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Demir B, Ayna Altuntaş S, Kurt İ, Ulukaya S, Erdem O, Güler S, Uzun C. Cognitive activity analysis of Parkinson's patients using artificial intelligence techniques. Neurol Sci 2025; 46:147-155. [PMID: 39256279 DOI: 10.1007/s10072-024-07734-y] [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: 03/01/2023] [Accepted: 08/19/2024] [Indexed: 09/12/2024]
Abstract
PURPOSE The development of modern Artificial Intelligence (AI) based models for the early diagnosis of Parkinson's disease (PD) has been gaining deep attention by researchers recently. In particular, the use of different types of datasets (voice, hand movements, gait, etc.) increases the variety of up-to-date models. Movement disorders and tremors are also among the most prominent symptoms of PD. The usage of drawings in the detection of PD can be a crucial decision-support approach that doctors can benefit from. METHODS A dataset was created by asking 40 PD and 40 Healthy Controls (HC) to draw spirals with and without templates using a special tablet. The patient-healthy distinction was achieved by classifying drawings of individuals using Support Vector Machine (SVM), Random Forest (RF), and Naive Bayes (NB) algorithms. Prior to classification, the data were normalized by applying the min-max normalization method. Moreover, Leave-One-Subject-Out (LOSO) Cross-Validation (CV) approach was utilized to eliminate possible overfitting scenarios. To further improve the performances of classifiers, Principal Component Analysis (PCA) dimension reduction technique were also applied to the raw data and the results were compared accordingly. RESULTS The highest accuracy among machine learning based classifiers was obtained as 90% with SVM classifier using non-template drawings with PCA application. CONCLUSION The model can be used as a pre-evaluation system in the clinic as a non-invasive method that also minimizes environmental and educational level differences by using simple hand gestures such as hand drawing, writing numbers, words, and syllables. As a result of our study, preliminary preparation has been made so that hand drawing analysis can be used as an auxiliary system that can save time for health professionals. We plan to work on more comprehensive data in the future.
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Affiliation(s)
- Bahar Demir
- Department of Computational Sciences, Trakya University, Edirne, 22030, Turkey.
| | - Sinem Ayna Altuntaş
- Department of Computational Sciences, Trakya University, Edirne, 22030, Turkey
- Department of Biomedical Device Technology, Trakya University, Edirne, 22030, Turkey
| | - İlke Kurt
- Department of Computational Sciences, Trakya University, Edirne, 22030, Turkey
- Department of Biomedical Device Technology, Trakya University, Edirne, 22030, Turkey
| | - Sezer Ulukaya
- Department of Electrical and Electronics Engineering, Trakya University, Edirne, 22030, Turkey
| | - Oğuzhan Erdem
- Department of Electrical and Electronics Engineering, Trakya University, Edirne, 22030, Turkey
| | - Sibel Güler
- Department of Neurology, Yalova University Faculty of Medicine, Yalova, 77200, Turkey.
| | - Cem Uzun
- Department of Otorhinolaryngology, Head and Neck Surgery, Koç University School of Medicine, İstanbul, 34010, Turkey
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2
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Alugolu R, Kolpakwar S, Mudumba V, Arora A, Kandadai R, Borgohain R. Prospective analysis of gross and fine electrode position and motor manifestations after STN-DBS and their correlation with electrode position. J Neurosurg Sci 2024; 68:201-207. [PMID: 34647713 DOI: 10.23736/s0390-5616.21.05461-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
BACKGROUND Deep brain stimulation (DBS) has been proven to be a safe, reversible, cost-effective procedure for treatment of Parkinson's disease. Final electrode position remains a significant factor determining the outcomes of subthalamic nucleus DBS (STN-DBS). This study aims to analyze the final lead position in three-dimensional plane and its effect on gross and fine motor outcomes in cases of advanced Parkinson's disease operated for STN-DBS. METHODS Patients who underwent bilateral STN-DBS were prospectively followed for improvement in gross motor outcomes at 6 months. Improvement in dysgraphia was analyzed by Fahn-Tolosa-Marin Tremor Rating Scale Part B Score. Postoperative outcomes were correlated with final electrode position. RESULTS A total of 64 Patients (128 leads) were analyzed. Patients who were less than 65 years of age at time of surgery had more significant reduction in UPDRS III (P=0.02). Cases with deviation of left x less than 3 mm had significant reduction in UPDRS III (P=0.05) and speech sub-scores (P=0.05). Deviation less than 2 mm in left x was associated with reduction in gait sub-scores (P=0.04). Optimal placement of right y electrode was associated with reduction in UPDRS III (P=0.02). Significant reduction in Fahn-Tolosa-Marin Tremor Rating Scale Part B Score was noted after DBS (P=0.001). CONCLUSIONS Subthalamic nucleus DBS thus results in significantly improved functional outcome particularly in patients with age less than 65 years. Accurate final electrode position is associated with maximum clinical benefit and improvement in dysgraphia.
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Affiliation(s)
- Rajesh Alugolu
- Department of Neurosurgery, Nizam's Institute of Medical Sciences, Hyderabad, India -
| | - Swapnil Kolpakwar
- Department of Neurosurgery, Nizam's Institute of Medical Sciences, Hyderabad, India
| | | | - Abhishek Arora
- Department of Radiology, Nizam's Institute of Medical Sciences, Hyderabad, India
| | - Rukmini Kandadai
- Department of Neurology, Nizam's Institute of Medical Sciences, Hyderabad, India
| | - Rupam Borgohain
- Department of Neurology, Nizam's Institute of Medical Sciences, Hyderabad, India
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3
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Brissenden JA, Scerbak T, Albin RL, Lee TG. Motivational Vigor in Parkinson's Disease Requires the Short and Long Duration Response to Levodopa. Mov Disord 2024; 39:76-84. [PMID: 38062630 PMCID: PMC10842158 DOI: 10.1002/mds.29659] [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: 07/21/2023] [Revised: 09/27/2023] [Accepted: 10/26/2023] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND Impaired movement vigor (bradykinesia) is a cardinal feature of Parkinson's disease (PD) and hypothesized to result from abnormal motivational processes-impaired motivation-vigor coupling. Dopamine replacement therapy (DRT) improves bradykinesia, but the response to DRT is multifaceted, comprising a short-duration response (SDR) and a long-duration response (LDR) only manifesting with chronic treatment. Prior experiments assessing motivation-vigor coupling in PD used chronically treated subjects, obscuring the roles of the SDR and LDR. METHODS To disambiguate the SDR and LDR, 11 de novo PD subjects (6 male [M]:5 female [F]; mean age, 67) were studied before treatment, after an acute levodopa (l-dopa) dose, and in both the practical "off" (LDR) and "on" (LDR + SDR) states after chronic stable treatment. At each visit, subjects were characterized with a standard battery including the Movement Disorder Society-Sponsored Revision of the Unified Parkinson's Disease Rating Scale (MDS-UPDRS) and an incentivized joystick task to assess motor performance in response to varying rewards. RESULTS l-Dopa induced a robust SDR and LDR, with further improvement in the combined SDR + LDR state. At baseline, after acute treatment (SDR), and after LDR induction, subjects did not exhibit the normal increase in movement speed with increasing reward. Only in the combined SDR + LDR state was there restoration of motivation-vigor coupling. CONCLUSIONS Although consistent with prior results in chronically treated PD subjects, the significant improvement in motor performance observed with the SDR and LDR suggests that bradykinesia is not solely secondary to deficient modulation of motivational processes. © 2023 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- James A Brissenden
