1
|
Baron‐Shahaf D, Shahaf G. Markers of too little effort or too much alertness during neuropsychological assessment: Demonstration with perioperative changes. Brain Behav 2024; 14:e3649. [PMID: 39169455 PMCID: PMC11338839 DOI: 10.1002/brb3.3649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 07/21/2024] [Accepted: 07/22/2024] [Indexed: 08/23/2024] Open
Abstract
OBJECTIVE Cognitive assessment is based on performance in different tests. However, this performance might be hindered by lack of effective effort on the one hand, and by too much stress on the other hand. Despite their known impact, there are currently no effective tools for measuring cognitive effort or stress effect during cognitive assessment. We developed real-time electrophysiological markers for cognitive effort and for stress effect, which could be used during cognitive assessment. METHODS We assessed these markers during the use of the Montreal Cognitive Assessment (MoCA) before and after cardiac surgery, which is known to involve cognitive decline in up to 30%-50% of elderly patients. RESULTS The major findings of the study, for the largest group of patients, with preoperative MoCA in the intermediate range, were that the decline is significantly associated (1) with higher preoperative cognitive effort and (2) with higher postoperative stress effect during the test. CONCLUSIONS These findings, as well as preliminary additional ones, suggest a potential importance for monitoring cognitive effort and stress effect during assessment in general, and specifically during perioperative assessment. SIGNIFICANCE Easy-to-use markers could improve the efficacy of cognitive assessment and direct treatment generally, and specifically for perioperative decline.
Collapse
Affiliation(s)
| | - Goded Shahaf
- Applied Neurophysiology LaboratoryRambam Healthcare CampusHaifaIsrael
| |
Collapse
|
2
|
Keren A, Fisher O, Hamde A, Tsafrir S, Ratzon NZ. Reducing Driving Risk Factors in Adolescents with Attention Deficit Hyperactivity Disorder (ADHD): Insights from EEG and Eye-Tracking Analysis. SENSORS (BASEL, SWITZERLAND) 2024; 24:3319. [PMID: 38894111 PMCID: PMC11174634 DOI: 10.3390/s24113319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 05/13/2024] [Accepted: 05/20/2024] [Indexed: 06/21/2024]
Abstract
Adolescents with attention deficit hyperactivity disorder (ADHD) face significant driving challenges due to deficits in attention and executive functioning, elevating their road risks. Previous interventions targeting driving safety among this cohort have typically addressed isolated aspects (e.g., cognitive or behavioral factors) or relied on uniform solutions. However, these approaches often overlook this population's diverse needs. This study introduces the "Drive-Fun" innovative intervention (DFI), aimed at enhancing driving skills among this vulnerable population. The intervention was tested in a pilot study including 30 adolescents aged 15-18, comparing three groups: DFI, an educational intervention, and a control group with no treatment. Assessments included a driving simulator, EEG, and Tobii Pro Glasses 2. Evaluation was conducted pre- and post-intervention and at a 3-month follow-up. Results indicated that the DFI group significantly improved in the simulated driving performance, attentional effort, and focused gaze time. The findings underscore that holistic strategies with personalized, comprehensive approaches for adolescents with ADHD are particularly effective in improving driving performance. These outcomes not only affirm the feasibility of the DFI but also highlight the critical role of sensor technologies in accurately measuring and enhancing simulator driving performance in adolescents with ADHD. Outcomes suggest a promising direction for future research and application.
Collapse
Affiliation(s)
- Anat Keren
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Orit Fisher
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Anwar Hamde
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| | - Shlomit Tsafrir
- The Child and Adolescent Psychiatry Division, Edmond and Lily Safra Children’s Hospital, Sheba Medical Center, Tel Hashomer, Ramat Gan 5262000, Israel;
- The Faculty of Medicine & Health Professions, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Navah Z. Ratzon
- Department of Occupational Therapy, Tel Aviv University, Tel Aviv 6997801, Israel; (A.K.); (O.F.); (A.H.)
| |
Collapse
|
3
|
Baron Shahaf D, Shahaf G. Intraoperative EEG-based monitors: are we looking under the lamppost? Curr Opin Anaesthesiol 2024; 37:177-183. [PMID: 38390951 DOI: 10.1097/aco.0000000000001339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2024]
Abstract
PURPOSE OF REVIEW While electroencephalogram (EEG)-based depth of anesthesia monitors have been in use clinically for decades, there is still a major debate concerning their efficacy for detecting awareness under anesthesia (AUA). Further utilization of these monitors has also been discussed vividly, for example, reduction of postoperative delirium (POD).It seems that with regard to reducing AUA and POD, these monitors might be applicable, under specific anesthetic protocols. But in other settings, such monitoring might be less contributive and may have a 'built-it glass ceiling'.Recent advances in other venues of electrophysiological monitoring might have a strong theoretical rationale, and early supporting results, to offer a breakthrough out of this metaphorical glass ceiling. The purpose of this review is to present this possibility. RECENT FINDINGS Following previous findings, it might be concluded that for some anesthesia protocols, the prevailing depth of anesthesia monitors may prevent incidences of AUA and POD. However, in other settings, which may involve other anesthesia protocols, or specifically for POD - other perioperative causes, they may not. Attention-related processes measured by easy-to-use real-time electrophysiological markers are becoming feasible, also under anesthesia, and might be applicable for more comprehensive prevention of AUA, POD and possibly other perioperative complications. SUMMARY Attention-related monitoring might have a strong theoretical basis for the prevention of AUA, POD, and potentially other distressing postoperative outcomes, such as stroke and postoperative neurocognitive disorder. There seems to be already some initial supporting evidence in this regard.
