1
|
Thies T, Barbe MT, Mücke D. Prosody matters: Preserved prominence marking strategies in people with Parkinson's disease independent of motor status. PLoS One 2024; 19:e0308655. [PMID: 39163326 PMCID: PMC11335121 DOI: 10.1371/journal.pone.0308655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 07/27/2024] [Indexed: 08/22/2024] Open
Abstract
While many studies focus on segmental variation in Parkinsonian speech, little is known about prosodic modulations reflecting the ability to adapt to communicative demands in people with Parkinson's disease (PwPD). This type of prosodic modulation is important for social interaction, and it involves modifications in speech melody (intonational level) and articulation of consonants and vowels (segmental level). The present study investigates phonetic cues of prosodic modulations with respect to different focus structures in mild dysarthric PwPD as a function of levodopa. Acoustic and kinematic speech parameters of 25 PwPD were assessed in two motor conditions. Speech production data from PwPD were collected before (medication-OFF) and after levodopa intake (medication-ON) by means of 3-D electromagnetic articulography. On the acoustic level, intensity, pitch, and syllable durations were analyzed. On the kinematic level, movement duration and amplitude were investigated. Spatio-temporal modulations of speech parameters were examined and compared across three different prosodic focus structures (out-of-focus, broad focus, contrastive focus) to display varying speech demands. Overall, levodopa had beneficial effects on motor performance, speech loudness, and pitch modulation. Acoustic syllable durations and kinematic movement durations did not change, revealing no systematic effects of motor status on the temporal domain. In contrast, there were spatial modulations of the oral articulators: tongue tip movements were smaller and lower lip movements were larger in amplitude under levodopa, reflecting a more agile and efficient articulatory movement under levodopa. Thus, respiratory-phonatory functions and consonant production improved, while syllable duration and tongue body kinematics did not change. Interestingly, prominence marking strategies were comparable between the medication conditions under investigation, and in fact, appear to be preserved in mild dysarthric PwPD.
Collapse
Affiliation(s)
- Tabea Thies
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- IfL Phonetics, Faculty of Arts and Humanities, University of Cologne, Cologne, Germany
| | - Michael T. Barbe
- Department of Neurology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Doris Mücke
- IfL Phonetics, Faculty of Arts and Humanities, University of Cologne, Cologne, Germany
| |
Collapse
|
2
|
Lopez DT, Manzano GE, Medina A, Prieto MJ, Abud JP, Salazar L, Vargas MF, Torres N, Sacchettoni SA. Long-term follow-up of Parkinsonian patients operated on with deep brain electromodulation without intraoperative microrecording. Surg Neurol Int 2023; 14:435. [PMID: 38213426 PMCID: PMC10783682 DOI: 10.25259/sni_673_2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 11/08/2023] [Indexed: 01/13/2024] Open
Abstract
Background Deep brain electromodulation (DBEM), also known as deep brain stimulation in different intracerebral targets, is the most widely used surgical treatment due to its effects in reducing motor symptoms of Parkinson's disease. The intracerebral microelectrode recording has been considered for decades as a necessary tool for the success of Parkinson's surgery. However, some publications give more importance to intracerebral stimulation as a better predictive test. Since 2002, we initiated a technique of brain implant of electrodes without micro recording and based solely on image-guided stereotaxis followed by intraoperative macrostimulation. In this work, we analyze our long-term results, taking into account motor skills and quality of life (QL) before and after surgery, and we also establish the patient's time of clinical improvement. Methods This is a descriptive clinical study in which the motor state of the patients was evaluated with the unified Parkinson's disease scale (UPDRS) and the QL using the Parkinson's disease QL questionnaire 39 questionnaires before surgery, in the "on" state of the medication; and after surgery, under active stimulation and in the "on" state. Results Twenty-four patients with ages ranging from 37 to 78 years undergoing surgery DBEM on the subthalamic nucleus were studied. An improvement of 41.4% in motor skills and 41.7% in QL was obtained. Conclusion When microrecording is not available, the results that can be obtained, based on preoperative imaging and clinical intraoperative findings, are optimal and beneficial for patients.
