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Utpal BK, Roy SC, Zehravi M, Sweilam SH, Raja AD, Haque MA, Nayak C, Balakrishnan S, Singh LP, Panigrahi S, Alshehri MA, Rab SO, Minhaj NS, Emran TB. Polyphenols as Wnt/β-catenin pathway modulators: A promising strategy in clinical neurodegeneration. Animal Model Exp Med 2025; 8:266-286. [PMID: 39808166 PMCID: PMC11871115 DOI: 10.1002/ame2.12525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Accepted: 11/18/2024] [Indexed: 01/16/2025] Open
Abstract
Polyphenols, a diverse group of naturally occurring compounds found in plants, have garnered significant attention for their potential therapeutic properties in treating neurodegenerative diseases (NDs). The Wnt/β-catenin (WβC) signaling pathway, a crucial player in neurogenesis, neuronal survival, and synaptic plasticity, is involved in several cellular mechanisms related to NDs. Dysregulation of this pathway is a hallmark in the development of various NDs. This study explores multiple polyphenolic compounds, such as flavonoids, stilbenes, lignans, and phenolic acids, and their potential to protect the nervous system. It provides a comprehensive analysis of their effects on the WβC pathway, elucidating their modes of action. The study highlights the dual function of polyphenols in regulating and protecting the nervous system, providing reassurance about the research benefits. This review provides a comprehensive analysis of the results obtained from both in vitro studies and in vivo research, shedding light on how these substances influence the various components of the pathway. The focus is mainly on the molecular mechanisms that allow polyphenols to reduce oxidative stress, inflammation, and apoptotic processes, ultimately improving the function and survival of neurons. This study aims to offer a thorough understanding of the potential of polyphenols in targeting the WβC signaling pathway, which could lead to the development of innovative therapeutic options for NDs.
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Affiliation(s)
- Biswajit Kumar Utpal
- Department of Pharmacy, Faculty of Health and Life SciencesDaffodil International UniversityDhakaBangladesh
| | - Sajib Chandra Roy
- Department of Pharmacy, Faculty of PharmacyUniversity of DhakaDhakaBangladesh
| | - Mehrukh Zehravi
- Department of Clinical Pharmacy, College of Dentistry and PharmacyBuraydah Private CollegesBuraydahSaudi Arabia
| | - Sherouk Hussein Sweilam
- Department of Pharmacognosy, College of PharmacyPrince Sattam Bin Abdulaziz UniversityAl‐KharjSaudi Arabia
- Department of Pharmacognosy, Faculty of PharmacyEgyptian Russian UniversityCairoEgypt
| | - A. Dinesh Raja
- Department of PharmaceuticsKMCH College of PharmacyCoimbatoreIndia
| | - M. Akiful Haque
- Department of Pharmaceutical Analysis, School of Pharmacy, Anurag University, HyderabadIndia
| | - Chandan Nayak
- Department of Pharmaceutics, School of PharmacyArka Jain UniversityJharkhandIndia
| | - Senthilkumar Balakrishnan
- Department of PharmaceuticsJKKMMRF‐Annai JKK Sampoorani Ammal College of PharmacyKomarapalayamNamakkalIndia
| | - Laliteshwar Pratap Singh
- Department of Pharmaceutical Chemistry, Narayan Institute of PharmacyGopal Narayan Singh UniversitySasaramIndia
| | - Saswati Panigrahi
- Department of Pharmaceutical ChemistrySt. John Institute of Pharmacy and ResearchVevoorPalgharIndia
| | | | - Safia Obaidur Rab
- Department of Clinical Laboratory Sciences, College of Applied Medical ScienceKing Khalid UniversityAbhaSaudi Arabia
| | - Najmus Sakib Minhaj
- Department of Pharmacy, Faculty of PharmacyUniversity of DhakaDhakaBangladesh
| | - Talha Bin Emran
- Department of Pharmacy, Faculty of Health and Life SciencesDaffodil International UniversityDhakaBangladesh
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Ramakrishna K, Nalla LV, Naresh D, Venkateswarlu K, Viswanadh MK, Nalluri BN, Chakravarthy G, Duguluri S, Singh P, Rai SN, Kumar A, Singh V, Singh SK. WNT-β Catenin Signaling as a Potential Therapeutic Target for Neurodegenerative Diseases: Current Status and Future Perspective. Diseases 2023; 11:89. [PMID: 37489441 PMCID: PMC10366863 DOI: 10.3390/diseases11030089] [Citation(s) in RCA: 85] [Impact Index Per Article: 42.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Revised: 06/20/2023] [Accepted: 06/23/2023] [Indexed: 07/26/2023] Open
Abstract
Wnt/β-catenin (WβC) signaling pathway is an important signaling pathway for the maintenance of cellular homeostasis from the embryonic developmental stages to adulthood. The canonical pathway of WβC signaling is essential for neurogenesis, cell proliferation, and neurogenesis, whereas the noncanonical pathway (WNT/Ca2+ and WNT/PCP) is responsible for cell polarity, calcium maintenance, and cell migration. Abnormal regulation of WβC signaling is involved in the pathogenesis of several neurodegenerative diseases such as Alzheimer's disease (AD), Parkinson's disease (PD), Huntington's disease (HD), amyotrophic lateral sclerosis (ALS), multiple sclerosis (MS), and spinal muscular atrophy (SMA). Hence, the alteration of WβC signaling is considered a potential therapeutic target for the treatment of neurodegenerative disease. In the present review, we have used the bibliographical information from PubMed, Google Scholar, and Scopus to address the current prospects of WβC signaling role in the abovementioned neurodegenerative diseases.
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Affiliation(s)
- Kakarla Ramakrishna
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Lakshmi Vineela Nalla
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Dumala Naresh
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Kojja Venkateswarlu
- Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology, IIT BHU, Varanasi 221005, India
| | - Matte Kasi Viswanadh
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Buchi N Nalluri
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Guntupalli Chakravarthy
- KL College of Pharmacy, Koneru Lakshmaiah Education Foundation Deemed to be University (KLU), Green Fields, Vaddeswaram, Guntur 522502, India
| | - Sajusha Duguluri
- Department of Biotechnology, Bharathi Institute of Higher Education and Research, Chennai 600073, India
| | - Payal Singh
- Department of Zoology, Mahila Maha Vidyalaya, Banaras Hindu University, Varanasi 221005, India
| | - Sachchida Nand Rai
- Centre of Experimental Medicine and Surgery, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India
| | - Ashish Kumar
- ICMR-Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna 800007, India
| | - Veer Singh
- ICMR-Rajendra Memorial Research Institute of Medical Sciences, Agamkuan, Patna 800007, India
| | - Santosh Kumar Singh
- Centre of Experimental Medicine and Surgery, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India
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3
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Kinnunen KM, Schwarz AJ, Turner EC, Pustina D, Gantman EC, Gordon MF, Joules R, Mullin AP, Scahill RI, Georgiou-Karistianis N. Volumetric MRI-Based Biomarkers in Huntington's Disease: An Evidentiary Review. Front Neurol 2021; 12:712555. [PMID: 34621236 PMCID: PMC8490802 DOI: 10.3389/fneur.2021.712555] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 08/10/2021] [Indexed: 01/02/2023] Open
Abstract
Huntington's disease (HD) is an autosomal-dominant inherited neurodegenerative disorder that is caused by expansion of a CAG-repeat tract in the huntingtin gene and characterized by motor impairment, cognitive decline, and neuropsychiatric disturbances. Neuropathological studies show that disease progression follows a characteristic pattern of brain atrophy, beginning in the basal ganglia structures. The HD Regulatory Science Consortium (HD-RSC) brings together diverse stakeholders in the HD community—biopharmaceutical industry, academia, nonprofit, and patient advocacy organizations—to define and address regulatory needs to accelerate HD therapeutic development. Here, the Biomarker Working Group of the HD-RSC summarizes the cross-sectional evidence indicating that regional brain volumes, as measured by volumetric magnetic resonance imaging, are reduced in HD and are correlated with disease characteristics. We also evaluate the relationship between imaging measures and clinical change, their longitudinal change characteristics, and within-individual longitudinal associations of imaging with disease progression. This analysis will be valuable in assessing pharmacodynamics in clinical trials and supporting clinical outcome assessments to evaluate treatment effects on neurodegeneration.
