024]
Abstract
INTRODUCTION Device-aided therapy (DAT) is an established treatment for improving the quality of life (QOL) in individuals with advanced Parkinson's disease (APD). Criteria for starting DAT, including motor and non-motor symptoms, have been proposed. However, it remains unclear whether QOL differences among patients with APD influence DAT introduction. Therefore, we aimed to investigate QOL differences between patients with and without DAT introduction. METHODS This retrospective observational cross-sectional study included 245 patients with PD who were followed up between January 1, 2020, and June 30, 2022. We defined cases that underwent DAT introduction after evaluation as "planned-DAT" and those that did not as "not-planned-DAT." We performed between-group comparisons of the PD questionnaire-39 (PDQ-39) summary index (SI) in patients with APD who met the 5-2-1 criteria (≥5 times the oral levodopa dose/day, ≥2 h of "off" symptoms/day, and ≥ 1 h of troublesome dyskinesia/day). RESULTS Seventy-nine patients met the inclusion criteria for APD (median age: 68 [61.0-73.0] years; 62.8% [N = 52] women). The PDQ-39 SI scores were higher in the planned-DAT group (N = 12) than in the not-planned-DAT group (N = 67) (29.2 [22.1-33.6] vs. 19.0 [10.3-49.6] points, P < 0.05). After propensity-score matching according to age and sex, the PDQ-39 SI scores remained higher in the planned-DAT (N = 9) than in the not-planned-DAT group (N = 18) (40.0 [25.4-60.0] vs. 18.5 [7.9-46.8] points, P < 0.05). CONCLUSIONS Our results suggest that QOL assessment using PDQ-39 can be used to identify patients eligible for DAT.
Collapse
Affiliation(s)
- Tatsuya Ueno
- Department of Neurology, Aomori Prefectural Central Hospital, Aomori, Japan.
| | - Rie Haga
- Department of Neurology, Aomori Prefectural Central Hospital, Aomori, Japan
| | - Akira Arai
- Department of Neurology, Aomori Prefectural Central Hospital, Aomori, Japan
| | - Masahiko Tomiyama
- Department of Neurology, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| |
Collapse
|
12
|
Fung VSC, Aldred J, Arroyo MP, Bergquist F, Boon AJW, Bouchard M, Bray S, Dhanani S, Facheris MF, Fisseha N, Freire-Alvarez E, Hauser RA, Jeong A, Jia J, Kukreja P, Soileau MJ, Spiegel AM, Talapala S, Tarakad A, Urrea-Mendoza E, Zamudio J, Pahwa R. Continuous subcutaneous foslevodopa/foscarbidopa infusion for the treatment of motor fluctuations in Parkinson's disease: Considerations for initiation and maintenance. Clin Park Relat Disord 2024; 10:100239. [PMID: 38419617 PMCID: PMC10900117 DOI: 10.1016/j.prdoa.2024.100239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 01/19/2024] [Accepted: 01/29/2024] [Indexed: 03/02/2024] Open
Abstract
Background As Parkinson's disease (PD) advances, management is challenged by an increasingly variable and inconsistent response to oral dopaminergic therapy, requiring special considerations by the provider. Continuous 24 h/day subcutaneous infusion of foslevodopa/foscarbidopa (LDp/CDp) provides steady dopaminergic stimulation that can reduce symptom fluctuation. Objective Our aim is to review the initiation, optimization, and maintenance of LDp/CDp therapy, identify possible challenges, and share potential mitigations. Methods Review available LDp/CDp clinical trial data for practical considerations regarding the management of patients during LDp/CDp therapy initiation, optimization, and maintenance based on investigator clinical trial experience. Results LDp/CDp initiation, optimization, and maintenance can be done without hospitalization in the clinic setting. Continuous 24 h/day LDp/CDp infusion can offer more precise symptom control than oral medications, showing improvements in motor fluctuations during both daytime and nighttime hours. Challenges include infusion-site adverse events for which early detection and prompt management may be required, as well as systemic adverse events (eg, hallucinations) that may require adjustment of the infusion rate or other interventions. A learning curve should be anticipated with initiation of therapy, and expectation setting with patients and care partners is key to successful initiation and maintenance of therapy. Conclusion Continuous subcutaneous infusion of LDp/CDp represents a promising therapeutic option for individuals with PD. Individualized dose optimization during both daytime and nighttime hours, coupled with patient education, and early recognition of certain adverse events (plus their appropriate management) are required for the success of this minimally invasive and highly efficacious therapy.
