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Andersen AG, Riparbelli AC, Siebner HR, Konge L, Bjerrum F. Using neuroimaging to assess brain activity and areas associated with surgical skills: a systematic review. Surg Endosc 2024; 38:3004-3026. [PMID: 38653901 DOI: 10.1007/s00464-024-10830-x] [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: 01/02/2024] [Accepted: 03/24/2024] [Indexed: 04/25/2024]
Abstract
BACKGROUND Surgical skills acquisition is under continuous development due to the emergence of new technologies, and there is a need for assessment tools to develop along with these. A range of neuroimaging modalities has been used to map the functional activation of brain networks while surgeons acquire novel surgical skills. These have been proposed as a method to provide a deeper understanding of surgical expertise and offer new possibilities for the personalized training of future surgeons. With studies differing in modalities, outcomes, and surgical skills there is a need for a systematic review of the evidence. This systematic review aims to summarize the current knowledge on the topic and evaluate the potential use of neuroimaging in surgical education. METHODS We conducted a systematic review of neuroimaging studies that mapped functional brain activation while surgeons with different levels of expertise learned and performed technical and non-technical surgical tasks. We included all studies published before July 1st, 2023, in MEDLINE, EMBASE and WEB OF SCIENCE. RESULTS 38 task-based brain mapping studies were identified, consisting of randomized controlled trials, case-control studies, and observational cohort or cross-sectional studies. The studies employed a wide range of brain mapping modalities, including electroencephalography, functional magnetic resonance imaging, positron emission tomography, and functional near-infrared spectroscopy, activating brain areas involved in the execution and sensorimotor or cognitive control of surgical skills, especially the prefrontal cortex, supplementary motor area, and primary motor area, showing significant changes between novices and experts. CONCLUSION Functional neuroimaging can reveal how task-related brain activity reflects technical and non-technical surgical skills. The existing body of work highlights the potential of neuroimaging to link task-related brain activity patterns with the individual level of competency or improvement in performance after training surgical skills. More research is needed to establish its validity and usefulness as an assessment tool.
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Affiliation(s)
- Annarita Ghosh Andersen
- Copenhagen Academy for Medical Education and Simulation (CAMES), Center for Human Resources and Education, The Capital Region of Denmark, Ryesgade 53B, 2100, Copenhagen, Denmark.
- Department of Cardiothoracic Surgery, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.
| | - Agnes Cordelia Riparbelli
- Copenhagen Academy for Medical Education and Simulation (CAMES), Center for Human Resources and Education, The Capital Region of Denmark, Ryesgade 53B, 2100, Copenhagen, Denmark
| | - Hartwig Roman Siebner
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Hvidovre, Denmark
- Department of Neurology, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark
| | - Lars Konge
- Copenhagen Academy for Medical Education and Simulation (CAMES), Center for Human Resources and Education, The Capital Region of Denmark, Ryesgade 53B, 2100, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Flemming Bjerrum
- Copenhagen Academy for Medical Education and Simulation (CAMES), Center for Human Resources and Education, The Capital Region of Denmark, Ryesgade 53B, 2100, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Gastrounit, Surgical Section, Copenhagen University Hospital - Amager and Hvidovre, Hvidovre, Denmark
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Chan JY, Hssayeni MD, Wilcox T, Ghoraani B. Exploring the feasibility of tensor decomposition for analysis of fNIRS signals: a comparative study with grand averaging method. Front Neurosci 2023; 17:1180293. [PMID: 37638308 PMCID: PMC10448703 DOI: 10.3389/fnins.2023.1180293] [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: 03/06/2023] [Accepted: 07/27/2023] [Indexed: 08/29/2023] Open
Abstract
The analysis of functional near-infrared spectroscopy (fNIRS) signals has not kept pace with the increased use of fNIRS in the behavioral and brain sciences. The popular grand averaging method collapses the oxygenated hemoglobin data within a predefined time of interest window and across multiple channels within a region of interest, potentially leading to a loss of important temporal and spatial information. On the other hand, the tensor decomposition method can reveal patterns in the data without making prior assumptions of the hemodynamic response and without losing temporal and spatial information. The aim of the current study was to examine whether the tensor decomposition method could identify significant effects and novel patterns compared to the commonly used grand averaging method for fNIRS signal analysis. We used two infant fNIRS datasets and applied tensor decomposition (i.e., canonical polyadic and Tucker decompositions) to analyze the significant differences in the hemodynamic response patterns across conditions. The codes are publicly available on GitHub. Bayesian analyses were performed to understand interaction effects. The results from the tensor decomposition method replicated the findings from the grand averaging method and uncovered additional patterns not detected by the grand averaging method. Our findings demonstrate that tensor decomposition is a feasible alternative method for analyzing fNIRS signals, offering a more comprehensive understanding of the data and its underlying patterns.
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Affiliation(s)
- Jasmine Y. Chan
- Department of Psychology, Florida Atlantic University, Boca Raton, FL, United States
| | - Murtadha D. Hssayeni
- Department of Computer and Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, United States
- Department of Computer Engineering, University of Technology, Baghdad, Iraq
| | - Teresa Wilcox
- Department of Psychology, Florida Atlantic University, Boca Raton, FL, United States
| | - Behnaz Ghoraani
- Department of Computer and Electrical Engineering and Computer Science, Florida Atlantic University, Boca Raton, FL, United States
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Toy S, Huh DD, Materi J, Nanavati J, Schwengel DA. Use of neuroimaging to measure neurocognitive engagement in health professions education: a scoping review. MEDICAL EDUCATION ONLINE 2022; 27:2016357. [PMID: 35012424 PMCID: PMC8757598 DOI: 10.1080/10872981.2021.2016357] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 11/19/2021] [Accepted: 12/07/2021] [Indexed: 06/14/2023]
Abstract
PURPOSE To map the current literature on functional neuroimaging use in medical education research as a novel measurement modality for neurocognitive engagement, learning, and expertise development. METHOD We searched PubMed, Embase, Cochrane, ERIC, and Web of Science, and hand-searched reference lists of relevant articles on April 4, 2019, and updated the search on July 7, 2020. Two authors screened the abstracts and then full-text articles for eligibility based on inclusion criteria. The data were then charted, synthesized, and analyzed descriptively. RESULTS Sixty-seven articles published between 2007 and 2020 were included in this scoping review. These studies used three main neuroimaging modalities: functional magnetic resonance imaging, functional near-infrared spectroscopy, and electroencephalography. Most of the publications (90%, n = 60) were from the last 10 years (2011-2020). Although these studies were conducted in 16 countries, 68.7% (n = 46) were from three countries: the USA (n = 21), UK (n = 15), and Canada (n = 10). These studies were mainly non-experimental (74.6%, n = 50). Most used neuroimaging techniques to examine psychomotor skill development (57%, n = 38), but several investigated neurocognitive correlates of clinical reasoning skills (22%, n = 15). CONCLUSION This scoping review maps the available literature on functional neuroimaging use in medical education. Despite the heterogeneity in research questions, study designs, and outcome measures, we identified a few common themes. Included studies are encouraging of the potential for neuroimaging to complement commonly used measures in education research and may help validate/challenge established theoretical assumptions and provide insight into training methods. This review highlighted several areas for further research. The use of these emerging technologies appears ripe for developing precision education, establishing viable study protocols for realistic operational settings, examining team dynamics, and exploring applications for real-time monitoring/intervention during critical clinical tasks.
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Affiliation(s)
- Serkan Toy
- Department of Anesthesiology & Critical Care Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Dana D Huh
- The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Joshua Materi
- The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Julie Nanavati
- Welch Medical Library, The Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Deborah A. Schwengel
- Department of Anesthesiology & Critical Care Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Walia P, Fu Y, Schwaitzberg SD, Intes X, De S, Dutta A, Cavuoto L. Portable neuroimaging differentiates novices from those with experience for the Fundamentals of Laparoscopic Surgery (FLS) suturing with intracorporeal knot tying task. Surg Endosc 2022:10.1007/s00464-022-09727-4. [DOI: 10.1007/s00464-022-09727-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022]
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Patel R, Suwa Y, Kinross J, von Roon A, Woods AJ, Darzi A, Singh H, Leff DR. Neuroenhancement of surgeons during robotic suturing. Surg Endosc 2022; 36:4803-4814. [PMID: 34724587 PMCID: PMC9160107 DOI: 10.1007/s00464-021-08823-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 10/17/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND The initial phases of robotic surgical skills acquisition are associated with poor technical performance, such as low knot-tensile strength (KTS). Transcranial direct-current stimulation (tDCS) can improve force and accuracy in motor tasks but research in surgery is limited to open and laparoscopic tasks in students. More recently, robotic surgery has gained traction and is now the most common approach for certain procedures (e.g. prostatectomy). Early-phase robotic suturing performance is dependent on prefrontal cortex (PFC) activation, and this study aimed to determine whether performance can be improved with prefrontal tDCS. METHODS Fifteen surgical residents were randomized to either active then sham tDCS or sham then active tDCS, in two counterbalanced sessions in a double-blind crossover study. Within each session, participants performed a robotic suturing task repeated in three blocks: pre-, intra- and post-tDCS. During the intra-tDCS block, participants were randomized to either active tDCS (2 mA for 15 min) to the PFC or sham tDCS. Primary outcome measures of technical quality included KTS and error scores. RESULTS Significantly faster completion times were observed longitudinally, regardless of active (p < 0.001) or sham stimulation (p < 0.001). KTS was greater following active compared to sham stimulation (median: active = 44.35 N vs. sham = 27.12 N, p < 0.001). A significant reduction in error scores from "pre-" to "post-" (p = 0.029) were only observed in the active group. CONCLUSION tDCS could reduce error and enhance KTS during robotic suturing and warrants further exploration as an adjunct to robotic surgical training.
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Affiliation(s)
- Ronak Patel
- Deparment of Surgery and Cancer, Imperial College London, London, UK.
| | - Yusuke Suwa
- Deparment of Surgery and Cancer, Imperial College London, London, UK
| | - James Kinross
- Deparment of Surgery and Cancer, Imperial College London, London, UK
| | | | - Adam J Woods
- Department of Clinical and Health Psychology, Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, FL, USA
| | - Ara Darzi
- Deparment of Surgery and Cancer, Imperial College London, London, UK
| | - Harsimrat Singh
- Deparment of Surgery and Cancer, Imperial College London, London, UK
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Miura S, Kaneko T, Kawamura K, Kobayashi Y, Fujie MG. Brain activation measurement for motion gain decision of surgical endoscope manipulation. Int J Med Robot 2022; 18:e2371. [DOI: 10.1002/rcs.2371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 05/18/2021] [Accepted: 05/20/2021] [Indexed: 11/07/2022]
Affiliation(s)
- Satoshi Miura
- Department of Mechanical Engineering Tokyo Institute of Technology Tokyo Japan
| | - Taisei Kaneko
- Department of Modern Mechanical Engineering Waseda University Tokyo Japan
| | - Kazuya Kawamura
- Center for Frontier Medical Engineering Chiba University Chiba Japan
| | - Yo Kobayashi
- Healthcare Robotics Institute Future Robotics Organization Waseda University Tokyo Japan
| | - Masakatsu G. Fujie
- Healthcare Robotics Institute Future Robotics Organization Waseda University Tokyo Japan
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Hannah TC, Turner D, Kellner R, Bederson J, Putrino D, Kellner CP. Neuromonitoring Correlates of Expertise Level in Surgical Performers: A Systematic Review. Front Hum Neurosci 2022; 16:705238. [PMID: 35250509 PMCID: PMC8888846 DOI: 10.3389/fnhum.2022.705238] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 01/25/2022] [Indexed: 12/02/2022] Open
Abstract
Surgical expertise does not have a clear definition and is often culturally associated with power, authority, prestige, and case number rather than more objective proxies of excellence. Multiple models of expertise progression have been proposed including the Dreyfus model, however, they all currently require subjective evaluation of skill. Recently, efforts have been made to improve the ways in which surgical excellence is measured and expertise is defined using artificial intelligence, video recordings, and accelerometers. However, these aforementioned methods of assessment are still subjective or indirect proxies of expertise, thus uncovering the neural mechanisms that differentiate expert surgeons from trainees may enhance the objectivity of surgical expertise validation. In fact, some researchers have already suggested that their neural imaging-based expertise classification methods outperform currently used methods of surgical skill certification such as the Fundamentals of Laparoscopic Surgery (FLS) scores. Such imaging biomarkers would not only help better identify the highest performing surgeons, but could also improve residency programs by providing more objective, evidence-based feedback and developmental milestones for those in training and perhaps act as a marker of surgical potential in medical students. Despite the potential advantages of using neural imaging in the assessment of surgical expertise, this field of research remains in its infancy. This systematic review identifies studies that have applied neuromonitoring in assessing surgical skill across levels of expertise. The goals of this review are to identify (1) the strongest neural indicators of surgical expertise, (2) the limitations of the current literature on this subject, (3) the most sensible future directions for further study. We found substantial evidence that surgical expertise can be delineated by differential activation and connectivity in the prefrontal cortex (PFC) across multiple task and neuroimaging modalities. Specifically, novices tend to have greater PFC activation than experts under standard conditions in bimanual and decision-making tasks. However, under high temporal demand tasks, experts had increased PFC activation whereas novices had decreased PFC activation. Common limitations uncovered in this review were that task difficulty was often insufficient to delineate between residents and attending. Moreover, attending level involvement was also low in multiple studies which may also have contributed to this issue. Most studies did not analyze the ability of their neuromonitoring findings to accurately classify subjects by level of expertise. Finally, the predominance of fNIRS as the neuromonitoring modality limits our ability to uncover the neural correlates of surgical expertise in non-cortical brain regions. Future studies should first strive to address these limitations. In the longer term, longitudinal within-subjects design over the course of a residency or even a career will also advance the field. Although logistically arduous, such studies would likely be most beneficial in demonstrating effects of increasing surgical expertise on regional brain activation and inter-region connectivity.