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Affiliation(s)
| | - Adam J Schwarz
- Takeda Pharmaceuticals, Ltd., Cambridge, MA, United States
| | | | - Dorian Pustina
- CHDI Management/CHDI Foundation, Princeton, NJ, United States
| | - Emily C Gantman
- CHDI Management/CHDI Foundation, Princeton, NJ, United States
| | - Mark F Gordon
- Teva Pharmaceuticals, West Chester, PA, United States
| | | | - Ariana P Mullin
- Critical Path Institute, Tucson, AZ, United States.,Wave Life Sciences, Ltd., Cambridge, MA, United States
| | - Rachael I Scahill
- Huntington's Disease Research Centre, UCL Institute of Neurology, London, United Kingdom
| | - Nellie Georgiou-Karistianis
- School of Psychological Sciences and Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
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4
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Tan B, Shishegar R, Poudel GR, Fornito A, Georgiou-Karistianis N. Cortical morphometry and neural dysfunction in Huntington's disease: a review. Eur J Neurol 2020; 28:1406-1419. [PMID: 33210786 DOI: 10.1111/ene.14648] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 09/22/2020] [Accepted: 11/12/2020] [Indexed: 01/09/2023]
Abstract
Numerous neuroimaging techniques have been used to identify biomarkers of disease progression in Huntington's disease (HD). To date, the earliest and most sensitive of these is caudate volume; however, it is becoming increasingly evident that numerous changes to cortical structures, and their interconnected networks, occur throughout the course of the disease. The mechanisms by which atrophy spreads from the caudate to these cortical regions remains unknown. In this review, the neuroimaging literature specific to T1-weighted and diffusion-weighted magnetic resonance imaging is summarized and new strategies for the investigation of cortical morphometry and the network spread of degeneration in HD are proposed. This new avenue of research may enable further characterization of disease pathology and could add to a suite of biomarker/s of disease progression for patient stratification that will help guide future clinical trials.
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Affiliation(s)
- Brendan Tan
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
| | - Rosita Shishegar
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia.,Australian e-Health Research Centre, CSIRO, Melbourne, VIC, Australia.,Monash Biomedical Imaging, Melbourne, VIC, Australia
| | - Govinda R Poudel
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia.,Sydney Imaging, Brain and Mind Centre, University of Sydney, Sydney, NSW, Australia.,Australian Catholic University, Melbourne, VIC, Australia
| | - Alex Fornito
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia.,Monash Biomedical Imaging, Melbourne, VIC, Australia
| | - Nellie Georgiou-Karistianis
- School of Psychological Sciences, Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia
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5
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Kwa L, Larson D, Yeh C, Bega D. Influence of Age of Onset on Huntington's Disease Phenotype. Tremor Other Hyperkinet Mov (N Y) 2020; 10:21. [PMID: 32775035 PMCID: PMC7394225 DOI: 10.5334/tohm.536] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 06/26/2020] [Indexed: 11/20/2022] Open
Abstract
Background Older patients with Huntington's disease (HD) are often thought to have a slower progressing disease course with less behavioral symptoms than younger patients. However, phenotypic differences based on age of onset have not been well characterized in a large HD population. This study will determine the difference in manifestations and disease progression between patients with young, typical, and late onset adult HD at different stages of disease. Methods Data obtained from Enroll-HD. Adults with manifest HD were included. Age groups were defined as young onset (YO: 20-29 years), typical onset (TO: 30-59 years), and late onset (LO: 60+ years). Subjects were categorized by TFC score, from Stage I (least severe) to Stage V (most severe). Motor, cognitive, and behavioral symptoms were analyzed. Descriptive statistics and Bonferroni p-value correction for pairwise comparison were calculated. Results 7,311 manifest HD participants were included (612 YO, 5,776 TO, and 923 LO). The average decline in TFC score from baseline to second visit (1.5-2.5 years) was significantly faster for YO (-1.75 points) compared to TO (-1.23 points, p = 0.0105) or LO (-0.97 points, p = 0.0017). Motor deficits were worse for LO participants at early stages of HD, and worse for YO participants at advanced stages. YO and TO participants had greater burden of behavioral symptoms at early stages of disease compared to LO. Discussion YO is predictive of a faster functional decline for adults with HD when compared to those with TO and LO. Motor and behavioral manifestations differ based on age of onset. Highlights This study compares HD manifestations while controlling for disease severity, detailing robust phenotypic differences by age of onset alone. These findings have implications for the clinical management of HD symptoms and have the possibility to improve prognostic and treatment precision.
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Affiliation(s)
- Lauren Kwa
- Northwestern University Feinberg School of Medicine, US
| | - Danielle Larson
- Northwestern University Feinberg School of Medicine, Department of Neurology, US
| | - Chen Yeh
- Department of Preventive Medicine-Biostatistics, Northwestern University Feinberg School of Medicine, US
| | - Danny Bega
- Northwestern University Feinberg School of Medicine, Department of Neurology, US
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6
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Júlio F, Ribeiro MJ, Morgadinho A, Sousa M, van Asselen M, Simões MR, Castelo-Branco M, Januário C. Cognition, function and awareness of disease impact in early Parkinson's and Huntington's disease. Disabil Rehabil 2020; 44:921-939. [PMID: 32620060 DOI: 10.1080/09638288.2020.1783001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Purpose: Patients with Parkinson's and Huntington's Disease (PD and HD) present impairments in cognitively challenging everyday activities. This study contrasts these two basal ganglia disorders on the ability to perform daily life- like tasks and their level of awareness regarding the disease impact on function.Methods: 19 controls, 10 early-onset PD, 20 early stage PD, and 15 early manifest HD patients were compared in the "EcoKitchen," a virtual reality task with increasing executive load, the "Behavioural Assessment of Dysexecutive Syndrome battery - BADS," and "The Adults and Older Adults Functional Assessment Inventory - IAFAI," a self-report functional questionnaire. The EcoKitchen clinical correlates were investigated.Results: All clinical groups presented slower EcoKitchen performance than controls, however, only HD patients showed decreased accuracy. HD and PD patients exhibited reduced BADS scores compared to the other study participants. Importantly, on the IAFAI, PD patients signalled more physically related incapacities and HD patients indicated more cognitively related incapacities. Accordingly, the EcoKitchen performance was significantly associated with PD motor symptom severity.Conclusions: Our findings suggest differential disease impact on cognition and function across PD and HD patients, with preserved awareness regarding disease- related functional sequelae. These observations have important implications for clinical management, research and rehabilitation.Implications for rehabilitationPatients with early stage Parkinson's and Huntington's disease have diagnosis-specific impairments in the performance of executively demanding everyday activities and, yet, show preserved awareness about the disease impact on their daily life.An active involvement of patients in the rehabilitation process should be encouraged, as their appraisal of the disease effects can help on practical decisions about meaningful targets for intervention, vocational choices, quality-of-life issues and/or specific everyday skills to boost.The EcoKitchen, a non-immersive virtual reality task, can detect and quantify early deficits in everyday-like tasks and is therefore a valuable tool for assessing the effects of rehabilitation strategies on the functional cognition of these patients.Rehabilitation efforts in the mild stages of Parkinson's and Huntington's disease should be aware of greater time needs from the patients in the performance of daily life tasks, target executive skills, and give a more prominent role to patients in symptoms report and management.