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA
| | - Teresa Scerbak
- Department of Neurology, University of Michigan, Ann Arbor, Michigan, USA
| | - Roger L Albin
- Department of Neurology, University of Michigan, Ann Arbor, Michigan, USA
- Neurology Service and Geriatric Research Education and Clinical Center, Veteran Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan, USA
| | - Taraz G Lee
- Department of Psychology, University of Michigan, Ann Arbor, Michigan, USA
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The significance of micrographia as a clinical feature of Parkinson's disease and underlying pathophysiology. Neurol Sci 2023; 44:1791-1793. [PMID: 36593420 DOI: 10.1007/s10072-022-06590-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 12/27/2022] [Indexed: 01/04/2023]
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Eklund M, Nuuttila S, Joutsa J, Jaakkola E, Mäkinen E, Honkanen EA, Lindholm K, Vahlberg T, Noponen T, Ihalainen T, Murtomäki K, Nojonen T, Levo R, Mertsalmi T, Scheperjans F, Kaasinen V. Diagnostic value of micrographia in Parkinson's disease: a study with [ 123I]FP-CIT SPECT. J Neural Transm (Vienna) 2022; 129:895-904. [PMID: 35624405 PMCID: PMC9217822 DOI: 10.1007/s00702-022-02517-1] [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: 02/23/2022] [Accepted: 05/11/2022] [Indexed: 11/25/2022]
Abstract
Micrographia is a common symptom of Parkinson’s disease (PD), and it may precede other motor symptoms. Despite the high prevalence of micrographia in PD, its neurobiological mechanisms are not known. Given that levodopa may alleviate consistent micrographia and that nondopaminergic essential tremor (ET) is not associated with micrographia, micrographia could possibly be used as an ancillary diagnostic method that reflects nigrostriatal dopamine function. We evaluated the usefulness of micrographia as a simple one-sentence writing test in differentiating PD from ET. A total of 146 PD patients, 42 ET patients and 38 healthy controls provided writing samples and were scanned with brain [123I]FP-CIT dopamine transporter (DAT) SPECT imaging with ROI-based and voxelwise analyses. The diagnostic accuracy of micrographia was evaluated and compared to that of DAT binding. Compared to ET and healthy controls, PD patients showed micrographia (consistent, 25.6% smaller area of handwriting sample in PD compared to ET, p = 0.002, and 27.2% smaller area of handwriting compared to healthy controls, p = 0.004). PD patients showed 133% more severe progressive micrographia compared with ET patients (median b = − 0.14 in PD, b = − 0.06 in ET, p = 0.021). In early unmedicated cognitively normal patients, consistent micrographia showed 71.2% specificity and 87.5% sensitivity in PD versus ET differentiation, but micrographia had no correlation with striatal or extrastriatal [123I]FP-CIT binding in patients with PD. The one-sentence micrographia test shows moderately good accuracy in PD versus ET differentiation. The severity of micrographia has no relationship with DAT binding, suggesting nondopaminergic mechanism of micrographia in PD. ClinicalTrials.gov identifier: NCT02650843 (NMDAT study).
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Affiliation(s)
- Mikael Eklund
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland. .,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland. .,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.
| | - Simo Nuuttila
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Juho Joutsa
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku Brain and Mind Center, University of Turku, FI-20014, Turku, Finland
| | - Elina Jaakkola
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Elina Mäkinen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Emma A Honkanen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku PET Centre, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Kari Lindholm
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Tero Vahlberg
- Clinical Medicine, Biostatistics, University of Turku and Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Tommi Noponen
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Department of Medical Physics, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland
| | - Toni Ihalainen
- HUS Medical Imaging Center, Clinical Physiology and Nuclear Medicine, University of Helsinki and Helsinki University Hospital HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Kirsi Murtomäki
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Tanja Nojonen
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Reeta Levo
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Tuomas Mertsalmi
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Filip Scheperjans
- Department of Neurology, Helsinki University Hospital HUS, Helsinki, Finland.,Department of Clinical Neurosciences, University of Helsinki HUS, PO Box 800, FI-00029, Helsinki, Finland
| | - Valtteri Kaasinen
- Clinical Neurosciences, University of Turku, FI-20014, Turku, Finland.,Neurocenter, Turku University Hospital, PO Box 52, FI-20521, Turku, Finland.,Turku Brain and Mind Center, University of Turku, FI-20014, Turku, Finland
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Asci F, Scardapane S, Zampogna A, D’Onofrio V, Testa L, Patera M, Falletti M, Marsili L, Suppa A. Handwriting Declines With Human Aging: A Machine Learning Study. Front Aging Neurosci 2022; 14:889930. [PMID: 35601625 PMCID: PMC9120912 DOI: 10.3389/fnagi.2022.889930] [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: 03/04/2022] [Accepted: 04/19/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundHandwriting is an acquired complex cognitive and motor skill resulting from the activation of a widespread brain network. Handwriting therefore may provide biologically relevant information on health status. Also, handwriting can be collected easily in an ecological scenario, through safe, cheap, and largely available tools. Hence, objective handwriting analysis through artificial intelligence would represent an innovative strategy for telemedicine purposes in healthy subjects and people affected by neurological disorders.Materials and MethodsOne-hundred and fifty-six healthy subjects (61 males; 49.6 ± 20.4 years) were enrolled and divided according to age into three subgroups: Younger adults (YA), middle-aged adults (MA), and older adults (OA). Participants performed an ecological handwriting task that was digitalized through smartphones. Data underwent the DBNet algorithm for measuring and comparing the average stroke sizes in the three groups. A convolutional neural network (CNN) was also used to classify handwriting samples. Lastly, receiver operating characteristic (ROC) curves and sensitivity, specificity, positive, negative predictive values (PPV, NPV), accuracy and area under the curve (AUC) were calculated to report the performance of the algorithm.ResultsStroke sizes were significantly smaller in OA than in MA and YA. The CNN classifier objectively discriminated YA vs. OA (sensitivity = 82%, specificity = 80%, PPV = 78%, NPV = 79%, accuracy = 77%, and AUC = 0.84), MA vs. OA (sensitivity = 84%, specificity = 56%, PPV = 78%, NPV = 73%, accuracy = 74%, and AUC = 0.7), and YA vs. MA (sensitivity = 75%, specificity = 82%, PPV = 79%, NPV = 83%, accuracy = 79%, and AUC = 0.83).DiscussionHandwriting progressively declines with human aging. The effect of physiological aging on handwriting abilities can be detected remotely and objectively by using machine learning algorithms.