Collapse
Affiliation(s)
| | - Gabriel E. Manzano
- Department of Neurosurgery, Hospital Regional de Coyhaique, Coyhaique, Aysen, Chile
| | - Asveth Medina
- Department of Internal Medicine, Hospital Militar Coronel Elbano Paredes Vivas, Maracay, Venezuela
| | - Maria Jose Prieto
- Department of General Medicine, CESFAM El Aguilucho, Santiago de Chile, Chile
| | | | - Luis Salazar
- Department of Neurosurgery, Clinica Chilemex, Ciudad Guayana, Venezuela
| | | | - Napoleon Torres
- Department of Neuroscience, CEA LETI CLINATEC, Grenoble, France
| | | |
Collapse
|
3
|
Bhat P, Kumaran SS, Goyal V, Srivastava AK, Behari M. Effect of rTMS at SMA on task-based connectivity in PD. Behav Brain Res 2023; 452:114602. [PMID: 37516209 DOI: 10.1016/j.bbr.2023.114602] [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: 05/09/2023] [Revised: 07/14/2023] [Accepted: 07/26/2023] [Indexed: 07/31/2023]
Abstract
BACKGROUND Transcranial magnetic stimulation (TMS) can aid in alleviating clinical symptoms in Parkinson's disease (PD). To better understand the neural mechanism of the intervention, neuroimaging modalities have been used to assess the effects of rTMS. OBJECTIVE To study the changes in cortical connectivity and motor performance with rTMS at supplementary motor area (SMA) in PD using clinical assessment tools and task-based functional MRI. METHODOLOGY 3000 pulses at 5 Hz TMS were delivered at the left SMA once a week for a total of 8 consecutive weeks in 4 sham sessions (week 1-4) and 4 real sessions (week 5 to week 8) in 16 subjects with PD. The outcomes were assessed with UPDRS, PDQ 39 and task-based fMRI at baseline, after sham sessions at week 4, and after real sessions at week 8. Visuo-spatial functional MRI task along with T1 weighted scans (at 3 Tesla) were used to evaluate the effects of rTMS intervention. Multivariate pattern analysis (MVPA) was used to analyse task-based fMRI using Conn toolbox. RESULTS Improvements (p < 0.05) were observed in UPDRS II, III, Mobility and ADL of PDQ39 after real sessions of rTMS. MVPA of task-based connectivity revealed clusters of activation in right hemispheric precentral area, superior frontal gyrus, middle frontal gyrus, thalamus and cerebellum (cluster threshold pFDR=0.001). CONCLUSIONS Weekly rTMS sessions at SMA incurred clinical motor benefits as revealed by an improvement in clinical scales and dexterity performance. These benefits could be attributed to changes in connectivity remote brain regions in the motor network.
Collapse
Affiliation(s)
- Priyanka Bhat
- Department of Neurology, All India Institute of Medical Sciences (AIIMS), Ansari Nagar, New Delhi 110029, India
| | - S Senthil Kumaran
- Department of NMR, All India Institute of Medical Sciences (AIIMS), Ansari Nagar, New Delhi 110029, India.