Collapse
Affiliation(s)
- Dana Baron Shahaf
- Department of Anaesthesia, Rambam Healthcare Campus
- Ruth and Bruce Faculty of Medicine, Technion Israel Institute of Technology
| | - Goded Shahaf
- The Applied Neurophysiology Lab, Rambam Healthcare Campus, Haifa, Israel
| |
Collapse
|
4
|
Baron Shahaf D, Abergel E, Sivan Hoffmann R, Meirovitch E, Konstadt S, Feierman DE, Derman R, Shahaf G. Evaluating a Novel EEG-Based Index for Stroke Detection Under Anesthesia During Mechanical Thrombectomy. J Neurosurg Anesthesiol 2024; 36:60-68. [PMID: 36730962 DOI: 10.1097/ana.0000000000000889] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 08/21/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND The rapid identification of acute stroke (AS) during and after anesthesia might lead to early interventions and improved outcomes. We investigated a novel 2-channel electroencephalogram (EEG)-based marker for stroke detection-the lateral interconnection ratio (LIR)-in AS patients having endovascular thrombectomy (EVT) with general anesthesia (GA) or sedation. The LIR in 2 reference groups of patients without postoperative neurological complications was used for comparison. METHODS The National Institutes of Health stroke scale score was assessed before and after thrombectomy in 100 patients having EVT with GA or sedation. The EEG was monitored during and for 4 hours following EVT in the AS group and during surgery in the 2 reference groups. We compared: (1) LIR between AS and reference groups; (2) LIR and stroke dynamics (clinical improvement or deterioration after EVT assessed by the National Institutes of Health stroke scale score); (3) the impact of stroke site (anterior vs. posterior circulation) and anesthesia type (GA vs. sedation) on the LIR. RESULTS Median (interquartile range) LIR was lower in patients with AS compared with reference patients (0.09, 0.05 to 0.16 vs. 0.39, 0.24 to 0.52, respectively; P <0.000002), and LIR increased in AS patients whose clinical status recovered after EVT compared with nonrecovered patients (0.20, 0.12 to 0.29 vs. 0.09, 0.05 to 0.11, respectively; P <0.007). The LIR might be more sensitive to anterior circulation stroke but is not impacted by anesthesia type. CONCLUSIONS We demonstrated the utility of using AS patients undergoing EVT as a platform for assessing a novel EEG marker for the identification of stroke during anesthesia. Further, large-scale studies in AS patients during EVT and in patients undergoing different surgeries and anesthesia are required to validate the LIR.
Collapse
Affiliation(s)
| | | | | | | | | | - Dennis E Feierman
- Department of Anesthesiology
- IRB, Maimonides Medical Center, Brooklyn NY
| | | | - Goded Shahaf
- Applied Neurophysiology Lab, Rambam Health Care Campus, Haifa
| |
Collapse
|
5
|
Baron Shahaf D, Hight D, Kaiser H, Shahaf G. Association Between Risk of Stroke and Delirium After Cardiac Surgery and a New Electroencephalogram Index of Interhemispheric Similarity. J Cardiothorac Vasc Anesth 2023:S1053-0770(23)00341-5. [PMID: 37321874 DOI: 10.1053/j.jvca.2023.05.033] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 05/09/2023] [Accepted: 05/19/2023] [Indexed: 06/17/2023]
Abstract
OBJECTIVES Neurologic complications after surgery (stroke, delirium) remain a major concern despite advancements in surgical and anesthetic techniques. The authors aimed to evaluate whether a novel index of interhemispheric similarity, the lateral interconnection ratio (LIR), between 2 prefrontal electroencephalogram (EEG) channels could be associated with stroke and delirium following cardiac surgery. DESIGN Retrospective observational study. SETTING Single university hospital. PARTICIPANTS A total of 803 adult patients without documentation of a previous stroke, who underwent cardiac surgery with cardiopulmonary bypass (CPB) between July 2016 and January 2018. INTERVENTIONS The LIR index was calculated retrospectively from the patients' EEG database. MEASUREMENTS AND MAIN RESULTS LIR was analyzed intraoperatively every 10 seconds and compared among patients with postoperative stroke, patients with delirium, and patients without documented neurologic complications, during 5 key periods, each lasting10 minutes: (1) surgery start, (2) before CPB, (3) on CPB, (4) after CPB, and (5) surgery end. After cardiac surgery, 31 patients suffered from stroke; 48 patients were diagnosed with delirium; and 724 had no documented neurologic complications. Patients with stroke demonstrated a decrease in LIR index between the start of surgery and the postbypass period of 0.08 (0.01, 0.36 [21]; median and [interquartile range {IQR}]; valid EEG samples); whereas there was no similar decrease in the no-dysfunction group (-0.04 [-0.13, 0.04; {551}], p < 0.0001). Patients with delirium showed a decrease in LIR index between the start of surgery and the end of the surgery by 0.15 (0.02, 0.30 [12]), compared with no such decrease in the no-dysfunction group (-0.02 [-0.12, 0.08 {376}], p ≈ 0.001). CONCLUSIONS After improvement of SNR, it might be of value to further study the index decrease as an indication for risk for brain injury after surgery. The timing of decrease (after CPB or end of surgery) may provide hints regarding the injury pathophysiology and its onset.