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Affiliation(s)
| | - Simone Scardapane
- Department of Information, Electronic and Communication Engineering (DIET), Sapienza University of Rome, Rome, Italy
| | | | | | - Lucia Testa
- Department of Informatic, Automatic and Gestional Engineering (DIAG), Sapienza University of Rome, Rome, Italy
| | - Martina Patera
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Marco Falletti
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
| | - Luca Marsili
- Department of Neurology, Gardner Family Center for Parkinson’s Disease and Movement Disorders, University of Cincinnati, Cincinnati, OH, United States
| | - Antonio Suppa
- IRCCS Neuromed Institute, Pozzilli, Italy
- Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy
- *Correspondence: Antonio Suppa,
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Kaur M, Saini K. Forensic examination of effects of Parkinsonism on various handwriting characteristics. Sci Justice 2022; 62:10-20. [PMID: 35033322 DOI: 10.1016/j.scijus.2021.10.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 10/07/2021] [Accepted: 10/26/2021] [Indexed: 10/19/2022]
Abstract
Parkinsonism is a neurodegenerative syndrome that causes impairment of motor skills in affected persons. Thus, adverse effects may be produced in the handwriting of persons suffering from Parkinsonism. Medication used for the treatment of Parkinsonism is known to subside certain motor defects for specific time intervals, showing slight differences or improvement in certain handwriting characteristics during those intervals on the same day as compared to the ones executed before medication. Certain handwriting characteristics affected due to Parkinsonism may be mistaken as forged features due to poor line quality, which can cause suspicion upon the authenticity of important legal documents. The present research work has been carried out to determine the effects of Parkinsonism and medication used for its treatment on handwriting. Handwriting/signature samples executed before and after the onset of Parkinsonism (both pre- and post-medication) have been randomly collected from 70 participants. These handwritings have been evaluated separately and compared inter-se for various handwriting characteristics with qualitative and statistical approach. The results have demonstrated significant changes in most of the characteristics in both affected writings of majority of participants as compared to their corresponding earlier writings. Thus, forensic document experts should be aware of the detrimental effects of Parkinsonism on handwriting in pre- and post-medication conditions of this ailment.
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Affiliation(s)
- Manpreet Kaur
- Department of Forensic Science, Punjabi University, Patiala, Punjab, India
| | - Komal Saini
- Department of Forensic Science, Punjabi University, Patiala, Punjab, India.
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Dehghanpur Deharab E, Ghaderyan P. Graphical representation and variability quantification of handwriting signals: New tools for Parkinson’s disease detection. Biocybern Biomed Eng 2022. [DOI: 10.1016/j.bbe.2021.12.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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9
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Progressive macrographia for block letter writing: A case study. Cortex 2021; 144:56-69. [PMID: 34649006 DOI: 10.1016/j.cortex.2021.09.002] [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: 03/16/2021] [Revised: 05/10/2021] [Accepted: 09/13/2021] [Indexed: 11/20/2022]
Abstract
"Macrographia", a relatively rare symptom generally following cerebellar diseases, consists of an abnormally large handwriting. The case reported in the present investigation shows several outstanding features. First, it is of the progressive variety, letters increase in size as one goes through the word towards the lower-right portion of space. Moreover, it is limited to one allographic variety, that is, block letters. This phenomenon is previously unreported, all allographic varieties being usually equally affected. Finally, no prominent cerebellar or basal ganglia abnormality could be demonstrated with structural MRI or PET. From a cognitive point of view, a peculiar combination of spatial attention, executive function and working memory deficits is proposed to account for the progressive misalignment and elongation of individual letters when specifically writing in block prints. From an anatomical perspective, the pattern of multifocal lesions, encompassing multiple cortical areas in both hemispheres and the corpus callosum, may support this multi-componential interpretation of the reported phenomenon.
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Zham P, Poosapadi SA, Kempster P, Raghav S, Nagao KJ, Wong K, Kumar D. Differences in Levodopa Response for Progressive and Non-Progressive Micrographia in Parkinson's Disease. Front Neurol 2021; 12:665112. [PMID: 34046005 PMCID: PMC8147867 DOI: 10.3389/fneur.2021.665112] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 04/09/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Micrographia, one element of the dysgraphia of Parkinson's disease (PD), may be classified according to the presence or absence of a decremental pattern. The decremental form, progressive micrographia, is an expression of the sequence effect seen generally in bradykinesia. Its responsiveness to levodopa has not been evaluated kinematically. Objectives: Aim of this study is to investigate the difference in levodopa response for progressive and non-progressive micrographia. Methods: Twenty-four PD patients and 24 age-matched repeatedly wrote the letter e on a computerized digital tablet. PD patients performed the task two times, in a defined off state and again after levodopa. Scripts were classified as progressive micrographia (PDPM) or non-progressive micrographia (PDNPM) depending on whether a 10% decrement was seen between the first and final characters of a line of lettering. Results: While levodopa produced a similar response on the MDS-UPDRS motor scale for the two groups, the effect on the two types of micrographia was different. While writing speed improved significantly in both groups after levodopa, the responses were over twofold greater for PDNPM. Moreover, the decremental features of PDPM-in size, speed, and pen-pressure-were largely unaltered by a levodopa dose. Conclusions: Progressive micrographia is less responsive to levodopa. Our findings agree with research showing that the sequence effect of bradykinesia is relatively resistant to medication. Yet we did not find a weaker overall levodopa motor benefit. Caution is needed in the interpretation of such micrographia measurements for estimating drug responses.
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Affiliation(s)
- Poonam Zham
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,IBM Research Australia, Southbank, VIC, Australia
| | - Sridhar A Poosapadi
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Center for Human Movement Research and Analysis, Department of Electronics and Instrumentation, SRM Institute of Science and Technology, Chennai, India
| | - Peter Kempster
- Department of Medicine, Monash University, Clayton, VIC, Australia.,Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Sanjay Raghav
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Kanae J Nagao
- Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Kitty Wong
- Neurosciences Department, Monash Medical Centre, Melbourne, VIC, Australia
| | - Dinesh Kumar
- School of Engineering, RMIT University, Melbourne, VIC, Australia
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Dridan BA, Ong B, Lloyd S, Evans L, Crowe SF. The Simple Copy Task: Detecting Higher Order Visual Processing Deficits in Schizophrenia, Dementia, and Movement Disorder Groups. AUSTRALIAN PSYCHOLOGIST 2020. [DOI: 10.1111/j.1742-9544.2012.00067.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Ben Ong
- School of Psychology, La Trobe University
| | - Susan Lloyd
- Psychology Department, John Lindell Rehabilitation Unit
| | - Loretta Evans
- Psychology Department, John Lindell Rehabilitation Unit
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Oliveira DLD, Freitas SMSFD, Alouche SR, Gimenez R, Gonzalez Alonso CC, Gutierrez RMS, Martins CE, Pires RS. Handwriting with different effectors in individuals with Parkinson's disease. Parkinsonism Relat Disord 2020; 78:91-93. [PMID: 32769033 DOI: 10.1016/j.parkreldis.2020.06.032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 06/15/2020] [Accepted: 06/27/2020] [Indexed: 11/16/2022]
Affiliation(s)
- Dalton Lustosa de Oliveira
- Doctoral Program in Physical Therapy, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | | | - Sandra Regina Alouche
- Master's and Doctoral Programs in Physical Therapy, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | - Roberto Gimenez
- Master's and Doctoral Programs in Education, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | - Cintia Cabral Gonzalez Alonso
- Doctoral Program in Physical Therapy, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | - Rita Mara Soares Gutierrez
- Doctoral Program in Physical Therapy, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | - Carlos Eduardo Martins
- Master Program in Education, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
| | - Raquel Simoni Pires
- Master's and Doctoral Programs in Physical Therapy, Universidade Cidade de São Paulo, 448 Cesário Galeno, São Paulo, SP, 03071-000, Brazil.
