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Lithgow BJ, Saha C, Dastgheib Z, Moussavi Z. Surface Versus Penetrative rTMS Stimulation May Be More Effective for AD Patients with Cerebrovascular Disease. Neurosci Insights 2025; 20:26331055251328355. [PMID: 40143889 PMCID: PMC11938491 DOI: 10.1177/26331055251328355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 03/04/2025] [Indexed: 03/28/2025] Open
Abstract
Repetitive Transcranial Magnetic Stimulation (rTMS) has been applied as an investigational therapy for Alzheimer's Disease (AD). The recent largest (N = 135) double-blind study with 6 months post-treatment follow-up investigating rTMS efficacy as a treatment for AD found about 72% of participants in each group of active and sham were positively responsive to rTMS (using Magstim AirFilm active and sham coils). Since the used sham coil produced about 25.3% of the peak active stimulus, it was hypothesized it could evoke a measurable response in AD patients. This study looks at the details of the above study's sham responses to determine why and how such a response might occur and how cerebrovascular symptomatology may have impacted that response. In the above-mentioned study, 90 and 45 patients were randomly assigned to active and sham groups, respectively. Those with modified Hachinski Ischemic Scores (HIS) below and above 2 were labeled AD2 and ADcvd2, respectively. Analysis of the primary outcome measure ADAS-Cog score change from baseline to post-treatment and follow-ups showed the ADcvd2 in the sham group had a significantly (p = .034) greater improvement or less decline at post-treatment and follow-up sessions compared to the ADcvd2 in the active group. Additionally, the improvement of the ADcvd2 sham compared to those in the active group persisted longer. Also, there was a significant (p = .036) improvement for AD2 individuals in the active compared to AD2 sham stimulation group at 2-months post-treatment. Overall, the sham rTMS stimulus did evoke a measurable response which was more effective for ADcvd2 in sham than ADcvd2 in active support of a vascular mechanism likely linked to the shallower sham stimulus penetration.
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Affiliation(s)
- Brian J Lithgow
- Biomedical Engineering, University of Manitoba, Winnipeg, Canada
- Monash Alfred Psychiatry Research Centre, Melbourne, Australia
- Riverview Health Centre, Winnipeg, Manitoba, Canada
| | - Chandan Saha
- Biomedical Engineering, University of Manitoba, Winnipeg, Canada
| | - Zeinab Dastgheib
- Biomedical Engineering, University of Manitoba, Winnipeg, Canada
| | - Zahra Moussavi
- Biomedical Engineering, University of Manitoba, Winnipeg, Canada
- Riverview Health Centre, Winnipeg, Manitoba, Canada
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Marzban S, Dastgheib Z, Lithgow B, Moussavi Z. Using principal component analysis to determine which vestibular stimuli provide best biomarkers for separating Alzheimer's from mixed Alzheimer's disease. Med Biol Eng Comput 2024:10.1007/s11517-024-03110-2. [PMID: 38735986 DOI: 10.1007/s11517-024-03110-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Accepted: 04/25/2024] [Indexed: 05/14/2024]
Abstract
Alzheimer's disease (AD) is often mixed with cerebrovascular disease (AD-CVD). Heterogeneity of dementia etiology and the overlapping of neuropathological features of AD and AD-CVD make feature identification of the two challenging. Separation of AD from AD-CVD is important as the optimized treatment for each group may differ. Recent studies using vestibular responses recorded from electrovestibulography (EVestG™) have offered promising results for separating these two pathologies. An EVestG measurement records responses to several different physical stimuli (called tilts). In previous research, the number of EVestG features from different tilts was selected based on physiological intuition to classify AD from AD-CVD. As the number of potential characteristic features from all tilts can be very large, in this study, we used an algorithm based on principal component analysis (PCA) to rank the most effective vestibular stimuli for differentiating AD from AD-CVD. Analyses were performed on the EVestG signals of 28 individuals with AD and 24 with AD-CVD. The results of this study showed that tilts simulating the otolithic organs (utricle and saccule) generated the most characteristic features for separating AD from AD-CVD.