Collapse
Affiliation(s)
| | - Darren Hight
- Department of Anesthesiology and Pain Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Heiko Kaiser
- Department of Anesthesiology and Pain Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Goded Shahaf
- The Applied Neurophysiology Lab, Rambam Health Care Campus, Haifa, Israel
| |
Collapse
|
6
|
Vasquez BP, Lloyd-Kuzik A, Santiago AT, Shahaf G, Lass JW. Attentional Engagement During Mobile Application Skill Learning Among Patients With Memory Impairment: A Case Series Exploration. Am J Occup Ther 2023; 77:24039. [PMID: 36764006 DOI: 10.5014/ajot.2023.050064] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023] Open
Abstract
IMPORTANCE Attentional engagement is essential for successful cognitive rehabilitation, but little is known about longitudinal interactions with skill learning. OBJECTIVE To examine how attentional engagement is associated with mobile application skill learning for memory compensation. We hypothesized that patients with greater functional capacity would demonstrate faster learning and attentional engagement drop with skill acquisition, whereas patients with lesser functional capacity would have to maintain attentional engagement to progress throughout training. DESIGN A case series approach was used with longitudinal skill learning and electroencephalographic (EEG) data recorded across multiple trials and sessions of mobile calendar application training. SETTING The study was run in a hospital-based neuropsychology clinic. PARTICIPANTS Seven participants (5 with acquired brain injury, 1 with mild cognitive impairment, and 1 healthy older adult) were recruited. INTERVENTION Mobile application operation was trained for the purpose of memory compensation. Skill learning was facilitated through a structured rehabilitation protocol, including large amounts of guided practice with the integration of errorless learning. OUTCOMES AND MEASURES We quantified learning using the proportion of application steps completed independently at each session. We measured attentional engagement using an EEG marker: the Brain Engagement Index. RESULTS For fast learners, attentional engagement generally decreased as mobile application learning progressed. In contrast, slow learners exhibited stable engagement over time with consistent, yet much slower, progress in skill learning. CONCLUSIONS AND RELEVANCE The present data indicate that when cognitive impairment is more substantial, skill learning may involve greater attentional engagement. What This Article Adds: Patients undergoing memory rehabilitation may benefit from methods to enhance attentional engagement during skill learning when executive dysfunction is a considerable element of their cognitive profile. Monitoring attentional engagement during cognitive rehabilitation may be useful in identifying and addressing barriers to learning in real time.
Collapse
Affiliation(s)
- Brandon P Vasquez
- Brandon P. Vasquez, PhD, is Clinical Neuropsychologist, Neuropsychology and Cognitive Health, Baycrest, Toronto, Ontario, Canada, and Assistant Professor, Department of Occupational Science and Occupational Therapy, University of Toronto, Toronto, Ontario, Canada;
| | - Andrew Lloyd-Kuzik
- Andrew Lloyd-Kuzik, MSc, is Research Assistant, Neuropsychology and Cognitive Health, Baycrest, Toronto, Ontario, Canada
| | - Anna Theresa Santiago
- Anna Theresa Santiago, MPH, MSc, is Biostatistician, Kunin-Lunenfeld Centre for Applied Research and Evaluation, Rotman Research Institute, Baycrest, Toronto, Ontario, Canada
| | - Goded Shahaf
- Goded Shahaf, MD, PhD, is Chief Scientist, BrainMARC LTD, Yokneam, Israel, and Head, The Applied Neurophysiology Laboratory, Rambam Healthcare Campus, Haifa, Israel
| | - Jordan W Lass
- Jordan W. Lass, PhD, is Project Manager, Kunin-Lunenfeld Centre for Applied Research and Evaluation, Rotman Research Institute, Baycrest, Toronto, Ontario, Canada
| |
Collapse
|
7
|
Avirame K, Gshur N, Komemi R, Lipskaya-Velikovsky L. A multimodal approach for the ecological investigation of sustained attention: A pilot study. Front Hum Neurosci 2022; 16:971314. [PMID: 36248697 PMCID: PMC9556703 DOI: 10.3389/fnhum.2022.971314] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/05/2022] [Indexed: 11/13/2022] Open
Abstract
Natural fluctuations in sustained attention can lead to attentional failures in everyday tasks and even dangerous incidences. These fluctuations depend on personal factors, as well as task characteristics. So far, our understanding of sustained attention is partly due to the common usage of laboratory setups and tasks, and the complex interplay between behavior and brain activity. The focus of the current study was thus to test the feasibility of applying a single-channel wireless EEG to monitor patterns of sustained attention during a set of ecological tasks. An EEG marker of attention (BEI—Brain Engagement Index) was continuously recorded from 42 healthy volunteers during auditory and visual tasks from the Test of Everyday Attention (TEA) and Trail Making Test (TMT). We found a descending pattern of both performance and BEI in the auditory tasks as task complexity increases, while the increase in performance and decrease in BEI on the visual task. In addition, patterns of BEI in the complex tasks were used to detect outliers and the optimal range of attention through exploratory models. The current study supports the feasibility of combined electrophysiological and neurocognitive investigation of sustained attention in ecological tasks yielding unique insights on patterns of sustained attention as a function of task modality and task complexity.