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Affiliation(s)
- Theodore C. Hannah
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, United States
- *Correspondence: Theodore C. Hannah,
| | | | - Rebecca Kellner
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Joshua Bederson
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - David Putrino
- Department of Rehabilitation Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Christopher P. Kellner
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, NY, United States
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Gao Y, Yan P, Kruger U, Cavuoto L, Schwaitzberg S, De S, Intes X. Functional Brain Imaging Reliably Predicts Bimanual Motor Skill Performance in a Standardized Surgical Task. IEEE Trans Biomed Eng 2021; 68:2058-2066. [PMID: 32755850 PMCID: PMC8265734 DOI: 10.1109/tbme.2020.3014299] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Currently, there is a dearth of objective metrics for assessing bi-manual motor skills, which are critical for high-stakes professions such as surgery. Recently, functional near-infrared spectroscopy (fNIRS) has been shown to be effective at classifying motor task types, which can be potentially used for assessing motor performance level. In this work, we use fNIRS data for predicting the performance scores in a standardized bi-manual motor task used in surgical certification and propose a deep-learning framework 'Brain-NET' to extract features from the fNIRS data. Our results demonstrate that the Brain-NET is able to predict bi-manual surgical motor skills based on neuroimaging data accurately ( R2=0.73). Furthermore, the classification ability of the Brain-NET model is demonstrated based on receiver operating characteristic (ROC) curves and area under the curve (AUC) values of 0.91. Hence, these results establish that fNIRS associated with deep learning analysis is a promising method for a bedside, quick and cost-effective assessment of bi-manual skill levels.
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Immink MA, Pointon M, Wright DL, Marino FE. Prefrontal Cortex Activation During Motor Sequence Learning Under Interleaved and Repetitive Practice: A Two-Channel Near-Infrared Spectroscopy Study. Front Hum Neurosci 2021; 15:644968. [PMID: 34054448 PMCID: PMC8160091 DOI: 10.3389/fnhum.2021.644968] [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: 12/22/2020] [Accepted: 04/13/2021] [Indexed: 11/21/2022] Open
Abstract
Training under high interference conditions through interleaved practice (IP) results in performance suppression during training but enhances long-term performance relative to repetitive practice (RP) involving low interference. Previous neuroimaging work addressing this contextual interference effect of motor learning has relied heavily on the blood-oxygen-level-dependent (BOLD) response using functional magnetic resonance imaging (fMRI) methodology resulting in mixed reports of prefrontal cortex (PFC) recruitment under IP and RP conditions. We sought to clarify these equivocal findings by imaging bilateral PFC recruitment using functional near-infrared spectroscopy (fNIRS) while discrete key pressing sequences were trained under IP and RP schedules and subsequently tested following a 24-h delay. An advantage of fNIRS over the fMRI BOLD response is that the former measures oxygenated and deoxygenated hemoglobin changes independently allowing for assessment of cortical hemodynamics even when there is neurovascular decoupling. Despite slower sequence performance durations under IP, bilateral PFC oxygenated and deoxygenated hemoglobin values did not differ between practice conditions. During test, however, slower performance from those previously trained under RP coincided with hemispheric asymmetry in PFC recruitment. Specifically, following RP, test deoxygenated hemoglobin values were significantly lower in the right PFC. The present findings contrast with previous behavioral demonstrations of increased cognitive demand under IP to illustrate a more complex involvement of the PFC in the contextual interference effect. IP and RP incur similar levels of bilateral PFC recruitment, but the processes underlying the recruitment are dissimilar. PFC recruitment during IP supports action reconstruction and memory elaboration while RP relies on PFC recruitment to maintain task variation information in working memory from trial to trial. While PFC recruitment under RP serves to enhance immediate performance, it does not support long-term performance.
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Affiliation(s)
- Maarten A. Immink
- Sport, Health, Activity, Performance and Exercise (SHAPE) Research Centre, Flinders University, Adelaide, SA, Australia
- Alliance for Research in Exercise, Nutrition and Activity, University of South Australia, Adelaide, SA, Australia
| | - Monique Pointon
- School of Exercise Science, Sport & Health, Charles Sturt University, Bathurst, NSW, Australia
| | - David L. Wright
- Department of Health & Kinesiology, Texas A&M University, College Station, TX, United States
| | - Frank E. Marino
- School of Exercise Science, Sport & Health, Charles Sturt University, Bathurst, NSW, Australia
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Kelly JD, Kowalewski TM, Brand T, French A, Nash M, Meryman L, Heller N, Organ N, George E, Smith R, Sorensen MD, Comstock B, Lendvay TS. Virtual Reality Warm-up Before Robot-assisted Surgery: A Randomized Controlled Trial. J Surg Res 2021; 264:107-116. [PMID: 33799119 DOI: 10.1016/j.jss.2021.01.037] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 01/20/2021] [Accepted: 01/22/2021] [Indexed: 12/11/2022]
Abstract
TRIAL DESIGN This was a randomized controlled trial. BACKGROUND Intraoperative errors correlate with surgeon skill and skill declines with intervals of inactivity. The goals of this research were to identify the optimal virtual reality (VR) warm-up curriculum to prime a surgeon's technical skill and validate benefit in the operating room. MATERIALS AND METHODS Surgeons were randomized to receive six trial sessions of a designated set of VR modules on the da Vinci Skills Simulator to identify optimal VR warm-up curricula to prime technical skill. After performing their curricula, warm-up effect was assessed based on performance on a criterion task. The optimal warm-up curriculum was chosen from the group with the best task time and video review-based technical skill. Robot-assisted surgery-experienced surgeons were then recruited to either receive or not receive warm-up before surgery. Skill in the first 15 min of surgery was assessed by blinded surgeon and crowdworker review as well as tool motion metrics. The intervention was performing VR warm-up before human robot-assisted surgery. Warm-up effect was measured using objective performance metrics and video review using the Global Evaluative Assessment of Robotic Skills tool. Linear mixed effects models with a random intercept for each surgeon and nonparametric modified Friedman tests were used for analysis. RESULTS The group performing only a Running Suture task on the simulator was on average 31.3 s faster than groups performing other simulation tasks and had the highest Global Evaluative Assessment of Robotic Skills scores from 41 surgeons who participated. This was chosen as the optimal curriculum. Thereafter, 34 surgeons completed 347 surgeries with corresponding video and tool motion data. No statistically significant differences in skill were observed with the warm-up intervention. CONCLUSIONS We conclude that a robotic VR warm-up before performing the early stages of surgery does not impact the technical skill of the surgeon.
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Affiliation(s)
- Jason D Kelly
- University of Minnesota, Department of Mechanical Engineering, Minneapolis, Minnesota.
| | - Timothy M Kowalewski
- University of Minnesota, Department of Mechanical Engineering, Minneapolis, Minnesota
| | - Tim Brand
- University of Washington, Department of Urology, Seattle, Washington
| | - Anna French
- University of Minnesota, Department of Mechanical Engineering, Minneapolis, Minnesota
| | - Michael Nash
- University of Washington, Department of Urology, Seattle, Washington
| | - Lois Meryman
- University of Washington, Department of Urology, Seattle, Washington
| | - Nicholas Heller
- University of Minnesota, Department of Mechanical Engineering, Minneapolis, Minnesota
| | - Nancy Organ
- University of Washington, Department of Urology, Seattle, Washington
| | - Evalyn George
- Madigan Army Medical Center, Henry M. Jackson Foundation, Tacoma, Washington
| | - Roger Smith
- Florida Hospital Nicholson Center, Orlando, Florida
| | - Mathew D Sorensen
- University of Washington, Department of Urology, Seattle, Washington
| | - Bryan Comstock
- University of Washington, Department of Urology, Seattle, Washington
| | - Thomas S Lendvay
- University of Washington, Department of Urology, Seattle, Washington
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Patel R, Singh H, Ashcroft J, Woods AJ, Darzi A, Leff DR. Dataset of prefrontal transcranial direct-current stimulation to improve early surgical knot-tying skills. Data Brief 2021; 35:106905. [PMID: 33732823 PMCID: PMC7941089 DOI: 10.1016/j.dib.2021.106905] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 02/17/2021] [Accepted: 02/19/2021] [Indexed: 11/26/2022] Open
Abstract
Transcranial direct-current stimulation (tDCS) has previously demonstrated promising effects in improving surgical performance with motor region stimulation [1], [2], [3], [4]. However, extensive prior research has revealed an important role of the prefrontal cortex in surgical skill development [5,6]. This article presents the data of a double-blind randomized sham-controlled trial investigating the effect of prefrontal tDCS on knot-tying performance [7]. Data was collected from an active (n = 20) and sham (n = 20) group across three blocks: pre-, online- (during) and post-tDCS. Group and block differences of knot-tying performance were analyzed using a Generalized linear mixed model and supported with a Friedman's test. Further sub-analyses were conducted to compare high vs. low skilled individuals and initial vs. last knots. Subjective workload was assessed after each block using a SURG-TLX questionnaire and side-effects of the tDCS block were recorded using an additional survey.
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Affiliation(s)
- Ronak Patel
- Department of Surgery & Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, QEQM Building, Praed Street, London W2 1NY, United Kingdom
| | - Harsimrat Singh
- Department of Surgery & Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, QEQM Building, Praed Street, London W2 1NY, United Kingdom
| | - James Ashcroft
- Department of Surgery & Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, QEQM Building, Praed Street, London W2 1NY, United Kingdom
| | - Adam J Woods
- Department of Clinical and Health Psychology, Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, FL, United States
| | - Ara Darzi
- Department of Surgery & Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, QEQM Building, Praed Street, London W2 1NY, United Kingdom
| | - Daniel R Leff
- Department of Surgery & Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, QEQM Building, Praed Street, London W2 1NY, United Kingdom
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Keles HO, Cengiz C, Demiral I, Ozmen MM, Omurtag A. High density optical neuroimaging predicts surgeons's subjective experience and skill levels. PLoS One 2021; 16:e0247117. [PMID: 33600502 PMCID: PMC7891714 DOI: 10.1371/journal.pone.0247117] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 02/01/2021] [Indexed: 01/04/2023] Open
Abstract
Measuring cognitive load is important for surgical education and patient safety. Traditional approaches of measuring cognitive load of surgeons utilise behavioural metrics to measure performance and surveys and questionnaires to collect reports of subjective experience. These have disadvantages such as sporadic data, occasionally intrusive methodologies, subjective or misleading self-reporting. In addition, traditional approaches use subjective metrics that cannot distinguish between skill levels. Functional neuroimaging data was collected using a high density, wireless NIRS device from sixteen surgeons (11 attending surgeons and 5 surgery resident) and 17 students while they performed two laparoscopic tasks (Peg transfer and String pass). Participant’s subjective mental load was assessed using the NASA-TLX survey. Machine learning approaches were used for predicting the subjective experience and skill levels. The Prefrontal cortex (PFC) activations were greater in students who reported higher-than-median task load, as measured by the NASA-TLX survey. However in the case of attending surgeons the opposite tendency was observed, namely higher activations in the lower v higher task loaded subjects. We found that response was greater in the left PFC of students particularly near the dorso- and ventrolateral areas. We quantified the ability of PFC activation to predict the differences in skill and task load using machine learning while focussing on the effects of NIRS channel separation distance on the results. Our results showed that the classification of skill level and subjective task load could be predicted based on PFC activation with an accuracy of nearly 90%. Our finding shows that there is sufficient information available in the optical signals to make accurate predictions about the surgeons’ subjective experiences and skill levels. The high accuracy of results is encouraging and suggest the integration of the strategy developed in this study as a promising approach to design automated, more accurate and objective evaluation methods.
