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Zhou W, Zhu B, Weng Y, Chen C, Ni J, Shen W, Lan W, Wang J. The Combination of Presurgical Cortical Gray Matter Volumetry and Cerebral Perfusion Improves the Efficacy of Predicting Postoperative Cognitive Impairment of Elderly Patients. Tomography 2024; 10:1379-1396. [PMID: 39330750 PMCID: PMC11435822 DOI: 10.3390/tomography10090104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Revised: 08/23/2024] [Accepted: 08/28/2024] [Indexed: 09/28/2024] Open
Abstract
BACKGROUND Postoperative cognitive dysfunction (POCD) is a common complication of the central nervous system in elderly surgical patients. Structural MRI and arterial spin labelling (ASL) techniques found that the grey matter volume and cerebral perfusion in some specific brain areas are associated with the occurrence of POCD, but the results are inconsistent, and the predictive accuracy is low. We hypothesised that the combination of cortical grey matter volumetry and cerebral blood flow yield higher accuracy than either of the methods in discriminating the elderly individuals who are susceptible to POCD after abdominal surgery. MATERIALS AND METHODS Participants underwent neuropsychological testing before and after surgery. Postoperative cognitive dysfunction (POCD) was defined as a decrease in cognitive score of at least 20%. ASL-MRI and T1-weighted imaging were performed before surgery. We compared differences in cerebral blood flow (CBF) and cortical grey matter characteristics between POCD and non-POCD patients and generated receiver operating characteristic curves. RESULTS Out of 51 patients, 9 (17%) were diagnosed with POCD. CBF in the inferior frontal gyrus was lower in the POCD group compared to the non-POCD group (p < 0.001), and the volume of cortical grey matter in the anterior cingulate gyrus was higher in the POCD group (p < 0.001). The highest AUC value was 0.973. CONCLUSIONS The combination of cortical grey matter volumetry and cerebral perfusion based on ASL-MRI has improved efficacy in the early warning of POCD to elderly abdominal surgical patients.
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Affiliation(s)
- Weijian Zhou
- Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
- Health Science Centre, Ningbo University, Ningbo 315211, China
| | - Binbin Zhu
- Department of Anaesthesiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
- Health Science Centre, Ningbo University, Ningbo 315211, China
| | - Yifei Weng
- Department of Radiology, The First Affiliated Hospital of Xiamen University, 55 Zhenhai Road, Siming District, Xiamen 361026, China
| | - Chunqu Chen
- Health Science Centre, Ningbo University, Ningbo 315211, China
| | - Jiajing Ni
- Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
- Health Science Centre, Ningbo University, Ningbo 315211, China
| | - Wenqi Shen
- Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
- Health Science Centre, Ningbo University, Ningbo 315211, China
| | - Wenting Lan
- Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
| | - Jianhua Wang
- Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo 315010, China
- Department of Radiology, The First Affiliated Hospital of Xiamen University, 55 Zhenhai Road, Siming District, Xiamen 361026, China
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Prabhu NM, Lehmann N, Kaminski E, Müller N, Taubert M. Online stimulation of the prefrontal cortex during practice increases motor variability and modulates later cognitive transfer: a randomized, double-blinded and sham-controlled tDCS study. Sci Rep 2024; 14:20162. [PMID: 39215020 PMCID: PMC11364672 DOI: 10.1038/s41598-024-70857-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 08/21/2024] [Indexed: 09/04/2024] Open
Abstract
The benefits of learning a motor skill extend to improved task-specific cognitive abilities. The mechanistic underpinnings of this motor-cognition relationship potentially rely on overlapping neural resources involved in both processes, an assumption lacking causal evidence. We hypothesize that interfering with prefrontal networks would inhibit concurrent motor skill performance, long-term learning and associated cognitive functions dependent on similar networks (transfer). We conducted a randomised, double-blinded, sham-controlled brain stimulation study using transcranial direct current stimulation (tDCS) in young adults spanning over three weeks to assess the role of the prefrontal regions in learning a complex balance task and long-term cognitive performance. Balance training combined with active tDCS led to higher performance variability in the trained task as compared to the sham group, impacting the process of learning a complex task without affecting the learning rate. Furthermore, active tDCS also positively influenced performance in untrained motor and cognitive tasks. The findings of this study help ascertaining the networks directly involved in learning a complex motor task and its implications on cognitive function. Hence, opening up the possibility of harnessing the observed frontal networks involved in resource mobilization in instances of aging, brain lesion/injury or dysfunction.
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Affiliation(s)
- Nisha Maria Prabhu
- Faculty of Human Sciences, Department of Sport Science, Institute III, Otto von Guericke University, Zschokkestraße 32, 39104, Magdeburg, Germany.
| | - Nico Lehmann
- Faculty of Human Sciences, Department of Sport Science, Institute III, Otto von Guericke University, Zschokkestraße 32, 39104, Magdeburg, Germany
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1a, 04103, Leipzig, Germany
| | - Elisabeth Kaminski
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1a, 04103, Leipzig, Germany
- Department of Movement Neuroscience, Faculty of Sport Science, Leipzig University, Leipzig, Germany
| | - Notger Müller
- Center for Behavioral and Brain Science (CBBS), Otto von Guericke University, Universitätsplatz 2, 39106, Magdeburg, Germany
- Research Group Degenerative and Chronic Diseases, Movement, Faculty of Health Sciences Brandenburg, University of Potsdam, Am Mühlenberg 9, 14476, Potsdam, Germany
- Neuroprotection Lab, German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
| | - Marco Taubert
- Faculty of Human Sciences, Department of Sport Science, Institute III, Otto von Guericke University, Zschokkestraße 32, 39104, Magdeburg, Germany.
- Center for Behavioral and Brain Science (CBBS), Otto von Guericke University, Universitätsplatz 2, 39106, Magdeburg, Germany.
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Tang Z, Tang S, Wang H, Li R, Zhang X, Zhang W, Yuan X, Zang Y, Li Y, Zhou T, Li Y. S2VQ-VAE: Semi-Supervised Vector Quantised-Variational AutoEncoder for Automatic Evaluation of Trail Making Test. IEEE J Biomed Health Inform 2024; 28:4456-4470. [PMID: 38819974 DOI: 10.1109/jbhi.2024.3407881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/02/2024]
Abstract
BACKGROUND Computer-aided detection of cognitive impairment garnered increasing attention, offering older adults in the community access to more objective, ecologically valid, and convenient cognitive assessments using multimodal sensing technology on digital devices. METHODOLOGY In this study, we aimed to develop an automated method for screening cognitive impairment, building on paper- and electronic TMTs. We proposed a novel deep representation learning approach named Semi-Supervised Vector Quantised-Variational AutoEncoder (S2VQ-VAE). Within S2VQ-VAE, we incorporated intra- and inter-class correlation losses to disentangle class-related factors. These factors were then combined with various real-time obtainable features (including demographic, time-related, pressure-related, and jerk-related features) to create a robust feature engineering block. Finally, we identified the light gradient boosting machine as the optimal classifier. The experiments were conducted on a dataset collected from older adults in the community. RESULTS The experimental results showed that the proposed multi-type feature fusion method outperformed the conventional method used in paper-based TMTs and the existing VAE-based feature extraction in terms of screening performance. CONCLUSIONS In conclusion, the proposed deep representation learning method significantly enhances the cognitive diagnosis capabilities of behavior-based TMTs and streamlines large-scale community-based cognitive impairment screening while reducing the workload of professional healthcare staff.
