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Zhu Y, Auer F, Gelnaw H, Davis SN, Hamling KR, May CE, Ahamed H, Ringstad N, Nagel KI, Schoppik D. SAMPL is a high-throughput solution to study unconstrained vertical behavior in small animals. Cell Rep 2023; 42:112573. [PMID: 37267107 PMCID: PMC10592459 DOI: 10.1016/j.celrep.2023.112573] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 03/27/2023] [Accepted: 05/11/2023] [Indexed: 06/04/2023] Open
Abstract
Balance and movement are impaired in many neurological disorders. Recent advances in behavioral monitoring provide unprecedented access to posture and locomotor kinematics but without the throughput and scalability necessary to screen candidate genes/potential therapeutics. Here, we present a scalable apparatus to measure posture and locomotion (SAMPL). SAMPL includes extensible hardware and open-source software with real-time processing and can acquire data from D. melanogaster, C. elegans, and D. rerio as they move vertically. Using SAMPL, we define how zebrafish balance as they navigate vertically and discover small but systematic variations among kinematic parameters between genetic backgrounds. We demonstrate SAMPL's ability to resolve differences in posture and navigation as a function of effect size and data gathered, providing key data for screens. SAMPL is therefore both a tool to model balance and locomotor disorders and an exemplar of how to scale apparatus to support screens.
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Affiliation(s)
- Yunlu Zhu
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Franziska Auer
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Hannah Gelnaw
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Samantha N Davis
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Kyla R Hamling
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Christina E May
- The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Hassan Ahamed
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Niels Ringstad
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Katherine I Nagel
- The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - David Schoppik
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA.
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Welter ML, Vasseur A, Edragas R, Chaumont H, Pineau F, Mangone G, Olivier C, Leber I, Rivaud-Pechoux S, Lehericy S, Gallea C, Yahia-Cherif L, Lannuzel A. Brain dysfunction in gait disorders of Caribbean atypical Parkinsonism and progressive supranuclear palsy patients: A comparative study. Neuroimage Clin 2023; 38:103443. [PMID: 37247501 PMCID: PMC10236465 DOI: 10.1016/j.nicl.2023.103443] [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: 03/14/2023] [Revised: 05/19/2023] [Accepted: 05/21/2023] [Indexed: 05/31/2023]
Abstract
INTRODUCTION Gait disorders and falls occur early in progressive supranuclear palsy (PSP-RS) and Caribbean atypical parkinsonism (Caribbean AP). However, the link between these signs and brain lesions has never been explored in these patient populations. Here, we investigate and compare the imaging factors that relate to gait and balance disorders in Caribbean AP and PSP-RS patients. METHODS We assessed gait and balance using clinical scales and gait recordings in 16 Caribbean AP and 15 PSP-RS patients and 17 age-matched controls. We measured the grey and white matter brain volumes on 3 T brain MRI images. We performed a principal component analysis (PCA) including all the data to determine differences and similarities between groups, and explore the relationship between gait disorders and brain volumes. RESULTS Both Caribbean AP patients and PSP-RS have marked gait and balance disorders with similar severity. In both groups, gait and balance disorders were found to be most strongly related to structural changes in the lateral cerebellum, caudate nucleus, and fronto-parietal areas. In Caribbean AP patients, gait disorders were also related to additional changes in the cortex, including frontal, insular, temporal and cuneus lobes, whereas in PSP-RS patients, additional white matter changes involved the mesencephalon and parahippocampal gyrus. CONCLUSION Gait and balance disorders in Caribbean AP patients are mainly related to dysfunction of cortical brain areas involved in visuo-sensorimotor processing and self-awareness, whereas these signs mainly result from premotor-brainstem-cerebellar network dysfunction in PSP-RS patients, brain areas involved in initiation and maintenance of locomotor pattern and postural adaptation.
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Affiliation(s)
- Marie-Laure Welter
- Neurophysiology Department, Rouen University Hospital, Université de Normandie, Rouen, France; INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; Plateforme d'analyse du mouvement (PANAM), Paris Brain Institute, Paris, France.