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Affiliation(s)
- S Marzban
- University of Manitoba, Winnipeg, MB, Canada
| | - Z Dastgheib
- University of Manitoba, Winnipeg, MB, Canada
| | - B Lithgow
- University of Manitoba, Winnipeg, MB, Canada
| | - Z Moussavi
- University of Manitoba, Winnipeg, MB, Canada.
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Moussavi Z, Uehara M, Rutherford G, Lithgow B, Millikin C, Wang X, Saha C, Mansouri B, Omelan C, Fellows L, Fitzgerald PB, Koski L. Repetitive transcranial magnetic stimulation as a treatment for Alzheimer's disease: A randomized placebo-controlled double-blind clinical trial. Neurotherapeutics 2024; 21:e00331. [PMID: 38360452 PMCID: PMC10937236 DOI: 10.1016/j.neurot.2024.e00331] [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: 10/16/2023] [Revised: 01/14/2024] [Accepted: 01/29/2024] [Indexed: 02/17/2024] Open
Abstract
We report results of a large multisite double-blind randomized trial investigating the short and long-term efficacy of repetitive transcranial magnetic stimulation (rTMS) applied to patients with Alzheimer's disease (AD) at mild to moderate stages, in doses of either 2 or 4 weeks of treatment (5 days/week), whilst compared with 4 weeks of sham rTMS. Randomization to treatment group was stratified based on age and severity. The objectives of this study were to: 1) investigate the efficacy of active rTMS versus sham, 2) investigate the effect of dose of treatment (2 or 4 weeks), and 3) investigate the length of benefits from treatment. The rTMS pulses (20 Hz, 30 pulses/train, 25 trains, 10-s intertrain interval) were applied serially to the left and right dorsolateral prefrontal cortex using neuro-navigation. We compared the primary outcome measure's (ADAS-Cog) score changes from pre- to post-treatment, with assessments at baseline and 4 more times up to 6 months post-treatment. Data of 135 patients were analyzed. The mean total ADAS-Cog score at baseline did not differ between the active and sham treatment groups, nor across the three study sites. The overall results show significant cognitive improvement after treatment up to two months post-treatment with either sham or active coils. The results show both short and long-term benefits of active rTMS treatment but also show similar benefits for sham coil treatment of mild/moderate AD. We discuss this finding in the context of the existing literature on rTMS therapy for AD, as well as evidence of the sham coil's potential to induce a low-level current in the brain. TRIAL REGISTRATION: https://clinicaltrials.gov/ct2/show/NCT02908815.
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Affiliation(s)
- Zahra Moussavi
- Biomedical Engineering, University of Manitoba, Winnipeg, MB Canada; Riverview Health Center, Winnipeg, MB, Canada.
| | - Maria Uehara
- Biomedical Engineering, University of Manitoba, Winnipeg, MB Canada
| | - Grant Rutherford
- Biomedical Engineering, University of Manitoba, Winnipeg, MB Canada
| | - Brian Lithgow
- Biomedical Engineering, University of Manitoba, Winnipeg, MB Canada; Riverview Health Center, Winnipeg, MB, Canada; Monash Alfred Psychiatry Research Center, Prahran, Victoria, Australia
| | - Colleen Millikin
- Clinical Health Psychology, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB Canada
| | - Xikui Wang
- Warren Centre for Actuarial Studies and Research, University of Manitoba, Winnipeg, MB Canada
| | - Chandan Saha
- Biomedical Engineering, University of Manitoba, Winnipeg, MB Canada
| | | | - Craig Omelan
- Psychiatry, University of Manitoba, Winnipeg, MB Canada
| | - Lesley Fellows
- Neurology & Neurosurgery, McGill University, Montreal, QC Canada
| | - Paul B Fitzgerald
- School of Medicine and Psychology, ANU College of Health and Medicine, Canberra, NSW Australia
| | - Lisa Koski
- Clinical Psychology, McGill University, Montreal, QC Canada
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Saha C, Figley CR, Dastgheib Z, Lithgow BJ, Moussavi Z. Gray and White Matter Voxel-Based Morphometry of Alzheimer's Disease With and Without Significant Cerebrovascular Pathologies. Neurosci Insights 2024; 19:26331055231225657. [PMID: 38304550 PMCID: PMC10832430 DOI: 10.1177/26331055231225657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 12/22/2023] [Indexed: 02/03/2024] Open
Abstract