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Kubo K, Hama S, Furui A, Mizuguchi T, Soh Z, Yanagawa A, Kandori A, Sakai H, Morisako Y, Orino Y, Hamai M, Fujita K, Yamawaki S, Tsuji T. Cognitive screening test for rehabilitation using spatiotemporal data extracted from a digital trail making test part-A. Heliyon 2024; 10:e33135. [PMID: 39035550 PMCID: PMC11259799 DOI: 10.1016/j.heliyon.2024.e33135] [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: 11/03/2023] [Revised: 06/13/2024] [Accepted: 06/14/2024] [Indexed: 07/23/2024] Open
Abstract
We investigated a newly developed digitized Trail Making Test using an iPad (iTMT) as a brief cognitive function screening test. We found that the iTMT part-A (iTMT-A) can estimate generalized cognitive function in rehabilitation inpatients examined using the Mini-Mental State Examination (MMSE). Forty-two hospitalized participants undergoing rehabilitation (rehab participants), 30 of whom had cerebral infarction/hemorrhage (stroke participants), performed the iTMT five times (first three times: iTMT-A; fourth: paper version of TMT-A; fifth: the inverse version of iTMT-A) and the MMSE once. Each iTMT-A trial's completion time was divided into the move and dwell times. A linear mixed model following post-hoc tests revealed that the completion time of the third and fourth iTMT-A was faster compared to that of the first iTMT-A, suggesting the presence of a learning effect. In the partial least squares (PLS) regression analysis, the coefficient of determination for estimating the MMSE score was increased by using the dwell and move times extracted from the repeated iTMT-A and the availability of TMT-B, even for subjects with low MMSE scores. These findings indicate that the dwell time of iTMT-A may be important for estimating cognitive function. The iTMT-A extracts significant factors temporally and spatially, and by incorporating the learning effect of repeated trials, it may be possible to screen cognitive and physical functions for rehabilitation patients.
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Affiliation(s)
- Kouki Kubo
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Seiji Hama
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
- Center for Brain, Mind and KANSEI Sciences Research, Hiroshima University, Hiroshima, Hiroshima, Japan
| | - Akira Furui
- Graduate School of Advanced Science and Engineering, Hiroshima University, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Tomohiko Mizuguchi
- New Business Producing Division, Business Development Department, Maxell, Ltd., Tokyo, Japan
| | - Zu Soh
- Graduate School of Advanced Science and Engineering, Hiroshima University, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Akiko Yanagawa
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Akihiko Kandori
- Center for Exploratory Research, Research and Development Group, Hitachi Ltd., Tokyo, Japan
| | - Hiroto Sakai
- Graduate School of Advanced Science and Engineering, Hiroshima University, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
| | - Yutaro Morisako
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Yuki Orino
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Maho Hamai
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Kasumi Fujita
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Hiroshima, Japan
| | - Shigeto Yamawaki
- Center for Brain, Mind and KANSEI Sciences Research, Hiroshima University, Hiroshima, Hiroshima, Japan
| | - Toshio Tsuji
- Graduate School of Advanced Science and Engineering, Hiroshima University, Higashi-Hiroshima, Hiroshima, 739-8527, Japan
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Holfelder B, Schott N. Associations Between Object Control Skills and Cognitive Functions in Boys, Younger and Older Men: Across-Sectional Study. RESEARCH QUARTERLY FOR EXERCISE AND SPORT 2024; 95:489-498. [PMID: 37871343 DOI: 10.1080/02701367.2023.2265446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 08/26/2023] [Indexed: 10/25/2023]
Abstract
Purpose: This study aimed to explore the association of cognitive function and process- as well product-oriented outcomes of object control skills (OCS) in boys, younger and older men. Methods: A total of 77 male participants took part in this study, including 35 primary school children (9.04 ± 0.53 years), 22 younger adults (23.5 ± 2.34 years), and 20 older adults (69.5 ± 4.43 years). We assessed the process-oriented performance of throwing, kicking, and catching performance using the component approach. For the product-oriented performance, throwing and kicking velocity was recorded with a STALKER SOLO 2.0 radar gun. For catching, the number of caught balls was assessed. Cognitive function was evaluated using the Trail-Making-Test (TMT) one day later. Results: Younger adults performed better in both domains than the other two groups. The results of the children and older adults were comparable in the motor and cognitive domains. However, the older adults yielded significantly better results for the process-oriented catching and product-oriented throwing performances. Moderate to strong correlations exist between OCS- and TMT performance, with significant correlations predominantly between product-oriented OCS results and TMT in children. Conclusion: The results of both domains support a hypothetical lifespan developmental trajectory with a progression from childhood to younger adult age and a degression in older adults. Furthermore, our results suggest that the suspected relationship between motor and cognitive function depends on age, the analyzed cognitive and motor skills, and the applied methodological approach (process-oriented vs. product-oriented).