| | - Alexandre Vasseur
- Neurophysiology Department, Rouen University Hospital, Université de Normandie, Rouen, France
| | - Regine Edragas
- Rehabilitation Department, University Hospital of Martinique, F.W.I, France
| | - Hugo Chaumont
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; Neurology Department, Clinical Investigation Centre 1424, University Hospital of Guadeloupe, Université des Antilles, Pointe-à-Pitre, Guadeloupe, F.W.I, France
| | - Fanny Pineau
- Clinical Investigation Centre, Paris Brain Institute, Pitié-Salpêtrière Hospital, Paris, France
| | - Graziella Mangone
- Clinical Investigation Centre, Paris Brain Institute, Pitié-Salpêtrière Hospital, Paris, France
| | - Claire Olivier
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; Plateforme d'analyse du mouvement (PANAM), Paris Brain Institute, Paris, France
| | - Isabelle Leber
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France
| | - Sophie Rivaud-Pechoux
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France
| | - Stéphane Lehericy
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; CENIR, Paris Brain Institute, Paris, France
| | - Cecile Gallea
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; CENIR, Paris Brain Institute, Paris, France
| | - Lydia Yahia-Cherif
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; CENIR, Paris Brain Institute, Paris, France
| | - Annie Lannuzel
- INSERM 1127, Sorbonne Universités, Université Pierre et Marie Curie-Paris Université, Paris 06, Unité Mixte de Recherche (UMR) S1127, Centre National de la Recherche Scientifique (CNRS), UMR 7225, Paris Brain Institute, Paris, France; Neurology Department, Clinical Investigation Centre 1424, University Hospital of Guadeloupe, Université des Antilles, Pointe-à-Pitre, Guadeloupe, F.W.I, France
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Zhu Y, Auer F, Gelnaw H, Davis SN, Hamling KR, May CE, Ahamed H, Ringstad N, Nagel KI, Schoppik D. Scalable Apparatus to Measure Posture and Locomotion (SAMPL): a high-throughput solution to study unconstrained vertical behavior in small animals. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.07.523102. [PMID: 36712122 PMCID: PMC9881893 DOI: 10.1101/2023.01.07.523102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Balance and movement are impaired in a wide variety of neurological disorders. Recent advances in behavioral monitoring provide unprecedented access to posture and locomotor kinematics, but without the throughput and scalability necessary to screen candidate genes / potential therapeutics. We present a powerful solution: a Scalable Apparatus to Measure Posture and Locomotion (SAMPL). SAMPL includes extensible imaging hardware and low-cost open-source acquisition software with real-time processing. We first demonstrate that SAMPL's hardware and acquisition software can acquire data from from D. melanogaster, C. elegans, and D. rerio as they move vertically. Next, we leverage SAMPL's throughput to rapidly (two weeks) gather a new zebrafish dataset. We use SAMPL's analysis and visualization tools to replicate and extend our current understanding of how zebrafish balance as they navigate through a vertical environment. Next, we discover (1) that key kinematic parameters vary systematically with genetic background, and (2) that such background variation is small relative to the changes that accompany early development. Finally, we simulate SAMPL's ability to resolve differences in posture or vertical navigation as a function of affect size and data gathered -- key data for screens. Taken together, our apparatus, data, and analysis provide a powerful solution for labs using small animals to investigate balance and locomotor disorders at scale. More broadly, SAMPL is both an adaptable resource for labs looking process videographic measures of behavior in real-time, and an exemplar of how to scale hardware to enable the throughput necessary for screening.
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Affiliation(s)
- Yunlu Zhu
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Franziska Auer
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Hannah Gelnaw
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Samantha N. Davis
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Kyla R. Hamling
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Christina E. May
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Hassan Ahamed
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine
| | - Niels Ringstad
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine
| | - Katherine I. Nagel
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - David Schoppik
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
- Lead Contact
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Song J, Kim J, Lee MJ, Ahn JH, Lee DY, Youn J, Chung MJ, Kim Z, Cho JW. Differential diagnosis between Parkinson's disease and atypical parkinsonism based on gait and postural instability: Artificial intelligence using an enhanced weight voting ensemble model. Parkinsonism Relat Disord 2022; 98:32-37. [PMID: 35447488 DOI: 10.1016/j.parkreldis.2022.04.003] [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: 02/11/2022] [Revised: 04/01/2022] [Accepted: 04/04/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Parkinsonian diseases and cerebellar ataxia among movement disorders, are representative diseases which present with distinct pathological gaits. We proposed a machine learning system that can differentiate Parkinson's disease (PD), cerebellar ataxia and progressive supranuclear palsy Richardson syndrome (PSP-RS) based on postural instability and gait analysis. METHODS We screened 1467 gait (GAITRite) and postural instability (Pedoscan) analyses performed in Samsung Medical Center from January 2019 to December 2020. PD, probable PSP-RS, and cerebellar ataxia (i.e., probable MSA-C, hereditary ataxia, and sporadic adult-onset ataxia) were included in the study. The gated recurrent units for GaitRite and the deep neural network for Pedoscan were applied. The enhanced weight voting ensemble (EWVE) method was applied to incorporate the two modalities. RESULTS We included 551 PD, 38 PSP-RS, 113 cerebellar ataxia and among them, 71 were MSA-C. Pedoscan-based and Gait-based model showed high sensitivity but low specificity in differentiating atypical parkinsonism from PD. The EWVE showed significantly improved specificity and reliable performance in differentiation between PD vs. ataxia patients (AUC 0.974 ± 0.036, sensitivity 0.829 ± 0.217, specificity 0.969 ± 0.038), PD vs. MSA-C (AUC 0.975 ± 0.020, sensitivity 0.823 ± 0.162, specificity 0.932 ± 0.030) and PD vs. PSP-RS (AUC 0.963 ± 0.028, sensitivity 0.555 ± 0.157, specificity 0.936 ± 0.031). CONCLUSION We proposed reliable Pedoscan-based, Gait-based and EWVE model in differentiating gait disorders by integrating information from gait and postural instability. This model can provide diagnosis guidelines to primary caregivers and assist in differential diagnosis of PD from atypical parkinsonism for neurologists.
