1
|
Handiru VS, Suviseshamuthu ES, Saleh S, Su H, Yue G, Allexandre D. Identifying neural correlates of balance impairment in traumatic brain injury using partial least squares correlation analysis. J Neural Eng 2024; 21:056012. [PMID: 39178907 DOI: 10.1088/1741-2552/ad7320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Accepted: 08/23/2024] [Indexed: 08/26/2024]
Abstract
Objective.Balance impairment is one of the most debilitating consequences of traumatic brain injury (TBI). To study the neurophysiological underpinnings of balance impairment, the brain functional connectivity during perturbation tasks can provide new insights. To better characterize the association between the task-relevant functional connectivity and the degree of balance deficits in TBI, the analysis needs to be performed on the data stratified based on the balance impairment. However, such stratification is not straightforward, and it warrants a data-driven approach.Approach.We conducted a study to assess the balance control using a computerized posturography platform in 17 individuals with TBI and 15 age-matched healthy controls. We stratified the TBI participants into balance-impaired and non-impaired TBI usingk-means clustering of either center of pressure (COP) displacement during a balance perturbation task or Berg Balance Scale score as a functional outcome measure. We analyzed brain functional connectivity using the imaginary part of coherence across different cortical regions in various frequency bands. These connectivity features are then studied using the mean-centered partial least squares correlation analysis, which is a multivariate statistical framework with the advantage of handling more features than the number of samples, thus making it suitable for a small-sample study.Main results.Based on the nonparametric significance testing using permutation and bootstrap procedure, we noticed that the weakened theta-band connectivity strength in the following regions of interest significantly contributed to distinguishing balance impaired from non-impaired population, regardless of the type of stratification:left middle frontal gyrus, right paracentral lobule, precuneus, andbilateral middle occipital gyri. Significance.Identifying neural regions linked to balance impairment enhances our understanding of TBI-related balance dysfunction and could inform new treatment strategies. Future work will explore the impact of balance platform training on sensorimotor and visuomotor connectivity.
Collapse
Affiliation(s)
- Vikram Shenoy Handiru
- Center for Mobility and Rehabilitation Engineering Research, Kessler Foundation, West Orange, NJ, United States of America
- Department of Physical Medicine and Rehabilitation, Rutgers University-New Jersey Medical School, Newark, NJ, United States of America
| | - Easter Selvan Suviseshamuthu
- Center for Mobility and Rehabilitation Engineering Research, Kessler Foundation, West Orange, NJ, United States of America
- Department of Physical Medicine and Rehabilitation, Rutgers University-New Jersey Medical School, Newark, NJ, United States of America
| | - Soha Saleh
- Department of Physical Medicine and Rehabilitation, Rutgers University-New Jersey Medical School, Newark, NJ, United States of America
- Department of Rehabilitation and Movement Sciences, School of Health Professions, Rutgers University, Newark, NJ 07107, United States of America
- Department of Neurology, Rutgers University, Newark, NJ 07101, United States of America
- Brain Health Institute, Rutgers University, Piscataway, NJ 08854, United States of America
| | - Haiyan Su
- School of Computing, Montclair State University, Montclair, NJ, United States of America
| | - Guang Yue
- Center for Mobility and Rehabilitation Engineering Research, Kessler Foundation, West Orange, NJ, United States of America
- Department of Physical Medicine and Rehabilitation, Rutgers University-New Jersey Medical School, Newark, NJ, United States of America
| | | |
Collapse
|
2
|
Hadi Z, Mahmud M, Seemungal BM. Brain Mechanisms Explaining Postural Imbalance in Traumatic Brain Injury: A Systematic Review. Brain Connect 2024; 14:144-177. [PMID: 38343363 DOI: 10.1089/brain.2023.0064] [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] [Indexed: 03/27/2024] Open
Abstract
Introduction: Persisting imbalance and falls in community-dwelling traumatic brain injury (TBI) survivors are linked to reduced long-term survival. However, a detailed understanding of the impact of TBI upon the brain mechanisms mediating imbalance is lacking. To understand the state of the art concerning the brain mechanisms mediating imbalance in TBI, we performed a systematic review of the literature. Methods: PubMed, Web of Science, and Scopus were searched and peer-reviewed research articles in humans, with any severity of TBI (mild, moderate, severe, or concussion), which linked a postural balance assessment (objective or subjective) with brain imaging (through computed tomography, T1-weighted imaging, functional magnetic resonance imaging [fMRI], resting-state fMRI, diffusion tensor imaging, magnetic resonance spectroscopy, single-photon emission computed tomography, electroencephalography, magnetoencephalography, near-infrared spectroscopy, and evoked potentials) were included. Out of 1940 articles, 60 were retrieved and screened, and 25 articles fulfilling inclusion criteria were included. Results: The most consistent finding was the link between imbalance and the cerebellum; however, the regions within the cerebellum were inconsistent. Discussion: The lack of consistent findings could reflect that imbalance in TBI is due to a widespread brain network dysfunction, as opposed to focal cortical damage. The inconsistency in the reported findings may also be attributed to heterogeneity of methodology, including data analytical techniques, small sample sizes, and choice of control groups. Future studies should include a detailed clinical phenotyping of vestibular function in TBI patients to account for the confounding effect of peripheral vestibular disorders on imbalance and brain imaging.