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Kanno S, Shinohara M, Kanno K, Gomi Y, Uchiyama M, Nishio Y, Baba T, Hosokai Y, Takeda A, Fukuda H, Mori E, Suzuki K. Neural substrates underlying progressive micrographia in Parkinson's disease. Brain Behav 2020; 10:e01669. [PMID: 32558361 PMCID: PMC7428504 DOI: 10.1002/brb3.1669] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 03/18/2020] [Accepted: 05/04/2020] [Indexed: 01/15/2023] Open
Abstract
INTRODUCTION The neural substrates associated with the development of micrographia remain unknown. We aimed to elucidate the neural substrates underlying micrographia in Parkinson's disease (PD) patients. METHODS Forty PD patients and 20 healthy controls underwent handwriting tests that involved free writing and copying. We measured the size of each letter and the resting cerebral glucose metabolic rate of the PD patients and another group of age- and sex-matched 14 healthy controls (HCs), who had not participated in the writing tests, using resting-state 18F-fluorodeoxyglucose positron emission tomography. RESULTS In the PD patients, the prevalence of consistent micrographia (CM) associated with free writing was 2.5% for both tasks. Alternatively, the prevalence of progressive micrographia (PM) was 15% for free writing and 17.5% for copying. In the PD patients, there was no significant difference in the letter sizes between these tasks, whereas the variability of the letter sizes for copying was significantly different from that for free writing. The means and decrements in letter sizes in either task were not significantly correlated with the severity of brady/hypokinesia in the PD patients. For free writing, the PD patients with PM showed glucose hypometabolism in the anterior part of the right middle cingulate cortex, including the rostral cingulate motor area, compared with those without PM. For copying, the PD patients with PM showed glucose hypometabolism in the right superior occipital gyrus, including V3A, compared with those without PM. CONCLUSIONS These findings suggest that PM in free writing in PD patients is caused by the difficulty of monitoring whether the actual handwriting movements are desirable for maintaining letter size during self-paced handwriting. By contrast, PM in copying in PD patients is evoked by a lack of visual information about the personal handwriting and hand motions that are used as cues for maintaining letter sizes.
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Affiliation(s)
- Shigenori Kanno
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Mayumi Shinohara
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Kasumi Kanno
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
| | - Yukihiro Gomi
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Occupational TherapyInternational University of Health and WelfareNaritaJapan
| | - Makoto Uchiyama
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Speech, Language, and Hearing SciencesNiigata University of Health and WelfareNiigataJapan
| | - Yoshiyuki Nishio
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of General PsychiatryTokyo Metropolitan Matsuzawa HospitalSetagayaJapan
| | - Toru Baba
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of NeurologySendai Nishitaga HospitalSendaiJapan
| | - Yoshiyuki Hosokai
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Radiological ScienceInternational University of Health and WelfareOtawaraJapan
| | - Atsushi Takeda
- Department of NeurologySendai Nishitaga HospitalSendaiJapan
| | - Hiroshi Fukuda
- Department of Nuclear Medicine and RadiologyInstitute of Development, Aging and CancerTohoku UniversitySendaiJapan
- Division of RadiologyTohoku Medical and Pharmaceutical UniversitySendaiJapan
| | - Etsuro Mori
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
- Department of Behavioural Neurology and Cognitive NeuropsychiatryOsaka University United Graduate School of Child DevelopmentSuitaJapan
| | - Kyoko Suzuki
- Department of Behavioural Neurology and Cognitive NeuroscienceTohoku University Graduate School of MedicineSendaiJapan
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Saini K, Kaur M. Forensic study on the effect of age and illness (Parkinsonism) on handwriting characteristics. EGYPTIAN JOURNAL OF FORENSIC SCIENCES 2019. [DOI: 10.1186/s41935-019-0131-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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15
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Zham P, Raghav S, Kempster P, Poosapadi Arjunan S, Wong K, Nagao KJ, Kumar DK. A Kinematic Study of Progressive Micrographia in Parkinson's Disease. Front Neurol 2019; 10:403. [PMID: 31068893 PMCID: PMC6491504 DOI: 10.3389/fneur.2019.00403] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 04/04/2019] [Indexed: 12/31/2022] Open
Abstract
Progressive micrographia is decrement in character size during writing and is commonly associated with Parkinson's disease (PD). This study has investigated the kinematic features of progressive micrographia during a repetitive writing task. Twenty-four PD patients with duration since diagnosis of <10 years and 24 age-matched controls wrote the letter “e” repeatedly. PD patients were studied in defined off states, with scoring of motor function on the Unified Parkinson's Disease Rating Scale Part III. A digital tablet captured x-y coordinates and ink-pen pressure. Customized software recorded the data and offline analysis derived the kinematic features of pen-tip movement. The average size of the first and the last five letters were compared, with progressive micrographia defined as >10% decrement in letter stroke length. The relationships between dimensional and kinematic features for the control subjects and for PD patients with and without progressive micrographia were studied. Differences between the initial and last letter repetitions within each group were assessed by Wilcoxon signed-rank test, and the Kruskal-Wallis test was applied to compare the three groups. There are five main conclusions from our findings: (i) 66% of PD patients who participated in this study exhibited progressive micrographia; (ii) handwriting kinematic features for all PD patients was significantly lower than controls (p < 0.05); (iii) patients with progressive micrographia lose the normal augmentation of writing speed and acceleration in the x axis with left-to-right writing and show decrement of pen-tip pressure (p = 0.034); (iv) kinematic and pen-tip pressure profiles suggest that progressive micrographia in PD reflects poorly sustained net force; and (v) although progressive micrographia resembles the sequence effect of general bradykinesia, we did not find a significant correlation with overall motor disability, nor with the aggregate UPDRS-III bradykinesia scores for the dominant arm.