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Affiliation(s)
- Joomee Song
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Junghyun Kim
- Medical AI Research Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Mi Ji Lee
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Jong Hyeon Ahn
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Dong Yeong Lee
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Jinyoung Youn
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea
| | - Myung Jin Chung
- Medical AI Research Center, Samsung Medical Center, Seoul, Republic of Korea; Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Department of Data Convergence and Future Medicine, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Zero Kim
- Medical AI Research Center, Samsung Medical Center, Seoul, Republic of Korea; Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Department of Data Convergence and Future Medicine, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.
| | - Jin Whan Cho
- Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea; Neuroscience Center, Samsung Medical Center, Seoul, Republic of Korea.
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Kelemen A, Halász L, Erőss L, Rudas G, Muthuraman M, Zádori D, Laczó B, Kis D, Klivényi P, Fekete G, Bognár L, Bereczki D, Tamás G. Factors affecting postural instability after more than one-year bilateral subthalamic stimulation in Parkinson's disease: A cross-sectional study. PLoS One 2022; 17:e0264114. [PMID: 35196348 PMCID: PMC8865658 DOI: 10.1371/journal.pone.0264114] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 02/03/2022] [Indexed: 01/16/2023] Open
Abstract
Background Balance impairment in Parkinson’s disease is multifactorial and its changes due to subthalamic stimulation vary in different studies. Objective We aimed to analyze the combination of predictive clinical factors of balance impairment in patients with Parkinson’s disease treated with bilateral subthalamic stimulation for at least one year. Methods We recruited 24 patients with Parkinson’s disease treated with bilateral subthalamic stimulation and 24 healthy controls. They wore an Opal monitor (APDM Inc.) consisting of three-dimensional gyroscopes and accelerometers in the lumbar region. We investigated four stimulation conditions (bilateral stimulation OFF, bilateral stimulation ON, and unilateral right- and left-sided stimulation ON) with four tests: stance on a plain ground with eyes open and closed, stance on a foam platform with eyes open and closed. Age, disease duration, the time elapsed after implantation, levodopa, and stimulation responsiveness were analyzed. The distance of stimulation location from the subthalamic motor center was calculated individually in each plane of the three dimensions. We analyzed the sway values in the four stimulation conditions in the patient group and compared them with the control values. We explored factor combinations (with age as confounder) in the patient group predictive for imbalance with cluster analysis and a machine‐learning‐based multiple regression method. Results Sway combined from the four tasks did not differ in the patients and controls on a group level. The combination of the disease duration, the preoperative levodopa responsiveness, and the stimulation responsiveness predicted individual stimulation-induced static imbalance. The more affected patients had more severe motor symptoms; primarily, the proprioceptive followed by visual sensory feedback loss provoked imbalance in them when switching on the stimulation. Conclusions The duration of the disease, the severity of motor symptoms, the levodopa responsiveness, and additional sensory deficits should be carefully considered during preoperative evaluation to predict subthalamic stimulation-induced imbalance in Parkinson’s disease.