Collapse
Affiliation(s)
- Zaeem Hadi
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, London, United Kingdom
| | - Mohammad Mahmud
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, London, United Kingdom
| | - Barry M Seemungal
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, London, United Kingdom
| |
Collapse
|
3
|
Kurtin DL, Giunchiglia V, Vohryzek J, Cabral J, Skeldon AC, Violante IR. Moving from phenomenological to predictive modelling: Progress and pitfalls of modelling brain stimulation in-silico. Neuroimage 2023; 272:120042. [PMID: 36965862 DOI: 10.1016/j.neuroimage.2023.120042] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 02/06/2023] [Accepted: 03/16/2023] [Indexed: 03/27/2023] Open
Abstract
Brain stimulation is an increasingly popular neuromodulatory tool used in both clinical and research settings; however, the effects of brain stimulation, particularly those of non-invasive stimulation, are variable. This variability can be partially explained by an incomplete mechanistic understanding, coupled with a combinatorial explosion of possible stimulation parameters. Computational models constitute a useful tool to explore the vast sea of stimulation parameters and characterise their effects on brain activity. Yet the utility of modelling stimulation in-silico relies on its biophysical relevance, which needs to account for the dynamics of large and diverse neural populations and how underlying networks shape those collective dynamics. The large number of parameters to consider when constructing a model is no less than those needed to consider when planning empirical studies. This piece is centred on the application of phenomenological and biophysical models in non-invasive brain stimulation. We first introduce common forms of brain stimulation and computational models, and provide typical construction choices made when building phenomenological and biophysical models. Through the lens of four case studies, we provide an account of the questions these models can address, commonalities, and limitations across studies. We conclude by proposing future directions to fully realise the potential of computational models of brain stimulation for the design of personalized, efficient, and effective stimulation strategies.
Collapse
Affiliation(s)
- Danielle L Kurtin
- Neuromodulation Laboratory, School of Psychology, University of Surrey, Guildford, GU2 7XH, United Kingdom; Department of Brain Sciences, Imperial College London, London, United Kingdom.