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Affiliation(s)
- Filipa Júlio
- University of Coimbra, Faculty of Psychology and Education Sciences, Coimbra, Portugal.,University of Coimbra, Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), Coimbra, Portugal
| | - Maria J Ribeiro
- University of Coimbra, Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), Coimbra, Portugal
| | | | - Mário Sousa
- Coimbra University Hospital, Coimbra, Portugal
| | - Marieke van Asselen
- University of Coimbra, Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), Coimbra, Portugal
| | - Mário R Simões
- University of Coimbra, Faculty of Psychology and Education Sciences, Coimbra, Portugal.,University of Coimbra, Faculty of Psychology and Education Sciences, Center for Research in Neuropsychology and Cognitive Behavioural Intervention (CINEICC), Coimbra, Portugal
| | - Miguel Castelo-Branco
- University of Coimbra, Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), Coimbra, Portugal.,University of Coimbra, Institute of Nuclear Sciences Applied to Health (ICNAS), Coimbra, Portugal.,University of Coimbra, Faculty of Medicine, Coimbra, Portugal
| | - Cristina Januário
- University of Coimbra, Coimbra Institute for Biomedical Imaging and Translational Research (CIBIT), Coimbra, Portugal.,Coimbra University Hospital, Coimbra, Portugal.,University of Coimbra, Faculty of Medicine, Coimbra, Portugal
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Cortical atrophic-hypometabolic dissociation in the transition from premanifest to early-stage Huntington’s disease. Eur J Nucl Med Mol Imaging 2019; 46:1111-1116. [DOI: 10.1007/s00259-018-4257-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 12/27/2018] [Indexed: 02/05/2023]
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8
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Snowden JS. The Neuropsychology of Huntington's Disease. Arch Clin Neuropsychol 2018; 32:876-887. [PMID: 28961886 DOI: 10.1093/arclin/acx086] [Citation(s) in RCA: 87] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2017] [Accepted: 09/04/2017] [Indexed: 01/24/2023] Open
Abstract
Huntington's disease is an inherited, degenerative brain disease, characterized by involuntary movements, cognitive disorder and neuropsychiatric change. Men and women are affected equally. Symptoms emerge at around 40 years, although there is wide variation. A rare juvenile form has onset in childhood or adolescence. The evolution of disease is insidious and structural and functional brain changes may be present more than a decade before symptoms and signs become manifest. The earliest site of pathology is the striatum and neuroimaging measures of striatal change correlate with neurological and cognitive markers of disease. Chorea and other aspects of the movement disorder are the most visible aspect of the disease. However, non-motor features have greatest affect on functional independence and quality of life, so require recognition and management. The evidence-base for non-pharmacological treatments in Huntington's disease is currently limited, but recent intervention studies are encouraging.
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Affiliation(s)
- Julie S Snowden
- Greater Manchester Neuroscience Centre, Salford Royal NHS Trust, Salford, UK.,Division of Neuroscience and Experimental Psychology, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
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9
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Mason SL, Barker RA. Novel targets for Huntington's disease: future prospects. Degener Neurol Neuromuscul Dis 2016; 6:25-36. [PMID: 30050366 PMCID: PMC6053088 DOI: 10.2147/dnnd.s83808] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Huntington's disease (HD) is an incurable, inherited, progressive, neurodegenerative disorder that is characterized by a triad of motor, cognitive, and psychiatric problems. Despite the noticeable increase in therapeutic trials in HD in the last 20 years, there have, to date, been very few significant advances. The main hope for new and emerging therapeutics for HD is to develop a neuroprotective compound capable of slowing down or even stopping the progression of the disease and ultimately prevent the subtle early signs from developing into manifest disease. Recently, there has been a noticeable shift away from symptomatic therapies in favor of more mechanistic-based interventions, a change driven by a better understanding of the pathogenesis of this disorder. In this review, we discuss the status of, and supporting evidence for, potential novel treatments of HD that are currently under development or have reached the level of early Phase I/II clinical trials.
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Affiliation(s)
| | - Roger A Barker
- John van Geest Centre for Brain Repair, .,Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK
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10
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Imaging of Huntington's disease. Med J Armed Forces India 2014; 70:386-8. [PMID: 25382917 DOI: 10.1016/j.mjafi.2012.08.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2011] [Accepted: 05/07/2012] [Indexed: 11/23/2022] Open
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11
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Kim EY, Magnotta VA, Liu D, Johnson HJ. Stable Atlas-based Mapped Prior (STAMP) machine-learning segmentation for multicenter large-scale MRI data. Magn Reson Imaging 2014; 32:832-44. [PMID: 24818817 DOI: 10.1016/j.mri.2014.04.016] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2013] [Revised: 03/12/2014] [Accepted: 04/15/2014] [Indexed: 01/15/2023]
Abstract
Machine learning (ML)-based segmentation methods are a common technique in the medical image processing field. In spite of numerous research groups that have investigated ML-based segmentation frameworks, there remains unanswered aspects of performance variability for the choice of two key components: ML algorithm and intensity normalization. This investigation reveals that the choice of those elements plays a major part in determining segmentation accuracy and generalizability. The approach we have used in this study aims to evaluate relative benefits of the two elements within a subcortical MRI segmentation framework. Experiments were conducted to contrast eight machine-learning algorithm configurations and 11 normalization strategies for our brain MR segmentation framework. For the intensity normalization, a Stable Atlas-based Mapped Prior (STAMP) was utilized to take better account of contrast along boundaries of structures. Comparing eight machine learning algorithms on down-sampled segmentation MR data, it was obvious that a significant improvement was obtained using ensemble-based ML algorithms (i.e., random forest) or ANN algorithms. Further investigation between these two algorithms also revealed that the random forest results provided exceptionally good agreement with manual delineations by experts. Additional experiments showed that the effect of STAMP-based intensity normalization also improved the robustness of segmentation for multicenter data sets. The constructed framework obtained good multicenter reliability and was successfully applied on a large multicenter MR data set (n>3000). Less than 10% of automated segmentations were recommended for minimal expert intervention. These results demonstrate the feasibility of using the ML-based segmentation tools for processing large amount of multicenter MR images. We demonstrated dramatically different result profiles in segmentation accuracy according to the choice of ML algorithm and intensity normalization chosen.
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Affiliation(s)
- Eun Young Kim
- Department of Biomedical Engineering, University of Iowa, Iowa, IA 52242, USA.
| | - Vincent A Magnotta
- Department of Biomedical Engineering, University of Iowa, Iowa, IA 52242, USA; Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Dawei Liu
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Hans J Johnson
- Department of Biomedical Engineering, University of Iowa, Iowa, IA 52242, USA; Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
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12
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Oakeshott S, Farrar A, Port R, Cummins-Sutphen J, Berger J, Watson-Johnson J, Ramboz S, Howland D, Brunner D. Deficits in a Simple Visual Go/No-go Discrimination Task in Two Mouse Models of Huntington's Disease. PLOS CURRENTS 2013; 5:ecurrents.hd.fe74c94bdd446a0470f6f905a30b5dd1. [PMID: 24270512 PMCID: PMC3828223 DOI: 10.1371/currents.hd.fe74c94bdd446a0470f6f905a30b5dd1] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Huntington's disease (HD), a devastating neurodegenerative disorder caused by a CAG repeat expansion on the HTT gene located on chromosome 4, is associated with a characteristic pattern of progressive cognitive dysfunction known to involve early deficits in executive function. A modified Go/No-go successive discrimination task was designed to assess the type of online response control/executive function known to be disrupted in patients with HD. The present studies show that this simple discrimination assay revealed early and robust deficits in two mouse models of HD, the zQ175 KI mouse (deficits from 28 weeks of age) and the R6/2 mouse, carrying ~240 CAG repeats (deficits from 9 weeks of age). These deficits are not due to gross motor dysfunction in the test animals, but instead appear to measure some inability to inhibit responding in the HD mouse models, suggesting this assay may measure deficits in underlying attentional and/or behavioral inhibition processes. Accordingly, this assay may be well suited to evaluation of simple deficits in cognitive function in mouse HD models, providing a potential platform for preclinical screening.