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Libon DJ, Swenson R, Tobyne S, Jannati A, Schulman D, Price CC, Lamar M, Pascual-Leone A. Dysexecutive difficulty and subtle everyday functional disabilities: the digital Trail Making Test. Front Neurol 2024; 15:1354647. [PMID: 38633534 PMCID: PMC11021769 DOI: 10.3389/fneur.2024.1354647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 02/19/2024] [Indexed: 04/19/2024] Open
Abstract
Background Digital neuropsychological tests reliably capture real-time, process-based behavior that traditional paper/pencil tests cannot detect, enabling earlier detection of neurodegenerative illness. We assessed relations between informant-based subtle and mild functional decline and process-based features extracted from the digital Trail Making Test-Part B (dTMT-B). Methods A total of 321 community-dwelling participants (56.0% female) were assessed with the Functional Activities Questionnaire (FAQ) and the dTMT-B. Three FAQ groups were constructed: FAQ = 0 (unimpaired); FAQ = 1-4 (subtle impairment); FAQ = 5-8 (mild impairment). Results Compared to the FAQ-unimpaired group, other groups required longer pauses inside target circles (p < 0.050) and produced more total pen strokes to complete the test (p < 0.016). FAQ-subtle participants required more time to complete the entire test (p < 0.002) and drew individual lines connecting successive target circles slower (p < 0.001) than FAQ-unimpaired participants. Lines connecting successive circle targets were less straight among FAQ-mild, compared to FAQ-unimpaired participants (p < 0.044). Using stepwise nominal regression (reference group = FAQ-unimpaired), pauses inside target circles classified other participants into their respective groups (p < 0.015, respectively). Factor analysis using six dTMT-B variables (oblique rotation) yielded a two-factor solution related to impaired motor/cognitive operations (48.96% variance explained) and faster more efficient motor/cognitive operations (28.88% variance explained). Conclusion Digital assessment technology elegantly quantifies occult, nuanced behavior not previously appreciated, operationally defines critical underlying neurocognitive constructs related to functional abilities, and yields selected process-based scores that outperform traditional paper/pencil test scores for participant classification. When brought to scale, the dTMT-B test could be a sensitive tool to detect subtle-to-mild functional deficits in emergent neurodegenerative illnesses.
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Affiliation(s)
- David J. Libon
- Department of Geriatrics and Gerontology, New Institute for Successful Aging, Rowan University-School of Osteopathic Medicine, Stratford, NJ, United States
- Department of Psychology, Rowan University, Glassboro, NJ, United States
| | - Rod Swenson
- University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, United States
| | | | - Ali Jannati
- Linus Health, Boston, MA, United States
- Department of Neurology, Harvard Medical School, Boston, MA, United States
| | | | - Catherine C. Price
- Department of Clinical and Health Psychology, University of Florida, Gainesville, FL, United States
| | - Melissa Lamar
- Rush Alzheimer’s Disease Center and the Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States
| | - Alvaro Pascual-Leone
- Linus Health, Boston, MA, United States
- Department of Neurology, Harvard Medical School, Boston, MA, United States
- Hinda and Arthur Marcus Institute for Aging Research and Deanna Sidney Wolk Center for Memory Health, and Eleanor and Herbert Bearak Memory Wellness for Life Program, Hebrew Senior Life, Boston, MA, United States
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Lähde N, Basnyat P, Raitanen J, Kämppi L, Lehtimäki K, Rosti-Otajärvi E, Peltola J. Complex executive functions assessed by the trail making test (TMT) part B improve more than those assessed by the TMT part A or digit span backward task during vagus nerve stimulation in patients with drug-resistant epilepsy. Front Psychiatry 2024; 15:1349201. [PMID: 38419904 PMCID: PMC10899669 DOI: 10.3389/fpsyt.2024.1349201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 01/05/2024] [Indexed: 03/02/2024] Open
Abstract
Introduction There is a paucity of clinical studies examining the long-term effects of vagus nerve stimulation (VNS) on cognition, although a recent study of patients with drug-resistant epilepsy (DRE) treated with VNS therapy demonstrated significant improvement in executive functions as measured by the EpiTrack composite score. The present study aimed to investigate performance variability in three cognitive tests assessing executive functions and working memory in a cohort of DRE patients receiving VNS therapy during a follow-up duration of up to 5 years. Methods The study included 46 DRE patients who were assessed with the Trail Making Test (TMT) (Parts A and B) and Digit Span Backward (DB) task prior to VNS implantation, 6 months and 12 months after implantation, and yearly thereafter as a part of the clinical VNS protocol. A linear mixed-effects (LME) model was used to analyze changes in test z scores over time, accounting for variations in follow-up duration when predicting changes over 5 years. Additionally, we conducted descriptive analyses to illustrate individual changes. Results On average, TMT-A z scores improved by 0.024 units (95% confidence interval (CI): 0.006 to 0.042, p = 0.009), TMT-B z scores by 0.034 units (95% CI: 0.012 to 0.057, p = 0.003), and DB z scores by 0.019 units per month (95% CI: 0.011 to 0.028, p < 0.001). Patients with psychiatric comorbidities achieved the greatest improvements in TMT-B and DB z scores among all groups (0.0058 units/month, p = 0.036 and 0.028 units/month, p = 0.003, respectively). TMT-A z scores improved the most in patients taking 1-2 ASMs as well as in patients with psychiatric comorbidities (0.042 units/month, p = 0.002 and p = 0.003, respectively). Conclusion Performance in all three tests improved at the group level during the follow-up period, with the most robust improvement observed in TMT-B, which requires inhibition control and set-switching in addition to the visuoperceptual processing speed that is crucial in TMT-A and working-memory performance that is essential in DB. Moreover, the improvement in TMT-B was further enhanced if the patient had psychiatric comorbidities.
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Affiliation(s)
- Niina Lähde
- Department of Neurology, Tampere University Hospital, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Pabitra Basnyat
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Jani Raitanen
- Faculty of Social Sciences, Health Sciences, Tampere University, Tampere, Finland
- UKK Institute for Health Promotion Research, Tampere, Finland
| | - Leena Kämppi
- Epilepsia Helsinki, Member of EpiCARE ERN, Department of Neurology, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Kai Lehtimäki
- Department of Neurosurgery, Tampere University Hospital, Tampere, Finland
| | - Eija Rosti-Otajärvi
- Department of Neurology, Tampere University Hospital, Tampere, Finland
- Department of Rehabilitation and Psychosocial Support, Tampere University Hospital, Tampere, Finland
| | - Jukka Peltola
- Department of Neurology, Tampere University Hospital, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
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Anziano M, Mouthon M, Thoeny H, Sperber C, Spierer L. Mental flexibility depends on a largely distributed white matter network: Causal evidence from connectome-based lesion-symptom mapping. Cortex 2023; 165:38-56. [PMID: 37253289 DOI: 10.1016/j.cortex.2023.04.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 10/20/2022] [Accepted: 04/06/2023] [Indexed: 06/01/2023]
Abstract
Mental flexibility (MF) refers to the capacity to dynamically switch from one task to another. Current neurocognitive models suggest that since this function requires interactions between multiple remote brain areas, the integrity of the anatomic tracts connecting these brain areas is necessary to maintain performance. We tested this hypothesis by assessing with a connectome-based lesion-symptom mapping approach the effects of white matter lesions on the brain's structural connectome and their association with performance on the trail making test, a neuropsychological test of MF, in a sample of 167 first unilateral stroke patients. We found associations between MF deficits and damage of i) left lateralized fronto-temporo-parietal connections and interhemispheric connections between left temporo-parietal and right parietal areas; ii) left cortico-basal connections; and iii) left cortico-pontine connections. We further identified a relationship between MF and white matter disconnections within cortical areas composing the cognitive control, default mode and attention functional networks. These results for a central role of white matter integrity in MF extend current literature by providing causal evidence for a functional interdependence among the regional cortical and subcortical structures composing the MF network. Our results further emphasize the necessity to consider connectomics in lesion-symptom mapping analyses to establish comprehensive neurocognitive models of high-order cognitive functions.