| | | | - Jakub Vohryzek
- Centre for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain; Centre for Eudaimonia and Human Flourishing, Linacre College, University of Oxford, UK
| | - Joana Cabral
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
| | - Anne C Skeldon
- Department of Mathematics, Centre for Mathematical and Computational Biology, University of Surrey, Guildford, United Kingdom
| | - Ines R Violante
- Neuromodulation Laboratory, School of Psychology, University of Surrey, Guildford, GU2 7XH, United Kingdom
| |
Collapse
|
4
|
Hadi Z, Mahmud M, Pondeca Y, Calzolari E, Chepisheva M, Smith RM, Rust HM, Sharp DJ, Seemungal BM. The human brain networks mediating the vestibular sensation of self-motion. J Neurol Sci 2022; 443:120458. [PMID: 36332321 DOI: 10.1016/j.jns.2022.120458] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 09/18/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022]
Abstract
Vestibular Agnosia - where peripheral vestibular activation triggers the usual reflex nystagmus response but with attenuated or no self-motion perception - is found in brain disease with disrupted cortical network functioning, e.g. traumatic brain injury (TBI) or neurodegeneration (Parkinson's Disease). Patients with acute focal hemispheric lesions (e.g. stroke) do not manifest vestibular agnosia. Thus, brain network mapping techniques, e.g. resting state functional MRI (rsfMRI), are needed to interrogate functional brain networks mediating vestibular agnosia. Hence, we prospectively recruited 39 acute TBI patients with preserved peripheral vestibular function and obtained self-motion perceptual thresholds during passive yaw rotations in the dark and additionally acquired whole-brain rsfMRI in the acute phase. Following quality-control checks, 26 patient scans were analyzed. Using self-motion perceptual thresholds from a matched healthy control group, 11 acute TBI patients were classified as having vestibular agnosia versus 15 with normal self-motion perception thresholds. Using independent component analysis on the rsfMRI data, we found altered functional connectivity in bilateral lingual gyrus and temporo-occipital fusiform cortex in the vestibular agnosia patients. Moreover, regions of interest analyses showed both inter-hemispheric and intra-hemispheric network disruption in vestibular agnosia. In conclusion, our results show that vestibular agnosia is mediated by bilateral anterior and posterior network dysfunction and reveal the distributed brain mechanisms mediating vestibular self-motion perception.
Collapse
Affiliation(s)
- Zaeem Hadi
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK.
| | - Mohammad Mahmud
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK
| | - Yuscah Pondeca
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK
| | - Elena Calzolari
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK
| | - Mariya Chepisheva
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK
| | - Rebecca M Smith
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK
| | - Heiko M Rust
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK; Neurology, Universitätsspital Basel, Basel, Switzerland
| | - David J Sharp
- Computational, Cognitive and Clinical Neuroimaging Laboratory, Department of Brain Sciences, Imperial College London, UK
| | - Barry M Seemungal
- Centre for Vestibular Neurology, Department of Brain Sciences, Imperial College London, UK.
| |
Collapse
|
5
|
Blodgett JM, Cooper R, Davis DHJ, Kuh D, Hardy R. Associations of Word Memory, Verbal Fluency, Processing Speed, and Crystallized Cognitive Ability With One-Legged Balance Performance in Mid- and Later Life. J Gerontol A Biol Sci Med Sci 2022; 77:807-816. [PMID: 34125203 PMCID: PMC8974350 DOI: 10.1093/gerona/glab168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Cognitive integration of sensory input and motor output plays an important role in balance. Despite this, it is not clear if specific cognitive processes are associated with balance and how these associations change with age. We examined longitudinal associations of word memory, verbal fluency, search speed, and reading ability with repeated measures of one-legged balance performance. METHOD Up to 2 934 participants in the MRC National Survey of Health and Development, a British birth cohort study, were included. At age 53, word memory, verbal fluency, search speed, and reading ability were assessed. One-legged balance times (eyes closed) were measured at ages 53, 60-64, and 69 years. Associations between each cognitive measure and balance time were assessed using random-effects models. Adjustments were made for sex, death, attrition, height, body mass index, health conditions, health behaviors, education, and occupational class. RESULTS In sex-adjusted models, 1 SD higher scores in word memory, search speed, and verbal fluency were associated with 14.1% (95% CI: 11.3, 16.8), 7.2% (4.4, 9.9), and 10.3% (7.5, 13.0) better balance times at age 53, respectively. Higher reading scores were associated with better balance, although this association plateaued. Associations were partially attenuated in mutually adjusted models and effect sizes were smaller at ages 60-64 and 69. In fully adjusted models, associations were largely explained by education, although remained for word memory and search speed. CONCLUSIONS Higher cognitive performance across all measures was independently associated with better balance performance in midlife. Identification of individual cognitive mechanisms involved in balance could lead to opportunities for targeted interventions in midlife.