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Affiliation(s)
- Hasan Onur Keles
- Department of Biomedical Engineering, Ankara University, Ankara, Turkey
- * E-mail:
| | - Canberk Cengiz
- Department of Electroneurophysiology, Istinye University, Istanbul, Turkey
| | - Irem Demiral
- Department of OB&GYN, 29 May State Hospital, Ankara, Turkey
| | | | - Ahmet Omurtag
- Department of Engineering, Nottingham Trent University, Nottingham, United Kingdom
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Nemani A, Kamat A, Gao Y, Yucel M, Gee D, Cooper C, Schwaitzberg S, Intes X, Dutta A, De S. Functional brain connectivity related to surgical skill dexterity in physical and virtual simulation environments. NEUROPHOTONICS 2021; 8:015008. [PMID: 33681406 PMCID: PMC7927423 DOI: 10.1117/1.nph.8.1.015008] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 02/11/2021] [Indexed: 05/15/2023]
Abstract
Significance: Surgical simulators, both virtual and physical, are increasingly used as training tools for teaching and assessing surgical technical skills. However, the metrics used for assessment in these simulation environments are often subjective and inconsistent. Aim: We propose functional activation metrics, derived from brain imaging measurements, to objectively assess the correspondence between brain activation with surgical motor skills for subjects with varying degrees of surgical skill. Approach: Cortical activation based on changes in the oxygenated hemoglobin (HbO) of 36 subjects was measured using functional near-infrared spectroscopy at the prefrontal cortex (PFC), primary motor cortex, and supplementary motor area (SMA) due to their association with motor skill learning. Inter-regional functional connectivity metrics, namely, wavelet coherence (WCO) and wavelet phase coherence were derived from HbO changes to correlate brain activity to surgical motor skill levels objectively. Results: One-way multivariate analysis of variance found a statistically significant difference in the inter-regional WCO metrics for physical simulator based on Wilk's Λ for expert versus novice, F ( 10,1 ) = 7495.5 , p < 0.01 . Partial eta squared effect size for the inter-regional WCO metrics was found to be highest between the central prefrontal cortex (CPFC) and SMA, CPFC-SMA ( η 2 = 0.257 ). Two-tailed Mann-Whitney U tests with a 95% confidence interval showed baseline equivalence and a statistically significant ( p < 0.001 ) difference in the CPFC-SMA WPCO metrics for the physical simulator training group ( 0.960 ± 0.045 ) versus the untrained control group ( 0.735 ± 0.177 ) following training for 10 consecutive days in addition to the pretest and posttest days. Conclusion: We show that brain functional connectivity WCO metric corresponds to surgical motor skills in the laparoscopic physical simulators. Functional connectivity between the CPFC and the SMA is lower for subjects that exhibit expert surgical motor skills than untrained subjects in laparoscopic physical simulators.
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Affiliation(s)
- Arun Nemani
- Rensselaer Polytechnic Institute, Center for Modeling, Simulation, and Imaging in Medicine, Troy, New York, United States
| | - Anil Kamat
- Rensselaer Polytechnic Institute, Center for Modeling, Simulation, and Imaging in Medicine, Troy, New York, United States
| | - Yuanyuan Gao
- Rensselaer Polytechnic Institute, Center for Modeling, Simulation, and Imaging in Medicine, Troy, New York, United States
| | - Meryem Yucel
- Massachusetts General Hospital, Department of Surgery, Boston, Massachusetts, United States
| | - Denise Gee
- Massachusetts General Hospital, Department of Surgery, Boston, Massachusetts, United States
| | - Clairice Cooper
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, New York, United States
| | - Steven Schwaitzberg
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, New York, United States
| | - Xavier Intes
- Rensselaer Polytechnic Institute, Center for Modeling, Simulation, and Imaging in Medicine, Troy, New York, United States
| | - Anirban Dutta
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, New York, United States
| | - Suvranu De
- Rensselaer Polytechnic Institute, Center for Modeling, Simulation, and Imaging in Medicine, Troy, New York, United States
- Address all correspondence to Suvranu De,
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Athlete-Specific Neural Strategies under Pressure: A fNIRS Pilot Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17228464. [PMID: 33207576 PMCID: PMC7697834 DOI: 10.3390/ijerph17228464] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 11/11/2020] [Accepted: 11/13/2020] [Indexed: 12/13/2022]
Abstract
(1) Background: Stress and pressure during competition and training impair athletes' performance in sports. However, the influence of mental stress on the prefrontal cortex (PFC) functioning in an athlete during the visual simulation task is unknown. The purpose of this pilot study was to investigate hemodynamic responses during the visual-simulation task that induces pressure and stress using functional near-infrared spectroscopy. (2) Methods: Ten archers and ten non-athlete collegiate students performed a visual-simulation task. Participants' current stress levels were collected using a visual analog scale before and after the task. Average oxygenated hemoglobin (HbO), deoxygenated hemoglobin (HbR), and total hemoglobin (HbT) levels and their variability (standard deviation (SD) HbO, SD HbR, and SD HbT) were computed to compare the neural efficiency between athlete and non-athlete. (3) Results: In general, both groups exhibited increased stress levels after the simulation task, and there was no group difference in overall average hemodynamic response from PFC and dorsolateral prefrontal cortex (DLPFC). While the average hemodynamic response level did not differ between groups, variability in hemodynamic responses from the archer group showed a more stable pattern than the non-athlete group. (4) Conclusion: Under this experimental setting, decreasing the variability in hemodynamic responses during the visual simulation, potentially via stabilizing the fluctuation of PFC, was characterized by the stress-related compensatory neural strategy of elite archers.
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Roles of the prefrontal cortex in learning to time the onset of pre-existing motor programs. PLoS One 2020; 15:e0241562. [PMID: 33166309 PMCID: PMC7652266 DOI: 10.1371/journal.pone.0241562] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 10/19/2020] [Indexed: 11/19/2022] Open
Abstract
The prefrontal cortex (PFC) is involved in cognitive control of motor activities and timing of future intensions. This study investigated the cognitive control of balance recovery in response to unpredictable gait perturbations and the role of PFC subregions in learning by repetition. Bilateral dorsolateral (DLPFC), ventrolateral (VLPFC), frontopolar (FPFC) and orbitofrontal (OFC) cortex hemodynamic changes induced by unpredictable slips were analyzed as a function of successive trials in ten healthy young adults. Slips were induced by the acceleration of one belt as the participant walked on a split-belt treadmill. A portable functional near-infrared spectroscope monitored PFC activities quantified by oxyhemoglobin (ΔO2Hb) and deoxyhemoglobin (ΔHbR) during the consecutive trial phases: standing, walking, slip-recovery. During the first 3 trials, the average oxyhemoglobin (ΔO2Hbavg) in the DLPFC, VLPFC, FPFC, and OFC cortex was significantly higher during slip-recovery than unperturbed walking or the standing baseline. Then, ΔO2Hbavg decreased progressively from trial-to-trial in the DLPFC, VLPFC, and FPFC, but increased and then remained constant in the OFC. The average deoxyhemoglobin (ΔHbRavg) presented mirror patterns. These changes after the third trial were paralleled by the progressive improvement of recovery revealed by kinematic variables. The results corroborate our previous hypothesis that only timing of the onset of a “good enough recovery motor program” is learned with practice. They also strongly support the assumption that the PFC contributes to the recall of pre-existing motor programs whose onset timing is adjusted by the OFC. Hence, learning is clearly divided into two steps delineated by the switch in activity of the OFC. Additionally, motor processes appear to share the working memory as well as decisional and predictive resources of the cognitive system.
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16
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Prefrontal transcranial direct-current stimulation improves early technical skills in surgery. Brain Stimul 2020; 13:1834-1841. [DOI: 10.1016/j.brs.2020.10.013] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 10/21/2020] [Accepted: 10/22/2020] [Indexed: 11/18/2022] Open
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Patel R, Ashcroft J, Darzi A, Singh H, Leff DR. Neuroenhancement in surgeons: benefits, risks and ethical dilemmas. Br J Surg 2020; 107:946-950. [DOI: 10.1002/bjs.11601] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 02/19/2020] [Accepted: 02/27/2020] [Indexed: 12/11/2022]
Abstract
Abstract
Background
Surgeons traditionally aim to reduce mistakes in healthcare through repeated training and advancement of surgical technology. Recently, performance-enhancing interventions such as neurostimulation are emerging which may offset errors in surgical practice.
Methods
Use of transcranial direct-current stimulation (tDCS), a novel neuroenhancement technique that has been applied to surgeons to improve surgical technical performance, was reviewed. Evidence supporting tDCS improvements in motor and cognitive performance outside of the field of surgery was assessed and correlated with emerging research investigating tDCS in the surgical setting and potential applications to wider aspects of healthcare. Ethical considerations and future implications of using tDCS in surgical training and perioperatively are also discussed.
Results
Outside of surgery, tDCS studies demonstrate improved motor performance with regards to reaction time, task completion, strength and fatigue, while also suggesting enhanced cognitive function through multitasking, vigilance and attention assessments. In surgery, current research has demonstrated improved performance in open knot-tying, laparoscopic and robotic skills while also offsetting subjective temporal demands. However, a number of ethical issues arise from the potential application of tDCS in surgery in the form of safety, coercion, distributive justice and fairness, all of which must be considered prior to implementation.
Conclusion
Neuroenhancement may improve motor and cognitive skills in healthcare professions with impact on patient safety. Implementation will require accurate protocols and regulations to balance benefits with the associated ethical dilemmas, and to direct safe use for clinicians and patients.
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Affiliation(s)
- R Patel
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, Queen Elizabeth the Queen Mother Building, Praed Street, London W2 1NY, UK
| | - J Ashcroft
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, Queen Elizabeth the Queen Mother Building, Praed Street, London W2 1NY, UK
| | - A Darzi
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, Queen Elizabeth the Queen Mother Building, Praed Street, London W2 1NY, UK
| | - H Singh
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, Queen Elizabeth the Queen Mother Building, Praed Street, London W2 1NY, UK
| | - D R Leff
- Department of Surgery and Cancer, Imperial College London, St Mary's Hospital Campus, 10th Floor, Queen Elizabeth the Queen Mother Building, Praed Street, London W2 1NY, UK
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Use of prefrontal cortex activity as a measure of learning curve in surgical novices: results of a single blind randomised controlled trial. Surg Endosc 2020; 34:5604-5615. [PMID: 31953730 DOI: 10.1007/s00464-019-07331-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 12/24/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND Neurobiological feedback in surgical training could translate to better educational outcomes such as measures of learning curve. This work examined the variation in brain activation of medical students when performing laparoscopic tasks before and after a training workshop, using functional near-infrared spectroscopy (fNIRS). METHODS AND PROCEDURES This single blind randomised controlled trial examined the prefrontal cortex activity (PFCA) differences in two groups of novice medical students during the acquisition of four laparoscopic tasks. Both groups were shown a basic tutorial video, with the "Trained-group" receiving an additional standardised one-to-one training on the tasks. The PFCA was measured pre- and post-intervention using a portable fNIRS device and reported as mean total oxygenated hemoglobin (HbOµm). Primary outcome of the study is the difference in HbOµm between post- and pre-intervention readings for each of the four laparoscopic tasks. The pre- and post-intervention laparoscopic tasks were recorded and assessed by two blinded individual assessors for objective scores of the performance. RESULTS 16 Trained and 16 Untrained, right-handed medical students with an equal sex distribution and comparable age distribution were recruited. Trained group had an attenuated left PFCA in the "Precision cutting" (p = 0.007) task compared to the Untrained group. Subgroup analysis by sex revealed attenuation in left PFCA in Trained females compared to Untrained females across two laparoscopic tasks: "Peg transfer" (p = 0.005) and "Precision cutting" (p = 0.003). No significant PFCA attenuation was found in male students who underwent training compared to Untrained males. CONCLUSION A standardised laparoscopic training workshop promoted greater PFCA attenuation in female medical students compared to males. This suggests that female and male students respond differently to the same instructional approach. Implications include a greater focus on one-to-one surgical training for female students and use of PFCA attenuation as a form of neurobiological feedback in surgical training.
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Carius D, Hörnig L, Ragert P, Kaminski E. Characterizing cortical hemodynamic changes during climbing and its relation to climbing expertise. Neurosci Lett 2019; 715:134604. [PMID: 31693932 DOI: 10.1016/j.neulet.2019.134604] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Revised: 10/07/2019] [Accepted: 10/29/2019] [Indexed: 01/04/2023]
Abstract
Bouldering is a special form of climbing without rope that requires coordinated whole-body movements. While physical performance parameters such as condition have been well studied, the knowledge on neural activity during climbing still remains sparse. Functional near-infrared spectroscopy (fNIRS) allows to measure brain activation while performing sportive actions due to its relative robustness against motion artefacts. In the current study, hemodynamic response alterations of 13 advanced climbers were investigated during boulder performance using fNIRS measurements. Simple and moderate climbing routes were compared regarding their level of cortical activation mainly in the sensorimotor area. Our results show that repetitively climbing a set of boulders activates almost all areas of the sensorimotor system including the bilateral premotor and supplementary motor cortex, bilateral primary motor cortex as well as the bilateral gyrus supramarginalis and somatosensory cortex. This result was found in both simple and moderate climbing routes with no effect of task complexity on the level of cortical activity. Correlation analysis (uncorrected for multiple comparisons) revealed a negative association between the level of expertise and the hemodynamic response in the supplementary-motor region, suggesting that gaining expertise in climbing is associated with a decrease in secondary motor areas, which is an indicator of motor automaticity. In summary, the present study provides first proof of concept that fNIRS is capable of assessing hemodynamic response alterations within the human motor system during the execution of complex whole-body climbing movements.