Collapse
Affiliation(s)
- Keren Avirame
- Psychiatric Division, Sourasky Medical Center, Tel Aviv-Yafo, Israel
| | - Noga Gshur
- Independent Researcher, Tel Aviv-Yafo, Israel
| | - Reut Komemi
- School of Occupational Therapy, Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Lena Lipskaya-Velikovsky
- School of Occupational Therapy, Faculty of Medicine, Hebrew University, Jerusalem, Israel
- *Correspondence: Lena Lipskaya-Velikovsky,
| |
Collapse
|
8
|
Yogev-Seligmann G, Krasovsky T, Kafri M. Compensatory movement strategies differentially affect attention allocation and gait parameters in persons with Parkinson’s disease. Front Hum Neurosci 2022; 16:943047. [PMID: 36061510 PMCID: PMC9433535 DOI: 10.3389/fnhum.2022.943047] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 08/03/2022] [Indexed: 11/29/2022] Open
Abstract
Persons with Parkinson’s disease (PwP) are advised to use compensatory strategies such as external cues or cognitive movement strategies to overcome gait disturbances. It is suggested that external cues involve the processing of sensory stimulation, while cognitive-movement strategies use attention allocation. This study aimed to compare over time changes in attention allocation in PwP between prolonged walking with cognitive movement strategy and external cues; to compare the effect of cognitive movement strategies and external cues on gait parameters; and evaluate whether these changes depend on cognitive function. Eleven PwP participated in a single-group pilot study. Participants walked for 10 min under each of three conditions: natural walking, using external cuing, using a cognitive movement strategy. Attention and gait variables were extracted from a single-channel electroencephalogram and accelerometers recordings, respectively. Attention allocation was assessed by the% of Brain Engagement Index (BEI) signals within an attentive engagement range. Cognitive function was assessed using a neuropsychological battery. The walk was divided into 2-min time segments, and the results from each 2-min segment were used to determine the effects of time and condition. Associations between cognitive function and BEI signals were tested. Findings show that in the cognitive movement strategy condition, there was a reduction in the % of BEI signals within the attentive engagement range after the first 2 min of walking. Despite this reduction the BEI did not consistently differ from natural and metronome walking. Spatiotemporal gait variables were better in the cognitive movement strategy condition relative to the other conditions. Global cognitive and information processing scores were significantly associated with the BEI only when the cognitive movement strategy was applied. In conclusion, the study shows that a cognitive movement strategy has positive effects on gait variables but may impose a higher attentional load. Furthermore, when walking using a cognitive movement strategy, persons with higher cognitive function showed elevated attentive engagement. The findings support the idea that cognitive and attentional resources are required for cognitive movement strategies in PwP. Additionally, this study provides support for using single-channel EEG to explore mechanistic aspects of clinical interventions.
Collapse
Affiliation(s)
- Galit Yogev-Seligmann
- Department of Occupational Therapy, Faculty of Social Welfare and Health Sciences, University of Haifa, Mount Carmel, Israel
- *Correspondence: Galit Yogev-Seligmann,
| | - Tal Krasovsky
- Department of Physical Therapy, Faculty of Social Welfare and Health Sciences, University of Haifa, Mount Carmel, Israel
- Department of Pediatric Rehabilitation, Sheba Medical Center, Edmond and Lily Safra Children’s Hospital, Ramat Gan, Israel
| | - Michal Kafri
- Department of Physical Therapy, Faculty of Social Welfare and Health Sciences, University of Haifa, Mount Carmel, Israel
| |
Collapse
|
9
|
Baron Shahaf D, Weissman A, Priven L, Shahaf G. Identifying Recall Under Sedation by a Novel EEG Based Index of Attention—A Pilot Study. Front Med (Lausanne) 2022; 9:880384. [PMID: 35492350 PMCID: PMC9047181 DOI: 10.3389/fmed.2022.880384] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 03/24/2022] [Indexed: 11/15/2022] Open
Abstract
Overview Recall is an accepted consequence of sedation. But due to the very low prevalence of the more devastating awareness under anesthesia (AUA), it might be of value to assess first the efficacy of new markers for AUA by their efficacy in discovering the more prevalent recall under sedation (RUS). In this pilot study we assessed whether a novel index for attentional effort, the cognitive effort index (CEI), derived in real-time from one forehead EEG channel, could differentiate between patients with or without RUS. Methods EEG was sampled from 2 groups: (1) Patients who underwent deep sedation (n = 25) (using drugs according to the anesthesiologist preference, but generally combining either Midazolam or Propofol together with either Fentanyl or Remifentanil). (2) Patients who underwent general anesthesia (GA, n = 13, a negative control for recall). In recovery, recall was assessed using the BRICE questionnaire. Results Of the 25 sedated patients, 11 experienced recall. The CEI marker was high during significantly longer periods in patients with recall, compared to sedated patients, or patients under GA, without recall. Moreover, the increase in CEI was evident mainly toward the end of the procedure. Conclusion RUS seems to associate with higher level of attention, which is identified in real-time by the easy-to-extract CEI marker.
Collapse
Affiliation(s)
- Dana Baron Shahaf
- Department of Anesthesia, Rambam Health Care Campus, Haifa, Israel
- *Correspondence: Dana Baron Shahaf
| | - Avi Weissman
- Department of Anesthesia, Rambam Health Care Campus, Haifa, Israel
| | - Leonid Priven
- Department of Anesthesia, Rambam Health Care Campus, Haifa, Israel
| | - Goded Shahaf
- The Applied Neurophysiology Lab, Rambam Health Care Campus, Haifa, Israel
| |
Collapse
|
10
|
Slobodin O, Davidovitch M. Primary School Children’s Self-Reports of Attention Deficit Hyperactivity Disorder-Related Symptoms and Their Associations With Subjective and Objective Measures of Attention Deficit Hyperactivity Disorder. Front Hum Neurosci 2022; 16:806047. [PMID: 35250516 PMCID: PMC8888855 DOI: 10.3389/fnhum.2022.806047] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Accepted: 01/27/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundThe diagnosis of Attention deficit hyperactivity disorder (ADHD) is primarily dependent on parents’ and teachers’ reports, while children’s own perspectives on their difficulties and strengths are often overlooked.GoalTo further increase our insight into children’s ability to reliably report about their ADHD-related symptoms, the current study examined the associations between children’s self-reports, parents’ and teachers’ reports, and standardized continuous performance test (CPT) data. We also examined whether the addition of children’s perceptions of ADHD-symptoms to parents’ and teachers’ reports would be reflected by objective and standardized data.MethodsThe study included 190 children with ADHD, aged 7–10 years, who were referred to a pediatric neurologic clinic. A retrospective analysis was conducted using records of a clinical database. Obtained data included children’s self-reports of their attention level and ADHD-related symptoms, parent, and teacher forms of the Conners ADHD rating scales, Child Behavior Checklist (CBCL), Teacher’s Report Form (TRF), and CPT scores.ResultsChildren’s self-evaluations of their functioning were globally associated with their teachers’ and parents’ evaluations, but not uniquely. Children’s self-reports of ADHD symptoms were not uniquely linked to a specific CPT impairment index, but to a general likelihood of having an impaired CPT. The CPT performance successfully distinguished between the group of children who defined themselves as inattentive and those who did not.ConclusionPrimary school children with ADHD are able to identify their limitations and needs difficulties and that their perspectives should inform clinical practice and research. The clinical and ethical imperative of taking children’s perspectives into account during ADHD diagnosis and treatment is highlighted.
