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Ebrahimzadeh E, Sadjadi SM, Asgarinejad M, Dehghani A, Rajabion L, Soltanian-Zadeh H. Neuroenhancement by repetitive transcranial magnetic stimulation (rTMS) on DLPFC in healthy adults. Cogn Neurodyn 2025; 19:34. [PMID: 39866659 PMCID: PMC11759757 DOI: 10.1007/s11571-024-10195-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Revised: 06/11/2024] [Accepted: 10/27/2024] [Indexed: 01/28/2025] Open
Abstract
The term "neuroenhancement" describes the enhancement of cognitive function associated with deficiencies resulting from a specific condition. Nevertheless, there is currently no agreed-upon definition for the term "neuroenhancement", and its meaning can change based on the specific research being discussed. As humans, our continual pursuit of expanding our capabilities, encompassing both cognitive and motor skills, has led us to explore various tools. Among these, repetitive Transcranial Magnetic Stimulation (rTMS) stands out, yet its potential remains underestimated. Historically, rTMS was predominantly employed in studies focused on rehabilitation objectives. A small amount of research has examined its use on healthy subjects with the goal of improving cognitive abilities like risk-seeking, working memory, attention, cognitive control, learning, computing speed, and decision-making. It appears that the insights gained in this domain largely stem from indirect outcomes of rehabilitation research. This review aims to scrutinize these studies, assessing the effectiveness of rTMS in enhancing cognitive skills in healthy subjects. Given that the dorsolateral prefrontal cortex (DLPFC) has become a popular focus for rTMS in treating psychiatric disorders, corresponding anatomically to Brodmann areas 9 and 46, and considering the documented success of rTMS stimulation on the DLPFC for cognitive improvement, our focus in this review article centers on the DLPFC as the focal point and region of interest. Additionally, recognizing the significance of theta burst magnetic stimulation protocols (TBS) in mimicking the natural firing patterns of the brain to modulate excitability in specific cortical areas with precision, we have incorporated Theta Burst Stimulation (TBS) wave patterns. This inclusion, mirroring brain patterns, is intended to enhance the efficacy of the rTMS method. To ascertain if brain magnetic stimulation consistently improves cognition, a thorough meta-analysis of the existing literature has been conducted. The findings indicate that, after excluding outlier studies, rTMS may improve cognition when compared to appropriate control circumstances. However, there is also a considerable degree of variation among the researches. The navigation strategy used to reach the stimulation site and the stimulation location are important factors that contribute to the variation between studies. The results of this study can provide professional athletes, firefighters, bodyguards, and therapists-among others in high-risk professions-with insightful information that can help them perform better on the job.
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Affiliation(s)
- Elias Ebrahimzadeh
- CIPCE, School of Electrical and Computer Engineering, College of Engineering, University of Tehran, North Kargar Ave., Tehran, Iran
- School of Cognitive Sciences, Institute for Research in Fundamental Sciences (IPM), Niavaran Ave., Tehran, Iran
| | - Seyyed Mostafa Sadjadi
- CIPCE, School of Electrical and Computer Engineering, College of Engineering, University of Tehran, North Kargar Ave., Tehran, Iran
- School of Cognitive Sciences, Institute for Research in Fundamental Sciences (IPM), Niavaran Ave., Tehran, Iran
| | | | - Amin Dehghani
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH USA
| | - Lila Rajabion
- School of Graduate Studies, SUNY Empire State College, Manhattan, NY USA
| | - Hamid Soltanian-Zadeh
- CIPCE, School of Electrical and Computer Engineering, College of Engineering, University of Tehran, North Kargar Ave., Tehran, Iran
- School of Cognitive Sciences, Institute for Research in Fundamental Sciences (IPM), Niavaran Ave., Tehran, Iran
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Yamazaki H, Moroto S, Yamazaki T, Tamaya R, Fujii N, Fujiwara K, Naito Y. Sensitivity and reliability of fNIRS to detect cochlear implant-induced auditory cortical activation in prelingually deaf children with inner ear malformation or cochlear nerve deficiency. Brain Res 2025; 1856:149578. [PMID: 40113194 DOI: 10.1016/j.brainres.2025.149578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 02/25/2025] [Accepted: 03/17/2025] [Indexed: 03/22/2025]
Affiliation(s)
- Hiroshi Yamazaki
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan; Hearing Research Division, Center for Clinical Research and Innovation, Kobe City Medical Center General Hospital, Kobe, Japan; Foundation for Biomedical Research and Innovation at Kobe, Kobe City, Japan; Department of Otolaryngology-Head and Neck Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
| | - Saburo Moroto