| | - Vinay Goyal
- Department of Neurology, All India Institute of Medical Sciences (AIIMS), Ansari Nagar, New Delhi 110029, India
| | - Achal K Srivastava
- Department of Neurology, All India Institute of Medical Sciences (AIIMS), Ansari Nagar, New Delhi 110029, India
| | - Madhuri Behari
- Department of Neurology, All India Institute of Medical Sciences (AIIMS), Ansari Nagar, New Delhi 110029, India
| |
Collapse
|
4
|
Motin MA, Pah ND, Kumar DK. Monitoring the Effect of Levodopa Using Sustained Phonemes in Parkinson's Disease Patients. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023; 2023:1-4. [PMID: 38083746 DOI: 10.1109/embc40787.2023.10340507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
Parkinson's disease (PD) is a neurological disease identified by multiple symptoms, and levodopa is one of the most effective medications for treating the disease. To determine the dosage of levodopa, it is necessary to meet on a regular basis and observe motor function. The early detection and progression of the disease have been proposed using hypokinetic dysarthria. However, previous studies have not examined the effects of levodopa on speech rigorously and have provided inconsistent results. In this study, three sustained phonemes of PD patients were investigated for the effect of medication. A set of features characterizing vocal fold dynamics as well as the vocal tract coordinators were extracted from the sustained phonemes /of 28 PD patients during levodopa medication off and on states. All the features were statistically investigated and classified using a linear discriminant analysis (LDA) classifier. LDA classifier identified medication on from medication off based on the combined features from phoneme /a/, /o/ and /m/ with the accuracy=82.75% and F1-score=82.18%. Voice recording of PD patients during sustained phonemes /a/, /o/ and /m/ has the potential for identifying whether the patients are in On state or Off state of medication.Clinical Relevance- The outcomes of this study have the potential to monitor the effect and progress of levodopa on PD patients.
Collapse
|
5
|
Hwang YS, Jo S, Lee SH, Kim N, Kim MS, Jeon SR, Chung SJ. Long-term motor outcomes of deep brain stimulation of the globus pallidus interna in Parkinson's disease patients: Five-year follow-up. J Neurol Sci 2023; 444:120484. [PMID: 36463584 DOI: 10.1016/j.jns.2022.120484] [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: 05/29/2022] [Revised: 07/26/2022] [Accepted: 10/25/2022] [Indexed: 12/05/2022]
Abstract
BACKGROUND Deep brain stimulation (DBS) of globus pallidus interna (GPi) is an established treatment for advanced Parkinson's disease (PD). However, in contrast to subthalamic nucleus (STN)-DBS, long-term outcomes of GPi-DBS have rarely been studied. OBJECTIVE We investigated the long-term motor outcomes in PD patients at 5 years after GPi-DBS. METHODS We retrospectively analyzed the clinical data for PD patients who underwent GPi-DBS. Longitudinal changes of UPDRS scores from baseline to 5 years after surgery were assessed. RESULTS Forty PD patients with a mean age of 59.5 ± 7.9 years at DBS surgery (mean duration of PD: 11.4 ± 3.4 years) were included at baseline and 25 patients were included in 5-year evaluation after DBS. Compared to baseline, sub-scores for tremor, levodopa-induced dyskinesia (LID), and motor fluctuation indicated improved states up to 5 years after surgery (p < 0.001). However, UPDRS Part 3 total score and sub-score for postural instability and gait disturbance (PIGD) gradually worsened over time until 5 years after surgery (p > 0.017 after Bonferroni correction). In a logistic regression model, only preoperative levodopa response was associated with the long-term benefits on UPDRS Part 3 total score and PIGD sub-score (OR = 1.20; 95% CI = 1.04-1.39; p = 0.015 and OR = 4.99; 95% CI = 1.39-17.89; p = 0.014, respectively). CONCLUSIONS GPi-DBS provides long-term beneficial effects against tremor, motor fluctuation and LID, but PIGD symptoms gradually worsen. This selective long-term benefit has implications for the optimal application of DBS in PD patients.
Collapse
Affiliation(s)
- Yun Su Hwang
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology, Jeonbuk National University Medical School and Hospital, Jeonju, South Korea; Research Institute of Clinical Medicine of Jeonbuk National University - Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, South Korea
| | - Sungyang Jo
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Seung Hyun Lee
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Nayoung Kim
- Department of Clinical Epidemiology and Biostatistics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Mi-Sun Kim
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Sang Ryong Jeon
- Department of Neurosurgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Sun Ju Chung
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.