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Affiliation(s)
- Marco Anziano
- Laboratory for Neurorehabilitation Science, Medicine Section, Faculty of Science and Medicine, University of Fribourg, Fribourg, Switzerland.
| | - Michael Mouthon
- Laboratory for Neurorehabilitation Science, Medicine Section, Faculty of Science and Medicine, University of Fribourg, Fribourg, Switzerland
| | - Harriet Thoeny
- Department of Diagnostic and Interventional Radiology, Cantonal Hospital of Fribourg, University of Fribourg, Fribourg, Switzerland
| | - Christoph Sperber
- Department of Neurology, Inselspital, University Hospital Bern, Bern, Switzerland
| | - Lucas Spierer
- Laboratory for Neurorehabilitation Science, Medicine Section, Faculty of Science and Medicine, University of Fribourg, Fribourg, Switzerland
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Zhang W, Zheng X, Tang Z, Wang H, Li R, Xie Z, Yan J, Zhang X, Yu Q, Wang F, Li Y. Combination of Paper and Electronic Trail Making Tests for Automatic Analysis of Cognitive Impairment: Development and Validation Study. J Med Internet Res 2023; 25:e42637. [PMID: 37294606 PMCID: PMC10337362 DOI: 10.2196/42637] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 12/06/2022] [Accepted: 05/23/2023] [Indexed: 06/10/2023] Open
Abstract
BACKGROUND Computer-aided detection, used in the screening and diagnosing of cognitive impairment, provides an objective, valid, and convenient assessment. Particularly, digital sensor technology is a promising detection method. OBJECTIVE This study aimed to develop and validate a novel Trail Making Test (TMT) using a combination of paper and electronic devices. METHODS This study included community-dwelling older adult individuals (n=297), who were classified into (1) cognitively healthy controls (HC; n=100 participants), (2) participants diagnosed with mild cognitive impairment (MCI; n=98 participants), and (3) participants with Alzheimer disease (AD; n=99 participants). An electromagnetic tablet was used to record each participant's hand-drawn stroke. A sheet of A4 paper was placed on top of the tablet to maintain the traditional interaction style for participants who were not familiar or comfortable with electronic devices (such as touchscreens). In this way, all participants were instructed to perform the TMT-square and circle. Furthermore, we developed an efficient and interpretable cognitive impairment-screening model to automatically analyze cognitive impairment levels that were dependent on demographic characteristics and time-, pressure-, jerk-, and template-related features. Among these features, novel template-based features were based on a vector quantization algorithm. First, the model identified a candidate trajectory as the standard answer (template) from the HC group. The distance between the recorded trajectories and reference was computed as an important evaluation index. To verify the effectiveness of our method, we compared the performance of a well-trained machine learning model using the extracted evaluation index with conventional demographic characteristics and time-related features. The well-trained model was validated using follow-up data (HC group: n=38; MCI group: n=32; and AD group: n=22). RESULTS We compared 5 candidate machine learning methods and selected random forest as the ideal model with the best performance (accuracy: 0.726 for HC vs MCI, 0.929 for HC vs AD, and 0.815 for AD vs MCI). Meanwhile, the well-trained classifier achieved better performance than the conventional assessment method, with high stability and accuracy of the follow-up data. CONCLUSIONS The study demonstrated that a model combining both paper and electronic TMTs increases the accuracy of evaluating participants' cognitive impairment compared to conventional paper-based feature assessment.
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Affiliation(s)
- Wei Zhang
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Xiaoran Zheng
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Zeshen Tang
- Department of Computer Science and Technolgy, College of Electronic and Information Engineering, Tongji University, Shanghai, China
| | - Haoran Wang
- Department of Computer Science and Technolgy, College of Electronic and Information Engineering, Tongji University, Shanghai, China
| | - Renren Li
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Zengmai Xie
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Jiaxin Yan
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Xiaochen Zhang
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Qing Yu
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Fei Wang
- Department of Neurosurgery, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Yunxia Li
- Department of Neurology, Tongji Hospital, School of Medicine, Tongji University, Shanghai, China
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Nishimura A, Sutoko S, Kiguchi M, Atsumori H, Obata A, Funane T, Kandori A, Mizuguchi T, Shimonaga K, Hama S, Tsuji T. Projection of Damaged Visual and Language Regions on Low Trail Making Test Part-B Performance in Stroke Patients. Front Neurol 2022; 13:853942. [PMID: 35720060 PMCID: PMC9201080 DOI: 10.3389/fneur.2022.853942] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 04/26/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundThe Trail Making Test Part-B (TMT-B) is an attention functional test to investigate cognitive dysfunction. It requires the ability to recognize not only numbers but also letters. We analyzed the relationship between brain lesions in stroke patients and their TMT-B performance.MethodsFrom the TMT-B, two parameters (score and completion time) were obtained. The subjects were classified into several relevant groups by their scores and completion times through a data-driven analysis (k-means clustering). The score-classified groups were characterized by low (≤10), moderate (10 < score < 25), and high (25) scores. In terms of the completion time, the subjects were classified into four groups. The lesion degree in the brain was calculated for each of the 116 regions classified by automated anatomical labeling (AAL). For each group, brain sites with a significant difference (corrected p < 0.1) between each of the 116 regions were determined by a Wilcoxon Rank–Sum significant difference test.ResultsLesions at the cuneus and the superior occipital gyrus, which are mostly involved in visual processing, were significant (corrected p < 0.1) in the low-score group. Furthermore, the moderate-score group showed more-severe lesion degrees (corrected p < 0.05) in the regions responsible for the linguistic functions, such as the superior temporal gyrus and the supramarginal gyrus. As for the completion times, lesions in the calcarine, the cuneus, and related regions were significant (corrected p < 0.1) in the fastest group as compared to the slowest group. These regions are also involved in visual processing.ConclusionThe TMT-B results revealed that the subjects in the low-score group or the slowest- group mainly had damage in the visual area, whereas the subjects in the moderate-score group mainly had damage in the language area. These results suggest the potential utility of TMT-B performance in the lesion site.