Collapse
Affiliation(s)
| | - Rachel Cooper
- Musculoskeletal Science and Sports Medicine Research Centre, Department of Sport and Exercise Sciences, Manchester Metropolitan University, UK
| | | | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing at UCL, London, UK
| | | |
Collapse
|
6
|
Agrawal Y, Merfeld DM, Horak FB, Redfern MS, Manor B, Westlake KP, Holstein GR, Smith PF, Bhatt T, Bohnen NI, Lipsitz LA. Aging, Vestibular Function, and Balance: Proceedings of a National Institute on Aging/National Institute on Deafness and Other Communication Disorders Workshop. J Gerontol A Biol Sci Med Sci 2020; 75:2471-2480. [PMID: 32617555 PMCID: PMC7662183 DOI: 10.1093/gerona/glaa097] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Indexed: 12/27/2022] Open
Abstract
Balance impairment and falls are among the most prevalent and morbid conditions affecting older adults. A critical contributor to balance and gait function is the vestibular system; however, there remain substantial knowledge gaps regarding age-related vestibular loss and its contribution to balance impairment and falls in older adults. Given these knowledge gaps, the National Institute on Aging and the National Institute on Deafness and Other Communication Disorders convened a multidisciplinary workshop in April 2019 that brought together experts from a wide array of disciplines, such as vestibular physiology, neuroscience, movement science, rehabilitation, and geriatrics. The goal of the workshop was to identify key knowledge gaps on vestibular function and balance control in older adults and develop a research agenda to make substantial advancements in the field. This article provides a report of the proceedings of this workshop. Three key questions emerged from the workshop, specifically: (i) How does aging impact vestibular function?; (ii) How do we know what is the contribution of age-related vestibular impairment to an older adult's balance problem?; and more broadly, (iii) Can we develop a nosology of balance impairments in older adults that can guide clinical practice? For each of these key questions, the current knowledge is reviewed, and the critical knowledge gaps and research strategies to address them are discussed. This document outlines an ambitious 5- to 10-year research agenda for increasing knowledge related to vestibular impairment and balance control in older adults, with the ultimate goal of linking this knowledge to more effective treatment.
Collapse
Affiliation(s)
- Yuri Agrawal
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Daniel M Merfeld
- Department of Otolaryngology-Head and Neck Surgery, Ohio State University, Columbus
| | - Fay B Horak
- Department of Neurology, School of Medicine, Oregon Health & Science University, Portland
| | - Mark S Redfern
- Department of Bioengineering, University of Pittsburgh, Pennsylvania
- Department of Otolaryngology, University of Pittsburgh, Pennsylvania
| | - Brad Manor
- Division of Gerontology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | | | - Gay R Holstein
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Paul F Smith
- Department of Pharmacology and Toxicology, School of Medical Sciences, University of Otago, Dunedin, New Zealand
- Brain Research New Zealand, Dunedin, New Zealand
| | - Tanvi Bhatt
- Department of Physical Therapy, University of Illinois at Chicago
| | - Nicolaas I Bohnen
- Department of Neurology, University of Michigan, Ann Arbor
- Department of Radiology, University of Michigan, Ann Arbor
| | - Lewis A Lipsitz
- Division of Gerontology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| |
Collapse
|
7
|
Motor Effects of Minimal Traumatic Brain Injury in Mice. J Mol Neurosci 2019; 70:365-377. [PMID: 31820347 DOI: 10.1007/s12031-019-01422-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 10/14/2019] [Indexed: 12/13/2022]
Abstract
Traumatic brain injury (TBI) is considered to be the leading cause of disability and death among young people. Up to 30% of mTBI patients report motor impairments, such as altered coordination and impaired balance and gait. The objective of the present study was to characterize motor performance and motor learning changes, in order to achieve a more thorough understanding of the possible motor consequences of mTBI in humans. Mice were exposed to traumatic brain injury using the weight-drop model and subsequently subjected to a battery of behavioral motor tests. Immunohistochemistry was conducted in order to evaluate neuronal survival and synaptic connectivity. TBI mice showed a different walking pattern on the Erasmus ladder task, without any significant impairment in motor performance and motor learning. In the running wheels, mTBI mice showed reduced activity during the second dark phase and increased activity during the second light phase compared to the control mice. There was no difference in the sum of wheel revolutions throughout the experiment. On the Cat-Walk paradigm, the mice showed a wider frontal base of support post mTBI. The same mice spent a significantly greater percent of time standing on three paws post mTBI compared with controls. mTBI mice also showed a decrease in the number of neurons in the temporal cortex compared with the control group. In summary, mTBI mice suffered from mild motor impairments, minor changes in the circadian clock, and neuronal damage. A more in-depth examination of the mechanisms by which mTBI compensate for motor deficits is necessary.