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Affiliation(s)
- Andrea Kelemen
- Department of Neurology, Semmelweis University, Budapest, Hungary
| | - László Halász
- National Institute of Clinical Neurosciences, Budapest, Hungary
| | - Loránd Erőss
- National Institute of Clinical Neurosciences, Budapest, Hungary
| | - Gábor Rudas
- MR Research Centre, Semmelweis University, Budapest, Hungary
| | - Muthuraman Muthuraman
- Biomedical Statistics and Multimodal Signal Processing Unit, Department of Neurology, University Medical Center of Johannes Gutenberg University Mainz, Mainz, Germany
| | - Dénes Zádori
- Department of Neurology, University of Szeged, Szeged, Hungary
| | - Bence Laczó
- Department of Neurology, University of Szeged, Szeged, Hungary
| | - Dávid Kis
- Department of Neurosurgery, University of Szeged, Szeged, Hungary
| | - Péter Klivényi
- Department of Neurology, University of Szeged, Szeged, Hungary
| | - Gábor Fekete
- Department of Neurosurgery, University of Debrecen, Debrecen, Hungary
| | - László Bognár
- Department of Neurosurgery, University of Debrecen, Debrecen, Hungary
| | - Dániel Bereczki
- Department of Neurology, Semmelweis University, Budapest, Hungary
| | - Gertrúd Tamás
- Department of Neurology, Semmelweis University, Budapest, Hungary
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Dale ML, Prewitt AL, Harker GR, McBarron GE, Mancini M. Perspective: Balance Assessments in Progressive Supranuclear Palsy: Lessons Learned. Front Neurol 2022; 13:801291. [PMID: 35153996 PMCID: PMC8828584 DOI: 10.3389/fneur.2022.801291] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 01/05/2022] [Indexed: 12/04/2022] Open
Abstract
Many studies have examined aspects of balance in progressive supranuclear palsy (PSP), but guidance on the feasibility of standardized objective balance assessments and balance scales in PSP is lacking. Balance tests commonly used in Parkinson's disease often cannot be easily administered or translated to PSP. Here we briefly review methodology in prior studies of balance in PSP; then we focus on feasibility by presenting our experience with objective balance assessment in PSP-Richardson syndrome and PSP-parkinsonism during a crossover rTMS intervention trial. We highlight lessons learned, safety considerations, and future approaches for objective balance assessment in PSP.
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Affiliation(s)
- Marian L. Dale
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
| | - Austin L. Prewitt
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
| | - Graham R. Harker
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
| | - Grace E. McBarron
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Department of Physical Therapy, Columbia University Irving Medical Center, Vagelos College of Physicians and Surgeons, New York, NY, United States
| | - Martina Mancini
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
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Bosch TJ, Kammermeier S, Groth C, Leedom M, Hanson EK, Berg-Poppe P, Singh A. Cortical and Cerebellar Oscillatory Responses to Postural Instability in Parkinson's Disease. Front Neurol 2021; 12:752271. [PMID: 34803888 PMCID: PMC8599431 DOI: 10.3389/fneur.2021.752271] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 10/11/2021] [Indexed: 11/13/2022] Open
Abstract
Introduction: Posture and balance dysfunctions critically impair activities of daily living of patients with progressing Parkinson's disease (PD). However, the neural mechanisms underlying postural instability in PD are poorly understood, and specific therapies are lacking. Previous electrophysiological studies have shown distinct cortical oscillations with a significant contribution of the cerebellum during postural control tasks in healthy individuals. Methods: We investigated cortical and mid-cerebellar oscillatory activity via electroencephalography (EEG) during a postural control task in 10 PD patients with postural instability (PDPI+), 11 PD patients without postural instability (PDPI–), and 15 age-matched healthy control participants. Relative spectral power was analyzed in the theta (4–7 Hz) and beta (13–30 Hz) frequency bands. Results: Time-dependent postural measurements computed by accelerometer signals showed poor performance in PDPI+ participants. EEG results revealed that theta power was profoundly lower in mid-frontal and mid-cerebellar regions during the postural control task in PDPI+, compared to PDPI– and control participants. In addition, theta power was correlated with postural control performance in PD subjects. No significant changes in beta power were observed. Additionally, oscillatory changes during the postural control task differed from the resting state. Conclusion: This study underlines the involvement of mid-frontal and mid-cerebellar regions in postural stability during a balance task and emphasizes the important role of theta oscillations therein for postural control in PD.