Collapse
Affiliation(s)
- Ortal Slobodin
- The Department of Education, Ben-Gurion University, Be’er Sheva, Israel
- *Correspondence: Ortal Slobodin,
| | - Michael Davidovitch
- Child Development North District, Maccabi Healthcare Services, Tel Aviv-Yafo, Israel
- Kahn-Sagol-Maccabi Research and Innovation Institute, Maccabi Healthcare Services, Tel Aviv-Yafo, Israel
| |
Collapse
|
11
|
Lev A, Braw Y, Elbaum T, Wagner M, Rassovsky Y. Eye Tracking During a Continuous Performance Test: Utility for Assessing ADHD Patients. J Atten Disord 2022; 26:245-255. [PMID: 33238787 DOI: 10.1177/1087054720972786] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE The use of continuous performance tests (CPTs) for assessing ADHD related cognitive impairment is ubiquitous. Novel psychophysiological measures may enhance the data that is derived from CPTs and thereby improve clinical decision-making regarding diagnosis and treatment. As part of the current study, we integrated an eye tracker with the MOXO-dCPT and assessed the utility of eye movement measures to differentiate ADHD patients and healthy controls. METHOD Adult ADHD patients and gender/age-matched healthy controls performed the MOXO-dCPT while their eye movements were monitored (n = 33 per group). RESULTS ADHD patients spent significantly more time gazing at irrelevant regions, both on the screen and outside of it, than healthy controls. The eye movement measures showed adequate ability to classify ADHD patients. Moreover, a scale that combined eye movement measures enhanced group prediction, compared to the sole use of conventional MOXO-dCPT indices. CONCLUSIONS Integrating an eye tracker with CPTs is a feasible way of enhancing diagnostic precision and shows initial promise for clarifying the cognitive profile of ADHD patients. Pending replication, these findings point toward a promising path for the evolution of existing CPTs.
Collapse
Affiliation(s)
- Astar Lev
- Bar-Ilan University, Ramat Gan, Israel
| | | | | | | | - Yuri Rassovsky
- Bar-Ilan University, Ramat Gan, Israel.,University of California, Los Angeles (UCLA), Los Angeles, California, USA
| |
Collapse
|
12
|
Gvion A, Shahaf G. Real-time monitoring of barriers to patient engagement for improved rehabilitation: a protocol and representative case reports. Disabil Rehabil Assist Technol 2021; 18:1-13. [PMID: 34033726 DOI: 10.1080/17483107.2021.1929513] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 05/09/2021] [Accepted: 05/10/2021] [Indexed: 10/21/2022]
Abstract
PURPOSE There is ample evidence that patient engagement is of major clinical importance in rehabilitation, and it seems this engagement is based upon effective allocation of attention to the tasks during the rehabilitation session. It is possible to discern two types of barriers which hinder attentive engagement: (1) dysfunctional affective coping and (2) limited cognitive recruitment and specifically attention deficit. These barriers might be general for a given patient, due to pre-morbid or co-morbid dysfunctions. But more often they are evoked by tasks or challenges during the rehabilitation session which might be too complicated or stressing for the specific patient who copes with potentially grave impairments. These barriers hinder rehabilitation progress and should be monitored and overcome, by the therapist, throughout the session. METHODS We have developed an easy-to-use tool for monitoring a patient's attentive engagement in real-time throughout a rehabilitation session based on analysing the electrophysiological signal sampled from a simple headset. The tool then analyzes the dynamics of the marker over time to identify cognitive and affective barriers during the session. It enables the therapist to insert feedback regarding the patient's functional performance and to combine it with the analysed barriers, in order to derive automatic recommendations for overcoming the cognitive and affective barriers (if identified) for significant enhancement of the rehabilitation session. RESULTS AND CONCLUSIONS In this work we present the principles of the tool as well as three detailed case reports to demonstrate its potential usefulness.IMPLICATIONS FOR REHABILITATIONCognitive and affective barriers hinder patient engagment and rehabilitation success.In this work we present an easy to use electrophysiology-based tool which monitors these barriers.Based on the measured barriers and patient's performance, the tool derives treatment suggestions.