Collapse
Affiliation(s)
- Victor S C Fung
- Movement Disorders Unit, Westmead Hospital, Westmead, NSW, Australia
- Sydney Medical School, University of Sydney, Sydney, NSW, Australia
| | - Jason Aldred
- Inland Northwest Research, Spokane, WA, USA
- Selkirk Neurology, Spokane, WA, USA
| | | | - Filip Bergquist
- Department of Pharmacology, University of Gothenburg, Gothenburg, Sweden
- Department of Neurology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Agnita J W Boon
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Manon Bouchard
- Clinique Neuro-Lévis, Université Laval, Lévis, QC, Canada
- Centre de Recherche St-Louis, Lévis, QC, Canada
| | - Sarah Bray
- Movement Disorders Unit, Westmead Hospital, Westmead, NSW, Australia
| | - Sara Dhanani
- Banner Sun Health Research Institute, Sun City, AZ, USA
| | | | | | | | - Robert A Hauser
- Parkinson's Disease and Movement Disorders Center, University of South Florida, Tampa, FL, USA
| | | | - Jia Jia
- AbbVie Inc., North Chicago, IL, USA
| | | | | | | | | | - Arjun Tarakad
- Parkinson's Disease Center and Movement Disorders Clinic, Baylor College of Medicine, Houston, TX, USA
| | - Enrique Urrea-Mendoza
- Prisma Health Neurology, Greenville, SC, USA
- School of Medicine, University of South Carolina, Greenville, SC, USA
| | | | - Rajesh Pahwa
- Parkinson's Disease and Movement Disorder Center, University of Kansas Medical Center, Kansas City, KS, USA
| |
Collapse
|
13
|
Figura M, Mrozowicz A, Milanowski Ł, Szlufik S, Raćkowska E, Lypkan H, Friedman A, Koziorowski D, Giebułtowicz J. Impact of Physical Exercise on Levodopa Therapy Across Parkinson's Disease Stages. JOURNAL OF PARKINSON'S DISEASE 2024; 14:1039-1049. [PMID: 38905055 PMCID: PMC11307027 DOI: 10.3233/jpd-230384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 05/20/2024] [Indexed: 06/23/2024]
Abstract
Background Levodopa is the gold standard of treatment in Parkinson's disease (PD). Its clinical effect changes as the disease progresses. Wearing off is a frequent first manifestation of motor fluctuations. Some patients with advanced PD report faster wearing off after physical exercise. Objective The aim was to assess if pharmacokinetics of levodopa is influenced by physical exercise in patients with different disease advancement. Methods 22 patients with PD (12 untreated with levodopa and 10 with motor fluctuations) and 7 healthy controls (HC) were included. Plasma samples were collected at 9 fixed timepoints following administration of levodopa/benserazide 200/50 mg for two days: rest day and standardized physical exercise day. Clinical assessment with Unified Parkinson Disease Rating Scale part III (UPDRS III) was performed in fixed timepoints. Liquid chromatography-tandem mass spectrometry was used to measure levodopa concentrations. Results No differences between the HC, levodopa naïve and advanced PD groups were observed regarding selected pharmacokinetic parameters. In advanced PD and HC no differences in pharmacokinetic parameters of levodopa with and without effort were observed. In levodopa naïve PD group higher mean residence time after rest than after exercise (168.9±48.3 min vs. 145.5±50.8 min; p = 0.026) was observed. In advanced PD group higher UPDRS III score (14.45±5.5 versus 20.9±6.1 points, p = 0.04) was observed after exercise. Conclusions The deterioration of motor status of advanced PD patients after physical effort is not reflected by changes in pharmacokinetics but rather mediated by central mechanisms.