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13
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Automated differentiation of pre-diagnosis Huntington's disease from healthy control individuals based on quadratic discriminant analysis of the basal ganglia: The IMAGE-HD study. Neurobiol Dis 2013; 51:82-92. [DOI: 10.1016/j.nbd.2012.10.001] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2012] [Revised: 08/31/2012] [Accepted: 10/03/2012] [Indexed: 01/18/2023] Open
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14
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Pillai JA, Hansen LA, Masliah E, Goldstein JL, Edland SD, Corey-Bloom J. Clinical severity of Huntington's disease does not always correlate with neuropathologic stage. Mov Disord 2012; 27:1099-103. [PMID: 22674458 PMCID: PMC3412903 DOI: 10.1002/mds.25026] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2011] [Revised: 02/26/2012] [Accepted: 03/29/2012] [Indexed: 01/18/2023] Open
Abstract
Huntington's disease (HD) is an inherited neurodegenerative disorder caused by a triplet-repeat, CAG expansion mutation. Although CAG repeat length is thought to correlate with pathologic burden and disease severity, considerable variability in clinical phenotype remains. This study examined whether neuropathologic burden at autopsy corresponded with severity of clinical phenotype in HD. The brains of 24 patients with a clinical and genetic diagnosis of HD were analyzed at autopsy. Subjects were stratified on the basis of Vonsattel staging as mild/moderate (stage 1-2; n = 7) or severe (stage 3-4; n = 17). Clinical severity was assessed on the basis of the Mini-Mental State Examination (MMSE; 0-30) and two Unified Huntington's Disease Rating Scale (UHDRS) functional components: the Independence Scale (10-100) and the Total Functional Capacity (0-13). Mild/moderate subjects were significantly older, had lower CAG repeat lengths, and greater fixed brain weights than those classified as severe. Patients who were pathologically classified as severe at autopsy were, on average, younger at age of onset and death and less well educated. Despite obvious clinical and pathological differences between mild-moderate and severe HD subjects at autopsy, mean MMSE scores of the two groups before death were surprisingly similar. Correlations between Vonsattel stage and functional assessment scores before death were low and not statistically significant. Our results suggest that the extent of striatal changes in HD may not always correlate with clinical disease severity as measured by UHDRS functional scales.
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Affiliation(s)
| | - Lawrence A Hansen
- Department of Neurosciences, University of California, San Diego
- Department of Pathology, University of California, San Diego
| | - Eliezer Masliah
- Department of Neurosciences, University of California, San Diego
- Department of Pathology, University of California, San Diego
| | | | - Steven D Edland
- Department of Biostatistics, University of California, San Diego
| | - Jody Corey-Bloom
- Department of Neurosciences, University of California, San Diego
- VA San Diego Healthcare System
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15
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Painold A, Anderer P, Holl AK, Letmaier M, Saletu-Zyhlarz GM, Saletu B, Bonelli RM. EEG low-resolution brain electromagnetic tomography (LORETA) in Huntington’s disease. J Neurol 2010; 258:840-54. [DOI: 10.1007/s00415-010-5852-5] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2010] [Revised: 11/21/2010] [Accepted: 11/25/2010] [Indexed: 01/18/2023]
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16
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Peavy GM, Jacobson MW, Goldstein JL, Hamilton JM, Kane A, Gamst AC, Lessig SL, Lee JC, Corey-Bloom J. Cognitive and functional decline in Huntington's disease: dementia criteria revisited. Mov Disord 2010; 25:1163-9. [PMID: 20629124 DOI: 10.1002/mds.22953] [Citation(s) in RCA: 82] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
The importance of designating criteria for diagnosing dementia lies in its implications for clinical treatment, research, caregiving, and decision-making. Dementia diagnosis in Huntington's disease (HD) is often based on criteria developed for Alzheimer's disease requiring memory loss. However, it is likely that other cognitive deficits contribute to functional impairment in HD before memory declines. The goal is to identify cognitive deficits that contribute to functional impairment to support dementia criteria that reflect HD neuropathology. Eighty-four HD mutation-positive subjects completed neuropsychological tests and the Unified Huntington's Disease Rating Scale Functional Independence Scale (FIS). Functional impairment was defined as 80 or below on the FIS. Speed of processing, initiation, and attention measures accounted for 70.0% of the variance in FIS ratings (linear regression) and correctly classified 91.7% of subjects as functionally impaired or intact (logistic regression). Measures of memory, motor impairment except dysarthria, neuroleptic use, and depressed mood did not improve prediction. A definition of HD dementia that includes cognitive impairment in at least two areas of cognition but does not require a memory deficit, in the context of impaired functional abilities and a deteriorating course, more accurately reflects HD neuropathology and could lead to improved research methods and patient care.
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Affiliation(s)
- Guerry M Peavy
- Department of Neurosciences, University of California, San Diego, California, USA
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17
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Electrophysiological measures as potential biomarkers in Huntington's disease: Review and future directions. ACTA ACUST UNITED AC 2010; 64:177-94. [DOI: 10.1016/j.brainresrev.2010.03.004] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2009] [Revised: 03/24/2010] [Accepted: 03/29/2010] [Indexed: 01/18/2023]
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18
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Esmaeilzadeh M, Ciarmiello A, Squitieri F. Seeking brain biomarkers for preventive therapy in Huntington disease. CNS Neurosci Ther 2010; 17:368-86. [PMID: 20553306 DOI: 10.1111/j.1755-5949.2010.00157.x] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
Huntington disease (HD) is a severe incurable nervous system disease that generally has an onset age of around 35-50, and is caused by a dominantly transmitted expansion mutation. A genetic test allows persons at risk, i.e., offspring or siblings of affected individuals, to discover their genetic status. Unaffected mutation-positive subjects will manifest HD sometime during life. Despite major advances in research on pathogenic mechanisms, no studies have yet fully validated preventive therapy or biomarkers for use before the symptoms become clinically manifest. Seeking brain and peripheral biomarkers is a requisite to develop a cure for HD. Changes in the brain can be observed in vivo using methods such as structural magnetic resonance imaging (MRI), diffusion tensor imaging (DTI), functional MRI (fMRI), and positron emission tomography (PET), detecting volumetric changes, microstructural and connectivity alterations, abnormalities in brain activity in response to specific tasks, and abnormalities in metabolism and receptor distribution. Although all these imaging techniques can detect early markers in asymptomatic HD gene carriers for premanifest screening and pharmacological responses to therapeutic interventions no single modality has yet provided and validated an optimal marker probably because this task requires an integrative multimodal imaging approach. In this article, we review the findings from imaging procedures in the attempt to identify potential brain markers, so-called dry biomarkers, for possible application to further, yet unavailable, neuroprotective preventive therapies for HD manifestations.
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Affiliation(s)
- Mouna Esmaeilzadeh
- Department of Clinical Neuroscience, Stockholm Brain Institute, Karolinska Institutet, PET Centre, Karolinska University Hospital, Stockholm, Sweden
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19
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Abstract
Huntington disease (HD) is a devastating illness, although its autosomal dominant genetic transmission allows a unique opportunity to study apparently healthy individuals before manifest disease. Attempts to study early disease are not unique in neurology (e.g., Mild Cognitive Impairment, Vascular Cognitive Impairment), but studying otherwise-healthy appearing individuals who will go on with nearly 99% certainty to manifest the symptoms of brain disease does provide distinct but valuable information about the true natural history of the disease. The field has witnessed an explosion of research examining possible early indicators of HD during what is now referred to as the "prodrome" of HD. A NIH study in its ninth year (PREDICT-HD) has offered a glimpse into the transition from an apparently healthy state to an obviously diseased state, and can serve as a model for many other genetic diseases, both neurological and non-neurological.