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Affiliation(s)
- Daniel Carius
- Institute for General Kinesiology and Exercise Science, University of Leipzig, Leipzig, Germany.
| | - Lisa Hörnig
- Institute for General Kinesiology and Exercise Science, University of Leipzig, Leipzig, Germany
| | - Patrick Ragert
- Institute for General Kinesiology and Exercise Science, University of Leipzig, Leipzig, Germany; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Elisabeth Kaminski
- Institute for General Kinesiology and Exercise Science, University of Leipzig, Leipzig, Germany; Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
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Modi HN, Singh H, Fiorentino F, Orihuela-Espina F, Athanasiou T, Yang GZ, Darzi A, Leff DR. Association of Residents' Neural Signatures With Stress Resilience During Surgery. JAMA Surg 2019; 154:e192552. [PMID: 31389994 DOI: 10.1001/jamasurg.2019.2552] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Importance Intraoperative stressors may compound cognitive load, prompting performance decline and threatening patient safety. However, not all surgeons cope equally well with stress, and the disparity between performance stability and decline under high cognitive demand may be characterized by differences in activation within brain areas associated with attention and concentration such as the prefrontal cortex (PFC). Objective To compare PFC activation between surgeons demonstrating stable performance under temporal stress with those exhibiting stress-related performance decline. Design, Setting, and Participants Cohort study conducted from July 2015 to September 2016 at the Imperial College Healthcare National Health Service Trust, England. One hundred two surgical residents (postgraduate year 1 and greater) were invited to participate, of which 33 agreed to partake. Exposures Participants performed a laparoscopic suturing task under 2 conditions: self-paced (SP; without time-per-knot restrictions), and time pressure (TP; 2-minute per knot time restriction). Main Outcomes and Measures A composite deterioration score was computed based on between-condition differences in task performance metrics (task progression score [arbitrary units], error score [millimeters], leak volume [milliliters], and knot tensile strength [newtons]). Based on the composite score, quartiles were computed reflecting performance stability (quartile 1 [Q1]) and decline (quartile 4 [Q4]). Changes in PFC oxygenated hemoglobin concentration (HbO2) measured at 24 different locations using functional near-infrared spectroscopy were compared between Q1 and Q4. Secondary outcomes included subjective workload (Surgical Task Load Index) and heart rate. Results Of the 33 participants, the median age was 33 years, the range was 29 to 56 years, and 27 were men (82%). The Q1 residents demonstrated task-induced increases in HbO2 across the bilateral ventrolateral PFC (VLPFC) and right dorsolateral PFC in the SP condition and in the VLPFC in the TP condition. In contrast, Q4 residents demonstrated decreases in HbO2 in both conditions. The magnitude of PFC activation (change in HbO2) was significantly greater in Q1 than Q4 across the bilateral VLPFC during both SP (mean [SD] left VLPFC: Q1, 0.44 [1.30] μM; Q4, -0.21 [2.05] μM; P < .001; right VLPFC: Q1, 0.46 [1.12] μM; Q4, -0.15 [2.14] μM; P < .001) and TP (mean [SD] left VLPFC: Q1, 0.44 [1.36] μM; Q4, -0.03 [1.83] μM; P = .001; right VLPFC: Q1, 0.49 [1.70] μM; Q4, -0.32 [2.00] μM; P < .001) conditions. There were no significant between-group differences in Surgical Task Load Index or heart rate in either condition. Conclusions and Relevance Performance stability within TP is associated with sustained prefrontal activation indicative of preserved attention and concentration, whereas performance decline is associated with prefrontal deactivation that may represent task disengagement.
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Affiliation(s)
| | - Harsimrat Singh
- Department of Surgery and Cancer, Imperial College London, London, England
| | | | | | - Thanos Athanasiou
- Department of Surgery and Cancer, Imperial College London, London, England
| | - Guang-Zhong Yang
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, England
| | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London, England.,Hamlyn Centre for Robotic Surgery, Imperial College London, London, England
| | - Daniel Richard Leff
- Department of Surgery and Cancer, Imperial College London, London, England.,Hamlyn Centre for Robotic Surgery, Imperial College London, London, England
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Nuamah JK, Mantooth W, Karthikeyan R, Mehta RK, Ryu SC. Neural Efficiency of Human-Robotic Feedback Modalities Under Stress Differs With Gender. Front Hum Neurosci 2019; 13:287. [PMID: 31543765 PMCID: PMC6729110 DOI: 10.3389/fnhum.2019.00287] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Accepted: 08/05/2019] [Indexed: 01/19/2023] Open
Abstract
Sensory feedback, which can be presented in different modalities - single and combined, aids task performance in human-robotic interaction (HRI). However, combining feedback modalities does not always lead to optimal performance. Indeed, it is not known how feedback modalities affect operator performance under stress. Furthermore, there is limited information on how feedback affects neural processes differently for males and females and under stress. This is a critical gap in the literature, particularly in the domain of surgical robotics, where surgeons are under challenging socio-technical environments that burden them physiologically. In the present study, we posited operator performance as the summation of task performance and neurophysiological cost of maintaining that performance. In a within-subject design, we used functional near-infrared spectroscopy to assess cerebral activations of 12 participants who underwent a 3D manipulation task within a virtual environment with concurrent feedback (visual and visual + haptic) in the presence and absence of a cognitive stressor. Cognitive stress was induced with the serial-7 subtraction test. We found that while task performance was higher with visual than visual + haptic feedback, it degraded under stress. The two feedback modalities were found to be associated with varying neural activities and neural efficiencies, and these were stress- and gender-dependent. Our findings engender further investigation into effectiveness of feedback modalities on males and females under stressful conditions in HRI.
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Affiliation(s)
- Joseph K. Nuamah
- NeuroErgonomics Laboratory, Department of Industrial & Systems Engineering, Texas A&M University, College Station, TX, United States
| | - Whitney Mantooth
- Department of Environmental and Occupational Health, Texas A&M University, College Station, TX, United States
| | - Rohith Karthikeyan
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, United States
| | - Ranjana K. Mehta
- NeuroErgonomics Laboratory, Department of Industrial & Systems Engineering, Texas A&M University, College Station, TX, United States
| | - Seok Chang Ryu
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, United States
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22
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Hand motor learning in a musical context and prefrontal cortex hemodynamic response: a functional near-infrared spectroscopy (fNIRS) study. Cogn Process 2019; 20:507-513. [DOI: 10.1007/s10339-019-00925-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Accepted: 07/24/2019] [Indexed: 01/08/2023]
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Nemani A, Kruger U, Cooper CA, Schwaitzberg SD, Intes X, De S. Objective assessment of surgical skill transfer using non-invasive brain imaging. Surg Endosc 2019; 33:2485-2494. [PMID: 30334166 PMCID: PMC10756643 DOI: 10.1007/s00464-018-6535-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 10/12/2018] [Indexed: 12/16/2022]
Abstract
BACKGROUND Physical and virtual surgical simulators are increasingly being used in training technical surgical skills. However, metrics such as completion time or subjective performance checklists often show poor correlation to transfer of skills into clinical settings. We hypothesize that non-invasive brain imaging can objectively differentiate and classify surgical skill transfer, with higher accuracy than established metrics, for subjects based on motor skill levels. STUDY DESIGN 18 medical students at University at Buffalo were randomly assigned into control, physical surgical trainer, or virtual trainer groups. Training groups practiced a surgical technical task on respective simulators for 12 consecutive days. To measure skill transfer post-training, all subjects performed the technical task in an ex-vivo environment. Cortical activation was measured using functional near-infrared spectroscopy (fNIRS) in the prefrontal cortex, primary motor cortex, and supplementary motor area, due to their direct impact on motor skill learning. RESULTS Classification between simulator trained and untrained subjects based on traditional metrics is poor, where misclassification errors range from 20 to 41%. Conversely, fNIRS metrics can successfully classify physical or virtual trained subjects from untrained subjects with misclassification errors of 2.2% and 8.9%, respectively. More importantly, untrained subjects are successfully classified from physical or virtual simulator trained subjects with misclassification errors of 2.7% and 9.1%, respectively. CONCLUSION fNIRS metrics are significantly more accurate than current established metrics in classifying different levels of surgical motor skill transfer. Our approach brings robustness, objectivity, and accuracy in validating the effectiveness of future surgical trainers in translating surgical skills to clinically relevant environments.
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Affiliation(s)
- Arun Nemani
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Uwe Kruger
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Clairice A Cooper
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY, 14228, USA
| | - Steven D Schwaitzberg
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY, 14228, USA
| | - Xavier Intes
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA
| | - Suvranu De
- Rensselaer Polytechnic Institute, 110, 8th Street, Troy, NY, 12180, USA.
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Morales JM, Ruiz-Rabelo JF, Diaz-Piedra C, Di Stasi LL. Detecting Mental Workload in Surgical Teams Using a Wearable Single-Channel Electroencephalographic Device. JOURNAL OF SURGICAL EDUCATION 2019; 76:1107-1115. [PMID: 30691989 DOI: 10.1016/j.jsurg.2019.01.005] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2018] [Revised: 12/03/2018] [Accepted: 01/07/2019] [Indexed: 05/08/2023]
Abstract
OBJECTIVE To assess the sensitivity of an electroencephalographic (EEG)-based index, the prefrontal beta power, to quantify the mental workload in surgeons in real scenarios. Such EEG-based index might offer unique and unbiased measures of overload, a crucial factor when designing learning and training surgical programs. DESIGN The experiment followed a 2 × 2 × 2 within subjects design with 3 factors: (1) Surgical Role during the surgery (primary surgeon vs. assistant surgeon), (2) the Surgical Procedure (laparo-endoscopic single-site [LESS] surgery vs. multiport laparoscopic surgery [MPS]), and (3) the Suturing Techniques (interrupted vs. continuous suture). SETTING The study was carried out at the Advanced Multi-Purpose Simulation and Technological Innovation Complex situated at IAVANTE (Granada, Spain). METHODS Four surgical teams (primary surgeon and assistant surgeon, experts in MPS) performed 8 surgical exercises on porcine models, under different task complexities. They performed 2 suturing techniques (continuous and interrupted), employing a low complex procedure (MPS) and a high complex procedure (LESS). Surgeons acted as the primary surgeon during half of the exercises, and, as the assistant surgeon, during the rest of them. Simultaneously, we monitored EEG prefrontal EEG beta power spectra of both surgeons, using 2 synchronized wearable EEG devices. We also collected performance and subjective data. RESULTS Surgical complexity modulated prefrontal beta power. LESS surgery caused significant higher prefrontal beta power for both suturing techniques for both surgical roles which indicates higher demands than MPS. Perceived task complexity, overall surgical evaluation, and laparoscopic execution time confirmed EEG-based results. Finally, subjective ratings of surgical complexity differentiated between surgical roles within the same exercise, even when prefrontal beta power did not. CONCLUSIONS To detect mental overload when surgeons are engaged with complex surgeries, real or simulated, is still guesswork. EEG-based indices have great potential as objective and nonintrusive measures to assess mental overload in surgeons. Furthermore, EEG-based indices might play a relevant role in monitoring surgeons and residents' cognitive state during their training.