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Tomoko Yamazaki
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Rinko Tamaya
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Naoko Fujii
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Keizo Fujiwara
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
| | - Yasushi Naito
- Department of Otolaryngology and Comprehensive Ear and Hearing Center, Kobe City Medical Center General Hospital, Kobe, Hyogo, Japan
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Wang J, Zhou J, Zhu J, Sheng J, Jiang R, Zhang X. Brain remodeling in stroke patients: A comprehensive review of mechanistic and neuroimaging studies. Behav Brain Res 2025; 486:115548. [PMID: 40122286 DOI: 10.1016/j.bbr.2025.115548] [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: 11/12/2024] [Revised: 03/17/2025] [Accepted: 03/18/2025] [Indexed: 03/25/2025]
Abstract
Stroke-induced brain remodeling involves a complex interplay of neurovascular components, including endothelial cells, microglia, astrocytes, and pericytes, which collectively contribute to the restoration of brain function. These processes are crucial for repairing the blood-brain barrier, regulating inflammation, and promoting neurogenesis. This review examines the mechanisms underlying brain remodeling and the role of advanced neuroimaging techniques-such as functional MRI (fMRI), positron emission tomography (PET), functional near-infrared spectroscopy (fNIRS), and functional ultrasound (fUS)-in assessing these changes. We also discuss various therapeutic approaches aimed at enhancing brain remodeling, including pharmacological agents, stem cell therapy, and rehabilitation strategies that target neurovascular repair and functional recovery. Despite significant progress, challenges remain in translating imaging insights into effective treatments. Future research should focus on integrating multiple imaging modalities to provide a comprehensive view of neurovascular changes and refining therapeutic interventions to optimize recovery and functional outcomes in stroke patients.
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Affiliation(s)
- Jing Wang
- Department of Radiology, The General Hospital of Western Theater Command, Chengdu, Sichuan 610083, China.
| | - Jian Zhou
- Department of Radiology, No. 945 Hospital of Joint Logistics Support Force of the Chinese People's Liberation Army, Yaan, Sichuan 625000, China.
| | - Jing Zhu
- Department of Radiology, The General Hospital of Western Theater Command, Chengdu, Sichuan 610083, China.
| | - Jinping Sheng
- Department of Radiology, The General Hospital of Western Theater Command, Chengdu, Sichuan 610083, China.
| | - Rui Jiang
- Department of Radiology, The General Hospital of Western Theater Command, Chengdu, Sichuan 610083, China.
| | - Xiao Zhang
- Department of Radiology, The General Hospital of Western Theater Command, Chengdu, Sichuan 610083, China.
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Martins ML, Morya E, Araújo de Lima LK, de Vasconcelos IC, Balen SA, da Silva Machado DG, da Rosa MRD. Cortical tinnitus evaluation using functional near-infrared spectroscopy. Brain Res 2025; 1855:149561. [PMID: 40064434 DOI: 10.1016/j.brainres.2025.149561] [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: 11/18/2024] [Revised: 02/27/2025] [Accepted: 03/06/2025] [Indexed: 03/24/2025]
Abstract
Functional near-infrared spectroscopy (fNIRS) estimates the cortical hemodynamic response induced by sound stimuli. fNIRS can be used to understand the symptomatology of tinnitus and consequently provide effective ways of evaluating and treating the symptom. OBJECTIVE Compare the changes in the oxy-hemoglobin and deoxy-hemoglobin concentration of individuals with and without tinnitus using auditory stimulation by fNIRS. METHODS A tinnitus group (n = 23) and a control group (n = 23) were evaluated by an auditory task for assessing sound-evoked auditory cortex activity. The fNIRS was composed of 20 channels arranged into 4x2 arrays over the frontal, temporal and parietal cortices. Then, a passive listening block-paradigm design was adopted with reoccurring blocks of tasks with 15 s interspersed with randomized silence periods between 15-25 s. RESULTS There was a significant difference in the condition (type of sound), region of interest (ROI) and channel. As well as significant interaction in group and condition, and group and channel. The Tinnitus Frequency decreased HbO levels, while other sounds (white noise - WN and 1KHZ) increased HbO levels. All conditions differed from each other, except 1KHz with Baseline (silence) in the control group. Regarding the channels, the frontal channels (1, 3, and 11) differed in the tinnitus group, while in the control group a difference was observed in the channels of the frontal, temporal and parietal regions. CONCLUSION The type of sound presented, and brain region influenced the variations in HbO levels, but there was no difference between tinnitus and control participants. The tinnitus loudness, annoyance, and severity showed a weak correlation with variations in HbO levels.