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Affiliation(s)
- Poonam Zham
- School of Engineering, RMIT University, Melbourne, VIC, Australia
| | - Sanjay Raghav
- School of Engineering, RMIT University, Melbourne, VIC, Australia.,Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Peter Kempster
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia.,Department of Medicine, Monash University, Clayton, VIC, Australia
| | | | - Kit Wong
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Kanae J Nagao
- Department of Neurosciences, Monash Medical Centre, Clayton, VIC, Australia
| | - Dinesh K Kumar
- School of Engineering, RMIT University, Melbourne, VIC, Australia
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Zham P, Arjunan SP, Raghav S, Kumar DK. Efficacy of Guided Spiral Drawing in the Classification of Parkinson's Disease. IEEE J Biomed Health Inform 2018; 22:1648-1652. [DOI: 10.1109/jbhi.2017.2762008] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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17
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Thomas M, Lenka A, Kumar Pal P. Handwriting Analysis in Parkinson's Disease: Current Status and Future Directions. Mov Disord Clin Pract 2017; 4:806-818. [PMID: 30363367 PMCID: PMC6174397 DOI: 10.1002/mdc3.12552] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2017] [Revised: 08/28/2017] [Accepted: 09/06/2017] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND The majority of patients with Parkinson's disease (PD) have handwriting abnormalities. Micrographia (abnormally small letter size) is the most commonly reported and easily detectable handwriting abnormality in patients with PD. However, micrographia is perhaps the tip of the iceberg representing the handwriting abnormalities in PD. Digitizing tablet technology, which has evolved over the last 2 decades, has made it possible to study the pressure and kinematic features of handwriting. This has resulted in a surge of studies investigating graphomotor impairment in patients with PD. METHODS The objectives of this study were to review the evolution of the kinematic analysis of handwriting in PD and to provide an overview of handwriting abnormalities observed in PD along with future directions for research in this field. Articles for review were searched from the PubMed and SCOPUS databases. RESULTS Digitizing tablet technologies have resulted in a shift of focus from the analysis of only letter size to the analysis of several kinematic features of handwriting. Studies based on the kinematic analysis of handwriting have revealed that patients with PD may have abnormalities in velocity, fluency, and acceleration in addition to micrographia. The recognition of abnormalities in several kinematic parameters of handwriting has given rise to the term PD dysgraphia. In addition, certain kinematic properties potentially may be helpful in distinguishing PD from other parkinsonian disorders. CONCLUSION The journey from micrographia to PD dysgraphia is indeed a paradigm shift. Further research is warranted to gain better insight into the graphomotor impairments in PD and their clinical implications.
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Affiliation(s)
- Mathew Thomas
- Department of NeurologyNational Institute of Mental Health and NeurosciencesBangaloreKarnatakaIndia
| | - Abhishek Lenka
- Department of NeurologyNational Institute of Mental Health and NeurosciencesBangaloreKarnatakaIndia
- Department of Clinical NeurosciencesNational Institute of Mental Health and NeurosciencesBangaloreKarnatakaIndia
| | - Pramod Kumar Pal
- Department of NeurologyNational Institute of Mental Health and NeurosciencesBangaloreKarnatakaIndia
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Nackaerts E, Heremans E, Smits-Engelsman BCM, Broeder S, Vandenberghe W, Bergmans B, Nieuwboer A. Validity and reliability of a new tool to evaluate handwriting difficulties in Parkinson's disease. PLoS One 2017; 12:e0173157. [PMID: 28253374 PMCID: PMC5333892 DOI: 10.1371/journal.pone.0173157] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2016] [Accepted: 02/15/2017] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Handwriting in Parkinson's disease (PD) features specific abnormalities which are difficult to assess in clinical practice since no specific tool for evaluation of spontaneous movement is currently available. OBJECTIVE This study aims to validate the 'Systematic Screening of Handwriting Difficulties' (SOS-test) in patients with PD. METHODS Handwriting performance of 87 patients and 26 healthy age-matched controls was examined using the SOS-test. Sixty-seven patients were tested a second time within a period of one month. Participants were asked to copy as much as possible of a text within 5 minutes with the instruction to write as neatly and quickly as in daily life. Writing speed (letters in 5 minutes), size (mm) and quality of handwriting were compared. Correlation analysis was performed between SOS outcomes and other fine motor skill measurements and disease characteristics. Intrarater, interrater and test-retest reliability were assessed using the intraclass correlation coefficient (ICC) and Spearman correlation coefficient. RESULTS Patients with PD had a smaller (p = 0.043) and slower (p<0.001) handwriting and showed worse writing quality (p = 0.031) compared to controls. The outcomes of the SOS-test significantly correlated with fine motor skill performance and disease duration and severity. Furthermore, the test showed excellent intrarater, interrater and test-retest reliability (ICC > 0.769 for both groups). CONCLUSION The SOS-test is a short and effective tool to detect handwriting problems in PD with excellent reliability. It can therefore be recommended as a clinical instrument for standardized screening of handwriting deficits in PD.
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Affiliation(s)
| | - Elke Heremans
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | | | - Sanne Broeder
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
| | - Wim Vandenberghe
- Department of Neurosciences, KU Leuven, Leuven, Belgium
- Department of Neurology, University Hospitals Leuven, Leuven, Belgium
| | - Bruno Bergmans
- Department of Neurology, A.Z. Sint-Jan Brugge-Oostende, Bruges, Belgium
| | - Alice Nieuwboer
- Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
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Inzelberg R, Plotnik M, Harpaz NK, Flash T. Micrographia, much beyond the writer's hand. Parkinsonism Relat Disord 2016; 26:1-9. [PMID: 26997656 DOI: 10.1016/j.parkreldis.2016.03.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2015] [Revised: 02/12/2016] [Accepted: 03/06/2016] [Indexed: 12/17/2022]
Abstract
INTRODUCTION This review on micrographia aims to draw the clinician's attention to non-Parkinsonian etiologies, provide clues to differential diagnosis, and summarize current knowledge on the phenomenology, etiology, and mechanisms underlying micrographia. METHODS A systematic review of the existing literature was performed. RESULTS Micrographia, namely small sized handwriting has long been attributed to Parkinson's disease. However, it has often been observed as part of the clinical picture of additional neurodegenerative disorders, sometimes antedating the motor signs, or following focal basal ganglia lesions without any accompanying parkinsonism, suggesting that bradykinesia and rigidity are not sine-qua-non for the development of this phenomenon. Therefore, micrographia in a patient with no signs of parkinsonism may prompt the clinician to perform imaging in order to exclude a focal basal ganglia lesion. Dopaminergic etiology in this and other cases is doubtful, since levodopa ameliorates letter stroke size only partially, and only in some patients. Parkinsonian handwriting is often characterized by lack of fluency, slowness, and less frequently by micrographia. Deviations from kinematic laws of motion that govern normal movement, including the lack of movement smoothness and inability to scale movement amplitude to the desired size, may reflect impairments in motion planning, possible loss of automaticity and reduced movement vigor. CONCLUSIONS The etiology, neuroanatomy, mechanisms and models of micrographia are discussed. Dysfunction of the basal ganglia circuitry induced by neurodegeneration or disruption by focal damage give rise to micrographia.
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Affiliation(s)
- Rivka Inzelberg
- Department of Neurology and Neurosurgery, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Center of Advanced Technologies in Rehabilitation, Sheba Medical Center, Tel Hashomer, Israel; Department of Applied Mathematics and Computer Science, The Weizmann Institute of Science, Rehovot, Israel.
| | - Meir Plotnik
- Department of Pharmacology and Physiology, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Sagol School of Neuroscience, Tel Aviv University, Tel Aviv, Israel; Center of Advanced Technologies in Rehabilitation, Sheba Medical Center, Tel Hashomer, Israel; Gonda Brain Research Center, Bar Ilan University, Ramat Gan, Israel.
| | - Naama Kadmon Harpaz
- Department of Applied Mathematics and Computer Science, The Weizmann Institute of Science, Rehovot, Israel.
| | - Tamar Flash
- Department of Applied Mathematics and Computer Science, The Weizmann Institute of Science, Rehovot, Israel.