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Affiliation(s)
- José M Morales
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain; Department of Computer Architecture and Technology, University of Granada, Granada, Spain
| | - Juan F Ruiz-Rabelo
- Department of General Surgery, Reina Sofia University Hospital, Cordoba, Spain
| | - Carolina Diaz-Piedra
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain; College of Health Solutions, Arizona State University, Phoenix, Arizona.
| | - Leandro L Di Stasi
- Mind, Brain, and Behavior Research Center, University of Granada, Granada, Spain; Joint Center University of Granada-Spanish Army Training and Doctrine Command, Spain
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Temporal Stress in the Operating Room: Brain Engagement Promotes "Coping" and Disengagement Prompts "Choking". Ann Surg 2019; 267:683-691. [PMID: 28489681 DOI: 10.1097/sla.0000000000002289] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
OBJECTIVE To investigate the impact of time pressure (TP) on prefrontal activation and technical performance in surgical residents during a laparoscopic suturing task. BACKGROUND Neural mechanisms enabling surgeons to maintain performance and cope with operative stressors are unclear. The prefrontal cortex (PFC) is implicated due to its role in attention, concentration, and performance monitoring. METHODS A total of 33 residents [Postgraduate Year (PGY)1-2 = 15, PGY3-4 = 8, and PGY5 = 10] performed a laparoscopic suturing task under "self-paced" (SP) and "TP" conditions (TP = maximum 2 minutes per knot). Subjective workload was quantified using the Surgical Task Load Index. PFC activation was inferred using optical neuroimaging. Technical skill was assessed using progression scores (au), error scores (mm), leak volumes (mL), and knot tensile strengths (N). RESULTS TP led to greater perceived workload amongst all residents (mean Surgical Task Load Index score ± SD: PGY1-2: SP = 160.3 ± 24.8 vs TP = 202.1 ± 45.4, P < 0.001; PGY3-4: SP = 123.0 ± 52.0 vs TP = 172.5 ± 43.1, P < 0.01; PGY5: SP = 105.8 ± 55.3 vs TP = 159.1 ± 63.1, P < 0.05). Amongst PGY1-2 and PGY3-4, deterioration in task progression, error scores and knot tensile strength (P < 0.05), and diminished PFC activation was observed under TP. In PGY5, TP resulted in inferior task progression and error scores (P < 0.05), but preservation of knot tensile strength. Furthermore, PGY5 exhibited less attenuation of PFC activation under TP, and greater activation than either PGY1-2 or PGY3-4 under both experimental conditions (P < 0.05). CONCLUSIONS Senior residents cope better with temporal demands and exhibit greater technical performance stability under pressure, possibly due to sustained PFC activation and greater task engagement. Future work should seek to develop training strategies that recruit prefrontal resources, enhance task engagement, and improve performance under pressure.
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Al-Yahya E, Mahmoud W, Meester D, Esser P, Dawes H. Neural Substrates of Cognitive Motor Interference During Walking; Peripheral and Central Mechanisms. Front Hum Neurosci 2019; 12:536. [PMID: 30687049 PMCID: PMC6333849 DOI: 10.3389/fnhum.2018.00536] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Accepted: 12/20/2018] [Indexed: 12/22/2022] Open
Abstract
Current gait control models suggest that independent locomotion depends on central and peripheral mechanisms. However, less information is available on the integration of these mechanisms for adaptive walking. In this cross-sectional study, we investigated gait control mechanisms in people with Parkinson’s disease (PD) and healthy older (HO) adults: at self-selected walking speed (SSWS) and at fast walking speed (FWS). We measured effect of additional cognitive task (DT) and increased speed on prefrontal (PFC) and motor cortex (M1) activation, and Soleus H-reflex gain. Under DT-conditions we observed increased activation in PFC and M1. Whilst H-reflex gain decreased with additional cognitive load for both groups and speeds, H-reflex gain was lower in PD compared to HO while walking under ST condition at SSWS. Attentional load in PFC excites M1, which in turn increases inhibition on H-reflex activity during walking and reduces activity and sensitivity of peripheral reflex during the stance phase of gait. Importantly this effect on sensitivity was greater in HO. We have previously observed that the PFC copes with increased attentional load in young adults with no impact on peripheral reflexes and we suggest that gait instability in PD may in part be due to altered sensorimotor functioning reducing the sensitivity of peripheral reflexes.
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Affiliation(s)
- Emad Al-Yahya
- School of Rehabilitation Sciences, The University of Jordan, Amman, Jordan.,Movement Science Group, Faculty of Health and Life Sciences, Oxford Brookes University, Oxford, United Kingdom
| | - Wala' Mahmoud
- Movement Science Group, Faculty of Health and Life Sciences, Oxford Brookes University, Oxford, United Kingdom.,Institute for Clinical Psychology and Behavioural Neurobiology, Eberhard Karls Universität Tübingen, Tübingen, Germany
| | - Daan Meester
- Movement Science Group, Faculty of Health and Life Sciences, Oxford Brookes University, Oxford, United Kingdom
| | - Patrick Esser
- Movement Science Group, Faculty of Health and Life Sciences, Oxford Brookes University, Oxford, United Kingdom.,Faculty of Health and Life Sciences, Centre for Movement, Occupational and Rehabilitation Sciences, OxINMAHR, Oxford Brookes University, Oxford, United Kingdom
| | - Helen Dawes
- Movement Science Group, Faculty of Health and Life Sciences, Oxford Brookes University, Oxford, United Kingdom.,Faculty of Health and Life Sciences, Centre for Movement, Occupational and Rehabilitation Sciences, OxINMAHR, Oxford Brookes University, Oxford, United Kingdom
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Miura S, Kawamura K, Kobayashi Y, Fujie MG. Using Brain Activation to Evaluate Arrangements Aiding Hand-Eye Coordination in Surgical Robot Systems. IEEE Trans Biomed Eng 2018; 66:2352-2361. [PMID: 30582521 DOI: 10.1109/tbme.2018.2889316] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
GOAL To realize intuitive, minimally invasive surgery, surgical robots are often controlled using master-slave systems. However, the surgical robot's structure often differs from that of the human body, so the arrangement between the monitor and master must reflect this physical difference. In this study, we validate the feasibility of an embodiment evaluation method that determines the arrangement between the monitor and master. In our constructed cognitive model, the brain's intraparietal sulcus activates significantly when somatic and visual feedback match. Using this model, we validate a cognitively appropriate arrangement between the monitor and master. METHODS In experiments, we measure participants' brain activation using an imaging device as they control the virtual surgical simulator. Two experiments are carried out that vary the monitor and hand positions. CONCLUSION There are two common arrangements of the monitor and master at the brain activation's peak: One is placing the monitor behind the master, so the user feels that the system is an extension of his arms into the monitor; the other arranges the monitor in front of the master, so the user feels the correspondence between his own arm and the virtual arm in the monitor. SIGNIFICANCE From these results, we conclude that the arrangement between the monitor and master impacts embodiment, enabling the participant to feel apparent posture matches in master-slave surgical robot systems.
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Singh H, Modi HN, Ranjan S, Dilley JWR, Airantzis D, Yang GZ, Darzi A, Leff DR. Robotic Surgery Improves Technical Performance and Enhances Prefrontal Activation During High Temporal Demand. Ann Biomed Eng 2018; 46:1621-1636. [PMID: 29869104 PMCID: PMC6153983 DOI: 10.1007/s10439-018-2049-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2018] [Accepted: 05/11/2018] [Indexed: 02/08/2023]
Abstract
Robotic surgery may improve technical performance and reduce mental demands compared to laparoscopic surgery. However, no studies have directly compared the impact of robotic and laparoscopic techniques on surgeons' brain function. This study aimed to assess the effect of the operative platform (robotic surgery or conventional laparoscopy) on prefrontal cortical activation during a suturing task performed under temporal demand. Eight surgeons (mean age ± SD = 34.5 ± 2.9 years, male:female ratio = 7:1) performed an intracorporeal suturing task in a self-paced manner and under a 2 min time restriction using conventional laparoscopic and robotic techniques. Prefrontal activation was assessed using near-infrared spectroscopy, subjective workload was captured using SURG-TLX questionnaires, and a continuous heart rate monitor measured systemic stress responses. Task progression scores (au), error scores (au), leak volumes (mL) and knot tensile strengths (N) provided objective assessment of technical performance. Under time pressure, robotic suturing led to improved technical performance (median task progression score: laparoscopic suturing = 4.5 vs. robotic suturing = 5.0; z = - 2.107, p = 0.035; median error score: laparoscopic suturing = 3.0 mm vs. robotic suturing = 2.1 mm; z = - 2.488, p = 0.013). Compared to laparoscopic suturing, greater prefrontal activation was identified in seven channels located primarily in lateral prefrontal regions. These results suggest that robotic surgery improves performance during high workload conditions and is associated with enhanced activation in regions of attention, concentration and task engagement.
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Affiliation(s)
- Harsimrat Singh
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK.
- Department of Surgery and Cancer, Imperial College London, London, UK.
- Department of Surgery and Cancer, St Mary's Hospital, 2nd Floor, Paterson Wing, Praed Street, London, W2 1NY, UK.
| | - Hemel N Modi
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Samriddha Ranjan
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - James W R Dilley
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Dimitrios Airantzis
- Institute for Liver and Digestive Health (ILDH), University College London, London, UK
| | - Guang-Zhong Yang
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK
| | - Ara Darzi
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Daniel R Leff
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, UK
- Department of Surgery and Cancer, Imperial College London, London, UK
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29
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Nemani A, Yücel MA, Kruger U, Gee DW, Cooper C, Schwaitzberg SD, De S, Intes X. Assessing bimanual motor skills with optical neuroimaging. SCIENCE ADVANCES 2018; 4:eaat3807. [PMID: 30306130 PMCID: PMC6170034 DOI: 10.1126/sciadv.aat3807] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Accepted: 08/29/2018] [Indexed: 05/12/2023]
Abstract
Measuring motor skill proficiency is critical for the certification of highly skilled individuals in numerous fields. However, conventional measures use subjective metrics that often cannot distinguish between expertise levels. We present an advanced optical neuroimaging methodology that can objectively and successfully classify subjects with different expertise levels associated with bimanual motor dexterity. The methodology was tested by assessing laparoscopic surgery skills within the framework of the fundamentals of a laparoscopic surgery program, which is a prerequisite for certification in general surgery. We demonstrate that optical-based metrics outperformed current metrics for surgical certification in classifying subjects with varying surgical expertise. Moreover, we report that optical neuroimaging allows for the successful classification of subjects during the acquisition of these skills.
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Affiliation(s)
- Arun Nemani
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Meryem A. Yücel
- Department of Radiology, Harvard Medical School, Cambridge, MA 02138, USA
| | - Uwe Kruger
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Denise W. Gee
- Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Clairice Cooper
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY 14260, USA
| | - Steven D. Schwaitzberg
- University at Buffalo School of Medicine and Biomedical Sciences, Buffalo, NY 14260, USA
| | - Suvranu De
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
- Corresponding author. (S.D.); (X.I.)
| | - Xavier Intes
- Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
- Corresponding author. (S.D.); (X.I.)
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30
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Hand-Arm Bimanual Intensive Therapy Improves Prefrontal Cortex Activation in Children With Hemiplegic Cerebral Palsy. Pediatr Phys Ther 2018; 30:93-100. [PMID: 29578992 DOI: 10.1097/pep.0000000000000486] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE To determine the changes in the prefrontal cortical (PFC) activation following hand-arm bimanual intensive therapy (HABIT) in children with hemiplegic cerebral palsy (HCP). METHODS Nine children with HCP and 15 children who were developing typically participated in the study. Children with HCP received 50 hours of HABIT. We assessed pre- and post-HABIT PFC activation using functional near-infrared spectroscopy neuroimaging. Bimanual coordination and motor task performance were assessed using the Assisting Hand Assessment (AHA), the average number of shapes matched, the shape matching errors, the reaction time, the 9-hole peg test, and the box and blocks test. RESULTS The PFC activation decreased following HABIT and became similar to what was seen in the children who were developing typically. Post-HABIT PFC activation improvements paralleled with the improvements seen in the AHA and the behavioral outcomes. CONCLUSION HABIT potentially improves the PFC's involvement in the action planning of the upper extremity movements in children with HCP.
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Dias RD, Ngo-Howard MC, Boskovski MT, Zenati MA, Yule SJ. Systematic review of measurement tools to assess surgeons' intraoperative cognitive workload. Br J Surg 2018; 105:491-501. [PMID: 29465749 PMCID: PMC5878696 DOI: 10.1002/bjs.10795] [Citation(s) in RCA: 97] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Revised: 10/09/2017] [Accepted: 11/17/2017] [Indexed: 12/25/2022]
Abstract
BACKGROUND Surgeons in the operating theatre deal constantly with high-demand tasks that require simultaneous processing of a large amount of information. In certain situations, high cognitive load occurs, which may impact negatively on a surgeon's performance. This systematic review aims to provide a comprehensive understanding of the different methods used to assess surgeons' cognitive load, and a critique of the reliability and validity of current assessment metrics. METHODS A search strategy encompassing MEDLINE, Embase, Web of Science, PsycINFO, ACM Digital Library, IEEE Xplore, PROSPERO and the Cochrane database was developed to identify peer-reviewed articles published from inception to November 2016. Quality was assessed by using the Medical Education Research Study Quality Instrument (MERSQI). A summary table was created to describe study design, setting, specialty, participants, cognitive load measures and MERSQI score. RESULTS Of 391 articles retrieved, 84 met the inclusion criteria, totalling 2053 unique participants. Most studies were carried out in a simulated setting (59 studies, 70 per cent). Sixty studies (71 per cent) used self-reporting methods, of which the NASA Task Load Index (NASA-TLX) was the most commonly applied tool (44 studies, 52 per cent). Heart rate variability analysis was the most used real-time method (11 studies, 13 per cent). CONCLUSION Self-report instruments are valuable when the aim is to assess the overall cognitive load in different surgical procedures and assess learning curves within competence-based surgical education. When the aim is to assess cognitive load related to specific operative stages, real-time tools should be used, as they allow capture of cognitive load fluctuation. A combination of both subjective and objective methods might provide optimal measurement of surgeons' cognition.