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Affiliation(s)
- Mariana Lopes Martins
- Department of Speech-Language Pathology, Federal University of Paraiba, João Pessoa, PB 58051-900, Brazil.
| | - Edgard Morya
- Graduate Program in Neuroengineering, Edmond and Lily Safra International Institute of Neuroscience, Macaiba 59280-000, Brazil
| | | | - Isabelle Costa de Vasconcelos
- Laboratory of Technological Innovation in Health, Department of Speech-Language Pathology and Audiology, Graduate Program in Speech, Language and Hearing Sciences, Onofre Lopes University Hospital, Federal University of Rio Grande do Norte, Natal 59012-300, Brazil
| | - Sheila Andreoli Balen
- Laboratory of Technological Innovation in Health, Department of Speech-Language Pathology and Audiology, Graduate Program in Speech, Language and Hearing Sciences, Onofre Lopes University Hospital, Federal University of Rio Grande do Norte, Natal 59012-300, Brazil
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Skau S, Holmberg M, Johansson B, Bunketorp Käll L, Malmgren H, Kuhn HG, Filipsson Nyström H. Assessing prefrontal cortex activity in Graves' disease: a functional near-infrared spectroscopy study. Front Hum Neurosci 2025; 19:1559914. [PMID: 40342542 PMCID: PMC12058655 DOI: 10.3389/fnhum.2025.1559914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2025] [Accepted: 04/08/2025] [Indexed: 05/11/2025] Open
Abstract
Introduction Graves' disease (GD) is associated with cognitive, emotional, and fatigue difficulties. Objective measures of cognitive dysfunction have yielded mixed results. The aim of this study was to investigated whether premenopausal female patients with first-time hyperthyroid GD (mean age 34 years) exhibit cognitive fatigability and altered functional activity in the prefrontal cortex (PFC) using functional near-infrared spectroscopy (fNIRS) during an exhausting cognitive task. Methods Using the Animal Stroop test, we compared patients with GD (N = 28) and healthy controls (N = 28) before and after a 30-min cognitively exhausting reading comprehension task. Results Both groups showed improvements in Stroop task performance after the reading task (p < 0.001, η p 2 = 0.389), and no group differences were observed in cognitive performance. Increased activation in the left dorsolateral prefrontal cortex post-test was found for controls but not for patients with GD. Exploratory analyses showed higher increases in oxy-hemoglobin levels post-test in the PFC of controls compared to patients with GD, indicating reduced PFC involvement in patients with GD. Discussion In conclusion, we were not able to show any change in the functional activity of the PFC after prolonged mental activity in this set-up using fNIRS of hyperthyroid GD patients. Further studies are needed to understand the mechanism behind self-reported fatigue in GD.