Collapse
Affiliation(s)
- Monika Figura
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Agnieszka Mrozowicz
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Łukasz Milanowski
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Stanisław Szlufik
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Emilia Raćkowska
- Department of Drug Chemistry, Pharmaceutical and Biomedical Analysis, Faculty of Pharmacy, Medical University of Warsaw, Poland
| | - Hanna Lypkan
- Student Scientific Group NEKON, Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Poland
| | - Andrzej Friedman
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Dariusz Koziorowski
- Department of Neurology, Faculty of Health Sciences, Medical University of Warsaw, Warsaw, Poland
| | - Joanna Giebułtowicz
- Department of Drug Chemistry, Pharmaceutical and Biomedical Analysis, Faculty of Pharmacy, Medical University of Warsaw, Poland
| |
Collapse
|
14
|
Anderson P, Higgins V, Courcy JD, Doslikova K, Davis VA, Karavali M, Piercy J. Real-world evidence generation from patients, their caregivers and physicians supporting clinical, regulatory and guideline decisions: an update on Disease Specific Programmes. Curr Med Res Opin 2023; 39:1707-1715. [PMID: 37933204 DOI: 10.1080/03007995.2023.2279679] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 11/01/2023] [Indexed: 11/08/2023]
Abstract
OBJECTIVE To update on and describe the role of Disease Specific Programmes (DSPs), a multi-perspective real-world data (RWD) source, in the context of the evolution of the value and acceptance of real-world evidence (RWE) in clinical, regulatory and guideline decision-making. METHODS DSPs are multi-national, multi-subscriber, multi-therapy cross-sectional surveys incorporating retrospective data collection from patient, caregiver and physician perspectives. Information collected covers the patient journey, including treatment/prescribing patterns and rationale, patient-reported outcomes, impact on work and everyday activities, attitudes towards and perceptions of the condition, adherence to treatment and burden of illness. Published peer-reviewed DSP papers were aligned with current key RWE themes identified in the literature, alongside their contribution to RWE. RESULTS RWE themes examined were: using RWE to inform clinical practice, patient and caregiver engagement, RWE role in supporting health technology assessments and regulatory submissions, informing value-driven healthcare decisions, real-world patient subgroup differences and therapeutic inertia/unmet needs; highlighting patients' and caregivers' experience of living with a disease, disconnect from their physicians, unmet needs and educational gaps. CONCLUSIONS DSPs provide a wealth of RWD in addition to evidence generated by registries, clinical trials and observational research, with wide use for the pharmaceutical industry, government, funding/regulatory bodies, clinical practice guideline insights and, most importantly, informing improvements in people's lives. The depth, breadth and heritage of information collected via DSPs since 1995 is unparalleled, extending understanding of how diseases are managed by physicians in routine clinical practice and why treatment choices are made, patients' perceptions of their disease management, and caregiver burden.
Collapse
|
15
|
Kulisevsky J, Falup-Pecurariu C, Santens P, Jost WH. Towards improved access to device-aided therapies in advanced PD: the importance of cooperation of different disciplines. J Neural Transm (Vienna) 2023; 130:1433-1441. [PMID: 37439943 DOI: 10.1007/s00702-023-02664-z] [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: 06/12/2023] [Accepted: 06/12/2023] [Indexed: 07/14/2023]
Abstract
Managing the many issues in advanced Parkinson's disease (PD) requires education, continuous support, and specialized outpatient care involving a variety of allied healthcare professionals. It would be greatly appreciated if general neurologists and professionals from various disciplines who work with people diagnosed with Parkinson's disease (PwP) could remain knowledgeable about the existing therapies and their respective roles within the treatment continuum. The movement disorders specialist and the PD nurse are key actors in the coordination of a targeted and patient-empowering multidisciplinary approach for advanced PD. Affordable and timely access to these therapies for the PwP who may need them is presently a challenge for health systems. Education, training, and support for all the involved stakeholders in the process of PD care may improve quality of life both for PwP and caregivers, and reduce inadequate, expensive, time-consuming, and unsuccessful prolongation of standard medical therapies.