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Affiliation(s)
- Taylor J Bosch
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, United States.,Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, United States
| | | | - Christopher Groth
- Department of Neurology, University of Iowa, Iowa City, IA, United States
| | - Matt Leedom
- Avera Therapy, Sioux Falls, SD, United States
| | - Elizabeth K Hanson
- Department of Communication Sciences and Disorders, University of South Dakota, Vermillion, SD, United States
| | - Patti Berg-Poppe
- Department of Physical Therapy, University of South Dakota, Vermillion, SD, United States
| | - Arun Singh
- Division of Basic Biomedical Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD, United States.,Center for Brain and Behavior Research, University of South Dakota, Vermillion, SD, United States
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Ali F, Loushin SR, Botha H, Josephs KA, Whitwell JL, Kaufman K. Laboratory based assessment of gait and balance impairment in patients with progressive supranuclear palsy. J Neurol Sci 2021; 429:118054. [PMID: 34461552 PMCID: PMC8489851 DOI: 10.1016/j.jns.2021.118054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 07/27/2021] [Accepted: 08/23/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND Gait and balance abnormalities are a significant source of morbidity and mortality in progressive supranuclear palsy (PSP). Gait impairment in PSP is primarily assessed clinically on exam or with the use of rating scales. Three dimensional video based gait and balance analysis performed in a laboratory setting is a highly accurate method of motion analysis (Wren et al., 2020), however limited data is available in patients with PSP. RESEARCH QUESTION In this study we assess the objective features of postural control, kinematics, kinetic and temporal-spatial gait metrics in PSP, using three-dimensional video motion analysis in a laboratory setting compared to normal controls. METHODS Three-dimensional motion was captured using a 10-camera motion capture system, 41 body markers and ground embedded force plates in 16 patients with PSP patients and compared to motorically normal controls. RESULTS Spatiotemporal, kinematic, and kinetic gait measures effectively differentiated patients with PSP from controls. Patients had slower gait velocity, lower cadence, increased double support time and abnormal antero-posterior sway. Joint kinematics and kinetics were reduced and showed less variation among patients with PSP compared to controls which is suggestive of bradykinesia. Objective gait measures of abnormality correlated with clinical disease severity. Postural sway metrics distinguished PSP from controls and captured gait imbalance. SIGNIFICANCE Objective measures of gait and balance abnormalities in patients with PSP provide an outcome measure that can be potentially used for early disease detection, in clinical trials and to validate portable motion capture devices in the future.
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Affiliation(s)
- Farwa Ali
- Department of Neurology, Rochester, MN, United States of America.
| | - Stacy R Loushin
- Department of Orthopedic Surgery, Rochester, MN, United States of America
| | - Hugo Botha
- Department of Neurology, Rochester, MN, United States of America
| | - Keith A Josephs
- Department of Neurology, Rochester, MN, United States of America
| | - Jennifer L Whitwell
- Department of Radiology, Mayo Clinic Rochester, Rochester, MN, United States of America
| | - Kenton Kaufman
- Department of Orthopedic Surgery, Rochester, MN, United States of America
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Sintini I, Kaufman K, Botha H, Martin PR, Loushin SR, Senjem ML, Reid RI, Schwarz CG, Jack CR, Lowe VJ, Josephs KA, Whitwell JL, Ali F. Neuroimaging correlates of gait abnormalities in progressive supranuclear palsy. Neuroimage Clin 2021; 32:102850. [PMID: 34655905 PMCID: PMC8527041 DOI: 10.1016/j.nicl.2021.102850] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 09/24/2021] [Accepted: 10/02/2021] [Indexed: 11/20/2022]
Abstract
Progressive supranuclear palsy is a neurodegenerative disorder characterized primarily by tau inclusions and neurodegeneration in the midbrain, basal ganglia, thalamus, premotor and frontal cortex. Neurodegenerative change in progressive supranuclear palsy has been assessed using MRI. Degeneration of white matter tracts is evident with diffusion tensor imaging and PET methods have been used to assess brain metabolism or presence of tau protein deposits. Patients with progressive supranuclear palsy present with a variety of clinical syndromes; however early onset of gait impairments and postural instability are common features. In this study we assessed the relationship between multimodal imaging biomarkers (i.e., MRI atrophy, white matter tracts degeneration, flortaucipir-PET uptake) and laboratory-based measures of gait and balance abnormalities in a cohort of nineteen patients with progressive supranuclear palsy, using univariate and multivariate statistical analyses. The PSP rating scale and its gait midline sub-score were strongly correlated to gait abnormalities but not to postural imbalance. Principal component analysis on gait variables identified velocity, stride length, gait stability ratio, length of gait phases and dynamic stability as the main contributors to the first component, which was associated with diffusion tensor imaging measures in the posterior thalamic radiation, external capsule, superior cerebellar peduncle, superior fronto-occipital fasciculus, body and splenium of the corpus callosum and sagittal stratum, with MRI volumes in frontal and precentral regions and with flortaucipir-PET uptake in the precentral gyrus. The main contributor to the second principal component was cadence, which was higher in patients presenting more abnormalities on mean diffusivity: this unexpected finding might be related to compensatory gait strategies adopted in progressive supranuclear palsy. Postural imbalance was the main contributor to the third principal component, which was related to flortaucipir-PET uptake in the left paracentral lobule and supplementary motor area and white matter disruption in the superior cerebellar peduncle, putamen, pontine crossing tract and corticospinal tract. A partial least square model identified flortaucipir-PET uptake in midbrain, basal ganglia and thalamus as the main correlate of speed and dynamic component of gait in progressive supranuclear palsy. Although causality cannot be established in this analysis, our study sheds light on neurodegeneration of brain regions and white matter tracts that underlies gait and balance impairment in progressive supranuclear palsy.