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Affiliation(s)
- Simon Skau
- Department of Mathematics and Computer Science, Karlstad University, Karlstad, Sweden
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Mats Holmberg
- Department of Medicine, Huddinge, Karolinska Institutet, Stockholm, Sweden
- ANOVA, Karolinska University Hospital, Stockholm, Sweden
- Wallenberg Center for Molecular and Translational Medicine, Göteborg, Sweden
| | - Birgitta Johansson
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Lina Bunketorp Käll
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Center for Advanced Reconstruction of Extremities (C.A.R.E.), Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Helge Malmgren
- Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Hans-Georg Kuhn
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Helena Filipsson Nyström
- Wallenberg Center for Molecular and Translational Medicine, Göteborg, Sweden
- Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Endocrinology, Sahlgrenska University Hospital, Gothenburg, Sweden
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Korniluk A, Gawda B, Chojak M, Gawron A. The Neural Markers of Perceptual Uncertainty/Curiosity-A Functional Near-Infrared Spectroscopy Pilot Study. Brain Sci 2025; 15:411. [PMID: 40309885 PMCID: PMC12025600 DOI: 10.3390/brainsci15040411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2025] [Revised: 04/10/2025] [Accepted: 04/16/2025] [Indexed: 05/02/2025] Open
Abstract
Background: Curiosity is an immanent aspect of human experience linked to motivation, information-seeking, and learning processes. Previous research has highlighted the significant role of the orbitofrontal cortex (OFC) in curiosity-driven behaviors, particularly in processing uncertainty and evaluating information. Methods: This study aimed to examine cortical activation during the induction of perceptual uncertainty using a modified blurred picture paradigm. A total of 15 participants were tested with fNIRS (functional near-infrared spectroscopy) while viewing pairs of images designed to induce perceptual uncertainty. Results: The results revealed a differential hemodynamic response in one of the analyzed channels associated with orbitofrontal cortex activation, with higher activity when uncertainty was reduced (the matching condition compared to the non-matching condition). Conclusions: These findings confirm the existence of neural pathways of curiosity. Furthermore, our study also highlights the spatial limitations of fNIRS in precisely localizing OFC activity.
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Affiliation(s)
- Adrian Korniluk
- Department of Psychology of Emotion & Personality, Maria Curie-Sklodowska University, 20-612 Lublin, Poland;
- Neuroeducation Research Lab, Maria Curie-Sklodowska University, 20-612 Lublin, Poland; (M.C.); (A.G.)
| | - Barbara Gawda
- Department of Psychology of Emotion & Personality, Maria Curie-Sklodowska University, 20-612 Lublin, Poland;
| | - Małgorzata Chojak
- Neuroeducation Research Lab, Maria Curie-Sklodowska University, 20-612 Lublin, Poland; (M.C.); (A.G.)
| | - Anna Gawron
- Neuroeducation Research Lab, Maria Curie-Sklodowska University, 20-612 Lublin, Poland; (M.C.); (A.G.)
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Ücrak F, Izzetoglu K, Polat MD, Gür Ü, Şahin T, Yöner SI, İnan NG, Aksoy ME, Öztürk C. The Impact of Minimally Invasive Surgical Modality and Task Complexity on Cognitive Workload: An fNIRS Study. Brain Sci 2025; 15:387. [PMID: 40309822 PMCID: PMC12026141 DOI: 10.3390/brainsci15040387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2025] [Revised: 04/02/2025] [Accepted: 04/04/2025] [Indexed: 05/02/2025] Open
Abstract
BACKGROUND Minimally invasive surgical techniques, including laparoscopic and robotic surgery, have profoundly impacted surgical practice by improving precision, reducing recovery times, and minimizing complications. However, these modalities differ in their cognitive demands and skill acquisition requirements, which can influence the learning curve and operative performance. To assess and evaluate this variability across these modalities, a functional near-infrared spectroscopy (fNIRS) system is used as an objective method for monitoring cognitive activity in surgical trainees. fNIRS can provide insights and further our understanding of the mental demands of different surgical techniques and their association with varying task complexity. OBJECTIVE This study seeks to assess the influence of surgical modality (laparoscopy vs. robotic surgery) and task complexity (pick and place (PP) vs. knot tying (KT)) on cognitive workload through fNIRS. We compare real-world and simulation-based training environments to determine changes in brain activation patterns and task performance. METHODS A total of twenty-six surgical trainees (general and gynecologic surgery residents and specialists) participated in this study. Participants completed standardized laparoscopic and robotic surgical tasks at varying levels of complexity while their cognitive workload was measured using fNIRS. This study included both simulation-based training and real-world surgical environments. Hemodynamic responses in the prefrontal cortex (PFC), task completion times, and performance metrics were analyzed. RESULTS Laparoscopic surgery elicited higher activity changes in the prefrontal cortex, indicating increased cognitive demand compared with robotic surgery, particularly for complex tasks like knot tying. Task complexity significantly influenced mental load, with more intricate procedures eliciting greater neural activation. Real-world training resulted in higher cognitive engagement than simulation, emphasizing the gap between simulated and actual surgical performance. CONCLUSIONS Cognitive workload was lower and significantly different during robotic surgery than during laparoscopy, potentially due to its ergonomic advantages and enhanced motor control. Simulation-based training effectively prepares surgeons, but the cognitive workload results indicate that it may not fully replicate real-world surgical environments. These findings reveal the importance of cognitive workload assessment in surgical education and suggest that incorporating neuroimaging techniques such as fNIRS into training programs could enhance skill acquisition and performance.