Collapse
Affiliation(s)
- Jaime Kulisevsky
- Parkinson and Movement Disorders Unit, Sant Pau Hospital, Universitat Autònoma de Barcelona, C/Mas Casanovas 90, 08041, Barcelona, Spain.
- Departament de Medicina, Faculty of Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain.
- CIBERNED (Network Centre for Neurodegenerative Diseases), Barcelona, Spain.
| | - Cristian Falup-Pecurariu
- Faculty of Medicine, Transilvania University of Braşov, Braşov, Romania
- Department of Neurology, County Clinic Hospital, Braşov, Romania
| | - Patrick Santens
- Department of Neurology, Ghent University Hospital, Ghent, Belgium
| | - Wolfgang H Jost
- University Hospital Carl Gustav Carus, Dresden, Saxony, Germany
| |
Collapse
|
16
|
Moes HR, Henriksen T, Sławek J, Phokaewvarangkul O, Buskens E, van Laar T. Tools and criteria to select patients with advanced Parkinson's disease for device-aided therapies: a narrative review. J Neural Transm (Vienna) 2023; 130:1359-1377. [PMID: 37500937 PMCID: PMC10645650 DOI: 10.1007/s00702-023-02656-z] [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: 02/28/2023] [Accepted: 05/16/2023] [Indexed: 07/29/2023]
Abstract
This article provides an overview of the various screening and selection tools which have been developed over the past 25 years to identify patients with Parkinson's disease (PD) possibly eligible for device-aided therapies (DATs). For the available screening tools, we describe the target therapies (subtypes of DAT), development methods, validation data, and their use in clinical practice. In addition, the historical background and potential utility of these screening tools are discussed. The challenges in developing and validating these tools are also addressed, taking into account the differences in population, the local health care organization, and resource availability.
Collapse
Affiliation(s)
- Harmen R Moes
- Department of Neurology, University of Groningen, University Medical Center Groningen, 9713 GZ, Groningen, The Netherlands
| | - Tove Henriksen
- Department of Neurology, Movement Disorder Clinic, Bispebjerg Hospital, Copenhagen, Denmark
| | - Jarosław Sławek
- Department of Neurology, St Adalbert Hospital Copernicus, Gdansk, Poland
- Department of Neurological and Psychiatric Nursing, Faculty of Health Sciences, Medical University of Gdansk, Gdansk, Poland
| | - Onanong Phokaewvarangkul
- Chulalongkorn Center of Excellence for Parkinson Disease & Related Disorders, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, Thailand
| | - Erik Buskens
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Teus van Laar
- Department of Neurology, University of Groningen, University Medical Center Groningen, 9713 GZ, Groningen, The Netherlands.
| |
Collapse
|
17
|
Auffret M, Weiss D, Stocchi F, Vérin M, Jost WH. Access to device-aided therapies in advanced Parkinson's disease: navigating clinician biases, patient preference, and prognostic uncertainty. J Neural Transm (Vienna) 2023; 130:1411-1432. [PMID: 37436446 PMCID: PMC10645670 DOI: 10.1007/s00702-023-02668-9] [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: 05/04/2023] [Accepted: 06/24/2023] [Indexed: 07/13/2023]
Abstract
Device-aided therapies (DAT), which include deep brain stimulation and pump-based continuous dopaminergic stimulation with either levodopa or apomorphine, are among the major advances in the clinical management of Parkinson's disease (PD). Although DAT are being increasingly offered earlier in the disease course, their classical indication remains advanced PD. Theoretically, every patient should be offered transition to DAT when faced with refractory motor and nonmotor fluctuations and functional decline. Worldwide clinical reality is far from these ideal, and, therefore, question the "real-world" equal opportunity of access to DAT for PD patients with advanced PD-even within a single health care system. Differences in access to care, referral pattern (timing and frequency), as well as physician biases (unconscious/implicit or conscious/explicit bias), and patients' preferences or health-seeking behaviour are to be considered. Compared to DBS, little information is available concerning infusion therapies, as well as neurologists' and patients' attitudes towards them. This viewpoint aims to be thought-provoking and to assist clinicians in moving through the process of DAT selection, by including in their decision algorithm their own biases, patient perspective, ethical concerns as well as the current unknowns surrounding PD prognosis and DAT-related long-term side effects for a given patient.