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Zhi N, Jaeger BK, Gouldstone A, Sipahi R, Frank S. Toward Monitoring Parkinson's Through Analysis of Static Handwriting Samples: A Quantitative Analytical Framework. IEEE J Biomed Health Inform 2016; 21:488-495. [PMID: 26800555 DOI: 10.1109/jbhi.2016.2518858] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Detection of changes in micrographia as a manifestation of symptomatic progression or therapeutic response in Parkinson's disease (PD) is challenging as such changes can be subtle. A computerized toolkit based on quantitative analysis of handwriting samples would be valuable as it could supplement and support clinical assessments, help monitor micrographia, and link it to PD. Such a toolkit would be especially useful if it could detect subtle yet relevant changes in handwriting morphology, thus enhancing resolution of the detection procedure. This would be made possible by developing a set of metrics sensitive enough to detect and discern micrographia with specificity. Several metrics that are sensitive to the characteristics of micrographia were developed, with minimal sensitivity to confounding handwriting artifacts. These metrics capture character size-reduction, ink utilization, and pixel density within a writing sample from left to right. They are used here to "score" handwritten signatures of 12 different individuals corresponding to healthy and symptomatic PD conditions, and sample control signatures that had been artificially reduced in size for comparison purposes. Moreover, metric analyses of samples from ten of the 12 individuals for which clinical diagnosis time is known show considerable informative variations when applied to static signature samples obtained before and after diagnosis. In particular, a measure called pixel density variation showed statistically significant differences ( ) between two comparison groups of remote signature recordings: earlier versus recent, based on independent and paired t-test analyses on a total of 40 signature samples. The quantitative framework developed here has the potential to be used in future controlled experiments to study micrographia and links to PD from various aspects, including monitoring and assessment of applied interventions and treatments. The inherent value in this methodology is further enhanced by its reliance solely on static signatures, not requiring dynamic sampling with specialized equipment.
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Mannella F, Baldassarre G. Selection of cortical dynamics for motor behaviour by the basal ganglia. BIOLOGICAL CYBERNETICS 2015; 109:575-595. [PMID: 26537483 PMCID: PMC4656718 DOI: 10.1007/s00422-015-0662-6] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Accepted: 09/29/2015] [Indexed: 06/05/2023]
Abstract
The basal ganglia and cortex are strongly implicated in the control of motor preparation and execution. Re-entrant loops between these two brain areas are thought to determine the selection of motor repertoires for instrumental action. The nature of neural encoding and processing in the motor cortex as well as the way in which selection by the basal ganglia acts on them is currently debated. The classic view of the motor cortex implementing a direct mapping of information from perception to muscular responses is challenged by proposals viewing it as a set of dynamical systems controlling muscles. Consequently, the common idea that a competition between relatively segregated cortico-striato-nigro-thalamo-cortical channels selects patterns of activity in the motor cortex is no more sufficient to explain how action selection works. Here, we contribute to develop the dynamical view of the basal ganglia-cortical system by proposing a computational model in which a thalamo-cortical dynamical neural reservoir is modulated by disinhibitory selection of the basal ganglia guided by top-down information, so that it responds with different dynamics to the same bottom-up input. The model shows how different motor trajectories can so be produced by controlling the same set of joint actuators. Furthermore, the model shows how the basal ganglia might modulate cortical dynamics by preserving coarse-grained spatiotemporal information throughout cortico-cortical pathways.
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Affiliation(s)
- Francesco Mannella
- Laboratory of Computational Embodied Neuroscience, Institute of Cognitive Sciences and Technologies, National Research Council (CNR-ISTC-LOCEN), Via San Martino della Battaglia 44, 00185, Rome, Italy.
| | - Gianluca Baldassarre
- Laboratory of Computational Embodied Neuroscience, Institute of Cognitive Sciences and Technologies, National Research Council (CNR-ISTC-LOCEN), Via San Martino della Battaglia 44, 00185, Rome, Italy.
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Wu T, Zhang J, Hallett M, Feng T, Hou Y, Chan P. Neural correlates underlying micrographia in Parkinson's disease. Brain 2015; 139:144-60. [PMID: 26525918 DOI: 10.1093/brain/awv319] [Citation(s) in RCA: 64] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2015] [Accepted: 09/16/2015] [Indexed: 11/14/2022] Open
Abstract
Micrographia is a common symptom in Parkinson's disease, which manifests as either a consistent or progressive reduction in the size of handwriting or both. Neural correlates underlying micrographia remain unclear. We used functional magnetic resonance imaging to investigate micrographia-related neural activity and connectivity modulations. In addition, the effect of attention and dopaminergic administration on micrographia was examined. We found that consistent micrographia was associated with decreased activity and connectivity in the basal ganglia motor circuit; while progressive micrographia was related to the dysfunction of basal ganglia motor circuit together with disconnections between the rostral supplementary motor area, rostral cingulate motor area and cerebellum. Attention significantly improved both consistent and progressive micrographia, accompanied by recruitment of anterior putamen and dorsolateral prefrontal cortex. Levodopa improved consistent micrographia accompanied by increased activity and connectivity in the basal ganglia motor circuit, but had no effect on progressive micrographia. Our findings suggest that consistent micrographia is related to dysfunction of the basal ganglia motor circuit; while dysfunction of the basal ganglia motor circuit and disconnection between the rostral supplementary motor area, rostral cingulate motor area and cerebellum likely contributes to progressive micrographia. Attention improves both types of micrographia by recruiting additional brain networks. Levodopa improves consistent micrographia by restoring the function of the basal ganglia motor circuit, but does not improve progressive micrographia, probably because of failure to repair the disconnected networks.