| |
Collapse
|
6
|
Khwaounjoo P, Singh G, Grenfell S, Özsoy B, MacAskill MR, Anderson TJ, Çakmak YO. Non-Contact Hand Movement Analysis for Optimal Configuration of Smart Sensors to Capture Parkinson's Disease Hand Tremor. SENSORS 2022; 22:s22124613. [PMID: 35746395 PMCID: PMC9230824 DOI: 10.3390/s22124613] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Revised: 06/09/2022] [Accepted: 06/10/2022] [Indexed: 02/01/2023]
Abstract
Parkinson’s disease affects millions worldwide with a large rise in expected burden over the coming decades. More easily accessible tools and techniques to diagnose and monitor Parkinson’s disease can improve the quality of life of patients. With the advent of new wearable technologies such as smart rings and watches, this is within reach. However, it is unclear what method for these new technologies may provide the best opportunity to capture the patient-specific severity. This study investigates which locations on the hand can be used to capture and monitor maximal movement/tremor severity. Using a Leap Motion device and custom-made software the volume, velocity, acceleration, and frequency of Parkinson’s (n = 55, all right-handed, majority right-sided onset) patients’ hand locations (25 joints inclusive of all fingers/thumb and the wrist) were captured simultaneously. Distal locations of the right hand, i.e., the ends of fingers and the wrist showed significant trends (p < 0.05) towards having the largest movement velocities and accelerations. The right hand, compared with the left hand, showed significantly greater volumes, velocities, and accelerations (p < 0.01). Supplementary analysis showed that the volumes, acceleration, and velocities had significant correlations (p < 0.001) with clinical MDS-UPDRS scores, indicating the potential suitability of using these metrics for monitoring disease progression. Maximal movements at the distal hand and wrist area indicate that these locations are best suited to capture hand tremor movements and monitor Parkinson’s disease.
Collapse
Affiliation(s)
- Prashanna Khwaounjoo
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin 9016, New Zealand; (P.K.); (G.S.)
- Medical Technologies Centre of Research Excellence, Auckland 1142, New Zealand
| | - Gurleen Singh
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin 9016, New Zealand; (P.K.); (G.S.)
| | - Sophie Grenfell
- New Zealand Brain Research Institute, Christchurch 8011, New Zealand; (S.G.); (M.R.M.); (T.J.A.)
| | - Burak Özsoy
- Global Dynamic Systems (GDS) ARGE, Teknopark Istanbul, Istanbul 34906, Turkey;
| | - Michael R. MacAskill
- New Zealand Brain Research Institute, Christchurch 8011, New Zealand; (S.G.); (M.R.M.); (T.J.A.)
- Department of Medicine, University of Otago, Christchurch 8140, New Zealand
| | - Tim J. Anderson
- New Zealand Brain Research Institute, Christchurch 8011, New Zealand; (S.G.); (M.R.M.); (T.J.A.)
- Department of Medicine, University of Otago, Christchurch 8140, New Zealand
| | - Yusuf O. Çakmak
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin 9016, New Zealand; (P.K.); (G.S.)
- Medical Technologies Centre of Research Excellence, Auckland 1142, New Zealand
- Centre for Health Systems and Technology, Dunedin 9054, New Zealand
- Brain Health Research Centre, Dunedin 9054, New Zealand
- Centre for Bioengineering and Nanotechnology, University of Otago, Dunedin 9054, New Zealand
- Correspondence:
| |
Collapse
|
7
|
Multivariate genomic and transcriptomic determinants of imaging-derived personalized therapeutic needs in Parkinson's disease. Sci Rep 2022; 12:5483. [PMID: 35361840 PMCID: PMC8971452 DOI: 10.1038/s41598-022-09506-0] [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: 10/15/2021] [Accepted: 03/24/2022] [Indexed: 11/09/2022] Open
Abstract
Due to the marked interpersonal neuropathologic and clinical heterogeneity of Parkinson's disease (PD), current interventions are not personalized and fail to benefit all patients. Furthermore, we continue to lack well-established methods and clinical tests to tailor interventions at the individual level in PD. Here, we identify the genetic determinants of individual-tailored treatment needs derived from longitudinal multimodal neuroimaging data in 294 PD patients (PPMI data). Advanced multivariate statistical analysis revealed that both genomic and blood transcriptomic data significantly explain (P < 0.01, FWE-corrected) the interindividual variability in therapeutic needs associated with dopaminergic, functional, and structural brain reorganization. We confirmed a high overlap between the identified highly predictive molecular pathways and determinants of levodopa clinical responsiveness, including well-known (Wnt signaling, angiogenesis, dopaminergic activity) and recently discovered (immune markers, gonadotropin-releasing hormone receptor) pathways/components. In addition, the observed strong correspondence between the identified genomic and baseline-transcriptomic determinants of treatment needs/response supports the genome's active role at the time of patient evaluation (i.e., beyond individual genetic predispositions at birth). This study paves the way for effectively combining genomic, transcriptomic and neuroimaging data for implementing successful individually tailored interventions in PD and extending our pathogenetic understanding of this multifactorial and heterogeneous disorder.