Collapse
Affiliation(s)
- Manon Auffret
- France Développement Electronique (FDE), Monswiller, France.
- Institut des Neurosciences Cliniques de Rennes (INCR), Rennes, France.
- Behavior and Basal Ganglia Research Unit, CIC-IT, CIC1414, Pontchaillou University Hospital and University of Rennes, Rennes, France.
| | - Daniel Weiss
- Centre for Neurology, Department for Neurodegenerative Diseases, Hertie-Institute for Clinical Brain Research, Hoppe-Seyler-Str. 3, 72076, Tübingen, Germany
| | - Fabrizio Stocchi
- University San Raffaele Roma and Institute of Research and Medical Care IRCCS San Raffaele Roma, Rome, Italy
| | - Marc Vérin
- Institut des Neurosciences Cliniques de Rennes (INCR), Rennes, France
- Behavior and Basal Ganglia Research Unit, CIC-IT, CIC1414, Pontchaillou University Hospital and University of Rennes, Rennes, France
- Neurology Department, Pontchaillou University Hospital, rue Henri Le Guilloux, 35000, Rennes, France
| | - Wolfgang H Jost
- Parkinson-Klinik Ortenau, Kreuzbergstr. 12-16, 77709, Wolfach, Germany
| |
Collapse
|
18
|
Alfalahi H, Dias SB, Khandoker AH, Chaudhuri KR, Hadjileontiadis LJ. A scoping review of neurodegenerative manifestations in explainable digital phenotyping. NPJ Parkinsons Dis 2023; 9:49. [PMID: 36997573 PMCID: PMC10063633 DOI: 10.1038/s41531-023-00494-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 03/16/2023] [Indexed: 04/03/2023] Open
Abstract
Neurologists nowadays no longer view neurodegenerative diseases, like Parkinson's and Alzheimer's disease, as single entities, but rather as a spectrum of multifaceted symptoms with heterogeneous progression courses and treatment responses. The definition of the naturalistic behavioral repertoire of early neurodegenerative manifestations is still elusive, impeding early diagnosis and intervention. Central to this view is the role of artificial intelligence (AI) in reinforcing the depth of phenotypic information, thereby supporting the paradigm shift to precision medicine and personalized healthcare. This suggestion advocates the definition of disease subtypes in a new biomarker-supported nosology framework, yet without empirical consensus on standardization, reliability and interpretability. Although the well-defined neurodegenerative processes, linked to a triad of motor and non-motor preclinical symptoms, are detected by clinical intuition, we undertake an unbiased data-driven approach to identify different patterns of neuropathology distribution based on the naturalistic behavior data inherent to populations in-the-wild. We appraise the role of remote technologies in the definition of digital phenotyping specific to brain-, body- and social-level neurodegenerative subtle symptoms, emphasizing inter- and intra-patient variability powered by deep learning. As such, the present review endeavors to exploit digital technologies and AI to create disease-specific phenotypic explanations, facilitating the understanding of neurodegenerative diseases as "bio-psycho-social" conditions. Not only does this translational effort within explainable digital phenotyping foster the understanding of disease-induced traits, but it also enhances diagnostic and, eventually, treatment personalization.
Collapse
Affiliation(s)
- Hessa Alfalahi
- Department of Biomedical Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates.
- Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates.
| | - Sofia B Dias
- Department of Biomedical Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- CIPER, Faculdade de Motricidade Humana, University of Lisbon, Lisbon, Portugal
| | - Ahsan H Khandoker
- Department of Biomedical Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Kallol Ray Chaudhuri
- Parkinson Foundation, International Center of Excellence, King's College London, Denmark Hills, London, UK
- Department of Basic and Clinical Neurosciences, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, UK
| | - Leontios J Hadjileontiadis
- Department of Biomedical Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece
| |
Collapse
|
19
|
Moes HR, Ten Kate JM, Portman AT, van Harten B, van Kesteren ME, Mondria T, Lunter G, Buskens E, van Laar T. Timely referral for device-aided therapy in Parkinson's disease. Development of a screening tool. Parkinsonism Relat Disord 2023; 109:105359. [PMID: 36958065 DOI: 10.1016/j.parkreldis.2023.105359] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 02/08/2023] [Accepted: 03/05/2023] [Indexed: 03/11/2023]
Abstract
BACKGROUND Timely referral of Parkinson's disease (PD) patients to specialized centers for treatment with device-aided therapies (DAT) is suboptimal. OBJECTIVE To develop a screening tool for timely referral for DAT in PD and to compare the tool with the published 5-2-1 criteria. METHODS A cross-sectional, observational study was performed in 8 hospitals in the catchment area of a specialized movement disorder center in the Northern part of the Netherlands. The target population comprised PD patients not yet on DAT visiting the outpatient clinic of participating hospitals. The primary outcome was apparent eligibility for referral for DAT based on consensus by a panel of 5 experts in the field of DAT. Multivariable logistic regression modelling was used to develop a screening tool for eligibility for referral for DAT. Potential predictors were patient and disease characteristics as observed by attending neurologists. RESULTS In total, 259 consecutive PD patients were included, of whom 17 were deemed eligible for referral for DAT (point prevalence: 6.6%). Presence of response fluctuations and troublesome dyskinesias were the strongest independent predictors of being considered eligible. Both variables were included in the final model, as well as levodopa equivalent daily dose. Decision curve analysis revealed the new model outperforms the 5-2-1 criteria. A simple chart was constructed to provide guidance for referral. Discrimination of this simplified scoring system proved excellent (AUC after bootstrapping: 0.97). CONCLUSIONS Awaiting external validation, the developed screening tool already appears promising for timely referral and subsequent treatment with DAT in patients with PD.
Collapse
Affiliation(s)
- Harmen R Moes
- University of Groningen, University Medical Center Groningen, Department of Neurology, Groningen, the Netherlands.
| | - Jolien M Ten Kate
- University of Groningen, University Medical Center Groningen, Department of Neurology, Groningen, the Netherlands
| | - Axel T Portman
- Treant Zorggroep, Department of Neurology, Stadskanaal, the Netherlands
| | - Barbera van Harten
- Medical Center Leeuwarden, Department of Neurology, Leeuwarden, the Netherlands
| | | | - Tjeerd Mondria
- Antonius Hospital, Department of Neurology, Sneek, the Netherlands
| | - Gerton Lunter
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, the Netherlands
| | - Erik Buskens
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, the Netherlands
| | - Teus van Laar
- University of Groningen, University Medical Center Groningen, Department of Neurology, Groningen, the Netherlands
| |
Collapse
|
20
|
van Laar T, Chaudhuri KR, Antonini A, Henriksen T, Trošt M. Infusion Therapies in the Treatment of Parkinson's Disease. JOURNAL OF PARKINSON'S DISEASE 2023; 13:641-657. [PMID: 37334617 PMCID: PMC10473148 DOI: 10.3233/jpd-225112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 05/04/2023] [Indexed: 06/20/2023]
Abstract
Oral levodopa is the gold-standard therapy for treating Parkinson's disease (PD) but after a few years of treatment the therapeutic window narrows, and patients often experience various treatment-related complications. Patients in this advanced PD stage may benefit from alternative therapy, such as continuous intrajejunal delivery of levodopa-carbidopa intestinal gel (LCIG; or carbidopa-levodopa enteral suspension), continuous intrajejunal delivery of levodopa-carbidopa-entacapone intestinal gel, or continuous subcutaneous apomorphine infusion. Consideration and initiation of infusion therapies in advanced PD are suggested before the onset of major disability. The present review summarizes clinical evidence for infusion therapy in advanced PD management, discusses available screening tools for advanced PD, and provides considerations around optimal use of infusion therapy.