Alzheimer's disease (AD) is the most common type of dementia, and AD individuals often present significant cerebrovascular disease (CVD) symptomology. AD with significant levels of CVD is frequently labeled mixed dementia (or sometimes AD-CVD), and the differentiation of these two neuropathologies (AD, AD-CVD) from each other is challenging, especially at early stages. In this study, we compared the gray matter (GM) and white matter (WM) volumes in AD (n = 83) and AD-CVD (n = 37) individuals compared with those of cognitively healthy controls (n = 85) using voxel-based morphometry (VBM) of their MRI scans. The control individuals, matched for age and sex with our two dementia groups, were taken from the ADNI. The VBM analysis showed widespread patterns of significantly lower GM and WM volume in both dementia groups compared to the control group (P < .05, family-wise error corrected). While comparing with AD-CVD, the AD group mainly demonstrated a trend of lower volumes in the GM of the left putamen and right hippocampus and WM of the right thalamus (uncorrected P < .005 with cluster threshold, K = 10). The AD-CVD group relative to AD tended to present lower GM and WM volumes, mainly in the cerebellar lobules and right brainstem regions, respectively (uncorrected P < .005 with cluster threshold, K = 10). Although finding a discriminatory feature in structural MRI data between AD and AD-CVD neuropathologies is challenging, these results provide preliminary evidence that demands further investigation in a larger sample size.
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Affiliation(s)
- Chandan Saha
- Biomedical Engineering Program, University of Manitoba, Winnipeg, MB, Canada
| | - Chase R Figley
- Biomedical Engineering Program, University of Manitoba, Winnipeg, MB, Canada
- Department of Radiology, University of Manitoba, Winnipeg, MB, Canada
| | - Zeinab Dastgheib
- Biomedical Engineering Program, University of Manitoba, Winnipeg, MB, Canada
| | - Brian J Lithgow
- Biomedical Engineering Program, University of Manitoba, Winnipeg, MB, Canada
| | - Zahra Moussavi
- Biomedical Engineering Program, University of Manitoba, Winnipeg, MB, Canada
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Dastgheib ZA, Lithgow BJ, Moussavi ZK. Evaluating the Diagnostic Value of Electrovestibulography (EVestG) in Alzheimer's Patients with Mixed Pathology: A Pilot Study. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:2091. [PMID: 38138194 PMCID: PMC10744488 DOI: 10.3390/medicina59122091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 11/24/2023] [Accepted: 11/26/2023] [Indexed: 12/24/2023]
Abstract
Background and Objectives: Diagnosis of dementia subtypes caused by different brain pathophysiologies, particularly Alzheimer's disease (AD) from AD mixed with levels of cerebrovascular disease (CVD) symptomology (AD-CVD), is challenging due to overlapping symptoms. In this pilot study, the potential of Electrovestibulography (EVestG) for identifying AD, AD-CVD, and healthy control populations was investigated. Materials and Methods: A novel hierarchical multiclass diagnostic algorithm based on the outcomes of its lower levels of binary classifications was developed using data of 16 patients with AD, 13 with AD-CVD, and 24 healthy age-matched controls, and then evaluated on a blind testing dataset made up of a new population of 12 patients diagnosed with AD, 9 with AD-CVD, and 8 healthy controls. Multivariate analysis was run to test the between population differences while controlling for sex and age covariates. Results: The accuracies of the multiclass diagnostic algorithm were found to be 85.7% and 79.6% for the training and blind testing datasets, respectively. While a statistically significant difference was found between the populations after accounting for sex and age, no significant effect was found for sex or age covariates. The best characteristic EVestG features were extracted from the upright sitting and supine up/down stimulus responses. Conclusions: Two EVestG movements (stimuli) and their most informative features that are best selective of the above-populations' separations were identified, and a hierarchy diagnostic algorithm was developed for three-way classification. Given that the two stimuli predominantly stimulate the otholithic organs, physiological and experimental evidence supportive of the results are presented. Disruptions of inhibition associated with GABAergic activity might be responsible for the changes in the EVestG features.