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Affiliation(s)
- Jane S Paulsen
- University of Iowa, The Roy J. and Lucille A. Carver College of Medicine, Departments of Psychiatry, Neurology, Neurosciences, and Psychology, Iowa City, IA
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20
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The Processing of Emotion in Patients With Huntington's Disease: Variability and Differential Deficits in Disgust. Cogn Behav Neurol 2009; 22:249-57. [DOI: 10.1097/wnn.0b013e3181c124af] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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21
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Klöppel S, Henley SM, Hobbs NZ, Wolf RC, Kassubek J, Tabrizi SJ, Frackowiak RSJ. Magnetic resonance imaging of Huntington's disease: preparing for clinical trials. Neuroscience 2009; 164:205-19. [PMID: 19409230 PMCID: PMC2771270 DOI: 10.1016/j.neuroscience.2009.01.045] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2008] [Revised: 01/23/2009] [Accepted: 01/23/2009] [Indexed: 02/01/2023]
Abstract
The known genetic mutation causing Huntington's disease (HD) makes this disease an important model to study links between gene and brain function. An autosomal dominant family history and the availability of a sensitive and specific genetic test allow pre-clinical diagnosis many years before the onset of any typical clinical signs. This review summarizes recent magnetic resonance imaging (MRI)–based findings in HD with a focus on the requirements if imaging is to be used in treatment trials. Despite its monogenetic cause, HD presents with a range of clinical manifestations, not explained by variation in the number of CAG repeats in the affected population. Neuroimaging studies have revealed a complex pattern of structural and functional changes affecting widespread cortical and subcortical regions far beyond the confines of the striatal degeneration that characterizes this disorder. Besides striatal dysfunction, functional imaging studies have reported a variable pattern of increased and decreased activation in cortical regions in both pre-clinical and clinically manifest HD-gene mutation carriers. Beyond regional brain activation changes, evidence from functional and diffusion-weighted MRI further suggests disrupted connectivity between corticocortical and corticostriatal areas. However, substantial inconsistencies with respect to structural and functional changes have been reported in a number of studies. Possible explanations include methodological factors and differences in study samples. There may also be biological explanations but these are poorly characterized and understood at present. Additional insights into this phenotypic variability derived from study of mouse models are presented to explore this phenomenon.
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Affiliation(s)
- S Klöppel
- Department of Psychiatry and Psychotherapy, Freiburg Brain Imaging, University Clinic Freiburg, Freiburg, Germany.
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22
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Paulsen JS. Functional imaging in Huntington's disease. Exp Neurol 2009; 216:272-7. [PMID: 19171138 DOI: 10.1016/j.expneurol.2008.12.015] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2008] [Revised: 12/10/2008] [Accepted: 12/21/2008] [Indexed: 01/26/2023]
Abstract
Huntington's disease (HD) is a genetic brain disease characterized by loss of capacity in movement control, cognition, and emotional regulation over a period of about 30 years. Since it is well established that clinical impairments and brain atrophy can be detected decades prior to receiving a clinical diagnosis, functional neuroimaging efforts have gained momentum in HD research. In most brain disorders, there is accumulating evidence that the clinical manifestations of disease do not simply depend on the extent of tissue loss, but represent a complex balance among neuronal dysfunction, tissue repair, and circuitry reorganization. Based upon this premise, functional neuroimaging modalities may be more sensitive to the earliest changes in HD than are structural imaging approaches. For this review, PET and fMRI studies conducted in HD samples were summarized. Strengths and limitations of the utilization of functional imaging in HD are discussed and recommendations are offered to facilitate future research endeavors.
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Affiliation(s)
- Jane S Paulsen
- Carver College of Medicine, The University of Iowa, Iowa City, IA 52242, USA.
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23
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Jurgens CK, van de Wiel L, van Es ACGM, Grimbergen YM, Witjes-Ané MNW, van der Grond J, Middelkoop HAM, Roos RAC. Basal ganglia volume and clinical correlates in 'preclinical' Huntington's disease. J Neurol 2008; 255:1785-91. [PMID: 19156490 DOI: 10.1007/s00415-008-0050-4] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2008] [Revised: 06/10/2008] [Accepted: 07/08/2008] [Indexed: 01/18/2023]
Abstract
OBJECTIVE To establish differences in basal ganglia and thalamic volume between preclinical carriers and non-carriers of the Huntington's disease (HD) gene and to link the volume to motor, cognitive and behavioural characteristics in carriers. METHODS Sixteen HD gene carriers without overt clinical motor signs and 14 non-gene carriers underwent clinical evaluation and a MRI scan. Volumes of the caudate nucleus, putamen, gobus pallidus and thalamus were measured using T1-weighted MR images. Motor, cognitive and behavioural functioning was assessed using the Unified Huntington's Disease Rating Scale (UHDRS), cognitive testing and the Beck Depression Inventory (BDI-II). RESULTS Volumes of the caudate nucleus, putamen and globus pallidus were significantly smaller in carriers than in non-carriers while no differences between groups were found on clinical evaluation. In gene carriers smaller globus pallidus volume was associated with more motor abnormalities. A smaller putamen volume correlated significantly with worse psychomotor function on the Symbol Digit Modalities Task and the Trail Making Test B. CONCLUSIONS In line with previous research we demonstrated that basal ganglia abnormalities precede overt disease manifestation of HD. Besides we showed that smaller basal ganglia volumes are related to subtle motor abnormalities and worse psychomotor performance in gene carriers without clinical diagnosis. Motor and psychomotor measures may be suitable clinical markers in future neuroprotective trials when combined with volumetric imaging.
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Affiliation(s)
- Caroline K Jurgens
- Dept. of Neurology, Leiden University Medical Center, 9600, 2300 RC Leiden, The Netherlands.
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24
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Magnetic resonance imaging as an approach towards identifying neuropathological biomarkers for Huntington's disease. ACTA ACUST UNITED AC 2008; 58:209-25. [DOI: 10.1016/j.brainresrev.2008.04.001] [Citation(s) in RCA: 126] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2007] [Revised: 04/02/2008] [Accepted: 04/02/2008] [Indexed: 02/01/2023]
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25
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Ideomotor limb apraxia in Huntington's disease. J Neurol 2008; 255:331-9. [DOI: 10.1007/s00415-008-0577-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2006] [Revised: 01/26/2007] [Accepted: 02/26/2007] [Indexed: 10/22/2022]
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26
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van der Hiele K, Jurgens CK, Vein AA, Reijntjes RHAM, Witjes-Ané MNW, Roos RAC, van Dijk G, Middelkoop HAM. Memory activation reveals abnormal EEG in preclinical Huntington's disease. Mov Disord 2007; 22:690-5. [PMID: 17266047 DOI: 10.1002/mds.21390] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
The EEG is potentially useful as a marker of early Huntington's disease (HD). In dementia, the EEG during a memory activation challenge showed abnormalities where the resting EEG did not. We investigated whether memory activation also reveals EEG abnormalities in preclinical HD. Sixteen mutation carriers for HD and 13 nonmutation carriers underwent neurological, neuropsychological, MRI and EEG investigations. The EEG was registered during a rest condition, i.e. eyes closed, and a working memory task. In each condition we determined absolute power in the theta (4-8 Hz) and alpha (8-13 Hz) bands and subsequently calculated relative alpha power. The EEG during eyes closed did not differ between groups. The EEG during memory activation showed less relative alpha power in mutation carriers as compared to nonmutation carriers, even though memory performance was similar [F (1,27) = 10.87; P = 0.003]. Absolute powers also showed less alpha power [F (1,27) = 7.02; P = 0.013] but similar theta power. No correlations were found between absolute and relative alpha power on the one hand and neuropsychological scores, motor scores or number of CAG repeats on the other. In conclusion, memory activation reveals functional brain changes in Huntington's disease before clinical signs become overt.
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Affiliation(s)
- Karin van der Hiele
- Section of Neuropsychology, Department of Neurology, Leiden University Medical Center, Leiden, The Netherlands.