Collapse
|
8
|
Singh A, Gupta D, Dhaneria S, Sheth PG. Istradefylline Versus Opicapone for "Off" Episodes in Parkinson's Disease: A Systematic Review and Meta-Analysis. Ann Neurosci 2021; 28:65-73. [PMID: 34733056 PMCID: PMC8558978 DOI: 10.1177/09727531211046362] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Accepted: 08/03/2021] [Indexed: 01/21/2023] Open
Abstract
Background: In recent times, the US-FDA approved istradefylline and opicapone as an adjunct to
levodopa/carbidopa for managing the "off" episodes in Parkinson’s disease. Purpose: Current meta-analysis was performed to determine the safety and efficacy of these drugs
in the management of “off” episodes and to recognize which among them would provide
therapeutic benefits clinically. Methods: A thorough literature search was performed through the Cochrane Library, PubMed, and
clinicaltrials.gov for a period from January 2003 to October 2020, with the following
keywords: Istradefylline, KW-6002, opicapone, BIA 9-1067, and Parkinson’s disease. Those
randomized, double-blind placebo/active comparator-controlled trials that analyzed the
efficacy and safety of istradefylline and opicapone and that were published in the
English language were included. In this analysis, the outcomes focused on the least
square mean change in “off” time and Unified Parkinson’s Disability Rating Scale (UPDRS)
III score from baseline to the end of the study, and the incidence of treatment-emergent
adverse events (TEAEs) and dyskinesia. Results: Both drugs have shown significant reduction in “off” time duration (mean difference
[MD] = –0.70; 95% CI [–1.11, –0.30]; P < 0.001 for istradefylline
and MD = –0.85; 95% CI [–1.09, –0.61]; P < .001 for opicapone).
Istradefylline showed significant improvement in UPDRS III (MD = –1.56; 95% CI [–2.71,
–0.40]; P < .008), but the same was not observed with opicapone (MD
= –0.63; 95% CI [–1.42, –0.15]; P < .12). The incidence of TEAEs and
dyskinesia reportedly were higher in the intervention group rather than with the
placebo, (risk ratio RR =1.11, 95% CI [1.02,1.20] for istradefylline and RR =1.12, 95%
CI [1.00,1.25] for opicapone, and for dyskinesia particularly, the incidence was higher
with opicapone as compared to istradefylline (RR = 3.47, 95% CI [2.17, 5.57], and RR =
1.77, 95% CI [1.29, 2.44], respectively). Conclusions: Both drugs were comparable in efficacy; however, istradefylline seemed to be better in
reducing the UPDRS III score. Although the incidence of TEAEs and dyskinesia were higher
with both the drugs, the incidence of dyskinesia was more in the opicapone group.