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Affiliation(s)
- R D Dias
- STRATUS Center for Medical Simulation, Brigham and Women's Hospital, Boston, Massachusetts, USA,Harvard Medical School, Boston, Massachusetts, USA
| | - M C Ngo-Howard
- Department of Otolaryngology – Head and Neck Surgery, Boston University School of Medicine, Boston, Massachusetts, USA,Medical Robotics and Computer Assisted Surgery Laboratory, Division of Cardiac Surgery, Veterans Affairs Boston Healthcare System, West Roxbury, Massachusetts, USA
| | - M T Boskovski
- Department of Surgery, Brigham and Women's Hospital, Boston, Massachusetts, USA,Harvard Medical School, Boston, Massachusetts, USA
| | - M A Zenati
- Harvard Medical School, Boston, Massachusetts, USA,Medical Robotics and Computer Assisted Surgery Laboratory, Division of Cardiac Surgery, Veterans Affairs Boston Healthcare System, West Roxbury, Massachusetts, USA
| | - S J Yule
- STRATUS Center for Medical Simulation, Brigham and Women's Hospital, Boston, Massachusetts, USA,Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, Massachusetts, USA,Department of Surgery, Brigham and Women's Hospital, Boston, Massachusetts, USA,Harvard Medical School, Boston, Massachusetts, USA,Correspondence to: Dr S. J. Yule, STRATUS Center for Medical Simulation, Brigham and Women's Hospital, 10 Vining Street, Boston, Massachusetts 02115, USA (e-mail: ; @RogerDaglius; @BWH_STRATUS)
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32
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Speech Prosodies of Different Emotional Categories Activate Different Brain Regions in Adult Cortex: an fNIRS Study. Sci Rep 2018; 8:218. [PMID: 29317758 PMCID: PMC5760650 DOI: 10.1038/s41598-017-18683-2] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Accepted: 12/14/2017] [Indexed: 11/12/2022] Open
Abstract
Emotional expressions of others embedded in speech prosodies are important for social interactions. This study used functional near-infrared spectroscopy to investigate how speech prosodies of different emotional categories are processed in the cortex. The results demonstrated several cerebral areas critical for emotional prosody processing. We confirmed that the superior temporal cortex, especially the right middle and posterior parts of superior temporal gyrus (BA 22/42), primarily works to discriminate between emotional and neutral prosodies. Furthermore, the results suggested that categorization of emotions occurs within a high-level brain region–the frontal cortex, since the brain activation patterns were distinct when positive (happy) were contrasted to negative (fearful and angry) prosody in the left middle part of inferior frontal gyrus (BA 45) and the frontal eye field (BA8), and when angry were contrasted to neutral prosody in bilateral orbital frontal regions (BA 10/11). These findings verified and extended previous fMRI findings in adult brain and also provided a “developed version” of brain activation for our following neonatal study.
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Knols RH, Swanenburg J, De Bon D, Gennaro F, Wolf M, Krüger B, Bettex D, de Bruin ED. Investigating the Usability and Acute Effects of a Bedside Video Console to Prefrontal Cortical Activity Alterations: A Preclinical Study in Healthy Elderly. Front Syst Neurosci 2017; 11:85. [PMID: 29234277 PMCID: PMC5712300 DOI: 10.3389/fnsys.2017.00085] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Accepted: 11/07/2017] [Indexed: 12/16/2022] Open
Abstract
Elderly people at risk of developing cognitive decline; e.g., following surgery, may benefit from structured, challenging, and repetitive cognitive video training. This study assessed usability and acute effects of a newly developed bedside console (COPHYCON). Fifteen healthy elderly individuals performed a one-time 80-min intervention, including cognitive video games aimed at improving awareness and selective attention. Perceived usefulness and perceived ease of use (Technology Acceptance Model) were assessed together with measures of the achieved game level, reaction times, (in-) correct responses during ALERT and SELECT game play. Further, prefrontal cortical involvement of the regional cerebral hemoglobin saturation (rS02%) assessed with functional near infrared spectroscopy (fNIRS) (n = 5) and EEG power (n = 10) was analyzed. All participants completed the study without any adverse events. Perceived usefulness and perceived ease of use (TAM scores range 1-7) of the system varied between 3.9 and 6.3. The game levels reached for awareness varied between 9 and 11 (initial score 8-10), for reaction speed between 439 and 469 ms, and for correct responses between 74.1 and 78.8%. The highest level for the selective attention games was 2 (initial score 1), where reaction speed varied between 439 and 469 ms, correct responses between 96.2 and 98.5%, respectively. The decrease of rS02% in the right prefrontal cortex during gameplay was significantly (p < 0.001) lower, compared to the left prefrontal cortex. Four participants yielded significant lower rS02% measures after exergaming with the ALERT games (p < 0.000), but not with the SELECT games. EEG recordings of theta power significantly decreased in the averaged ~0.25-0.75 time interval for the left prefrontal cortex sensor across the cognitive game levels between the ALERT 1 and SELECT 1, as well as between SELECT 1 and 2 games. Participants rated the usability of the COPHYCON training positively. Further results indicate that video gaming may be an effective measure to affect prefrontal cortical functioning in elderly. The results warrant a clinical explorative study investigating the feasibility of the COPHYCON in a clinical setting.
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Affiliation(s)
- Ruud H. Knols
- Directorate of Research and Education, Physiotherapy & Occupational Therapy Research Center, University Hospital Zurich, Zurich, Switzerland
| | - Jaap Swanenburg
- Directorate of Research and Education, Physiotherapy & Occupational Therapy Research Center, University Hospital Zurich, Zurich, Switzerland
- Department of Chiropractic Medicine, Faculty of Medicine, Balgrist University Hospital, University of Zürich, Zurich, Switzerland
| | - Dino De Bon
- Directorate of Research and Education, Physiotherapy & Occupational Therapy Research Center, University Hospital Zurich, Zurich, Switzerland
- Department of Health Sciences and Technology, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland
| | - Federico Gennaro
- Department of Health Sciences and Technology, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland
| | - Martin Wolf
- Biomedical Optics Research Laboratory, Division of Neonatology, University Hospital Zurich, Zurich, Switzerland
| | - Bernard Krüger
- Institute of Anesthesiology, University Hospital Zurich, Zurich, Switzerland
| | - Dominique Bettex
- Institute of Anesthesiology, University Hospital Zurich, Zurich, Switzerland
| | - Eling D. de Bruin
- Department of Health Sciences and Technology, Institute of Human Movement Sciences and Sport, ETH Zurich, Zurich, Switzerland
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Modi HN, Singh H, Yang GZ, Darzi A, Leff DR. A decade of imaging surgeons' brain function (part II): A systematic review of applications for technical and nontechnical skills assessment. Surgery 2017; 162:1130-1139. [PMID: 29079277 DOI: 10.1016/j.surg.2017.09.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/31/2017] [Indexed: 11/16/2022]
Abstract
BACKGROUND Functional neuroimaging technologies enable assessment of operator brain function and can deepen our understanding of skills learning, ergonomic optima, and cognitive processes in surgeons. Although there has been a critical mass of data detailing surgeons' brain function, this literature has not been reviewed systematically. METHODS A systematic search of original neuroimaging studies assessing surgeons' brain function and published up until November 2016 was conducted using Medline, Embase, and PsycINFO databases. RESULTS Twenty-seven studies fulfilled the inclusion criteria, including 3 feasibility studies, 14 studies exploring the neural correlates of technical skill acquisition, and the remainder investigating brain function in the context of intraoperative decision-making (n = 1), neurofeedback training (n = 1), robot-assisted technology (n = 5), and surgical teaching (n = 3). Early stages of learning open surgical tasks (knot-tying) are characterized by prefrontal cortical activation, which subsequently attenuates with deliberate practice. However, with complex laparoscopic skills (intracorporeal suturing), prefrontal cortical engagement requires substantial training, and attenuation occurs over a longer time course, after years of refinement. Neurofeedback and interventions that improve neural efficiency may enhance technical performance and skills learning. CONCLUSION Imaging surgeons' brain function has identified neural signatures of expertise that might help inform objective assessment and selection processes. Interventions that improve neural efficiency may target skill-specific brain regions and augment surgical performance.
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Affiliation(s)
- Hemel Narendra Modi
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Harsimrat Singh
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Guang-Zhong Yang
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom
| | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom; Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom
| | - Daniel Richard Leff
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom; Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom.
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Modi HN, Singh H, Yang GZ, Darzi A, Leff DR. A decade of imaging surgeons' brain function (part I): Terminology, techniques, and clinical translation. Surgery 2017; 162:1121-1130. [PMID: 28807409 DOI: 10.1016/j.surg.2017.05.021] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Revised: 05/19/2017] [Accepted: 05/31/2017] [Indexed: 10/19/2022]
Abstract
BACKGROUND Functional neuroimaging has the potential to deepen our understanding of technical and nontechnical skill acquisition in surgeons, particularly as established assessment tools leave unanswered questions about inter-operator differences in ability that seem independent of experience. METHODS In this first of a 2-part article, we aim to utilize our experience in neuroimaging surgeons to orientate the nonspecialist reader to the principles of brain imaging. Terminology commonly used in brain imaging research is explained, placing emphasis on the "activation response" to an surgical task and its effect on local cortical hemodynamic parameters (neurovascular coupling). RESULTS Skills learning and subsequent consolidation and refinement through practice lead to reorganization of the functional architecture of the brain (known as "neuroplasticity"), evidenced by changes in the strength of regional activation as well as alterations in connectivity between brain regions, culminating in more efficient use of neural resources during task performance. CONCLUSION Currently available neuroimaging techniques that either directly (ie, measure electrical activity) or indirectly (ie, measure tissue hemodynamics) assess brain function are discussed. Finally, we highlight the important practical considerations when conducting brain imaging research in surgeons.
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Affiliation(s)
- Hemel Narendra Modi
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Harsimrat Singh
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Guang-Zhong Yang
- Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom
| | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom; Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom
| | - Daniel Richard Leff
- Department of Surgery and Cancer, Imperial College London, London, United Kingdom; Hamlyn Centre for Robotic Surgery, Imperial College London, London, United Kingdom.
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Zander TO, Shetty K, Lorenz R, Leff DR, Krol LR, Darzi AW, Gramann K, Yang GZ. Automated Task Load Detection with Electroencephalography: Towards Passive Brain–Computer Interfacing in Robotic Surgery. ACTA ACUST UNITED AC 2017. [DOI: 10.1142/s2424905x17500039] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Automatic detection of the current task load of a surgeon in the theatre in real time could provide helpful information, to be used in supportive systems. For example, such information may enable the system to automatically support the surgeon when critical or stressful periods are detected, or to communicate to others when a surgeon is engaged in a complex maneuver and should not be disturbed. Passive brain–computer interfaces (BCI) infer changes in cognitive and affective state by monitoring and interpreting ongoing brain activity recorded via an electroencephalogram. The resulting information can then be used to automatically adapt a technological system to the human user. So far, passive BCI have mostly been investigated in laboratory settings, even though they are intended to be applied in real-world settings. In this study, a passive BCI was used to assess changes in task load of skilled surgeons performing both simple and complex surgical training tasks. Results indicate that the introduced methodology can reliably and continuously detect changes in task load in this realistic environment.
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Affiliation(s)
- Thorsten O. Zander
- Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
- Team PhyPA, Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
| | - Kunal Shetty
- Hamlyn Centre, Imperial College London, London, United Kingdom
| | - Romy Lorenz
- Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
| | - Daniel R. Leff
- Hamlyn Centre, Imperial College London, London, United Kingdom
| | - Laurens R. Krol
- Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
- Team PhyPA, Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
| | - Ara W. Darzi
- Hamlyn Centre, Imperial College London, London, United Kingdom
| | - Klaus Gramann
- Department of Biological Psychology and Neuroergonomics, Technische Universität Berlin, Berlin, Germany
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Mihara M, Miyai I. Review of functional near-infrared spectroscopy in neurorehabilitation. NEUROPHOTONICS 2016; 3:031414. [PMID: 27429995 PMCID: PMC4940623 DOI: 10.1117/1.nph.3.3.031414] [Citation(s) in RCA: 59] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2016] [Accepted: 06/21/2016] [Indexed: 05/23/2023]
Abstract
We provide a brief overview of the research and clinical applications of near-infrared spectroscopy (NIRS) in the neurorehabilitation field. NIRS has several potential advantages and shortcomings as a neuroimaging tool and is suitable for research application in the rehabilitation field. As one of the main applications of NIRS, we discuss its application as a monitoring tool, including investigating the neural mechanism of functional recovery after brain damage and investigating the neural mechanisms for controlling bipedal locomotion and postural balance in humans. In addition to being a monitoring tool, advances in signal processing techniques allow us to use NIRS as a therapeutic tool in this field. With a brief summary of recent studies investigating the clinical application of NIRS using motor imagery task, we discuss the possible clinical usage of NIRS in brain-computer interface and neurofeedback.