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Affiliation(s)
- Ayako Nishimura
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
- *Correspondence: Ayako Nishimura
| | - Stephanie Sutoko
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Masashi Kiguchi
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Hirokazu Atsumori
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Akiko Obata
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Tsukasa Funane
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Akihiko Kandori
- Center for Exploratory Research, Research & Development Group, Hitachi. Ltd., Kokubunji, Japan
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
| | - Tomohiko Mizuguchi
- IoT Innovation Department, New Business Produce Division, Maxell Ltd., Yokohama, Japan
| | - Koji Shimonaga
- Department of Neurosurgery and Interventional Neuroradiology, Hiroshima City Asa Citizens Hospital, Hiroshima, Japan
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Seiji Hama
- Department of Rehabilitation, Hibino Hospital, Hiroshima, Japan
- Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Toshio Tsuji
- Graduate School of Advanced Science and Engineering, Hiroshima University, Higashihiroshima, Japan
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11
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Wu M, Christiansen S, Fereczkowski M, Neher T. Revisiting Auditory Profiling: Can Cognitive Factors Improve the Prediction of Aided Speech-in-Noise Outcome? Trends Hear 2022; 26:23312165221113889. [PMID: 35942807 PMCID: PMC9373127 DOI: 10.1177/23312165221113889] [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] [Indexed: 11/30/2022] Open
Abstract
Hearing aids (HA) are the most common type of rehabilitation treatment for
age-related hearing loss. However, HA users often obtain limited benefit from
their devices, particularly in noisy environments, and thus many HA candidates
do not use them at all. A possible reason for this could be that current HA
fittings are audiogram-based, that is, they neglect supra-threshold factors. In
an earlier study, an auditory-profiling method was proposed as a basis for more
personalized HA fittings. This method classifies HA users into four profiles
that differ in terms of hearing sensitivity and supra-threshold hearing
abilities. Previously, HA users belonging to these profiles showed significant
differences in terms of speech recognition in noise but not subjective
assessments of speech-in-noise (SIN) outcome. Moreover, large individual
differences within some profiles were observed. The current study therefore
explored if cognitive factors can help explain these differences and improve
aided outcome prediction. Thirty-nine older HA users completed sets of auditory
and SIN tests as well as two tablet-based cognitive measures (the Corsi
block-tapping and trail-making tests). Principal component analyses were applied
to extract the dominant sources of variance both within individual tests
producing many variables and within the three types of tests. Multiple linear
regression analyses performed on the extracted components showed that auditory
factors were related to aided speech recognition in noise but not to subjective
SIN outcome. Cognitive factors were unrelated to aided SIN outcome. Overall,
these findings provide limited support for adding those two cognitive tests to
the profiling of HA users.
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Affiliation(s)
- Mengfan Wu
- Institute of Clinical Research, Faculty of Health Sciences, 6174University of Southern Denmark, Odense, Denmark.,Research Unit for ORL - Head & Neck Surgery and Audiology, 11286Odense University Hospital & University of Southern Denmark, Odense, Denmark
| | - Stine Christiansen
- Institute of Clinical Research, Faculty of Health Sciences, 6174University of Southern Denmark, Odense, Denmark.,Research Unit for ORL - Head & Neck Surgery and Audiology, 11286Odense University Hospital & University of Southern Denmark, Odense, Denmark
| | - Michal Fereczkowski
- Institute of Clinical Research, Faculty of Health Sciences, 6174University of Southern Denmark, Odense, Denmark.,Research Unit for ORL - Head & Neck Surgery and Audiology, 11286Odense University Hospital & University of Southern Denmark, Odense, Denmark
| | - Tobias Neher
- Institute of Clinical Research, Faculty of Health Sciences, 6174University of Southern Denmark, Odense, Denmark.,Research Unit for ORL - Head & Neck Surgery and Audiology, 11286Odense University Hospital & University of Southern Denmark, Odense, Denmark
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12
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Taytard J, Gand C, Niérat MC, Barthes R, Lavault S, Adler D, Morélot Panzini C, Gatignol P, Campion S, Serresse L, Wattiez N, Straus C, Similowski T. Impact of inspiratory threshold loading on brain activity and cognitive performances in healthy humans. J Appl Physiol (1985) 2021; 132:95-105. [PMID: 34818073 DOI: 10.1152/japplphysiol.00994.2020] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
In healthy humans, inspiratory threshold loading deteriorates cognitive performances. This can result from motor-cognitive interference (activation of motor respiratory-related cortical networks vs. executive resources allocation), sensory-cognitive interference (dyspnea vs. shift in attentional focus), or both. We hypothesized that inspiratory loading would concomitantly induce dyspnea, activate motor respiratory-related cortical networks, and deteriorate cognitive performance. We reasoned that a concomitant activation of cortical networks and cognitive deterioration would be compatible with motor-cognitive interference, particularly in case of a predominant alteration of executive cognitive performances. Symmetrically, we reasoned that a predominant alteration of attention-depending performances would suggest sensory-cognitive interference. Twenty-five volunteers (12 men; 19.5-51.5 years) performed the Paced Auditory Serial Addition test (PASAT-A and B; calculation capacity, working memory, attention), the Trail Making Test (TMT-A, visuospatial exploration capacity; TMT-B, visuospatial exploration capacity and attention), and the Corsi block-tapping test (visuospatial memory, short-term and working memory) during unloaded breathing and inspiratory threshold loading in random order. Loading consistently induced dyspnea and respiratory-related brain activation. It was associated with deteriorations inPASAT A (52 [45.5;55.5] (median [interquartile range]) to 48 [41;54.5], p=0.01), PASAT B (55 [47.5;58] to 51 [44.5;57.5], p=0.01), and TMT B (44s [36;54.5] to 53s [42;64], p=0.01), but did not affect TMT-A and Corsi. The concomitance of cortical activation and cognitive performance deterioration is compatible with competition for cortical resources (motor-cognitive interference), while the profile of cognitive impairment (PASAT and TMT-B but not TMT-A and Corsi) is compatible with a contribution of attentional distraction (sensory-cognitive interference). Both mechanisms are therefore likely at play.