Collapse
Affiliation(s)
- Aviah Gvion
- Reuth Rehabilitation Center, Tel-Aviv, Israel
- Ono Academic College, Kiryat Ono, Israel
| | | |
Collapse
|
13
|
Elbaum T, Braw Y, Lev A, Rassovsky Y. Attention-Deficit/Hyperactivity Disorder (ADHD): Integrating the MOXO-dCPT with an Eye Tracker Enhances Diagnostic Precision. SENSORS (BASEL, SWITZERLAND) 2020; 20:E6386. [PMID: 33182303 PMCID: PMC7664925 DOI: 10.3390/s20216386] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/30/2020] [Accepted: 11/02/2020] [Indexed: 11/17/2022]
Abstract
Clinical decision-making may be enhanced when combining psychophysiological sensors with computerized neuropsychological tests. The current study explored the utility of integrating an eye tracker with a commercially available continuous performance test (CPT), the MOXO-dCPT. As part of the study, the performance of adult attention-deficit/hyperactivity disorder (ADHD) patients and healthy controls (n = 43, n = 42, respectively) was compared in the integrated system. More specifically, the MOXO-dCPT has four stages, which differ in their combinations of ecological visual and auditory dynamic distractors. By exploring the participants' performance in each of the stages, we were able to show that: (a) ADHD patients spend significantly more time gazing at irrelevant areas of interest (AOIs) compared to healthy controls; (b) visual distractors are particularly effective in impacting ADHD patients' eye movements, suggesting their enhanced utility in diagnostic procedures; (c) combining gaze direction data and conventional CPT indices enhances group prediction, compared to the sole use of conventional indices. Overall, the findings indicate the utility of eye tracker-integrated CPTs and their enhanced diagnostic precision. They also suggest that the use of attention-grabbing visual distractors may be a promising path for the evolution of existing CPTs by shortening their duration and enhancing diagnostic precision.
Collapse
Affiliation(s)
- Tomer Elbaum
- Department of Industrial Engineering and Management, Ariel University, Ariel 40700, Israel;
| | - Yoram Braw
- Department of Psychology, Ariel University, Ariel 40700, Israel
| | - Astar Lev
- Department of Psychology, Bar-Ilan University, Ramat Gan 5290002, Israel; (A.L.); or (Y.R.)
| | - Yuri Rassovsky
- Department of Psychology, Bar-Ilan University, Ramat Gan 5290002, Israel; (A.L.); or (Y.R.)
- Leslie and Susan Gonda (Goldschmied) Multidisciplinary Brain Research Center, Bar-Ilan University, Ramat Gan 5290002, Israel
- Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles (UCLA), Los Angeles, CA 90095, USA
| |
Collapse
|
14
|
Karpin H, Misha T, Herling NT, Bartur G, Shahaf G. Bedside patient engagement monitor for rehabilitation in disorders of consciousness – demonstrative case-reports. Disabil Rehabil Assist Technol 2020; 17:539-548. [DOI: 10.1080/17483107.2020.1800112] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Hana Karpin
- Reuth Rehabilitation Center, Tel-Aviv, Israel
| | - Tamar Misha
- Reuth Rehabilitation Center, Tel-Aviv, Israel
| | | | - Gadi Bartur
- Reuth Rehabilitation Center, Tel-Aviv, Israel
- Reuth Research and Development Institute, Tel-Aviv, Israel
| | - Goded Shahaf
- Reuth Research and Development Institute, Tel-Aviv, Israel
- BrainMARC LTD, Yokneam, Israel
| |
Collapse
|
15
|
Baron Shahaf D, Hare GMT, Shahaf G. The Effects of Anesthetics on the Cortex-Lessons From Event-Related Potentials. Front Syst Neurosci 2020; 14:2. [PMID: 32116577 PMCID: PMC7026482 DOI: 10.3389/fnsys.2020.00002] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Accepted: 01/06/2020] [Indexed: 12/14/2022] Open
Abstract
Consciousness while under general anesthesia is a dreadful condition. Various electroencephalogram (EEG)-based technologies have been developed, on the basis of empirical evidence, in order to identify this condition. However, certain electrophysiological phenomena, which seem strongly related with depth of anesthesia in some drugs, appear less consistent with those of other anesthetic drugs. There is a gap between the complexity of the phenomenon of consciousness and its behavioral manifestations, on the one hand, and the empirical nature of the reported electrophysiological markers, which are associated with it, on the other hand. In fact, such a gap might prevent us from progressing toward unified electrophysiological markers of consciousness while under anesthesia, which are applicable to all anesthetic drugs. We believe that there is a need to bridge this conceptual gap. Therefore, in this work, we will try to present a theoretical framework for such bridging. First, we suggest focusing on neuropsychological processes, which seem to have a clear role in the behavioral manifestations of consciousness while under anesthesia but seem, nevertheless, better defined than consciousness itself-such as perception and attention. Then, we suggest analyzing the effects of anesthesia upon these neuropsychological processes, as they are manifested in the EEG signal. Specifically, we will focus on the effects of anesthesia on event-related potentials (ERPs), which seem more easily associable with neuropsychological modeling.
Collapse
Affiliation(s)
| | - Gregory M T Hare
- Department of Anesthesia, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada.,St. Michael's Hospital Center of Excellence for Patient Blood Management, St. Michael's Hospital, Toronto, ON, Canada.,Department of Physiology, University of Toronto, Toronto, ON, Canada.,Keenan Research Centre for Biomedical Research, in the Li Ka Shing Knowledge Institute, Toronto, ON, Canada
| | | |
Collapse
|
16
|
Slobodin O, Davidovitch M. Gender Differences in Objective and Subjective Measures of ADHD Among Clinic-Referred Children. Front Hum Neurosci 2019; 13:441. [PMID: 31920599 PMCID: PMC6923191 DOI: 10.3389/fnhum.2019.00441] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2019] [Accepted: 12/02/2019] [Indexed: 11/25/2022] Open
Abstract
Attention deficit hyperactivity disorder (ADHD), one of the most prevalent childhood disorders today, is generally more likely to be diagnosed and treated in boys than in girls. However, gender differences in ADHD are currently poorly understood, partly because previous research included only a limited proportion of girls and relied mainly on subjective measures of ADHD, which are highly vulnerable to reporter's bias. To further examine gender differences in ADHD and to address some of the shortcomings of previous studies, this study examined gender differences in subjective and objective measures of ADHD among clinic-referred children with ADHD. Participants were 204 children aged 6-17 years-old with ADHD (129 boys, 75 girls). A retrospective analysis was conducted using records of a clinical database. Obtained data included parent and teacher forms of the Conners ADHD rating scales, Child Behavior Checklist (CBCL), Teacher's Report Form (TRF), and child's continuous performance test (CPT) scores. Results showed that according to parents' and teachers' reports of ADHD-related symptoms (Conners ADHD rating scales), girls had more inattention problems than boys, but no differences were identified in the level of hyperactivity and impulsivity symptoms. CPT data, however, revealed higher impulsivity among boys. We did not find gender differences in the level of distractibility during CPT performance. Specifically, the effects of distractors type (visual environmental stimuli, auditory stimuli, or a combination of them) and distractors load (one or two distracting stimuli at a time) on CPT performance did not differ between boys and girls with ADHD. These findings suggest that gender effects on ADHD symptoms may differ between subjective and objective measures. Understanding gender differences in ADHD may lead to improved identification of girls with the disorder, helping to reduce the gender gap in diagnosis and treatment.