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Affiliation(s)
- Masahito Mihara
- Osaka University, Graduate School of Medicine, Department of Neurology, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
- Osaka University, Global Center for Medical Engineering and Informatics, Division of Clinical Neuroengineering, 2-2 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Ichiro Miyai
- Morinomiya Hospital, Neurorehabilitation Research Institute, 2-1-88 Morinomiya, Jyoto-ku, Osaka, Osaka 536-0025, Japan
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Al-Yahya E, Johansen-Berg H, Kischka U, Zarei M, Cockburn J, Dawes H. Prefrontal Cortex Activation While Walking Under Dual-Task Conditions in Stroke: A Multimodal Imaging Study. Neurorehabil Neural Repair 2016; 30:591-9. [PMID: 26493732 PMCID: PMC5404717 DOI: 10.1177/1545968315613864] [Citation(s) in RCA: 80] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Walking while performing another task (eg, talking) is challenging for many stroke survivors, yet its neural basis are not fully understood. Objective To investigate prefrontal cortex activation and its relationship to gait measures while walking under single-task (ST) and dual-task (DT) conditions (ie, walking while simultaneously performing a cognitive task) in stroke survivors. Methods We acquired near-infrared spectroscopy (NIRS) data from the prefrontal cortex during treadmill walking in ST and DT conditions in chronic stroke survivors and healthy controls. We also acquired functional magnetic resonance imaging (fMRI) and NIRS during simulated walking under these conditions. Results NIRS revealed increased oxygenated hemoglobin concentration in DT-walking compared with ST-walking for both groups. For simulated walking, NIRS showed a significant effect of group and group × task, being greater on both occasions, in stroke survivors. A greater increase in brain activation observed from ST to DT walking/ simulated walking was related to a greater change in motor performance in stroke survivors. fMRI revealed increased activity during DT relative to ST conditions in stroke patients in areas including the inferior temporal gyri, superior frontal gyri and cingulate gyri bilaterally, and the right precentral gyrus. The DT-related increase in fMRI activity correlated with DT-related change in behavior in stroke participants in the bilateral inferior temporal gyrus, left cingulate gyrus, and left frontal pole. Conclusion Our results provide novel evidence that enhanced brain activity changes relate to dual task motor decrements.
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Affiliation(s)
- Emad Al-Yahya
- The University of Jordan, Amman, Jordan Oxford Brookes University, Oxford, UK
| | | | | | - Mojtaba Zarei
- University of Oxford, Oxford, UK National Brain Mapping Centre, Shahid Beheshti University Medical and General Campus, Tehran, Iran
| | | | - Helen Dawes
- Oxford Brookes University, Oxford, UK University of Oxford, Oxford, UK
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Eggenberger P, Wolf M, Schumann M, de Bruin ED. Exergame and Balance Training Modulate Prefrontal Brain Activity during Walking and Enhance Executive Function in Older Adults. Front Aging Neurosci 2016; 8:66. [PMID: 27148041 PMCID: PMC4828439 DOI: 10.3389/fnagi.2016.00066] [Citation(s) in RCA: 142] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2016] [Accepted: 03/21/2016] [Indexed: 11/13/2022] Open
Abstract
Different types of exercise training have the potential to induce structural and functional brain plasticity in the elderly. Thereby, functional brain adaptations were observed during cognitive tasks in functional magnetic resonance imaging studies that correlated with improved cognitive performance. This study aimed to investigate if exercise training induces functional brain plasticity during challenging treadmill walking and elicits associated changes in cognitive executive functions. Forty-two elderly participants were recruited and randomly assigned to either interactive cognitive-motor video game dancing (DANCE) or balance and stretching training (BALANCE). The 8-week intervention included three sessions of 30 min per week and was completed by 33 participants (mean age 74.9 ± 6.9 years). Prefrontal cortex (PFC) activity during preferred and fast walking speed on a treadmill was assessed applying functional near infrared spectroscopy pre- and post-intervention. Additionally, executive functions comprising shifting, inhibition, and working memory were assessed. The results showed that both interventions significantly reduced left and right hemispheric PFC oxygenation during the acceleration of walking (p < 0.05 or trend, r = 0.25-0.36), while DANCE showed a larger reduction at the end of the 30-s walking task compared to BALANCE in the left PFC [F (1, 31) = 3.54, p = 0.035, r = 0.32]. These exercise training induced modulations in PFC oxygenation correlated with improved executive functions (p < 0.05 or trend, r = 0.31-0.50). The observed reductions in PFC activity may release cognitive resources to focus attention on other processes while walking, which could be relevant to improve mobility and falls prevention in the elderly. This study provides a deeper understanding of the associations between exercise training, brain function during walking, and cognition in older adults.
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Affiliation(s)
- Patrick Eggenberger
- Institute of Human Movement Sciences and Sport, Department of Health Sciences and Technology, ETH Zurich Zurich, Switzerland
| | - Martin Wolf
- Biomedical Optics Research Laboratory, Department of Neonatology, University Hospital Zurich Zurich, Switzerland
| | - Martina Schumann
- Institute of Human Movement Sciences and Sport, Department of Health Sciences and Technology, ETH Zurich Zurich, Switzerland
| | - Eling D de Bruin
- Institute of Human Movement Sciences and Sport, Department of Health Sciences and Technology, ETH ZurichZurich, Switzerland; Department of Epidemiology, CAPHRI School for Public Health and Primary Care, Maastricht UniversityMaastricht, Netherlands; Centre for Evidence Based Physiotherapy, Maastricht UniversityMaastricht, Netherlands
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Andreu-Perez J, Leff DR, Shetty K, Darzi A, Yang GZ. Disparity in Frontal Lobe Connectivity on a Complex Bimanual Motor Task Aids in Classification of Operator Skill Level. Brain Connect 2016; 6:375-88. [PMID: 26899241 DOI: 10.1089/brain.2015.0350] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Objective metrics of technical performance (e.g., dexterity, time, and path length) are insufficient to fully characterize operator skill level, which may be encoded deep within neural function. Unlike reports that capture plasticity across days or weeks, this articles studies long-term plasticity in functional connectivity that occurs over years of professional task practice. Optical neuroimaging data are acquired from professional surgeons of varying experience on a complex bimanual coordination task with the aim of investigating learning-related disparity in frontal lobe functional connectivity that arises as a consequence of motor skill level. The results suggest that prefrontal and premotor seed connectivity is more critical during naïve versus expert performance. Given learning-related differences in connectivity, a least-squares support vector machine with a radial basis function kernel is employed to evaluate skill level using connectivity data. The results demonstrate discrimination of operator skill level with accuracy ≥0.82 and Multiclass Matthew's Correlation Coefficient ≥0.70. Furthermore, these indices are improved when local (i.e., within-region) rather than inter-regional (i.e., between-region) frontal connectivity is considered (p = 0.002). The results suggest that it is possible to classify operator skill level with good accuracy from functional connectivity data, upon which objective assessment and neurofeedback may be used to improve operator performance during technical skill training.
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Affiliation(s)
| | | | - Kunal Shetty
- 1 The Hamlyn Centre Imperial College London , London, United Kingdom
| | - Ara Darzi
- 1 The Hamlyn Centre Imperial College London , London, United Kingdom
| | - Guang-Zhong Yang
- 1 The Hamlyn Centre Imperial College London , London, United Kingdom
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Carius D, Andrä C, Clauß M, Ragert P, Bunk M, Mehnert J. Hemodynamic Response Alteration As a Function of Task Complexity and Expertise-An fNIRS Study in Jugglers. Front Hum Neurosci 2016; 10:126. [PMID: 27064925 PMCID: PMC4811870 DOI: 10.3389/fnhum.2016.00126] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2016] [Accepted: 03/08/2016] [Indexed: 12/04/2022] Open
Abstract
Detailed knowledge about online brain processing during the execution of complex motor tasks with a high motion range still remains elusive. The aim of the present study was to investigate the hemodynamic responses within sensorimotor networks as well as in visual motion area during the execution of a complex visuomotor task such as juggling. More specifically, we were interested in how far the hemodynamic response as measured with functional near infrared spectroscopy (fNIRS) adapts as a function of task complexity and the level of the juggling expertise. We asked expert jugglers to perform different juggling tasks with different levels of complexity such as a 2-ball juggling, 3- and 5-ball juggling cascades. We here demonstrate that expert jugglers show an altered neurovascular response with increasing task complexity, since a 5-ball juggling cascade showed enhanced hemodynamic responses for oxygenated hemoglobin as compared to less complex tasks such as a 3- or 2-ball juggling pattern. Moreover, correlations between the hemodynamic response and the level of the juggling expertise during the 5-ball juggling cascade, acquired by cinematographic video analysis, revealed only a non-significant trend in primary motor cortex, indicating that a higher level of expertise might be associated with lower hemodynamic responses.
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Affiliation(s)
- Daniel Carius
- Institute for General Kinesiology and Exercise Science, University of LeipzigLeipzig, Germany; Department of Sport Science, Martin Luther University of Halle-WittenbergHalle, Germany
| | - Christian Andrä
- Department of School Sport, Institute of Sport Psychology and Sport Pedagogy, University of Leipzig Leipzig, Germany
| | - Martina Clauß
- Institute of General Kinesiology and Athletics Training, University of Leipzig Leipzig, Germany
| | - Patrick Ragert
- Institute for General Kinesiology and Exercise Science, University of LeipzigLeipzig, Germany; Department of Neurology, Max Planck Institute for Human Cognitive and Brain SciencesLeipzig, Germany
| | - Michael Bunk
- Institute for Applied Training Science Leipzig, Germany
| | - Jan Mehnert
- Department of Neurology, Max Planck Institute for Human Cognitive and Brain SciencesLeipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital LeipzigLeipzig, Germany
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Sagari A, Iso N, Moriuchi T, Ogahara K, Kitajima E, Tanaka K, Tabira T, Higashi T. Changes in Cerebral Hemodynamics during Complex Motor Learning by Character Entry into Touch-Screen Terminals. PLoS One 2015; 10:e0140552. [PMID: 26485534 PMCID: PMC4618511 DOI: 10.1371/journal.pone.0140552] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Accepted: 09/28/2015] [Indexed: 11/18/2022] Open
Abstract
Introduction Studies of cerebral hemodynamics during motor learning have mostly focused on neurorehabilitation interventions and their effectiveness. However, only a few imaging studies of motor learning and the underlying complex cognitive processes have been performed. Methods We measured cerebral hemodynamics using near-infrared spectroscopy (NIRS) in relation to acquisition patterns of motor skills in healthy subjects using character entry into a touch-screen terminal. Twenty healthy, right-handed subjects who had no previous experience with character entry using a touch-screen terminal participated in this study. They were asked to enter the characters of a randomly formed Japanese syllabary into the touch-screen terminal. All subjects performed the task with their right thumb for 15 s alternating with 25 s of rest for 30 repetitions. Performance was calculated by subtracting the number of incorrect answers from the number of correct answers, and gains in motor skills were evaluated according to the changes in performance across cycles. Behavioral and oxygenated hemoglobin concentration changes across task cycles were analyzed using Spearman’s rank correlations. Results Performance correlated positively with task cycle, thus confirming motor learning. Hemodynamic activation over the left sensorimotor cortex (SMC) showed a positive correlation with task cycle, whereas activations over the right prefrontal cortex (PFC) and supplementary motor area (SMA) showed negative correlations. Conclusions We suggest that increases in finger momentum with motor learning are reflected in the activity of the left SMC. We further speculate that the right PFC and SMA were activated during the early phases of motor learning, and that this activity was attenuated with learning progress.