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Affiliation(s)
- Tao Wu
- 1 Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, China 2 Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China
| | - Jiarong Zhang
- 1 Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, China 2 Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China
| | - Mark Hallett
- 3 Human Motor Control Section, Medical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Tao Feng
- 2 Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China 4 China National Clinical Research Centre for Neurological Diseases, Beijing, China 5 Department of Neurology, Centre for Neurodegenerative Disease, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Yanan Hou
- 1 Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, China 2 Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China
| | - Piu Chan
- 1 Department of Neurobiology, Key Laboratory on Neurodegenerative Disorders of Ministry of Education, Beijing Institute of Geriatrics, Xuanwu Hospital, Capital Medical University, Beijing, China 2 Beijing Key Laboratory on Parkinson's Disease, Parkinson Disease Centre of Beijing Institute for Brain Disorders, Beijing, China
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Pinto S, Velay JL. Handwriting as a marker for PD progression: a shift in paradigm. Neurodegener Dis Manag 2015; 5:367-9. [DOI: 10.2217/nmt.15.29] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Serge Pinto
- Aix-Marseille Université, CNRS, Laboratoire Parole et Langage (LPL), UMR 7309, Aix-Marseille Université/CNRS, 5 avenue Pasteur 13100 Aix-en-Provence, France
| | - Jean-Luc Velay
- Aix-Marseille Université, CNRS, Laboratoire de Neurosciences Cognitives (LNC), UMR 7291 Aix-Marseille Université/CNRS, 3 place Victor Hugo, 13331 Marseille cedex 03, France
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Ziliotto A, Cersosimo MG, Micheli FE. Handwriting Rehabilitation in Parkinson Disease: A Pilot Study. Ann Rehabil Med 2015; 39:586-91. [PMID: 26361595 PMCID: PMC4564706 DOI: 10.5535/arm.2015.39.4.586] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Accepted: 02/04/2015] [Indexed: 11/29/2022] Open
Abstract
Objective To assess the utility of handwriting rehabilitation (HR) in Parkinson disease (PD) patients who experienced difficulties with handwriting and signing. Methods Sixty PD patients were prospectively studied with graphological evaluations. Thirty PD patients were assigned to HR for 9 weeks. At the end of this training, all patients were evaluated again and results of basal vs. final evaluations were compared. Results At final evaluation, the group assigned to HR showed significantly larger amplitude of the first 'e' in the phrase, larger signature surface area, and superior margin. A trend of increase in letter size was also observed. Handwriting with progressively decreasing size of letters and ascending direction with respect to the horizontal were prominent findings in both groups of patients and they did not change after HR. Conclusion Rehabilitation programs for handwriting problems in PD patients are likely to be helpful. Larger randomized studies are needed to confirm these results.
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Affiliation(s)
- Adriana Ziliotto
- Parkinson's Disease and Other Movement Disorders Unit, Hospital de Clinicas "Jose de San Martin", University of Buenos Aires, Argentina
| | - Maria G Cersosimo
- Parkinson's Disease and Other Movement Disorders Unit, Hospital de Clinicas "Jose de San Martin", University of Buenos Aires, Argentina
| | - Federico E Micheli
- Parkinson's Disease and Other Movement Disorders Unit, Hospital de Clinicas "Jose de San Martin", University of Buenos Aires, Argentina
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Sitek EJ, Barczak A, Kluj-Kozłowska K, Kozłowski M, Narożańska E, Konkel A, Dąbrowska M, Barcikowska M, Sławek J. Writing in Richardson variant of progressive supranuclear palsy in comparison to progressive non-fluent aphasia. Neurol Neurochir Pol 2015; 49:217-22. [PMID: 26188937 DOI: 10.1016/j.pjnns.2015.05.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Revised: 05/24/2015] [Accepted: 05/27/2015] [Indexed: 11/16/2022]
Abstract
BACKGROUND The overlap between progressive supranuclear palsy (PSP) and progressive non-fluent aphasia (PNFA) is being increasingly recognized. In this paper descriptive writing in patients with Richardson syndrome of progressive supranuclear palsy (PSP-RS) is compared to writing samples from patients with PNFA. METHODS Twenty-seven patients participated in the study: 17 with the clinical diagnosis of PSP-RS and 10 with PNFA. Untimed written picture description was administered during neuropsychological assessment and subsequently scored by two raters blinded to the clinical diagnosis. Lexical and syntactic content, as well as writing errors (e.g. omission and perseverative errors) were analyzed. RESULTS In patients with PSP-RS both letter and diacritic mark omission errors were very frequent. Micrographia was present in 8 cases (47%) in PSP-RS group and in one case (10%) with PNFA. Perseverative errors did not differentiate between the groups. CONCLUSIONS As omission errors predominate in writing of patients with PSP-RS, writing seems to be compromised mainly because of oculomotor deficits, that may alter visual feedback while writing.
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Affiliation(s)
- Emilia J Sitek
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland; Department of Neurological and Psychiatric Nursing, Medical University of Gdansk, Gdansk, Poland.
| | - Anna Barczak
- Neurology Department, Central Clinical Hospital of the Ministry of Interior, Warsaw, Poland.
| | - Klaudia Kluj-Kozłowska
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland; Speech Therapy Chair, Faculty of Languages, University of Gdansk, Gdansk, Poland.
| | - Marcin Kozłowski
- Speech Therapy Chair, Faculty of Languages, University of Gdansk, Gdansk, Poland; Neurological Rehabilitation Department, Specialist Hospital in Koscierzyna, Dzierzazno, Poland.
| | - Ewa Narożańska
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland.
| | - Agnieszka Konkel
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland; Department of Neurological and Psychiatric Nursing, Medical University of Gdansk, Gdansk, Poland.
| | - Magda Dąbrowska
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland.
| | - Maria Barcikowska
- Neurodegenerative Disorders Department, Mossakowski Medical Research Center, Polish Academy of Sciences, Warsaw, Poland.
| | - Jarosław Sławek
- Neurology Department, St. Adalbert Hospital, Copernicus Podmiot Leczniczy Sp. z o.o., Gdansk, Poland; Department of Neurological and Psychiatric Nursing, Medical University of Gdansk, Gdansk, Poland.
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Letanneux A, Danna J, Velay JL, Viallet F, Pinto S. From micrographia to Parkinson's disease dysgraphia. Mov Disord 2014; 29:1467-75. [PMID: 25156696 DOI: 10.1002/mds.25990] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Revised: 07/03/2014] [Accepted: 07/14/2014] [Indexed: 11/10/2022] Open
Abstract
Micrographia, an abnormal reduction in writing size, is a specific behavioral deficit associated with Parkinson's disease (PD). In recent years, the availability of graphic tablets has made it possible to study micrographia in unprecedented detail. Consequently, a growing number of studies show that PD patients also exhibit impaired handwriting kinematics. Is micrographia still the most characteristic feature of PD-related handwriting deficits? To answer this question, we identified studies that investigated handwriting in PD, either with conventional pencil-and-paper measures or with graphic tablets, and we reported their findings on key spatiotemporal and kinematic variables. We found that kinematic variables (velocity, fluency) differentiate better between control participants and PD patients, and between off- and on-treatment PD patients, than the traditional measure of static writing size. Although reduced writing size is an important feature of PD handwriting, the deficit is not restricted to micrographia stricto sensu. Therefore, we propose the term PD dysgraphia, which encompasses all deficits characteristic of Parkinsonian handwriting. We conclude that the computerized analysis of handwriting movements is a simple and useful tool that can contribute to both diagnosis and follow-up of PD.