Collapse
Affiliation(s)
- Ortal Slobodin
- Department of Education, Ben-Gurion University, Beer-Sheva, Israel
| | - Michael Davidovitch
- Medical Department and Research Institute, Maccabi Healthcare Services, Tel Aviv, Israel
| |
Collapse
|
17
|
Abstract
Attention related electrophysiological waves, such as P300, often deviate from norm in various populations of neuropsychiatric patients. For example, the amplitude is often smaller and the latency is often longer in major depressive disorder, in bipolar disorder and in schizophrenia. On the other hand, in other neuropsychiatric populations, it is often possible to note the opposite phenomena of larger P300 amplitude and shorter latency in comparison with norm, but only for a specific subset of stimuli. This is often reported in various anxiety disorders, substance abuse and various chronic pain syndromes. These findings in the various clinical populations, on their commonalities and differences, are presented in this work. The prevalence of these two types of deviations in the electrophysiological markers of attention, shared by multiple neuropsychiatric populations, raise interesting questions regarding the role of attention deviation and regulation in neuropsychiatry. We present these questions and outline a possible hypothesis in this regard. Furthermore, such potential sensitivity of the attention-related markers to clinical dynamics suggests they could be candidates for monitoring and, potentially, early-sensing of clinical dynamics. Therefore, we discuss the potential usability of such markers.
Collapse
|
18
|
A New Index of Coordinated Posterior and Anterior Evoked EEG to Detect Recall Under Sedation - A Pilot Study. Sci Rep 2019; 9:17859. [PMID: 31780716 PMCID: PMC6883081 DOI: 10.1038/s41598-019-54270-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Accepted: 11/08/2019] [Indexed: 12/29/2022] Open
Abstract
EEG-based technologies may be limited in identifying recall under sedation (RUS). We developed a novel index, posteriorization/anteriorization (P/A) index, based on auditory evoked EEG signal and assessed whether it could differentiate between patients with or without RUS. Methods: EEG and BIS were sampled from 3 groups: 1. Patients undergoing sedation (n = 26); 2. Awake volunteers (n = 13, positive control for recall) 3. Patients undergoing general anesthesia (GA, n = 12, negative control for recall). In recovery, recall was assessed using the BRICE questionnaire. Of the 26 sedated patients, 12 experienced recall. Both The P/A index and BIS differentiated between patients with recall and no recall. However, BIS differentiation may have been sensitive to the main drug used for sedation (midazolam vs. propofol) and the P/A index did not show similar drug-based sensitivity. Furthermore, only BIS results were correlated with EMG. Conclusion: This pilot study provided support for the association between P/A index and recall after sedation. Further research is needed in integrating the index into clinical use: (1) it should be derived by an easy-to-use EEG system with a better signal-to-noise ratio; (2) its applicability to other drugs must be shown.
Collapse
|
19
|
Bartur G, Joubran K, Peleg-Shani S, Vatine JJ, Shahaf G. A pilot study on the electrophysiological monitoring of patient's engagement in post-stroke physical rehabilitation. Disabil Rehabil Assist Technol 2019; 15:471-479. [PMID: 31684777 DOI: 10.1080/17483107.2019.1680749] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Introduction: This study discusses the feasibility of an electrophysiological monitor for patient engagement during rehabilitation sessions. While patient engagement has a significant clinical role, it is not obvious how its real-time monitoring could be used.Objective: We designed this study to provide further support for the feasibility of such a tool based on the Brain Engagement Index (BEI), and to discuss clinical usefulness and its evaluation.Methods: The study involved 30 patients during post-stroke rehabilitation. Each patient underwent two sessions with BEI monitoring. In one session the therapist received real-time feedback from the monitor and in the other he did not. The BEI was compared to video-based evaluation of temporary functional change from the session start to its end and with a rater-based evaluation of the level of engagement evoked by the exercises in the session.Results: Irrespective of whether feedback is used, there is association between BEI and temporary functional change as well as with evaluated engagement. Furthermore, the contribution of the BEI monitor to rehabilitation may be demonstrated.Conclusions: It would be challenging to establish directly the monitor's contribution in large-scale studies. Nevertheless, it might be sufficient to demonstrate that the monitor provides important information regarding patient engagement.Implication for RehabilitationThis work presents an easy-to-use electrophysiological index for monitoring patient engagement in real-time.Enhanced engagement is of utmost importance for effective rehabilitation.The ability to identify in real-time barriers to engagement is expected to be of great contributive value.