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Affiliation(s)
- Irene Sintini
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA.
| | - Kenton Kaufman
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Hugo Botha
- Department of Neurology, Mayo Clinic, Rochester, MN 55905, USA
| | - Peter R Martin
- Department of Health Science Research, Mayo Clinic, Rochester, MN 55905, USA
| | - Stacy R Loushin
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Matthew L Senjem
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA; Department of Information Technology, Mayo Clinic, Rochester MN 55905, USA
| | - Robert I Reid
- Department of Information Technology, Mayo Clinic, Rochester MN 55905, USA
| | | | - Clifford R Jack
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Val J Lowe
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Keith A Josephs
- Department of Neurology, Mayo Clinic, Rochester, MN 55905, USA
| | | | - Farwa Ali
- Department of Neurology, Mayo Clinic, Rochester, MN 55905, USA
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10
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Quantitative Analysis of Postural Instability in Patients with Parkinson's Disease. PARKINSONS DISEASE 2021; 2021:5681870. [PMID: 33936583 PMCID: PMC8060093 DOI: 10.1155/2021/5681870] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Revised: 03/23/2021] [Accepted: 04/05/2021] [Indexed: 11/18/2022]
Abstract
Introduction Postural instability is commonly observed in Parkinson's disease, leading to an increasing risk of falling and worsening as the disease progresses. We found that limit of stability can be applied to reflect the dynamic evolution of postural instability in patients with Parkinson's disease. Methods Forty-three patients (9 of Hoehn and Yahr stage I, 12 of stage II, 14 of stage III, and 8 of stage IV) met the criteria for the diagnosis of idiopathic Parkinson's disease and could stand independently for at least 10 minutes. Twelve healthy controls with no sign of parkinsonism were also recruited. Postural instability was assessed by posturography in different directions (forward, backward, right, left, forward-right, forward-left, backward-right, and backward-left). This study trial was registered with the Chinese Clinical Trial Registry (no. ChiCTR1900022715). Results All participants were able to complete the limit of stability tasks without any complications. Patients in stages II to IV exhibited smaller end point excursion and slower time to complete than controls, suggesting an impaired limit of stability. The patients in stage II exhibited a remarkable decline in most directions compared to controls, except for right and left, and forward and backward decline occurred the earliest. For patients in stage III, right was the only direction with no significant difference from controls. In stage IV patients, the limit of stability declined significantly in all directions (p < 0.05). Conclusions The postural abnormalities of Parkinson's disease can occur at early stages, and the pattern of decline is more severe in the forward-backward direction. This trial is registered with ChiCTR1900022715.
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11
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Krieg I, Dalin D, Heimbach B, Wiesmeier IK, Maurer C. Abnormal trunk control determines postural abnormalities in Amyotrophic Lateral Sclerosis. NeuroRehabilitation 2019; 44:599-608. [PMID: 31256087 PMCID: PMC6700719 DOI: 10.3233/nre-192698] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND: Postural instability in Amyotrophic Lateral Sclerosis (ALS) occurs at an early stage of the disease and often results in falls. As ALS is considered a multisystem neurodegenerative disorder, postural instability may result from motor, sensory and central processing deficits. OBJECTIVE AND METHODS: We analysed postural control of 12 ALS patients and 12 healthy age-matched control subjects. Postural control was characterised by spontaneous sway measures and measures of postural reactions to pseudorandom anterior-posterior platform tilts, which were then correlated with clinical test scores. RESULTS: Spontaneous sway amplitudes and velocities were significantly larger and sway frequencies higher in ALS patients than in control subjects. ALS patients’ body excursions following platform tilts were smaller, with relatively higher upper body excursions. We found high correlations between abnormal postural reactions and clinical tests representing motor or balance deficits. CONCLUSIONS: We conclude that ALS patients’ postural abnormalities are mainly determined by an abnormal axial control and abnormally small body excursions as a function of support surface tilts, seemingly indicating better postural stabilization than control subjects. The latter contradicts the hypothesis that muscle weakness is the main source for this deficit. Instead, we suggest an altered central control strategy.