Collapse
Affiliation(s)
- Teus van Laar
- Department of Neurology, University Medical Center Groningen, University of Groningen, The Netherlands
| | - K. Ray Chaudhuri
- Parkinson’s Foundation International Centre of Excellence, King’s College Hospital, London, UK
- Psychology & Neuroscience, King’s College Institute of Psychiatry, London, UK
| | - Angelo Antonini
- Parkinson and Movement Disorders Unit, Study Center on Neurodegeneration (CESNE), Department of Neuroscience, Padua University, Padua, Italy
| | - Tove Henriksen
- Department of Neurology, Movement Disorder Clinic, University Hospital of Bispebjerg, Copenhagen, Denmark
| | - Maja Trošt
- Department of Neurology, University Medical Centre Ljubljana, Slovenia, Faculty of Medicine, University of Ljubljana, Slovenia
| |
Collapse
|
21
|
Santos-García D, de Deus Fonticoba T, Bartolomé CC, Painceiras MJF, Castro ES, Canfield H, Miró CM, Jesús S, Aguilar M, Pastor P, Planellas L, Cosgaya M, Caldentey JG, Caballol N, Legarda I, Hernández-Vara J, Cabo I, Manzanares LL, Aramburu IG, Rivera MAÁ, Mayordomo VG, Nogueira V, Puente V, García-Soto JD, Borrué C, Vila BS, Sauco MÁ, Vela L, Escalante S, Cubo E, Padilla FC, Castrillo JCM, Alonso PS, Losada MGA, Ariztegui NL, Gastón I, Kulisevsky J, Estrada MB, Seijo M, Martínez JR, Valero C, Kurtis M, de Fábregues O, Ardura JG, Redondo RA, Ordás C, Díaz LML, McAfee D, Martinez-Martin P, Mir P. Motor Fluctuations Development Is Associated with Non-Mostor Symptoms Burden Progression in Parkinson’s Disease Patients: A 2-Year Follow-Up Study. Diagnostics (Basel) 2022; 12:diagnostics12051147. [PMID: 35626303 PMCID: PMC9140605 DOI: 10.3390/diagnostics12051147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 04/28/2022] [Accepted: 04/29/2022] [Indexed: 12/10/2022] Open
Abstract
Objective: The aim of the present study was to analyze the progression of non-motor symptoms (NMS) burden in Parkinson’s disease (PD) patients regarding the development of motor fluctuations (MF). Methods: PD patients without MF at baseline, who were recruited from January 2016 to November 2017 (V0) and evaluated again at a 2-year follow-up (V2) from 35 centers of Spain from the COPPADIS cohort, were included in this analysis. MF development at V2 was defined as a score ≥ 1 in the item-39 of the UPDRS-Part IV, whereas NMS burden was defined according to the Non-motor Symptoms Scale (NMSS) total score. Results: Three hundred and thirty PD patients (62.67 ± 8.7 years old; 58.8% males) were included. From V0 to V2, 27.6% of the patients developed MF. The mean NMSS total score at baseline was higher in those patients who developed MF after the 2-year follow-up (46.34 ± 36.48 vs. 34.3 ± 29.07; p = 0.001). A greater increase in the NMSS total score from V0 to V2 was observed in patients who developed MF (+16.07 ± 37.37) compared to those who did not develop MF (+6.2 ± 25.8) (p = 0.021). Development of MF after a 2-year follow-up was associated with an increase in the NMSS total score (β = 0.128; p = 0.046) after adjustment to age, gender, years from symptoms onset, levodopa equivalent daily dose (LEDD) and the NMSS total score at baseline, and the change in LEDD from V0 to V2. Conclusions: In PD patients, the development of MF is associated with a greater increase in the NMS burden after a 2-year follow-up.