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Affiliation(s)
- Jessica Taytard
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Armand-Trousseau, Service de Pneumologie Pédiatrique, F-75012 Paris, France
| | - Camille Gand
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
| | - Marie-Cécile Niérat
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
| | - Romain Barthes
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
| | - Sophie Lavault
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Service de Pneumologie, Médecine Intensive et Réanimation (Département R3S), Paris, France
| | - Dan Adler
- Division of Pulmonary Disease, Department of Medicine, Geneva University Hospitals, Geneva, Switzerland.,Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Capucine Morélot Panzini
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Service de Pneumologie, Médecine Intensive et Réanimation (Département R3S), Paris, France
| | - Peggy Gatignol
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Service d'ORL et d'oto-neurochirurgie, Paris, France
| | - Sebastien Campion
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Département d'Anesthésie-Réanimation, Paris, France
| | - Laure Serresse
- AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Unité Mobile de Soins Palliatifs, Paris, France
| | - Nicolas Wattiez
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France
| | - Christian Straus
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié31 Salpêtrière, Service d'Exploration Fonctionnelles de la Respiration, de l'Exercice et de la Dyspnée (Département R3S), Paris, France
| | - Thomas Similowski
- Sorbonne Université, INSERM, UMRS1158 Neurophysiologie Respiratoire Expérimentale et Clinique, Paris, France.,AP-HP, Groupe Hospitalier Universitaire APHP-Sorbonne Université, site Pitié-Salpêtrière, Service de Pneumologie, Médecine Intensive et Réanimation (Département R3S), Paris, France
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13
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Baykara E, Kuhn C, Linz N, Tröger J, Karbach J. Validation of a digital, tablet-based version of the Trail-Making-Test in the ∆elta platform. Eur J Neurosci 2021; 55:461-467. [PMID: 34811827 DOI: 10.1111/ejn.15541] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 11/01/2021] [Accepted: 11/15/2021] [Indexed: 11/26/2022]
Abstract
Using digital technology for neuropsychological assessment is gaining popularity in both clinical and research settings. Digital neuropsychology offers many benefits over the traditional paper-pencil assessments; however, their comparability requires further validation. The aim of this study was to compare a digital, tablet-based Trail Making Test to the standard paper version. In a within-subject design, 108 healthy adults completed both digital and paper Trail Making Test in a counterbalanced order. Each participant also performed other tasks measuring core executive abilities (inhibition, working memory, flexibility) on the tablet. Our findings indicated that the Trail Making Test performance on the two different modalities correlated significantly. Furthermore, correlations of Trail Making Test performance with other cognitive tasks revealed that digital Trail Making Test is comparable to the paper version. However, the modality had a significant effect on Trail Making Test performance, i.e. participants were generally faster on the digital platform. Taken together, our findings suggest that with new normative data, traditional Trail Making Test can be adapted successfully to a digital platform.
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Affiliation(s)
- Ebru Baykara
- Department of Psychology, University of Koblenz-, Landau, Germany
| | - Caroline Kuhn
- Clinical Neuropsychology & Neuropsychological Outpatient Unit, Saarland University, Germany
| | | | - Johannes Tröger
- ki elements UG, Saarland, Germany.,German Research Center for Artificial Intelligence GmbH, Saarland, Germany
| | - Julia Karbach
- Department of Psychology, University of Koblenz-, Landau, Germany
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14
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Lin Z, Tam F, Churchill NW, Lin FH, MacIntosh BJ, Schweizer TA, Graham SJ. Trail Making Test Performance Using a Touch-Sensitive Tablet: Behavioral Kinematics and Electroencephalography. Front Hum Neurosci 2021; 15:663463. [PMID: 34276323 PMCID: PMC8281242 DOI: 10.3389/fnhum.2021.663463] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 05/28/2021] [Indexed: 12/04/2022] Open
Abstract
The Trail Making Test (TMT) is widely used to probe brain function and is performed with pen and paper, involving Parts A (linking numbers) and B (alternating between linking numbers and letters). The relationship between TMT performance and the underlying brain activity remains to be characterized in detail. Accordingly, sixteen healthy young adults performed the TMT using a touch-sensitive tablet to capture enhanced performance metrics, such as the speed of linking movements, during simultaneous electroencephalography (EEG). Linking and non-linking periods were derived as estimates of the time spent executing and preparing movements, respectively. The seconds per link (SPL) was also used to quantify TMT performance. A strong effect of TMT Part A and B was observed on the SPL value as expected (Part B showing increased SPL value); whereas the EEG results indicated robust effects of linking and non-linking periods in multiple frequency bands, and effects consistent with the underlying cognitive demands of the test.
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Affiliation(s)
- Zhongmin Lin
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Fred Tam
- Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Nathan W Churchill
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada
| | - Fa-Hsuan Lin
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Bradley J MacIntosh
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
| | - Tom A Schweizer
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada.,Division of Neurosurgery, St. Michael's Hospital, Toronto, ON, Canada
| | - Simon J Graham
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.,Physical Sciences, Sunnybrook Research Institute, Toronto, ON, Canada
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15
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Guo Y. A selective review of the ability for variants of the Trail Making Test to assess cognitive impairment. APPLIED NEUROPSYCHOLOGY-ADULT 2021; 29:1634-1645. [PMID: 33625945 DOI: 10.1080/23279095.2021.1887870] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
The Trail Making Test (TMT) is a popular neuropsychological test derived from the Army Individual Test Battery, which was used by the U.S. Army. Its content was obviously designed within the English cultural context. Consequently, there is ongoing debate regarding TMT's applicability on non-English speaking population. The objective of this study was to selectively review the major variants of TMT that had been created to address this issue, including color trail test (CTT), shape trail test (STT), and language-specific versions of TMT. Meanwhile, functional magnetic resonance imaging (fMRI) can be conducted along with TMT to clarify the brain activity underlying TMT performance. This review drew conclusions on the clinical utility of these TMT variants. All research articles reviewed were published in English-language, peer-reviewed journals.
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Affiliation(s)
- Yihan Guo
- Faculty of Science, The University of Queensland, Brisbane, Australia
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16
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Lin Z, Tam F, Churchill NW, Schweizer TA, Graham SJ. Tablet Technology for Writing and Drawing during Functional Magnetic Resonance Imaging: A Review. SENSORS 2021; 21:s21020401. [PMID: 33430023 PMCID: PMC7826671 DOI: 10.3390/s21020401] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 12/31/2020] [Accepted: 01/04/2021] [Indexed: 12/23/2022]
Abstract
Functional magnetic resonance imaging (fMRI) is a powerful modality to study brain activity. To approximate naturalistic writing and drawing behaviours inside the scanner, many fMRI-compatible tablet technologies have been developed. The digitizing feature of the tablets also allows examination of behavioural kinematics with greater detail than using paper. With enhanced ecological validity, tablet devices have advanced the fields of neuropsychological tests, neurosurgery, and neurolinguistics. Specifically, tablet devices have been used to adopt many traditional paper-based writing and drawing neuropsychological tests for fMRI. In functional neurosurgery, tablet technologies have enabled intra-operative brain mapping during awake craniotomy in brain tumour patients, as well as quantitative tremor assessment for treatment outcome monitoring. Tablet devices also play an important role in identifying the neural correlates of writing in the healthy and diseased brain. The fMRI-compatible tablets provide an excellent platform to support naturalistic motor responses and examine detailed behavioural kinematics.