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Affiliation(s)
| | | | - Zahra K. Moussavi
- Diagnostic and Neurological Processing Research Laboratory, Biomedical Engineering Program, University of Manitoba, Riverview Health Centre, Winnipeg, MB R3L 2P4, Canada; (Z.A.D.); (B.J.L.)
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Blakley B, Ashiri M, Moussavi Z, Lithgow B. Verification EVestG recordings are vestibuloacoustic signals. Laryngoscope Investig Otolaryngol 2022; 7:1171-1177. [PMID: 36000057 PMCID: PMC9392376 DOI: 10.1002/lio2.862] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 05/24/2022] [Accepted: 06/21/2022] [Indexed: 11/30/2022] Open
Abstract
Introduction Neural dysfunction is associated with aberrant nerve firing; thus, electrodiagnosis has the potential for objective diagnosis and quantification of neural dysfunction. Electrical stimulation alters nerve firing and may also have treatment potential. This article outlines some findings related to electrodiagnosis and electrical stimulation of the ear. The quasi-synchronous firing of many vestibuloacoustic nerve fibers can produce an extracellular potential defined as a field potential (FP). Electrovestibulography (EVestG) is a method to record vestibuloacoustic signals and detect the associated FPs. A clear picture of the muscle-, EEG-, saccade-related, or other artefactual origins, and the physiologic basis of FPs recorded with EVestG, is evolving. EVestG was applied to demonstrate the effect of electrical stimulation on spontaneous FPs in the ear canal. Methods Bilateral EVestG recordings were conducted on 14 guinea pigs before and after stimulation with 3-0.5 mA ipsilateral anodal electrical pulses before and after ablation via unilateral Scarpa's ganglionectomy to elucidate the origin of the EVestG recorded spontaneous FPs. Results Anodal electrical stimulation suppresses the recorded activity. There was a significant reduction of the level of recorded signal observed following anodal stimulation on the ablated but not the intact side. Conclusion Electrical stimulation of the external auditory canal reduces spontaneous electrical activity in the ear canal, some of which is due to central nervous system activity. The EVestG recorded FPs have a major vestibuloacoustic component.
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Affiliation(s)
- Brian Blakley
- Department of OtolaryngologyHealth Sciences Center, University of ManitobaSt. WinnipegManitobaCanada
| | | | - Zahra Moussavi
- University of ManitobaWinnipegManitobaCanada
- Monash Alfred Psychiatry Research CenterMonash UniversityMelbourneVictoriaAustralia
- Monash Alfred Psychiatry Research CenterPrahranVictoriaAustralia
| | - Brian Lithgow
- University of ManitobaWinnipegManitobaCanada
- Monash Alfred Psychiatry Research CenterMonash UniversityMelbourneVictoriaAustralia
- Monash Alfred Psychiatry Research CenterPrahranVictoriaAustralia
- Department of Electrical and Computer EngineeringUniversity of ManitobaWinnipegManitobaCanada
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Lithgow BJ, Dastgheib Z, Moussavi Z. Baseline Prediction of rTMS efficacy in Alzheimer patients. Psychiatry Res 2022; 308:114348. [PMID: 34952254 DOI: 10.1016/j.psychres.2021.114348] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Revised: 12/13/2021] [Accepted: 12/16/2021] [Indexed: 10/19/2022]
Abstract
Repetitive transcranial magnetic stimulation (rTMS) with extensive 2-6-week protocols are applied to improve cognition and/or slow the cognitive decline seen in Alzheimer's Disease (AD). To date, there are no means to predict the response of a patient to rTMS treatment at baseline. Electrovestibulography (EVestG) biomarkers can be used to predict, at baseline, the efficacy of rTMS when applied to AD individuals. In a population of 27 AD patients (8 with significant cerebrovascular symptomatology, labelled ADcvd) EVestG signals were measured before and after rTMS treatment, and then compared with 16 age-matched healthy controls. MoCA was measured at baseline, whilst ADAS-Cog was the primary outcome measure. AD severity and comorbid cerebrovascular disease were treated as covariates. Using ADAS-Cog total score change, 13/27 AD/ADcvd patients improved with rTMS and 14/27 showed no-improvement. Leave-one-out-cross-validated linear-discriminant-analysis using two EVestG features yielded a blind accuracy of 75% for separating the improved and non-improved populations. Three-way separation of improved/non-improved/control accuracy was 91.9% using MoCA (67% alone) and one EVestG feature (66% alone). AD severity affects the rTMS treatment efficacy. The effect of existing significant cerebrovascular symptomatology on the efficacy of rTMS treatment remains unresolved. Baseline EVestG features can be predictive of the efficacy of rTMS treatment.