Collapse
Affiliation(s)
- Diego Santos-García
- Department of Neurology, Hospital Universitario de A Coruña (HUAC), Complejo Hospitalario Universitario de A Coruña (CHUAC), C/As Xubias 84, 15006 A Coruña, Spain
- Correspondence: ; Tel.: +34-646173341
| | | | - Carlos Cores Bartolomé
- Department of Neurology, Hospital Universitario de A Coruña (HUAC), Complejo Hospitalario Universitario de A Coruña (CHUAC), C/As Xubias 84, 15006 A Coruña, Spain
| | - Maria J. Feal Painceiras
- Department of Neurology, Hospital Universitario de A Coruña (HUAC), Complejo Hospitalario Universitario de A Coruña (CHUAC), C/As Xubias 84, 15006 A Coruña, Spain
| | | | - Héctor Canfield
- CHUF, Complejo Hospitalario Universitario de Ferrol, 15006 A Coruña, Spain
| | - Cristina Martínez Miró
- Department of Neurology, Hospital Universitario de A Coruña (HUAC), Complejo Hospitalario Universitario de A Coruña (CHUAC), C/As Xubias 84, 15006 A Coruña, Spain
| | - Silvia Jesús
- Unidad de Trastornos del Movimiento, Servicio de Neurología y Neurofisiología Clínica, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, 41013 Seville, Spain
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
| | - Miquel Aguilar
- Hospital Universitari Mutua de Terrassa, 08221 Terrassa, Barcelona, Spain
| | - Pau Pastor
- Hospital Universitari Mutua de Terrassa, 08221 Terrassa, Barcelona, Spain
| | | | | | | | - Nuria Caballol
- Consorci Sanitari Integral, Hospital Moisés Broggi, 08970 Sant Joan Despí, Barcelona, Spain
| | - Ines Legarda
- Hospital Universitario Son Espases, 07120 Palma de Mallorca, Spain
| | - Jorge Hernández-Vara
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
- Hospital Universitario Vall d’Hebron, 08035 Barcelona, Spain
| | - Iria Cabo
- Complejo Hospitalario Universitario de Pontevedra (CHOP), 36071 Pontevedra, Spain
| | | | - Isabel González Aramburu
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
- Hospital Universitario Marqués de Valdecilla, 39008 Santander, Spain
| | - Maria A. Ávila Rivera
- Consorci Sanitari Integral, Hospital General de L’Hospitalet, L’Hospitalet de Llobregat, 08906 Barcelona, Spain
| | | | | | | | | | | | - Berta Solano Vila
- Institut d’Assistència Sanitària (IAS)—Institut Català de la Salut, 17190 Girona, Spain
| | | | - Lydia Vela
- Fundación Hospital de Alcorcón, 28922 Madrid, Spain
| | - Sonia Escalante
- Hospital de Tortosa Verge de la Cinta (HTVC), Tortosa, 43500 Tarragona, Spain
| | - Esther Cubo
- Complejo Asistencial Universitario de Burgos, 09006 Burgos, Spain
| | | | | | | | - Maria G. Alonso Losada
- Hospital Álvaro Cunqueiro, Complejo Hospitalario Universitario de Vigo (CHUVI), 36213 Vigo, Spain
| | | | - Itziar Gastón
- Complejo Hospitalario de Navarra, 31008 Pamplona, Spain
| | - Jaime Kulisevsky
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
- Hospital de Sant Pau, 08041 Barcelona, Spain
| | | | - Manuel Seijo
- Complejo Hospitalario Universitario de Pontevedra (CHOP), 36071 Pontevedra, Spain
| | | | | | | | | | | | | | | | - Luis M. López Díaz
- Complejo Hospitalario Universitario de Orense (CHUO), 32005 Orense, Spain
| | - Darrian McAfee
- University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Pablo Martinez-Martin
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
| | - Pablo Mir
- Unidad de Trastornos del Movimiento, Servicio de Neurología y Neurofisiología Clínica, Instituto de Biomedicina de Sevilla, Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, 41013 Seville, Spain
- CIBERNED (Centro de Investigación Biomédica en Red Enfermedades Neurodegenerativas), 28031 Madrid, Spain
| | | |
Collapse
|