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Affiliation(s)
- Zhongmin Lin
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON M5G 1L7, Canada;
| | - Fred Tam
- Physical Sciences, Sunnybrook Research Institute, Toronto, ON M4N 3M5, Canada;
| | - Nathan W. Churchill
- Keenan Research Centre for Biomedical Science, St. Michael’s Hospital, Toronto, ON M5B 1T8, Canada; (N.W.C.); (T.A.S.)
| | - Tom A. Schweizer
- Keenan Research Centre for Biomedical Science, St. Michael’s Hospital, Toronto, ON M5B 1T8, Canada; (N.W.C.); (T.A.S.)
- Division of Neurosurgery, St. Michael’s Hospital, Toronto, ON M5B 1W8, Canada
| | - Simon J. Graham
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON M5G 1L7, Canada;
- Physical Sciences, Sunnybrook Research Institute, Toronto, ON M4N 3M5, Canada;
- Correspondence:
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17
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Drawing on the brain: An ALE meta-analysis of functional brain activation during drawing. ARTS IN PSYCHOTHERAPY 2020. [DOI: 10.1016/j.aip.2020.101690] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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18
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Vinci-Booher S, James KH. Ecological validity of experimental set-up affects parietal involvement during letter production. Neurosci Lett 2020; 731:134920. [PMID: 32272143 DOI: 10.1016/j.neulet.2020.134920] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 03/08/2020] [Accepted: 03/18/2020] [Indexed: 11/18/2022]
Abstract
Studies of symbol production using fMRI often use techniques that introduce an artificial pairing between motor production and visual perception. These techniques allow participants to see their own output by recording their pen trajectories using a touchscreen-only tablet and displaying these productions on a mirror placed above their head. We recently developed an MR-safe writing tablet with video display that allows participants to see their own hand and their own productions while producing symbols in real time on the surface where they are producing them-allowing for more ecologically valid fMRI studies of production. We conducted a study to determine whether the participation of posterior parietal cortex during symbol production was affected by the pairing of motor production and visual feedback associated with the two types of tablets. We performed ROI analyses in intraparietal sulcus while adult participants produced letters to dictation using either a touchscreen-only tablet (no visual guidance of the hand) (n = 14) or using a touchscreen-and-video-display tablet (visual guidance of the hand) (n = 14). We found that left posterior intraparietal sulcus was more active during production with the touchscreen-only tablet than during production with the touchscreen-and-video-display tablet. These results suggest that posterior parietal involvement during production tasks is associated with the somewhat artificial visual-motor pairing that is introduced by the techniques used in some studies of symbol production.
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Affiliation(s)
- Sophia Vinci-Booher
- 1101 E. 10th Street, Indiana University, Bloomington, IN 47405, United States.
| | - Karin H James
- 1101 E. 10th Street, Indiana University, Bloomington, IN 47405, United States.
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Talwar N, Churchill NW, Hird MA, Tam F, Graham SJ, Schweizer TA. Functional magnetic resonance imaging of the trail-making test in older adults. PLoS One 2020; 15:e0232469. [PMID: 32396540 PMCID: PMC7217471 DOI: 10.1371/journal.pone.0232469] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 04/15/2020] [Indexed: 11/19/2022] Open
Abstract
The trail-making test (TMT) is a popular neuropsychological test, which is used extensively to measure cognitive impairment associated with neurodegenerative disorders in older adults. Behavioural performance on the TMT has been investigated in older populations, but there is limited research on task-related brain activity in older adults. The current study administered a naturalistic version of the TMT to a healthy older-aged population in an MRI environment using a novel, MRI-compatible tablet. Functional MRI was conducted during task completion, allowing characterization of the brain activity associated with the TMT. Performance on the TMT was evaluated using number of errors and seconds per completion of each link. Results are reported for 36 cognitively healthy older adults between the ages of 52 and 85. Task-related activation was observed in extensive regions of the bilateral frontal, parietal, temporal and occipital lobes as well as key motor areas. Increased age was associated with reduced brain activity and worse task performance. Specifically, older age was correlated with decreased task-related activity in the bilateral occipital, temporal and parietal lobes. These results suggest that healthy older aging significantly affects brain function during the TMT, which consequently may result in performance decrements. The current study reveals the brain activation patterns underlying TMT performance in a healthy older aging population, which functions as an important, clinically-relevant control to compare to pathological aging in future investigations.
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Affiliation(s)
- Natasha Talwar
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, Canada
| | - Nathan W. Churchill
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, Canada
| | - Megan A. Hird
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, Canada
| | - Fred Tam
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, Canada
| | - Simon J. Graham
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, Canada
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Tom A. Schweizer
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, Canada
- Division of Neurosurgery, St. Michael’s Hospital, Toronto, Canada
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20
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Björngrim S, van den Hurk W, Betancort M, Machado A, Lindau M. Comparing Traditional and Digitized Cognitive Tests Used in Standard Clinical Evaluation - A Study of the Digital Application Minnemera. Front Psychol 2019; 10:2327. [PMID: 31681117 PMCID: PMC6813236 DOI: 10.3389/fpsyg.2019.02327] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 09/30/2019] [Indexed: 11/13/2022] Open
Abstract
The purpose of this study was to compare a new digitized cognitive test battery, Minnemera, with its correspondent traditional paper-based cognitive tests. Eighty-one healthy adults between the ages of 21 and 85 participated in the study. Participants performed the two different test versions (traditional paper-based and digitized) with an interval of four weeks between the tests. Test presentation (the order of the test versions presented) was counterbalanced in order to control for any possible test learning effects. The digitized tests were constructed so that there were only minor differences when compared to the traditional paper-based tests. Test results from the paper-based and digitized versions of the cognitive screening were compared within individuals by means of a correlation analysis and equivalence tests. The effects of demographic variables (age, gender and level of education) and test presentation were explored for each test measure and each test version through linear regression models. For each test measure, a significant correlation between traditional and digitized version was observed ranging between r = 0.34 and r = 0.67 with a median of r = 0.53 (corresponding to a large effect size). Score equivalence was observed for five out of six tests. In line with previous traditional cognitive studies, age was found to be the most prominent predictor of performance in all digitized tests, with younger participants performing better than older adults. Gender was the second strongest predictor, where women outperformed men in tests measuring verbal memory; men performed better than women in tests with a strong visual component. Finally, the educational level of the test subjects had an effect on executive functions, with a higher educational level linked to a better inhibition response and working memory span. This study suggests that the tests in the Minnemera cognitive screening battery are acceptably comparable to the traditional paper-based counterparts.