Collapse
Affiliation(s)
- Gadi Bartur
- Rehabilitative Psychobiology Laboratory, Reuth Research and Development Institute, Reuth Rehabilitation Hospital, Tel Aviv, Israel.,Department of Rehabilitation, Reuth Rehabilitation Hospital, Tel Aviv, Israel
| | - Katherin Joubran
- Department of Rehabilitation, Reuth Rehabilitation Hospital, Tel Aviv, Israel.,Rehabilitation and Motor Control of Walking Laboratory, Department of Physiotherapy, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Sara Peleg-Shani
- Department of Rehabilitation, Reuth Rehabilitation Hospital, Tel Aviv, Israel
| | - Jean-Jacques Vatine
- Department of Rehabilitation, Reuth Rehabilitation Hospital, Tel Aviv, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Goded Shahaf
- Rehabilitative Psychobiology Laboratory, Reuth Research and Development Institute, Reuth Rehabilitation Hospital, Tel Aviv, Israel.,BrainMARC LTD, Yokneam, Israel
| |
Collapse
|
20
|
Rotem A, Danieli Y, Ben-Sheetrit J, Bashari A, Golubchik P, Ben-Hayun R, Weizman A, Manor I. Apparent lack of practice effects in the Test of Variables of Attention (TOVA) in adult ADHD. ACTA ACUST UNITED AC 2019; 11:73-81. [DOI: 10.1007/s12402-018-0278-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 10/23/2018] [Indexed: 10/27/2022]
|
21
|
Simple Electroencephalographic Treatment-Emergent Marker Can Predict Repetitive Transcranial Magnetic Stimulation Antidepressant Response-A Feasibility Study. J ECT 2018; 34:274-282. [PMID: 30407932 DOI: 10.1097/yct.0000000000000551] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Prefrontal repetitive transcranial magnetic stimulation (rTMS) repeated daily for 4 to 6 weeks is used to treat major depressive disorder, but more than 50% of patients do not achieve significant response. Here we test the validity of a simple electroencephalographic (EEG) marker that predicts nonresponse to rTMS. Such a marker could potentially increase rTMS effectiveness by directing nonresponders to alternative treatments or by guiding early modification of stimulation parameters. METHODS We retrospectively analyzed 2-channel EEG data captured in the OPT-TMS National Institute of Mental Health-sponsored, multicenter study. Cumulative Brain Engagement Index (cBEI), a measure derived from template matching that allows scoring EEG dynamics along treatment, was computed. RESULTS Six hundred sixty-five EEG recordings were analyzed. In the rTMS group, the median cBEI was found to increase in the responder group but remained unchanged in the nonresponder group. The difference between the cBEI of the groups became statistically significant by the third valid EEG sample. Within 5 samples, 91% of the responders presented with a cBEI above a preset threshold. Within 9 samples, 17% of the nonresponders had a cBEI above the threshold. CONCLUSIONS This study demonstrates the feasibility of a simple-to-capture EEG marker as a treatment-emergent marker of response to rTMS treatment of depression. In the OPT-TMS study, discontinuing treatment when the cBEI dropped below the threshold between the fifth to ninth treatment potentially could have avoided administration of 485 (63%) of 765 treatments. Because the marker can be generated online, it would be of interest to evaluate, in future studies, whether it could be used to tune treatment parameters and improve remission rates.
Collapse
|
22
|
Shahaf G, Kuperman P, Bloch Y, Yariv S, Granovsky Y. Monitoring Migraine Cycle Dynamics with an Easy-to-Use Electrophysiological Marker-A Pilot Study. SENSORS 2018; 18:s18113918. [PMID: 30441751 PMCID: PMC6263618 DOI: 10.3390/s18113918] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 11/01/2018] [Accepted: 11/11/2018] [Indexed: 11/22/2022]
Abstract
Migraine attacks can cause significant discomfort and reduced functioning for days at a time, including the pre-ictal and post-ictal periods. During the inter-ictsal period, however, migraineurs seem to function normally. It is puzzling, therefore, that event-related potentials of migraine patients often differ in the asymptomatic and inter-ictal period. Part of the electrophysiological dynamics demonstrated in the migraine cycle are attention related. In this pilot study we evaluated an easy-to-use new marker, the Brain Engagement Index (BEI), for attention monitoring during the migraine cycle. We sampled 12 migraine patients for 20 days within one calendar month. Each session consisted of subjects’ reports of stress level and migraine-related symptoms, and a 5 min EEG recording, with a 2-electrode EEG device, during an auditory oddball task. The first minute of the EEG sample was analyzed. Repetitive samples were also obtained from 10 healthy controls. The brain engagement index increased significantly during the pre-ictal (p ≈ 0.001) and the ictal (p ≈ 0.020) periods compared with the inter-ictal period. No difference was observed between the pre-ictal and ictal periods. Control subjects demonstrated intermediate Brain Engagement Index values, that is, higher than inter-ictal, yet lower than pre-ictal. Our preliminary results demonstrate the potential advantage of the use of a simple EEG system for improved prediction of migraine attacks. Further study is required to evaluate the efficacy of the Brain Engagement Index in monitoring the migraine cycle and the possible effects of interventions.
Collapse
Affiliation(s)
| | - Pora Kuperman
- The Laboratory of Clinical Neurophysiology, The Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa 31096, Israel.
| | - Yuval Bloch
- The Emotion-Cognition Research Center, Shalvata Mental Health Care Center, Hod-Hasharon 45100, Israel.
- Sackler Faculty of Medicine, Tel-Aviv University, Tel Aviv 6997801, Israel.
| | - Shahak Yariv
- Department of Psychiatry, Emek Medical Center, Afula 1834111, Israel.
| | - Yelena Granovsky
- The Laboratory of Clinical Neurophysiology, The Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa 31096, Israel.
- Department of Neurology, Rambam Medical Center, Haifa 3655306, Israel.
| |
Collapse
|