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27
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Lafosse JM, Corboy JR, Leehey MA, Seeberger LC, Filley CM. MS vs. HD: can white matter and subcortical gray matter pathology be distinguished neuropsychologically? J Clin Exp Neuropsychol 2007; 29:142-54. [PMID: 17365249 DOI: 10.1080/13803390600582438] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
This study was conducted to examine the neuropsychological effects of white matter and subcortical gray matter pathology. Nineteen patients with multiple sclerosis (MS), 16 with Huntington's disease (HD), and 17 normal controls (NC) participated. Participants completed the California Verbal Learning Test (CVLT), Rotary Pursuit (RP) and Mirror Tracing (MT) tasks, and the Symbol Digit Modalities Test (SDMT). The principal findings pertain to a dissociation in procedural memory: on RP, the HD group demonstrated impaired sequence learning compared to the MS group, which performed similarly to the NC group, yet on MT, the MS and HD groups demonstrated normal perceptual-motor integration learning. On the CVLT, both patient groups performed better on recognition than on recall. On the SDMT, both patient groups performed worse than the NC group, with the HD group performing more poorly than the MS and NC groups. These results suggest that involvement of white and subcortical gray matter may produce different neuropsychological effects.
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Affiliation(s)
- Jose M Lafosse
- Regis University, Department of Psychology and Neuroscience Program, Denver, CO 80221-1099, USA.
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28
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Solomon AC, Stout JC, Johnson SA, Langbehn DR, Aylward EH, Brandt J, Ross CA, Beglinger L, Hayden MR, Kieburtz K, Kayson E, Julian-Baros E, Duff K, Guttman M, Nance M, Oakes D, Shoulson I, Penziner E, Paulsen JS. Verbal episodic memory declines prior to diagnosis in Huntington's disease. Neuropsychologia 2007; 45:1767-76. [PMID: 17303196 PMCID: PMC2570315 DOI: 10.1016/j.neuropsychologia.2006.12.015] [Citation(s) in RCA: 100] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2006] [Revised: 12/20/2006] [Accepted: 12/28/2006] [Indexed: 11/17/2022]
Abstract
Previous studies of verbal episodic memory in pre-diagnostic Huntington's disease (HD) have yielded mixed results; some evidence suggests that memory decline is evident prior to the onset of pronounced neurological signs of HD, whereas other data indicate that memory function remains normal throughout the pre-diagnostic period. This study examines verbal episodic memory in a sample of CAG expanded individuals who have not yet been clinically diagnosed, and who represent a wide range of points along the continuum from health to disease. The Hopkins Verbal Learning Test-Revised (HVLT-R) was administered to 479 participants (428 with the HD CAG expansion and 51 without), and performance was compared to neurobiological indices of disease progression, including a DNA-based estimate of proximity to clinical diagnosis, magnetic resonance imaging (MRI) measures of striatal volume, and neurologist ratings of motor signs. Lower HVLT-R scores were associated with closer proximity to clinical diagnosis and smaller striatal volumes; these relationships were found even in groups with no neurological signs of HD. The CAG expanded groups, including those with only minimal neurological signs, had significantly lower HVLT-R scores than the control group, and performance was worse in sub-groups that had more neurological signs consistent with HD. These findings indicate that verbal episodic memory is affected in early pre-diagnostic HD and may decline as striatal volumes decrease and individuals approach the motor diagnostic threshold.
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Affiliation(s)
| | - Julie C. Stout
- Department of Psychological and Brain Sciences, Indiana University
| | | | | | | | - Jason Brandt
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University
| | | | | | | | - Karl Kieburtz
- Departments of Neurology and Community and Preventive Medicine, University of Rochester
| | - Elise Kayson
- Clinical Trials Coordination Center, University of Rochester
| | | | - Kevin Duff
- Department of Psychiatry, University of Iowa
| | | | - Martha Nance
- Struthers Parkinson’s Center, Hennepin County Medical Center
| | - David Oakes
- Department of Biostatistics and Computational Biology, University of Rochester
| | - Ira Shoulson
- Department of Neurology, University of Rochester
| | | | - Jane S. Paulsen
- Departments of Psychiatry, Neurology, Psychology and Neurosciences, University of Iowa
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29
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Beglinger LJ, Nopoulos PC, Jorge RE, Langbehn DR, Mikos AE, Moser DJ, Duff K, Robinson RG, Paulsen JS. White matter volume and cognitive dysfunction in early Huntington's disease. Cogn Behav Neurol 2005; 18:102-7. [PMID: 15970729 DOI: 10.1097/01.wnn.0000152205.79033.73] [Citation(s) in RCA: 76] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Structural abnormalities of the striatum and cognitive impairments have consistently been shown in patients with Huntington's disease (HD). Fewer studies have examined other cerebral structures in early HD and potential associations with cognition. METHOD Ten patients with early HD and 10 matched control subjects underwent magnetic resonance imaging to provide quantitative measures (volumes) of cortical gray and white matter and the caudate, putamen, and thalamus. Patients completed the Unified Huntington's Disease Rating Scale, including three cognitive tasks. RESULTS Although striatal volumes were clearly reduced, white matter was also morphologically abnormal. Cortical gray matter volume was not significantly correlated with cognitive performance. However, the cognitive tasks were most highly correlated with cerebral white matter and, to a lesser degree, striatal volume. CONCLUSIONS Cerebral white matter volume may be an important variable to examine in future studies of HD.
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Affiliation(s)
- Leigh J Beglinger
- Department of Psychiatry, University of Iowa Roy and Lucille Carver College of Medicine, Iowa City, Iowa 52242, USA.
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30
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Aylward EH, Rosenblatt A, Field K, Yallapragada V, Kieburtz K, McDermott M, Raymond LA, Almqvist EW, Hayden M, Ross CA. Caudate volume as an outcome measure in clinical trials for Huntington’s disease: a pilot study. Brain Res Bull 2003; 62:137-41. [PMID: 14638387 DOI: 10.1016/j.brainresbull.2003.09.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Previous research has demonstrated that longitudinal change in caudate volume could be observed over a period of 3 years in subjects with Huntington's disease (HD). The current pilot study was designed to determine whether measurement of caudate change on magnetic resonance imaging (MRI) is a feasible and valid outcome measure in an actual clinical trial situation. We measured caudate volumes on pre- and post-treatment MRI scans from 19 patients at two sites who were participating in CARE-HD (Co-enzyme Q10 and Remacemide: Evaluation in Huntington's Disease), a 30-month clinical trial of remacemide and co-enzyme Q(10) in symptomatic patients with HD. Results from this pilot study indicated that decrease in caudate volume was significant over time. Power analysis indicated that relatively small numbers of subjects would be needed in clinical trials using caudate volume as an outcome measure. Advantages and disadvantages of using MRI caudate volume as an outcome measure are presented. We recommend the adoption of quantitative neuroimaging of caudate volume as an outcome measure in future clinical trials for treatments of HD.
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Affiliation(s)
- E H Aylward
- Department of Radiology, University of Washington, Box 357115, Seattle, WA 98195, USA.
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31
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Lucas M, Turnbull OH, Berk M, Fritz V. Predictive Testing for Huntington's Disease: How Does it Impact on Cognitive Performance? SOUTH AFRICAN JOURNAL OF PSYCHOLOGY 2002. [DOI: 10.1177/008124630203200306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The discovery of a polymorphic DNA marker for Huntington's Disease (HD) in 1983, and the specific gene responsible in 1993, led to predictive testing programmes out of which came research into whether or not cognitive impairment was present presymptomatically in those at risk for HD. The results of these studies have been conflicting and inconclusive. Methodoiogical limitations have probably contributed to the differing findings. The present study attempted to expand upon previous studies by analysing the data in a more comprehensive manner, and with additional control conditions. In this study, 26 individuals, at risk but presymptomatic, for HD were recruited from the Johannesburg Predictive Testing Programme and administered a battery of psychological tests prior to molecular analysis. Of this HD group, 11 were subsequently positive for the gene (the HD+ group) and 15 were negative (HD- group). A carefully chosen control group, (matched for age, sex, and education - Control Group 1) and a group of individuals experiencing a life threatening medical illness (without CNS involvement - Control Group 2) were administered the same battery of psychological tests. Four-way Analysis of Variance between the HD+, HD-, and Control groups was conducted to detect specific differences between the groups. The results indicated that the HD+ group showed mild impairment for declarative memory function. However, it would appear that undergoing the psychological evaluation itself impacted upon the test performance of both the HD+ and HD- groups.