Collapse
Affiliation(s)
- Alok Singh
- Department of Pharmacology, All India Institute of Medical Sciences,
Raipur, Chhattisgarh, India
- Alok Singh, Department of Pharmacology, All India
Institute of Medical Sciences, Raipur, Chhattisgarh 492099, India. E-mail:
| | - Dhyuti Gupta
- Department of Pharmacology, All India Institute of Medical Sciences,
Raipur, Chhattisgarh, India
| | - Suryaprakash Dhaneria
- Department of Pharmacology, All India Institute of Medical Sciences,
Raipur, Chhattisgarh, India
| | - Pranav G. Sheth
- Department of Pharmacology, All India Institute of Medical Sciences,
Raipur, Chhattisgarh, India
| |
Collapse
|
9
|
Seger AD, Farrher E, Doppler CEJ, Gogishvili A, Worthoff WA, Filss CP, Barbe MT, Holtbernd F, Shah NJ, Fink GR, Sommerauer M. Putaminal y-Aminobutyric Acid Modulates Motor Response to Dopaminergic Therapy in Parkinson's Disease. Mov Disord 2021; 36:2187-2192. [PMID: 34096652 DOI: 10.1002/mds.28674] [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: 02/19/2021] [Revised: 05/11/2021] [Accepted: 05/12/2021] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Motor response to dopaminergic therapy is a characteristic of patients with Parkinson's disease (PD). Whether nondopaminergic neurotransmitters contribute to treatment response is uncertain. OBJECTIVES The aim of this study is to determine whether putaminal y-aminobutyric acid (GABA) levels are associated with dopaminergic motor response. METHODS We assessed putaminal GABA levels in 19 PD patients and 13 healthy controls (HCs) utilizing ultra-high field proton magnetic resonance spectroscopy. Motor performance was evaluated using the Movement Disorder Society-Unified Parkinson's Disease Rating Scale, Part III, in the ON and OFF states. Statistical analysis comprised group comparisons, correlation analysis, and multiple linear regression. RESULTS In PD, GABA levels were significantly higher compared to HCs (1.50 ± 0.26 mM vs. 1.26 ± 0.31 mM, P = 0.022). Furthermore, GABA levels were independent predictors of absolute and relative dopaminergic treatment response. CONCLUSIONS Our findings indicate that elevated putaminal GABA levels are associated with worse dopaminergic response in PD, emphasizing the essential role of nondopaminergic neurotransmitters in motor response. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
Collapse
Affiliation(s)
- Aline D Seger
- Department of Neurology, University Hospital Cologne, Faculty of Medicine, University of Cologne, Köln, Germany.,Institute of Neuroscience and Medicine (INM-3), Forschungszentrum Jülich, Jülich, Germany
| | - Ezequiel Farrher
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany
| | - Christopher E J Doppler
- Department of Neurology, University Hospital Cologne, Faculty of Medicine, University of Cologne, Köln, Germany.,Institute of Neuroscience and Medicine (INM-3), Forschungszentrum Jülich, Jülich, Germany
| | - Ana Gogishvili
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany.,Engineering Physics Department, Georgian Technical University, Tbilisi, Georgia
| | - Wieland A Worthoff
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany
| | - Christian P Filss
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany
| | - Michael T Barbe
- Department of Neurology, University Hospital Cologne, Faculty of Medicine, University of Cologne, Köln, Germany
| | - Florian Holtbernd
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany.,Department of Neurology, RWTH Aachen University, Aachen, Germany.,JARA-BRAIN-Translational Medicine, Aachen, Germany
| | - N Jon Shah
- Institute of Neuroscience and Medicine 4, Medical Imaging Physics, Forschungszentrum Jülich, Jülich, Germany.,Department of Neurology, RWTH Aachen University, Aachen, Germany.,JARA-BRAIN-Translational Medicine, Aachen, Germany.,Institute of Neuroscience and Medicine 11 (INM-11), JARA, Forschungszentrum, Jülich, Germany
| | - Gereon R Fink
- Department of Neurology, University Hospital Cologne, Faculty of Medicine, University of Cologne, Köln, Germany.,Institute of Neuroscience and Medicine (INM-3), Forschungszentrum Jülich, Jülich, Germany
| | - Michael Sommerauer