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Affiliation(s)
- Iris Krieg
- Department of Neurology and Neurophysiology, University Medical Center, Medical Faculty, Freiburg, Germany
| | - Daniela Dalin
- Department of Neurology and Neurophysiology, University Medical Center, Medical Faculty, Freiburg, Germany
| | - Bernhard Heimbach
- Department of Neurology and Neurophysiology, University Medical Center, Medical Faculty, Freiburg, Germany
| | | | - Christoph Maurer
- Department of Neurology and Neurophysiology, University Medical Center, Medical Faculty, Freiburg, Germany
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12
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Panyakaew P, Anan C, Bhidayasiri R. Posturographic abnormalities in ambulatory atypical parkinsonian disorders: Differentiating characteristics. Parkinsonism Relat Disord 2019; 66:94-99. [PMID: 31337595 DOI: 10.1016/j.parkreldis.2019.07.016] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 06/26/2019] [Accepted: 07/13/2019] [Indexed: 10/26/2022]
Abstract
BACKGROUND Postural instability is a common complaint in patients with Parkinson's disease (PD), multiple system atrophy (MSA) and progressive supranuclear palsy (PSP). However, objective evaluation to identify posturographic characteristics to enable clinical differentiation is limited. METHOD Postural sway abnormalities in 35 atypical parkinsonian patients (19 PSP, 16 MSA), 35 matched PD patients, and healthy subjects were assessed under static posturography with eyes-open (EO) and eyes-closed (EC). RESULTS With EO, MSA patients showed a significantly greater mean ML sway than PD patients (p = 0.03), but with EC even more parameters were significantly different, including mean sway in both ML (p = 0.02) and AP directions (p = 0.01), sway area (p = 0.001), and sway path length (p = 0.003). While differences between MSA and PD were seen in both ML and AP directions, significant differences between PD and PSP were limited to greater mean ML sway (p = 0.01) with EO, greater mean (p = 0.002) and maximal AP sway (p = 0.02) amongst PSP patient with EC. Moderate and significant correlation was demonstrated between HY stage and mean AP sway amongst APD patients (r = 0.56, p < 0.01) and in PSP patients (r = 0.62, p < 0.01). CONCLUSION Our study identifies a number of objective sway measures assessed with EC that are potentially useful for clinical differentiation between APDs and PD. In comparison to PD, MSA showed greater sway area and a mean sway distance in both AP and ML directions, while the difference was limited to AP in PSP. Significant correlation between HY stage and sway parameters further supports postural sway as a potential disease progression marker in APDs.
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Affiliation(s)
- Pattamon Panyakaew
- Chulalongkorn Centre of Excellence for Parkinson's Disease & Related Disorders, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, 10330, Thailand
| | - Chanawat Anan
- Chulalongkorn Centre of Excellence for Parkinson's Disease & Related Disorders, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, 10330, Thailand
| | - Roongroj Bhidayasiri
- Chulalongkorn Centre of Excellence for Parkinson's Disease & Related Disorders, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, 10330, Thailand.
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13
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Dieterich M, Brandt T. Perception of Verticality and Vestibular Disorders of Balance and Falls. Front Neurol 2019; 10:172. [PMID: 31001184 PMCID: PMC6457206 DOI: 10.3389/fneur.2019.00172] [Citation(s) in RCA: 99] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 02/08/2019] [Indexed: 11/16/2022] Open
Abstract
Objective: To review current knowledge of the perception of verticality, its normal function and disorders. This is based on an integrative graviceptive input from the vertical semicircular canals and the otolith organs. Methods: The special focus is on human psychophysics, neurophysiological and imaging data on the adjustments of subjective visual vertical (SVV) and the subjective postural vertical. Furthermore, examples of mathematical modeling of specific vestibular cell functions for orientation in space in rodents and in patients are briefly presented. Results: Pathological tilts of the SVV in the roll plane are most sensitive and frequent clinical vestibular signs of unilateral lesions extending from the labyrinths via the brainstem and thalamus to the parieto-insular vestibular cortex. Due to crossings of ascending graviceptive fibers, peripheral vestibular and pontomedullary lesions cause ipsilateral tilts of the SVV; ponto-mesencephalic lesions cause contralateral tilts. In contrast, SVV tilts, which are measured in unilateral vestibular lesions at thalamic and cortical levels, have two different characteristic features: (i) they may be ipsi- or contralateral, and (ii) they are smaller than those found in lower brainstem or peripheral lesions. Motor signs such as head tilt and body lateropulsion, components of ocular tilt reaction, are typical for vestibular lesions of the peripheral vestibular organ and the pontomedullary brainstem (vestibular nucleus). They are less frequent in midbrain lesions (interstitial nucleus of Cajal) and rare in cortical lesions. Isolated body lateropulsion is chiefly found in caudal lateral medullary brainstem lesions. Vestibular function in the roll plane and its disorders can be mathematically modeled by an attractor model of angular head velocity cell and head direction cell function. Disorders manifesting with misperception of the body vertical are the pusher syndrome, the progressive supranuclear palsy, or the normal pressure hydrocephalus; they may affect roll and/or pitch plane. Conclusion: Clinical determinations of the SVV are easy and reliable. They indicate acute unilateral vestibular dysfunctions, the causative lesion of which extends from labyrinth to cortex. They allow precise topographical diagnosis of side and level in unilateral brainstem or peripheral vestibular disorders. SVV tilts may coincide with or differ from the perception of body vertical, e.g., in isolated body lateropulsion.