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Affiliation(s)
- Fuat Ücrak
- The Institute of Biomedical Engineering, Boğaziçi University, Istanbul 34342, Turkey; (F.Ü.); (C.Ö.)
| | - Kurtulus Izzetoglu
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA;
| | - Mert Deniz Polat
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA;
| | - Ümit Gür
- General Surgery, Istanbul Haseki Training and Research Hospital, Istanbul 34250, Turkey;
| | - Turan Şahin
- Gynecologic Surgery, Sancaktepe Sehit Prof. Dr. Ilhan Varank Training and Research Hospital, Istanbul 34785, Turkey;
| | - Serhat Ilgaz Yöner
- Department of Biomedical Device Technology, Acibadem Mehmet Ali Aydinlar University, Istanbul 34752, Turkey; (S.I.Y.); (M.E.A.)
| | - Neslihan Gökmen İnan
- Department of Computer Engineering, Koç University College of Engineering, Istanbul 34450, Turkey;
| | - Mehmet Emin Aksoy
- Department of Biomedical Device Technology, Acibadem Mehmet Ali Aydinlar University, Istanbul 34752, Turkey; (S.I.Y.); (M.E.A.)
| | - Cengizhan Öztürk
- The Institute of Biomedical Engineering, Boğaziçi University, Istanbul 34342, Turkey; (F.Ü.); (C.Ö.)
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Lei Y, Liu S, Guo X, Zuo B, Wen F. Neural synchronization and its impact on intergroup attitudes in dynamic interactions. Commun Biol 2025; 8:312. [PMID: 40011759 PMCID: PMC11865305 DOI: 10.1038/s42003-025-07776-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Accepted: 02/19/2025] [Indexed: 02/28/2025] Open
Abstract
Dynamic transitions between competition and cooperation are common in real-world intergroup interactions, yet prior research has typically examined competition or cooperation in isolation. This study explored how transitions between competition and cooperation influenced intergroup attitudes and the neural processes involved. Using functional Near-Infrared Spectroscopy (fNIRS) hyperscanning, we recorded brain activity from 69 dyads during interactions. Results showed that cooperation enhanced neural synchronization in the right temporoparietal junction (rTPJ), leading to more positive outgroup attitudes. In contrast, competition increased synchronization in the right dorsolateral prefrontal cortex (rDLPFC), correlating with decreased outgroup likability. The sequence of interactions was critical, with the first interaction exerting a carryover effect on the next. Cooperation buffered the negative effects of later competition, while competition weakened the positive effects of subsequent cooperation. These findings emphasized the importance of understanding dynamic intergroup interactions and highlighted the potential of cooperation to mitigate biases and improve intergroup relations.
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Affiliation(s)
- Yatian Lei
- School of Psychology, Central China Normal University, Wuhan, China
- Center for Studies of Social Psychology, Central China Normal University, Wuhan, China
| | - Siyuan Liu
- School of Psychology, Central China Normal University, Wuhan, China
- Center for Studies of Social Psychology, Central China Normal University, Wuhan, China
| | - Xinyuan Guo
- School of Psychology, Central China Normal University, Wuhan, China
- Center for Studies of Social Psychology, Central China Normal University, Wuhan, China
| | - Bin Zuo
- Department of Psychology, Sun Yat-Sen University, Guangzhou, China.
| | - Fangfang Wen
- School of Psychology, Central China Normal University, Wuhan, China.