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Affiliation(s)
- M.D. Lucas
- Associate Professor & Head of Psychology Department, Monash South Africa, P. Bag X60, Ruimsig, Roodepoort 1725, South Africa
| | | | - M. Berk
- Department of Psychiatry, University of the Witwatersrand, Johannesburg, South Africa (Now Professor of Psychiatry, University of Melbourne, Geelong Hospital and Geelong Clinic)
| | - V.U. Fritz
- Department of Neurology, University of the Witwatersrand, Johannesburg, South Africa
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32
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Reynolds NC, Hellman RS, Tikofsky RS, Prost RW, Mark LP, Elejalde BR, Lebel R, Hamsher KS, Swanson S, Benezra EE. Single photon emission computerized tomography (SPECT) in detecting neurodegeneration in Huntington's disease. Nucl Med Commun 2002; 23:13-8. [PMID: 11748433 DOI: 10.1097/00006231-200201000-00004] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Single photon emission computerized tomography (SPECT) studies were performed on 34 manifest Huntington's disease (HD) patients at various stages of clinical pathology ranging from early chorea to late dystonia with or without signs of dementia and 12 pre-symptomatic patients with abnormal terminal CAG expansions. Thirty HD patients with obvious clinical signs and seven pre-symptomatic patients without signs or symptoms of HD displayed selective caudate hypoperfusion by direct visual inspection. Such qualitative, selective striatal hypoperfusion patterns can be indicative of early and persistent metabolic changes in striatal neuropathology. SPECT studies can be useful in documenting early pre-clinical changes in patients with abnormal terminal CAG expansions and in confirming the presence of caudate pathology in patients with clinical signs of HD.
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Affiliation(s)
- N C Reynolds
- Medical College of Wisconsin, Milwaukee, WI, USA
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33
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Abstract
Cognitive, behavioral, affective, and psychiatric symptoms occur in almost all movement disorders. Diagnosis and management of movement disorders depends critically on an understanding of these neurobehavioral symptoms. This article reviews the neurobehavioral aspects of two representative movement disorders; Parkinson's disease and Huntington's disease.
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Affiliation(s)
- G Glosser
- Department of Neurology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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34
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Hsu YY, Du AT, Schuff N, Weiner MW. Magnetic resonance imaging and magnetic resonance spectroscopy in dementias. J Geriatr Psychiatry Neurol 2001; 14:145-66. [PMID: 11563438 PMCID: PMC1857299 DOI: 10.1177/089198870101400308] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
This article reviews recent studies of magnetic resonance imaging and magnetic resonance spectroscopy in dementia, including Alzheimer's disease, frontotemporal dementia, dementia with Lewy bodies, idiopathic Parkinson's disease, Huntington's disease, and vascular dementia. Magnetic resonance imaging and magnetic resonance spectroscopy can detect structural alteration and biochemical abnormalities in the brain of demented subjects and may help in the differential diagnosis and early detection of affected individuals, monitoring disease progression, and evaluation of therapeutic effect.
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Affiliation(s)
- Y Y Hsu
- Magnetic Resonance Unit, Department of Veterans Affairs Medical Center, San Francisco 94121, USA
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35
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Aylward EH, Codori AM, Rosenblatt A, Sherr M, Brandt J, Stine OC, Barta PE, Pearlson GD, Ross CA. Rate of caudate atrophy in presymptomatic and symptomatic stages of Huntington's disease. Mov Disord 2000; 15:552-60. [PMID: 10830423 DOI: 10.1002/1531-8257(200005)15:3<552::aid-mds1020>3.0.co;2-p] [Citation(s) in RCA: 147] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Previous research by our group demonstrated a longitudinal change in caudate volume for symptomatic subjects with Huntington's disease (HD), and suggested that volume of the caudate may be a useful outcome measure for therapeutic studies in symptomatic patients. The current study was designed to determine whether longitudinal change in caudate atrophy could be documented in presymptomatic carriers of the HD gene mutation, and to compare rate of change in these subjects with rate of change in mildly and moderately affected symptomatic patients. We measured caudate volumes on serial magnetic resonance image scans from 30 patients at three stages of HD: 10 presymptomatic; 10 with mild symptoms, as indicated by scores on the Quantified Neurological Exam (QNE) < or =35; and 10 with moderate symptoms (QNE >45). The mean interscan interval was 36 months. When analyzed separately, both symptomatic groups and the presymptomatic group demonstrated a significant change in caudate volume over time. Amount of change over time did not differ significantly among the three groups. We conclude that change in caudate volume may be a useful outcome measure for assessing treatment effectiveness in both presymptomatic and symptomatic subjects.
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Affiliation(s)
- E H Aylward
- Division of Psychiatric Neuroimaging, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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36
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Abstract
Huntington's disease is a genetically inherited degenerative neuropsychiatric disorder, characterized by motor alterations, including involuntary movements such as chorea, dementia and psychiatric disturbances. In this article, the authors review the clinical features of the disease. They also analyze some genetic and pathophysiologic aspects, that can help to improve our understanding of this disorder involving the basal ganglia.
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Affiliation(s)
- M S Haddad
- Department of Neurology, Hospital das Clínicas, University of São Paulo Medical School, Brazil
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37
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Abstract
Subcortical dementias are a heterogeneous group of disorders that share primary pathology in subcortical structure and a characteristic pattern of neuropsychological impairment. This article describes the neurobiological and cognitive features of three prototypical subcortical dementias, Parkinson's disease, Huntington's disease, and progressive supranuclear palsy, concentrating of traits shared by disorders. Clinical features are also discussed, especially those which differentiate subcortical dementias from cortical dementias, such as Alzheimer's disease. The cortical-subcortical nomenclature has been criticized over the years, but it continues to provide an effective means of classifying dementia profiles in clinically and theoretically useful ways.
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Affiliation(s)
- C R Savage
- Department of Psychiatry, Massachusetts General Hospital, Charlestown, USA
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38
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Georgiou N, Bradshaw JL, Phillips JG, Chiu E. Effect of directed attention in Huntington's disease. J Clin Exp Neuropsychol 1997; 19:367-77. [PMID: 9268811 DOI: 10.1080/01688639708403865] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
This experiment sought to ascertain whether overt gaze (i.e., directed attention) would influence attentional performance in Huntington's disease (HD), via the use of a vibrotactile choice reaction time procedure involving biased probabilities of event occurrence. Subjects looked (i.e., direct gaze) either at the hand receiving the most (expected) vibrations, or the hand less often stimulated (the unexpected), for both crossed and uncrossed arm postures. Patients with HD showed performance advantages when directing attention (i.e., gaze) at the responding hand, especially for expected events. Patients with HD, however, were not sensitive to distributions of event probability in the uncrossed arm posture, nor when looking away from the responding hand. With the crossed arm posture, and when directing attention at the expected side, patients with HD became more sensitive to distributions of event probability. In HD, there may be a disruption of fronto-striatal circuitry on both cortical and subcortical levels which may account for impairments both in holding and shifting attention.
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Affiliation(s)
- N Georgiou
- Neuropsychology Research Unit, Monash University, Clayton, Australia
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39
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Georgiou N, Phillips JG, Bradshaw JL, Cunnington R, Chiu E. Impairments of movement kinematics in patients with Huntington's disease: a comparison with and without a concurrent task. Mov Disord 1997; 12:386-96. [PMID: 9159734 DOI: 10.1002/mds.870120318] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
This study aimed to quantify the efficiency and smoothness of voluntary movement in Huntington's disease (HD) by the use of a graphics tablet that permits analysis of movements profiles. In particular, we aimed to ascertain whether a concurrent task (digit span) would affect the kinematics of goal-directed movements. Twelve patients with HD and their matched controls performed 12 vertical zig-zag movements, with both left and right hands (with and without the concurrent task), to large or small circular targets over long or short extents. The concurrent task was associated with shorter movement times and reduced right-hand superiority. Patients with HD were overall slower, especially, with long strokes, and had similar peak velocities for both small and large targets, so that controls could better accommodate differences in target size. Patients with HD spent more time decelerating, especially with small targets, whereas controls allocated more nearly equal proportions of time to the acceleration and deceleration phases of movement, especially with large targets. Short strokes were generally less force inefficient than were long strokes, especially so for either hand in either group in the absence of the concurrent task, and for the right hand is its presence. With the concurrent task, however, the left hand's behavior changed differentially for the two groups; for patients with HD, it became more force efficient with short strokes and even less efficient with long strokes, whereas for controls, it became more efficient with long strokes. Controls may be able to divert attention away from the inferior left hand, increasing its automaticity, whereas patients with HD, because of disease, may be forced to engage even further online visual control under the demands of a concurrent task. Patients with HD may perhaps become increasingly reliant on terminal visual guidance, which indicates an impairment in constructing and refining an internal representation of the movement necessary for its effective execution. Basal ganglia dysfunction may impair the ability to use internally generated cues to guide movement.