- Department of Neurology, University Hospital Cologne, Faculty of Medicine, University of Cologne, Köln, Germany.,Institute of Neuroscience and Medicine (INM-3), Forschungszentrum Jülich, Jülich, Germany
| |
Collapse
|
10
|
Pah ND, Motin MA, Kempster P, Kumar DK. Detecting Effect of Levodopa in Parkinson's Disease Patients Using Sustained Phonemes. IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE 2021; 9:4900409. [PMID: 33796418 PMCID: PMC8007086 DOI: 10.1109/jtehm.2021.3066800] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Revised: 01/05/2021] [Accepted: 03/01/2021] [Indexed: 11/08/2022]
Abstract
BACKGROUND Parkinson's disease (PD) is a multi-symptom neurodegenerative disease generally managed with medications, of which levodopa is the most effective. Determining the dosage of levodopa requires regular meetings where motor function can be observed. Speech impairment is an early symptom in PD and has been proposed for early detection and monitoring of the disease. However, findings from previous research on the effect of levodopa on speech have not shown a consistent picture. METHOD This study has investigated the effect of medication on PD patients for three sustained phonemes; /a/, /o/, and /m/, which were recorded from 24 PD patients during medication off and on stages, and from 22 healthy participants. The differences were statistically investigated, and the features were classified using Support Vector Machine (SVM). RESULTS The results show that medication has a significant effect on the change of time and amplitude perturbation (jitter and shimmer) and harmonics of /m/, which was the most sensitive individual phoneme to the levodopa response. /m/ and /o/ performed at a comparable level in discriminating PD-off from control recordings. However, SVM classifications based on the combined use of the three phonemes /a/, /o/, and /m/ showed the best classifications, both for medication effect and for separating PD from control voice. The SVM classification for PD-off versus PD-on achieved an AUC of 0.81. CONCLUSION Studies of phonation by computerized voice analysis in PD should employ recordings of multiple phonemes. Our findings are potentially relevant in research to identify early parkinsonian dysarthria, and to tele-monitoring of the levodopa response in patients with established PD.
Collapse
Affiliation(s)
- Nemuel D. Pah
- Electrical Engineering DepartmentUniversitas SurabayaSurabaya60293Indonesia
- School of EngineeringRMIT UniversityMelbourneVIC3000Australia
| | - Mohammod A. Motin
- School of EngineeringRMIT UniversityMelbourneVIC3000Australia
- Department of Electrical and Electronic EngineeringRajshahi University of Engineering and TechnologyRajshahi6204Bangladesh
| | | | - Dinesh K. Kumar
- School of EngineeringRMIT UniversityMelbourneVIC3000Australia
| |
Collapse
|
11
|
Prediction of the Levodopa Challenge Test in Parkinson's Disease Using Data from a Wrist-Worn Sensor. SENSORS 2019; 19:s19235153. [PMID: 31775289 PMCID: PMC6928714 DOI: 10.3390/s19235153] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2019] [Revised: 11/11/2019] [Accepted: 11/12/2019] [Indexed: 12/25/2022]
Abstract
The response to levodopa (LR) is important for managing Parkinson’s Disease and is measured with clinical scales prior to (OFF) and after (ON) levodopa. The aim of this study was to ascertain whether an ambulatory wearable device could predict the LR from the response to the first morning dose. The ON and OFF scores were sorted into six categories of severity so that separating Parkinson’s Kinetigraph (PKG) features corresponding to the ON and OFF scores became a multi-class classification problem according to whether they fell below or above the threshold for each class. Candidate features were extracted from the PKG data and matched to the class labels. Several linear and non-linear candidate statistical models were examined and compared to classify the six categories of severity. The resulting model predicted a clinically significant LR with an area under the receiver operator curve of 0.92. This study shows that ambulatory data could be used to identify a clinically significant response to levodopa. This study has also identified practical steps that would enhance the reliability of this test in future studies.
Collapse
|