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Affiliation(s)
- Alban Letanneux
- Aix-Marseille Université, CNRS, Laboratoire Parole et Langage, UMR 7309, Aix-en-Provence, France
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Kim H, Yoon JH, Nam HS. Efficacy of language-appropriate cueing on micrographia in Korean patients with Parkinson's disease. Geriatr Gerontol Int 2014; 15:647-51. [PMID: 24852208 DOI: 10.1111/ggi.12313] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/10/2014] [Indexed: 11/29/2022]
Abstract
AIM First, we objectively quantified the handwriting size of Parkinson's disease (PD) patients. Second, we investigated the efficacy of the external visual cueing on Korean handwriting in PD. METHODS We recruited 57 patients diagnosed with PD and 37 community-dwelling normal older adults. All participants were asked to write a target word on a blank sheet of paper. For investigating the external visual cueing, 24 PD patients wrote the target word in square grids. The size of each syllable of the word was measured using a public domain software program. In order to measure the area of a syllable, the upper, lower, left and right margins of the syllable were outlined with a rectangle. The area of selection in square pixels or in calibrated square units was used to spatially calibrate the image automatically. RESULTS The PD group showed significantly smaller writing size than the normal group in all syllables of the free writing. The writing size in the square grids of the PD patients was bigger than their free writing. CONCLUSION The present study is noteworthy, because it is the first attempt to use a software program to objectively quantify parkinsonian handwriting size. This measuring system would help clinicians monitor handwriting size throughout the disease course. From the perspective of rehabilitation, language-appropriate external visual cues might be useful in daily communication (i.e. handwriting) activities in Korean patients with PD.
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Affiliation(s)
- HyangHee Kim
- Graduate Program in Speech and Language Pathology, Yonsei University, Seoul, Korea; Department and Research Institute of Rehabilitation Medicine, Yonsei University College of Medicine, Seoul, Korea
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Sitek EJ, Narozanska E, Barczak A, Jasinska-Myga B, Harciarek M, Chodakowska-Zebrowska M, Kubiak M, Wieczorek D, Konieczna S, Rademakers R, Baker M, Berdynski M, Brockhuis B, Barcikowska M, Zekanowski C, Heilman KM, Wszolek ZK, Slawek J. Agraphia in patients with frontotemporal dementia and parkinsonism linked to chromosome 17 with P301L MAPT mutation: dysexecutive, aphasic, apraxic or spatial phenomenon? Neurocase 2014; 20:69-86. [PMID: 23121543 PMCID: PMC3710298 DOI: 10.1080/13554794.2012.732087] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
OBJECTIVES Patients with frontotemporal dementia and parkinsonism linked to chromosome 17 (FTDP-17) may be agraphic. The study aimed at characterizing agraphia in individuals with a P301L MAPT mutation. METHODS Two pairs of siblings with FTDP-17 were longitudinally examined for agraphia in relation to language and cognitive deficits. RESULTS All patients presented with dysexecutive agraphia. In addition, in the first pair of siblings one sibling demonstrated spatial agraphia with less pronounced allographic agraphia and the other sibling had aphasic agraphia. Aphasic agraphia was also present in one sibling from the second pair. CONCLUSION Agraphia associated with FTDP-17 is very heterogeneous.
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Affiliation(s)
- Emilia J Sitek
- a Department of Neurology , St. Adalbert Hospital , Gdansk , Poland
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Ling H, Massey LA, Lees AJ, Brown P, Day BL. Hypokinesia without decrement distinguishes progressive supranuclear palsy from Parkinson's disease. ACTA ACUST UNITED AC 2012; 135:1141-53. [PMID: 22396397 DOI: 10.1093/brain/aws038] [Citation(s) in RCA: 100] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Repetitive finger tapping is commonly used to assess bradykinesia in Parkinson's disease. The Queen Square Brain Bank diagnostic criterion of Parkinson's disease defines bradykinesia as 'slowness of initiation with progressive reduction in speed and amplitude of repetitive action'. Although progressive supranuclear palsy is considered an atypical parkinsonian syndrome, it is not known whether patients with progressive supranuclear palsy have criteria-defined bradykinesia. This study objectively assessed repetitive finger tap performance and handwriting in patients with Parkinson's disease (n = 15), progressive supranuclear palsy (n = 9) and healthy age- and gender-matched controls (n = 16). The motion of the hand and digits was recorded in 3D during 15-s repetitive index finger-to-thumb tapping trials. The main finding was hypokinesia without decrement in patients with progressive supranuclear palsy, which differed from the finger tap pattern in Parkinson's disease. Average finger separation amplitude in progressive supranuclear palsy was less than half of that in controls and Parkinson's disease (P < 0.001 in both cases). Change in tap amplitude over consecutive taps was computed by linear regression. The average amplitude slope in progressive supranuclear palsy was nearly zero (0.01°/cycle) indicating a lack of decrement, which differed from the negative slope in patients with Parkinson's disease OFF levodopa (-0.20°/cycle, P = 0.002). 'Hypokinesia', defined as <50% of control group's mean amplitude, combined with 'absence of decrement', defined as mean positive amplitude slope, were identified in 87% of finger tap trials in the progressive supranuclear palsy group and only 12% in the Parkinson's disease OFF levodopa group. In progressive supranuclear palsy, the mean amplitude was not correlated with disease duration or other clinimetric scores. In Parkinson's disease, finger tap pattern was compatible with criteria-defined bradykinesia, characterized by slowness with progressive reduction in amplitude and speed and increased variability in speed throughout the tap trial. In Parkinson's disease, smaller amplitude, slower speed and greater speed variability were all associated with a more severe Unified Parkinson's Disease Rating Scale motor score. Analyses of handwriting showed that micrographia, defined as smaller than 50% of the control group's mean script size, was present in 75% of patients with progressive supranuclear palsy and 15% of patients with Parkinson's disease (P = 0.022). Most scripts performed by patients with progressive supranuclear palsy did not exhibit decrements in script size. In conclusion, patients with progressive supranuclear palsy have a specific finger tap pattern of 'hypokinesia without decrement' and they do not have criteria-defined limb bradykinesia. Similarly, 'micrographia' and 'lack of decrement in script size' are also more common in progressive supranuclear palsy than in Parkinson's disease.
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Affiliation(s)
- Helen Ling
- Sara Koe PSP Research Centre, Institute of Neurology, University College London, UK.
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Barbarulo AM, Grossi D, Merola S, Conson M, Trojano L. On the genesis of unilateral micrographia of the progressive type. Neuropsychologia 2007; 45:1685-96. [PMID: 17275860 DOI: 10.1016/j.neuropsychologia.2007.01.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2006] [Revised: 12/24/2006] [Accepted: 01/07/2007] [Indexed: 11/21/2022]
Abstract
We report a patient who, following a focal ischemic lesion of the left basal ganglia, developed right hand micrographia characterised by progressive reduction of letter size during writing (progressive micrographia). The patient did not show relevant cognitive impairments, but achieved pathological scores in tests for verbal fluency, and cognitive flexibility and monitoring. A systematic investigation of the writing performances demonstrated that micrographia showed a clear length effect in whatever writing style or task, while it was not observed in drawing, or in left hand writing to a comparable extent. Right hand progressive micrographia was not affected by a concurrent motor and cognitive load; instead, switching between two kinds of allographic responses and presenting one letter at a time in copying tasks reduced severity of micrographia significantly. These findings support the view that progressive micrographia in our patient could be ascribed to a defect in regulating the motor output on the basis of self-generated strategies. This conclusion would be consistent with neuroimaging evidence about the role of the basal ganglia in the control of motor sequencing, and could suggest that progressive micrographia might be associated with specific executive defects.
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Affiliation(s)
- Anna Maria Barbarulo
- Neuropsychology Laboratory, Department of Psychology, Second University of Naples, Via Vivaldi 43, 81100 Caserta, Italy
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