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Affiliation(s)
- Brian J Lithgow
- Diagnostic and Neurosignal Processing Research Laboratory, Biomedical Engineering Program, University of Manitoba, Riverview Health Centre, Manitoba, Canada; Monash Alfred Psychiatry Research Centre, Victoria, Australia.
| | - Zeinab Dastgheib
- Diagnostic and Neurosignal Processing Research Laboratory, Biomedical Engineering Program, University of Manitoba, Riverview Health Centre, Manitoba, Canada
| | - Zahra Moussavi
- Diagnostic and Neurosignal Processing Research Laboratory, Biomedical Engineering Program, University of Manitoba, Riverview Health Centre, Manitoba, Canada
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An unbiased algorithm for objective separation of Alzheimer's, Alzheimer's mixed with cerebrovascular symptomology, and healthy controls from one another using electrovestibulography (EVestG). Med Biol Eng Comput 2022; 60:797-810. [PMID: 35102489 DOI: 10.1007/s11517-022-02507-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 01/18/2022] [Indexed: 10/19/2022]
Abstract
Diagnosis of Alzheimer's disease (AD) from AD with cerebrovascular disease pathology (AD-CVD) is a rising challenge. Using electrovestibulography (EVestG) measured signals, we develop an automated feature extraction and selection algorithm for an unbiased identification of AD and AD-CVD from healthy controls as well as their separation from each other. EVestG signals of 24 healthy controls, 16 individuals with AD, and 13 with AD-CVD were analyzed within two separate groupings: One-versus-One and One-versus-All. A multistage feature selection process was conducted over the training dataset using linear support vector machine (SVM) classification with 10-fold cross-validation, k nearest neighbors/averaging imputation, and exhaustive search. The most frequently selected features that achieved highest classification performance were selected. 10-fold cross-validation was applied via a linear SVM classification on the entire dataset. Multivariate analysis was run to test the between population differences while controlling for the covariates. Classification accuracies of ≥ 80% and 78% were achieved for the One-versus-All classification approach and AD versus AD-CVD separation, respectively. The results also held true after controlling for the effect of covariates. AD/AD-CVD participants showed smaller/larger EVestG averaged field potential signals compared to healthy controls and AD-CVD/AD participants. These characteristics are in line with our previous study results.
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Moussavi Z, Kimura K, Lithgow B. Egocentric spatial orientation differences between Alzheimer's disease at early stages and mild cognitive impairment: a diagnostic aid. Med Biol Eng Comput 2022; 60:501-509. [PMID: 35013869 DOI: 10.1007/s11517-021-02478-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 11/24/2021] [Indexed: 11/25/2022]
Abstract
Alzheimer's disease (AD) is a growing global crisis. Egocentric spatial orientation deteriorates with age and more significantly with AD. A simple and quick virtual reality (VR) localization and target finding technique is presented as a diagnostic aid to screen mild cognitive impairment (MCI) from AD. Spatial orientation data from 93 individuals (65 AD at a mild stage, 20 MCI, and 8 other dementia types) based on VR localization of a target on a landmark-less cubic 3-story building were analyzed. We hypothesize AD and MCI groups' performances are significantly different. AD and MCI spatial performances were statistically significantly (p < 0.001) different. These results plus the longitudinal tracking of three patients who developed AD over a period of 5 years suggest the proposed spatial tests may be used as a quick and simple clinical diagnostic aid to separate AD at early to mild stages from MCI.
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Affiliation(s)
- Zahra Moussavi
- Biomedical Engineering, University of Manitoba, Winnipeg, MB, R3T5V6, Canada.
| | - Kazushige Kimura
- Biomedical Engineering, University of Manitoba, Winnipeg, MB, R3T5V6, Canada
| | - Brian Lithgow
- Biomedical Engineering, University of Manitoba, Winnipeg, MB, R3T5V6, Canada
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