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Affiliation(s)
- N Georgiou
- Psychology Department, Monash University, Clayton, Victoria, Australia
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40
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Cope MT, Georgiou N, Bradshaw JL, Iansek R, Phillips JG. Simon effect and attention in Parkinson's disease: a comparison with Huntington's disease and Tourette's syndrome. J Clin Exp Neuropsychol 1996; 18:276-90. [PMID: 8780962 DOI: 10.1080/01688639608408282] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Patients with hyperkinetic basal-ganglia disorders (Huntington's disease, HD; and Tourette's syndrome, TS) have difficulty with spatially incongruent stimulus-response configurations, the Simon effect, and with inhibiting inappropriate responses in a conditionality paradigm. However Parkinson's disease (PD) patients with hypokinetic basal-ganglia disorder show normal (for their age) conditionality and congruency effects, probably because the task is extremely sensitive to aging and PD patients are typically older than HD and TS individuals. Overall, HD patients were by far the most affected, reflecting the likely greater involvement of the caudate (with its predominantly cognitive role) than the putamen; the latter structure, with a predominantly motor involvement, is the more affected in PD.
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Affiliation(s)
- M T Cope
- Monash University, Clayton, Victoria, Australia
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41
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Brandt J, Bylsma FW, Aylward EH, Rothlind J, Gow CA. Impaired source memory in Huntington's disease and its relation to basal ganglia atrophy. J Clin Exp Neuropsychol 1995; 17:868-77. [PMID: 8847393 DOI: 10.1080/01688639508402436] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Memory for contrived facts and the source of those facts was assessed in a group of early-stage HD patients and an age- and education-equated group of healthy control subjects. Fact recall did not differ significantly between the groups, but erroneous source attributions were more common among the HD patients. Like individuals with frontal lobe damage, HD patients have impaired memory for the source of learned information. Volume of the left caudate nucleus on MRI scans correlated with fact recall and source memory measures. These results suggest that this nucleus, or its neocortical projections, play an important role in the coding of context.
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Affiliation(s)
- J Brandt
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine
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42
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Georgiou N, Bradshaw JL, Phillips JG, Chiu E, Bradshaw JA. Reliance on advance information and movement sequencing in Huntington's disease. Mov Disord 1995; 10:472-81. [PMID: 7565829 DOI: 10.1002/mds.870100412] [Citation(s) in RCA: 46] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
To identify the focus of impairment in the performance of sequential movements in Huntington's disease (HD) patients, the extent of their reliance on external advance information was examined. Twelve patients with HD and their age-matched controls performed a series of button-presses at sequential choice points along a response board. A sequential pathway was designated, and with each successive button press, advance visual information was systematically reduced to various extents in advance of each move. HD patients, like previously studied parkinsonian patients, were particularly disadvantaged with high levels of reduction in advance information, and as a consequence, both their initiation and execution of movements progressively slowed with each successive element in the response sequence. The pattern of results was not affected whether or not patients were taking neuroleptic medication, nor did performance on a variety of cognitive measures correlate with motor performance. Control subjects' performance, on the other hand, remained constant in terms of both initiation and execution with each of the three levels of reduction in advance information. We conclude that HD patients, like parkinsonian patients, who also suffer from a basal ganglia (BG) disorder, require external visual cues to sequence motor programs effectively. Our findings suggest that with HD there may be abnormalities in a central mechanism that controls switching between movement segments within an overall motor plan. The BG, which provide internal cues necessary for component sequencing, may be disrupted, thereby impairing the ability to use such internally generated cues to guide movement.
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Affiliation(s)
- N Georgiou
- Department of Psychology, Monash University, Clayton, Victoria, Australia
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Lange KW, Sahakian BJ, Quinn NP, Marsden CD, Robbins TW. Comparison of executive and visuospatial memory function in Huntington's disease and dementia of Alzheimer type matched for degree of dementia. J Neurol Neurosurg Psychiatry 1995; 58:598-606. [PMID: 7745410 PMCID: PMC1073493 DOI: 10.1136/jnnp.58.5.598] [Citation(s) in RCA: 127] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Groups of patients with Hungington's disease and probable dementia of Alzheimer type (DAT) matched for level of dementia on the basis of mini mental state examination scores were compared in several tests of visual memory and tests sensitive to frontal lobe dysfunction. Whereas recall of patients with DAT tended to be worse on the Kendrick object learning test, the two groups were equivalent on tests of sensorimotor ability and delayed matching to sample performance. By contrast, the patients with Huntington's disease were significantly worse on tests of pattern and spatial recognition, simultaneous matching to sample, visuospatial paired associates, and on three tests sensitive to frontal lobe dysfunction--namely, the Tower of London test of planning, spatial working memory, and a visual discrimination learning and reversal paradigm. The impairments in these tests, however, did not always qualitatively resemble those seen in patients with frontal lobe damage and may be more characteristic of primary neostriatal deficit. In the visual discrimination paradigm the patients with Hungtington's disease were significantly worse than the patients with DAT at the simple reversal stage, where they displayed significant preservation to the previously rewarded alternative. The results are consistent with the hypothesis that patients with Huntington's disease exhibit deficits in tests sensitive to frontostriatal dysfunction and that this form of intellectual deterioration is qualitatively distinct from that seen in Alzheimer's disease.
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Affiliation(s)
- K W Lange
- Department of Clinical Neurology, University of London, UK
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44
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Pearson SJ, Reynolds GP. Neocortical neurotransmitter markers in Huntington's disease. J Neural Transm (Vienna) 1994; 98:197-207. [PMID: 7748520 DOI: 10.1007/bf01276536] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Several neurotransmitter markers were determined in post mortem tissue from temporal and frontal cortex in Huntington's disease in order to identify and understand the specific neuronal losses that occur in the neocortex in this disease. Decreases in GABA and glutamate concentrations were identified, together with increases in metabolites of dopamine and 5-hydroxytryptamine, indicative of regulatory changes presumably induced by the neuronal deficits. There is also evidence for abnormal cortical tryptophan metabolism. These changes may well contribute to some of the behavioural symptoms of the disease.
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Affiliation(s)
- S J Pearson
- Department of Biomedical Science, University of Sheffield, United Kingdom
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45
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Bylsma FW, Peyser CE, Folstein SE, Folstein MF, Ross C, Brandt J. EEG power spectra in Huntington's disease: clinical and neuropsychological correlates. Neuropsychologia 1994; 32:137-50. [PMID: 8190239 DOI: 10.1016/0028-3932(94)90001-9] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Quantitative power spectral analysis (PSA) was applied to frontal (F3, F4, F7, F8), temporal (T5, T6), and occipital (O1, O2) EEGs of 16 Huntington's disease (HD) patients and eight healthy control subjects. PSA revealed HD patients' EEGs to be abnormal: (i) raw and percent Alpha power were reduced; (ii) raw and percent Theta power were reduced at F3 and F4; (iii) percent Delta and percent Beta power were increased; (iii) Theta frequency was reduced by approximately 1.0 Hz. Frontal and temporal EEG power measures and decreased EEG amplitude correlated with severity of neurological and cognitive impairment.
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Affiliation(s)
- F W Bylsma
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287-7218
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