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Affiliation(s)
- Akira Sagari
- Unit of Rehabilitation Sciences, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
- Japanese Red Cross Society Nagasaki Genbaku Hospital, Nagasaki, Japan
| | - Naoki Iso
- Unit of Rehabilitation Sciences, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
- Medical Corporation Tojinkai Miharadai Hospital, Nagasaki, Japan
| | - Takefumi Moriuchi
- Unit of Rehabilitation Sciences, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
- Medical Corporation Tojinkai Miharadai Hospital, Nagasaki, Japan
| | - Kakuya Ogahara
- Faculty of Health and Social Work, School of Rehabilitation, Kanagawa University of Human Services, Kanagawa, Japan
| | - Eiji Kitajima
- Center for Industry, University and Government Cooperation, Nagasaki University, Nagasaki, Japan
| | - Koji Tanaka
- Unit of Physical and Occupational Therapy, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
| | - Takayuki Tabira
- Faculty of Rehabilitation Sciences, Nishikyushu University, Saga, Japan
| | - Toshio Higashi
- Unit of Rehabilitation Sciences, Nagasaki University Graduate School of Biomedical Sciences, Nagasaki, Japan
- * E-mail:
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Leff DR, James DRC, Orihuela-Espina F, Kwok KW, Sun LW, Mylonas G, Athanasiou T, Darzi AW, Yang GZ. The impact of expert visual guidance on trainee visual search strategy, visual attention and motor skills. Front Hum Neurosci 2015; 9:526. [PMID: 26528160 PMCID: PMC4604246 DOI: 10.3389/fnhum.2015.00526] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Accepted: 09/10/2015] [Indexed: 11/13/2022] Open
Abstract
Minimally invasive and robotic surgery changes the capacity for surgical mentors to guide their trainees with the control customary to open surgery. This neuroergonomic study aims to assess a "Collaborative Gaze Channel" (CGC); which detects trainer gaze-behavior and displays the point of regard to the trainee. A randomized crossover study was conducted in which twenty subjects performed a simulated robotic surgical task necessitating collaboration either with verbal (control condition) or visual guidance with CGC (study condition). Trainee occipito-parietal (O-P) cortical function was assessed with optical topography (OT) and gaze-behavior was evaluated using video-oculography. Performance during gaze-assistance was significantly superior [biopsy number: (mean ± SD): control = 5.6 ± 1.8 vs. CGC = 6.6 ± 2.0; p < 0.05] and was associated with significantly lower O-P cortical activity [ΔHbO2 mMol × cm [median (IQR)] control = 2.5 (12.0) vs. CGC 0.63 (11.2), p < 0.001]. A random effect model (REM) confirmed the association between guidance mode and O-P excitation. Network cost and global efficiency were not significantly influenced by guidance mode. A gaze channel enhances performance, modulates visual search, and alleviates the burden in brain centers subserving visual attention and does not induce changes in the trainee's O-P functional network observable with the current OT technique. The results imply that through visual guidance, attentional resources may be liberated, potentially improving the capability of trainees to attend to other safety critical events during the procedure.
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Affiliation(s)
- Daniel R Leff
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - David R C James
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - Felipe Orihuela-Espina
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK ; National Institute for Astrophysics, Optics and Electronics (INAOE) Tonantzintla, Mexico
| | - Ka-Wai Kwok
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - Loi Wah Sun
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - George Mylonas
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - Thanos Athanasiou
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - Ara W Darzi
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
| | - Guang-Zhong Yang
- Hamlyn Centre for Robotic Surgery, Imperial College London London, UK
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fNIRS suggests increased effort during executive access in ecstasy polydrug users. Psychopharmacology (Berl) 2015; 232:1571-82. [PMID: 25391436 DOI: 10.1007/s00213-014-3795-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2014] [Accepted: 10/22/2014] [Indexed: 10/24/2022]
Abstract
BACKGROUND Ecstasy use is associated with cognitive impairment, believed to result from damage to 5-HT axons. Neuroimaging techniques to investigate executive dysfunction in ecstasy users provide a more sensitive measure of cognitive impairment than behavioural indicators. The present study assessed executive access to semantic memory in ecstasy polydrug users and non-users. METHODS Twenty ecstasy polydrug users and 20 non-user controls completed an oral variant of the Chicago Word Fluency Test (CWFT), whilst the haemodynamic response to the task was measured using functional near-infrared spectroscopy (fNIRS). RESULTS There were no between-group differences in many background measures including measures of sleep and mood state (anxiety, arousal, hedonic tone). No behavioural differences were observed on the CWFT. However, there were significant differences in oxy-Hb level change at several voxels relating to the left dorsolateral prefrontal cortex (DLPFC) and right medial prefrontal cortex (PFC) during the CWFT, indicating increased cognitive effort in ecstasy users relative to controls. Regression analyses showed that frequency of ecstasy use, total lifetime dose and amount used in the last 30 days was significant predictors of oxy-Hb increase at several voxels after controlling for alcohol and cannabis use indices. CONCLUSION The results suggest that ecstasy users show increased activation in the PFC as a compensatory mechanism, to achieve equivalent performance to non-users. These findings are in agreement with much of the literature in the area which suggests that ecstasy may be a selective serotonin neurotoxin in humans.
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Brain-in-the-Loop Learning Using fNIR and Simulated Virtual Reality Surgical Tasks: Hemodynamic and Behavioral Effects. ACTA ACUST UNITED AC 2015. [DOI: 10.1007/978-3-319-20816-9_31] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
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Roberts CA, Wetherell MA, Fisk JE, Montgomery C. Differences in prefrontal blood oxygenation during an acute multitasking stressor in ecstasy polydrug users. Psychol Med 2015; 45:395-406. [PMID: 25066866 DOI: 10.1017/s0033291714001500] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Cognitive deficits are well documented in ecstasy (3,4-methylenedioxymethamphetamine; MDMA) users, with such deficits being taken as evidence of dysregulation of the serotonin (5-hydroxytryptamine; 5-HT) system. More recently neuroimaging has been used to corroborate these deficits. The present study aimed to assess multitasking performance in ecstasy polydrug users, polydrug users and drug-naive individuals. It was predicted that ecstasy polydrug users would perform worse than non-users on the behavioural measure and this would be supported by differences in cortical blood oxygenation. METHOD In the study, 20 ecstasy-polydrug users, 17 polydrug users and 19 drug-naive individuals took part. On day 1, drug use history was taken and questionnaire measures were completed. On day 2, participants completed a 20-min multitasking stressor while brain blood oxygenation was measured using functional near infrared spectroscopy (fNIRS). RESULTS There were no significant differences between the three groups on the subscales of the multitasking stressor. In addition, there were no significant differences on self-report measures of perceived workload (NASA Task Load Index). In terms of mood, ecstasy users were significantly less calm and less relaxed compared with drug-naive controls. There were also significant differences at three voxels on the fNIRS, indicating decreased blood oxygenation in ecstasy users compared with drug-naive controls at voxel 2 (left dorsolateral prefrontal cortex), voxel 14 and voxel 16 (right dorsolateral prefrontal cortex), and compared with polydrug controls at V14. CONCLUSIONS The results of the present study provide support for changes in brain activation during performance of demanding tasks in ecstasy polydrug users, which could be related to cerebral vasoconstriction.
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Affiliation(s)
- C A Roberts
- School of Natural Sciences and Psychology,Liverpool John Moores University,Liverpool,UK
| | - M A Wetherell
- Health in Action: Stress Research Group, Department of Psychology,University of Northumbria,Newcastle upon Tyne,UK
| | - J E Fisk
- School of Psychology,University of Central Lancashire,Preston,UK
| | - C Montgomery
- School of Natural Sciences and Psychology,Liverpool John Moores University,Liverpool,UK
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The role of the posterior parietal cortex in stereopsis and hand-eye coordination during motor task behaviours. Cogn Process 2014; 16:177-90. [PMID: 25394882 DOI: 10.1007/s10339-014-0641-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2014] [Accepted: 10/28/2014] [Indexed: 10/24/2022]
Abstract
The field of 'Neuroergonomics' has the potential to improve safety in high-risk operative environments through a better appreciation of the way in which the brain responds during human-tool interactions. This is especially relevant to minimally invasive surgery (MIS). Amongst the many challenges imposed on the surgeon by traditional MIS (laparoscopy), arguably the greatest is the loss of depth perception. Robotic MIS platforms, on the other hand, provide the surgeon with a magnified three-dimensional view of the environment, and as a result may offload a degree of the cognitive burden. The posterior parietal cortex (PPC) plays an integral role in human depth perception. Therefore, it can be hypothesized that differences in PPC activation between monoscopic and stereoscopic vision may be observed. In order to investigate this hypothesis, the current study explores disparities in PPC responses between monoscopic and stereoscopic visual perception to better de-couple the burden imposed by laparoscopy and robotic surgery on the operator's brain. Fourteen participants conducted tasks of depth perception and hand-eye coordination under both monoscopic and stereoscopic visual feedback. Cortical haemodynamic responses were monitored throughout using optical functional neuroimaging. Overall, recruitment of the bilateral superior parietal lobule was observed during both depth perception and hand-eye coordination tasks. This occurred contrary to our hypothesis, regardless of the mode of visual feedback. Operator technical performance was significantly different in two- and three-dimensional visual displays. These differences in technical performance do not appear to be explained by significant differences in parietal lobe processing.
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48
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Developing competence in diagnostic palpation: Perspectives from neuroscience and education. INT J OSTEOPATH MED 2014. [DOI: 10.1016/j.ijosm.2013.07.001] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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49
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Bahrami P, Graham SJ, Grantcharov TP, Cusimano MD, Rotstein OD, Mansur A, Schweizer TA. Neuroanatomical correlates of laparoscopic surgery training. Surg Endosc 2014; 28:2189-98. [PMID: 24570013 DOI: 10.1007/s00464-014-3452-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2013] [Accepted: 01/16/2014] [Indexed: 12/16/2022]
Abstract
BACKGROUND Better understanding of the brain regions involved in performing laparoscopic surgery is likely to provide important insights for improving laparoscopic training and assessment in the future. To our knowledge, this is the first study using real Fundamentals of Laparoscopy Training (FLS)-based laparoscopic surgery training tasks in the functional magnetic resonance imaging (fMRI) environment to provide extensive characterization of the brain regions involved in this specific task execution. METHODS Nine right-handed subjects practiced five FLS-modified laparoscopic surgery-training tasks with a training box for ten sessions in a simulated fMRI environment. Following the last practice session, they underwent 3 T fMRI while performing each task. RESULTS An increase in the extent of brain activation was observed as the complexity of the tasks increased. Activation in the precentral gyrus, postcentral gyrus, and premotor regions was observed in the performance of all tasks, whereas the superior parietal lobe (SPL) was activated in the more complex tasks. The mean score and brain activation for performance with the dominant hand were larger than those observed during performance with the non-dominant hand. CONCLUSIONS Performing more complex tasks requires higher visual spatial ability and motor planning. Given the need for ambidextrous skills during laparoscopic tasks, the finding that lower scores and smaller brain recruitment occurred in executing tasks with the non-dominant hand than with the dominant hand suggests designing future training tasks to train the non-dominant hand more effectively. This may serve to improve overall performance in bi-manual tasks. Studies of this kind may facilitate the evidence-based development of strategies to improve the quality of laparoscopy training and assessment.
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Affiliation(s)
- Parisa Bahrami
- Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON, Canada
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Meester D, Al-Yahya E, Dawes H, Martin-Fagg P, Piñon C. Associations between prefrontal cortex activation and H-reflex modulation during dual task gait. Front Hum Neurosci 2014; 8:78. [PMID: 24600375 PMCID: PMC3926984 DOI: 10.3389/fnhum.2014.00078] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Accepted: 01/31/2014] [Indexed: 11/16/2022] Open
Abstract
Walking, although a largely automatic process, is controlled by the cortex and the spinal cord with corrective reflexes modulated through integration of neural signals from central and peripheral inputs at supraspinal level throughout the gait cycle. In this study we used an additional cognitive task to interfere with the automatic processing during walking in order to explore the neural mechanisms involved in healthy young adults. Participants were asked to walk on a treadmill at two speeds, both with and without additional cognitive load. We evaluated the impact of speed and cognitive load by analyzing activity of the prefrontal cortex (PFC) using functional Near-Infrared Spectroscopy (fNIRS) alongside spinal cord reflex activity measured by soleus H-reflex amplitude and gait changes obtained by using an inertial measuring unit. Repeated measures ANOVA revealed that fNIRS Oxy-Hb concentrations significantly increased in the PFC with dual task (walking while performing a cognitive task) compared to a single task (walking only; p < 0.05). PFC activity was unaffected by increases of walking speed. H-reflex amplitude and gait variables did not change in response to either dual task or increases in walking speed. When walking under additional cognitive load participants adapted by using greater activity in the PFC, but this adaptation did not detrimentally affect H-reflex amplitude or gait variables. Our findings suggest that in a healthy young population central mechanisms (PFC) are activated in response to cognitive loads but that H-reflex activity and gait performance can successfully be maintained. This study provides insights into the mechanisms behind healthy individuals safely performing dual task walking.
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Affiliation(s)
- Daan Meester
- Movement Science Group, Department of Sport and Health Sciences, Faculty of Health and Life Sciences, Oxford Brookes University, Headington, Oxford UK
| | - Emad Al-Yahya
- Movement Science Group, Department of Sport and Health Sciences, Faculty of Health and Life Sciences, Oxford Brookes University, Headington, Oxford UK ; Department of Physiotherapy, Faculty of Rehabilitation, The University of Jordan Amman, Jordan
| | - Helen Dawes
- Movement Science Group, Department of Sport and Health Sciences, Faculty of Health and Life Sciences, Oxford Brookes University, Headington, Oxford UK
| | - Penny Martin-Fagg
- Movement Science Group, Department of Sport and Health Sciences, Faculty of Health and Life Sciences, Oxford Brookes University, Headington, Oxford UK
| | - Carmen Piñon
- Movement Science Group, Department of Sport and Health Sciences, Faculty of Health and Life Sciences, Oxford Brookes University, Headington, Oxford UK
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