Collapse
|
8
|
Lan YL, Li S, Lou JC, Ma XC, Zhang B. The potential roles of dopamine in traumatic brain injury: a preclinical and clinical update. Am J Transl Res 2019; 11:2616-2631. [PMID: 31217842 PMCID: PMC6556629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Accepted: 03/20/2019] [Indexed: 06/09/2023]
Abstract
Traumatic brain injury (TBI) is one of the leading causes of death and disability, particularly among the young and the elderly. Several therapeutic options have been investigated, including drug interventions or combinational therapies. Although many drugs have shown promising results in the preclinical stage, all have failed in large clinical trials. Targeting the dopamine system is a novel TBI approach that provides benefits to functional outcomes. TBI could damage the dopaminergic system. Alterations in dopamine levels can impact cellular dysfunction and central nervous system (CNS) inflammation. Experimental evidence suggests that dopamine should be considered a first-line treatment to protect cerebral autoregulation and promote cerebral outcomes in TBI. Furthermore, investigation of dopamine-related genetic factors in relation to injury severity could also be of great significance for promoting TBI treatment. Importantly, various clinical lines of evidence have indicated that many dopamine agonists are beneficial when administered following injury in TBI patients. However, side effects of dopamine treatment prevent their use in TBI treatment, and there is a need for ongoing large, prospective, double-blind randomized controlled trials (RCTs) with these medications by the use of standardized criteria and outcomes to fully understand their effectiveness in this patient group. Here, we review the roles of dopamine in TBI and discuss the role that dopaminergic therapies have in neuroprotective strategies.
Collapse
Affiliation(s)
- Yu-Long Lan
- Department of Neurosurgery, The Second Affiliated Hospital of Dalian Medical UniversityDalian, China
- Department of Neurosurgery, Shenzhen People’s HospitalShenzhen, China
- Department of Pharmacy, Dalian Medical UniversityDalian, China
- Department of Physiology, Dalian Medical UniversityDalian, China
| | - Shao Li
- Department of Physiology, Dalian Medical UniversityDalian, China
| | - Jia-Cheng Lou
- Department of Neurosurgery, The Second Affiliated Hospital of Dalian Medical UniversityDalian, China
- Department of Neurosurgery, Shenzhen People’s HospitalShenzhen, China
| | - Xiao-Chi Ma
- Department of Pharmacy, Dalian Medical UniversityDalian, China
| | - Bo Zhang
- Department of Neurosurgery, The Second Affiliated Hospital of Dalian Medical UniversityDalian, China
- Department of Neurosurgery, Shenzhen People’s HospitalShenzhen, China
| |
Collapse
|
9
|
Westlake KP. Response to letter to the editor. Brain Inj 2018; 33:396. [PMID: 30517050 DOI: 10.1080/02699052.2018.1553071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Kelly P Westlake
- a Department of Physical Therapy & Rehabilitation Science , University of Maryland School of Medicine , Baltimore , MD
| |
Collapse
|
10
|
Whittier TT, Richmond SB, Monaghan AS. Review of 'Modulation of working memory load distinguishes individuals with and without balance impairments following mild traumatic brain injury'. Brain Inj 2018; 33:394-395. [PMID: 30507258 DOI: 10.1080/02699052.2018.1553069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Tyler T Whittier
- a Department of Health and Exercise Science , Colorado State University , Fort Collins , CO 80523-1501 , USA
| | - Sutton B Richmond
- b Department of Health and Exercise Science , Colorado State University , Fort Collins , CO , USA
| | - Andrew S Monaghan
- b Department of Health and Exercise Science , Colorado State University , Fort Collins , CO , USA
| |
Collapse
|