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Affiliation(s)
- Stina Björngrim
- Department of Psychology, University of Stockholm, Stockholm, Sweden
| | | | - Moises Betancort
- Department of Clinical Psychology, Psychobiology and Methodology, Faculty of Psychology, University of La Laguna, Tenerife, Spain
| | - Alejandra Machado
- Mindmore AB, Stockholm, Sweden.,Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden
| | - Maria Lindau
- Department of Psychology, University of Stockholm, Stockholm, Sweden
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Meyer F, Wehenkel M, Phillips C, Geurts P, Hustinx R, Bernard C, Bastin C, Salmon E. Characterization of a temporoparietal junction subtype of Alzheimer's disease. Hum Brain Mapp 2019; 40:4279-4286. [PMID: 31243829 DOI: 10.1002/hbm.24701] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 05/27/2019] [Accepted: 06/11/2019] [Indexed: 01/01/2023] Open
Abstract
Alzheimer's disease (AD) subtypes have been described according to genetics, neuropsychology, neuropathology, and neuroimaging. Thirty-one patients with clinically probable AD were selected based on perisylvian metabolic decrease on FDG-PET. They were compared to 25 patients with a typical pattern of decreased posterior metabolism. Tree-based machine learning was used on those 56 images to create a classifier that was subsequently applied to 207 Alzheimer's Disease Neuroimaging Initiative (ADNI) patients with AD. Machine learning was also used to discriminate between the two ADNI groups based on neuropsychological scores. Compared to AD patients with a typical precuneus metabolic decrease, the new subtype showed stronger hypometabolism in the temporoparietal junction. The classifier was able to distinguish the two groups in the ADNI population. Both groups could only be distinguished cognitively by Trail Making Test-A scores. This study further confirms that there is more than a typical metabolic pattern in probable AD with amnestic presentation.
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Affiliation(s)
- François Meyer
- GIGA-Cyclotron Research Centre in vivo imaging, University of Liège, Liège, Belgium
| | - Marie Wehenkel
- GIGA-Cyclotron Research Centre in vivo imaging, University of Liège, Liège, Belgium.,Department of Electrical Engineering and Computer Science, University of Liège, Liège, Belgium
| | - Christophe Phillips
- GIGA-Cyclotron Research Centre in vivo imaging, University of Liège, Liège, Belgium
| | - Pierre Geurts
- Department of Electrical Engineering and Computer Science, University of Liège, Liège, Belgium
| | - Roland Hustinx
- Nuclear Medecine Department, CHU of Liège, University of Liège, Liège, Belgium
| | - Claire Bernard
- Nuclear Medecine Department, CHU of Liège, University of Liège, Liège, Belgium
| | - Christine Bastin
- GIGA-Cyclotron Research Centre in vivo imaging, University of Liège, Liège, Belgium
| | - Eric Salmon
- GIGA-Cyclotron Research Centre in vivo imaging, University of Liège, Liège, Belgium
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Deng ID, Chung L, Talwar N, Tam F, Churchill NW, Schweizer TA, Graham SJ. Functional MRI of Letter Cancellation Task Performance in Older Adults. Front Hum Neurosci 2019; 13:97. [PMID: 31057377 PMCID: PMC6477506 DOI: 10.3389/fnhum.2019.00097] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Accepted: 03/04/2019] [Indexed: 01/09/2023] Open
Abstract
The Letter Cancellation Task (LCT) is a widely used pen-and-paper probe of attention in clinical and research settings. Despite its popularity, the neural correlates of the task are not well understood. The present study uses functional magnetic resonance imaging (fMRI) and specialized tablet technology to identify the neural correlates of the LCT in 32 healthy older adults between 50-85 years of age, and further investigates the effect of healthy aging on performance. Subjects performed the LCT in its standard pen-and-paper administration and with the tablet during fMRI. Performance on the tablet was significantly slower than on pen-and-paper, with both response modes showing slower performance as a function of age. Across all ages, bilateral brain activation was observed in the cerebellum, superior temporal lobe, precentral gyrus, frontal gyrus, and occipital and parietal areas. Increasing age correlated with reduced brain activity in the supplementary motor area, middle occipital gyrus, medial and inferior frontal gyrus, cerebellum and putamen. Better LCT performance was correlated with increased activity in the middle frontal gyrus, and reduced activity in the cerebellum. The brain regions activated are associated with visuospatial attention and motor control, and are consistent with the neural correlates of LCT performance previously identified in lesion studies.
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Affiliation(s)
- Ivy D Deng
- Physical Sciences Platform, Sunnybrook Research Institute (SRI), Toronto, ON, Canada
| | - Luke Chung
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Natasha Talwar
- Neuroscience Research Program, Keenan Research Centre for Biomedical Science, Toronto, ON, Canada.,Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Fred Tam
- Physical Sciences Platform, Sunnybrook Research Institute (SRI), Toronto, ON, Canada
| | - Nathan W Churchill
- Neuroscience Research Program, Keenan Research Centre for Biomedical Science, Toronto, ON, Canada
| | - Tom A Schweizer
- Neuroscience Research Program, Keenan Research Centre for Biomedical Science, Toronto, ON, Canada.,Institute of Medical Science, University of Toronto, Toronto, ON, Canada.,Division of Neurosurgery, St. Michael's Hospital, Toronto, ON, Canada.,Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON, Canada
| | - Simon J Graham
- Physical Sciences Platform, Sunnybrook Research Institute (SRI), Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
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Abstract
UNLABELLED ABSTRACTObjectives:This study aimed to determine the diagnostic utility of a Chinese test battery for evaluating cognitive loss in elderly Chinese Americans. METHODS Data from a pilot study at the Mount Sinai Alzheimer's Disease Research Center was examined. All participants were > 65 years old, primarily Chinese speaking, with adequate sensorimotor capacity to complete cognitive tests. A research diagnosis of normal mild cognitive impairment (MCI) or Alzheimer's disease (AD) was assigned to each participant in consensus conference. Composite scores were created to summarize test performance on overall cognition, memory, attention executive function, and language. Multivariable logistic regression models were used to assess the sensitivity of each cognitive domain for discriminating three diagnostic categories. Adjustment was made for demographic variables (i. e., age, gender, education, primary language, and years living in the USA). RESULTS The sample included 67 normal, 37 MCI, and 12 AD participants. Performance in overall cognition, memory, and attention executive function was significantly worse in AD than in MCI, and performance in MCI was worse than in normal controls. Language performance followed a similar pattern, but differences did not achieve statistical significance among the three diagnostic groups. CONCLUSIONS This study highlights the need for cognitive assessment in elderly Chinese immigrants.
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