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Affiliation(s)
- Marianne Dieterich
- German Center for Vertigo and Balance Disorders, Ludwig-Maximilians University, Munich, Germany.,Department of Neurology, Ludwig-Maximilians University, Munich, Germany.,Munich Cluster for Systems Neurology, Munich, Germany
| | - Thomas Brandt
- German Center for Vertigo and Balance Disorders, Ludwig-Maximilians University, Munich, Germany.,Clinical Neuroscience, Ludwig-Maximilians University, Munich, Germany
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14
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Goldschagg N, Bremova-Ertl T, Bardins S, Dinca N, Feil K, Krafczyk S, Lorenzl S, Strupp M. No Evidence of a Contribution of the Vestibular System to Frequent Falls in Progressive Supranuclear Palsy. J Clin Neurol 2019; 15:339-346. [PMID: 31286706 PMCID: PMC6620443 DOI: 10.3988/jcn.2019.15.3.339] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 01/27/2019] [Accepted: 01/31/2019] [Indexed: 12/01/2022] Open
Abstract
Background and Purpose Conflicting results about vestibular function in progressive supranuclear palsy (PSP) prompted a systematic examination of the semicircular canal function, otolith function, and postural stability. Methods Sixteen patients with probable PSP [9 females, age=72±6 years (mean±SD), mean disease duration=3.6 years, and mean PSP Rating Scale score=31] and 17 age-matched controls were examined using the video head impulse test, caloric testing, ocular and cervical vestibular evoked myogenic potentials (o- and cVEMPs), video-oculography, and posturography. Results There was no evidence of impaired function of the angular vestibulo-ocular reflex (gain=1.0±0.1), and caloric testing also produced normal findings. In terms of otolith function, there was no significant difference between PSP patients and controls in the absolute peakto-peak amplitude of the oVEMP (13.5±7.2 µV and 12.5±5.6 µV, respectively; p=0.8) or the corrected peak-to-peak amplitude of the cVEMP (0.6±0.3 µV and 0.5±0.2 µV, p=0.3). The total root-mean-square body sway was significantly increased in patients with PSP compared to controls (eyes open/head straight/hard platform: 9.3±3.7 m/min and 6.9±2.1 m/min, respectively; p=0.032). As expected, the saccade velocities were significantly lower in PSP patients than in controls: horizontal, 234±92°/sec and 442±66°/sec, respectively; downward, 109±105°/sec and 344±72°/sec; and upward, 121±110°/sec and 348±78°/sec (all p<0.01). Conclusions We found no evidence of impairment of either high- or low-frequency semicircular function or otolith organ function in the examined PSP patients. It therefore appears that other causes such as degeneration of supratentorial pathways lead to postural imbalance and falls in patients with PSP.
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Affiliation(s)
- Nicolina Goldschagg
- Department of Neurology, Ludwig Maximilians University, Munich, Germany.,German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany.
| | - Tatiana Bremova-Ertl
- Department of Neurology, Ludwig Maximilians University, Munich, Germany.,German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany
| | - Stanislav Bardins
- German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany
| | - Nora Dinca
- Department of Neurology, Ludwig Maximilians University, Munich, Germany
| | - Katharina Feil
- Department of Neurology, Ludwig Maximilians University, Munich, Germany.,German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany
| | - Siegbert Krafczyk
- Department of Neurology, Ludwig Maximilians University, Munich, Germany
| | - Stefan Lorenzl
- Department of Neurology, Ludwig Maximilians University, Munich, Germany
| | - Michael Strupp
- Department of Neurology, Ludwig Maximilians University, Munich, Germany.,German Center for Vertigo and Balance Disorders, Ludwig Maximilians University, Munich, Germany
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