- Center for Studies of Social Psychology, Central China Normal University, Wuhan, China.
- Key Laboratory of Adolescent Cyberpsychology and Behavior (CCNU), Ministry of Education, Wuhan, China.
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Huang X, Bai L, Chen Y, Cui H, Wang L. Gender differences in oxyhemoglobin (oxy-Hb) changes during drawing interactions in romantic couples: an fNIRS study. Front Behav Neurosci 2025; 18:1476535. [PMID: 39872040 PMCID: PMC11769947 DOI: 10.3389/fnbeh.2024.1476535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 12/26/2024] [Indexed: 01/29/2025] Open
Abstract
Interpersonal interaction is essential to romantic couples. Understanding how gender impacts an individual's brain activities during intimate interaction is crucial. The present study examined gender differences in oxyhemoglobin (oxy-Hb) changes during real-time drawing interactions between members of romantic couples using non-invasive functional near-infrared spectroscopy (fNIRS). We analyzed the oxy-Hb concentrations of romantic couples engaged in interactive (i.e., chase and escape) and non-interactive (i.e., individual) drawing sessions. Our findings indicated that males (vs. females) exhibited more pronounced oxy-Hb concentrations in Broca's area, motor area, sensorimotor cortex, and temporal lobe areas than women in an interactive drawing task, suggesting a heightened goal-oriented engagement in social interaction. Significant positive correlations were found between oxy-Hb volumes of the temporal area and the Quality of Relationship Index (QRI), underscoring the impact of interpersonal dynamics on brain function during interactive tasks. This study deepens the understanding of gender differences in neural mechanisms in social interaction tasks and provides important insights for intimacy research.
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Affiliation(s)
- Xinxin Huang
- School of Education Science, Shaoguan University, Shaoguan, China
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10
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Sato R, Sato H. Synchronization of brain activity associated with eye contact: comparison of face-to-face and online communication. Sci Rep 2025; 15:608. [PMID: 39753662 PMCID: PMC11698844 DOI: 10.1038/s41598-024-84602-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: 10/20/2023] [Accepted: 12/24/2024] [Indexed: 01/06/2025] Open
Abstract
Online meetings have become increasingly prevalent, especially during the coronavirus disease 2019 pandemic. Although they offer convenience and effectiveness in various contexts, there is a pertinent question about whether they truly replicate the richness of in-person communication. This study delves into the distinctions between online and face-to-face interactions, with a particular focus on the synchronization of brain activity. Previous research has indicated a connection between synchronization and the quality of communication. Therefore, our hypothesis posits that face-to-face interactions lead to greater brain synchronization compared to online interactions, which often lack certain social cues. To investigate this, we conducted a study using functional near-infrared spectroscopy hyperscanning during an eye-contact task involving 28 male participants organized into 14 pairs. We assessed brain signal synchronization using wavelet coherence analysis. After comparing face-to-face and online conditions, our findings revealed significantly higher synchronization in face-to-face scenarios, particularly within the right temporoparietal region. These results align with the outcomes of other hyperscanning studies and suggest that face-to-face communication elicits a higher level of brain synchronization compared with online communication. In the future, this approach holds promise for evaluating the effectiveness of online meeting tools in achieving a more authentic virtual communication experience.
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Affiliation(s)
- Ren Sato
- Graduate School of Engineering and Science, Shibaura Institute of Technology, Saitama, Japan
| | - Hiroki Sato
- Graduate School of Engineering and Science, Shibaura Institute of Technology, Saitama, Japan.
- Department of Bioscience and Engineering, College of Systems Engineering and Science, Shibaura Institute of Technology, Saitama, Japan.
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Kulkarni MB, Reed MS, Cao X, García HA, Ochoa MI, Jiang S, Hasan T, Doyley MM, Pogue BW. Combined dual-channel fluorescence depth sensing of indocyanine green and protoporphyrin IX kinetics in subcutaneous murine tumors. JOURNAL OF BIOMEDICAL OPTICS 2025; 30:S13709. [PMID: 39559531 PMCID: PMC11571966 DOI: 10.1117/1.jbo.30.s1.s13709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 10/30/2024] [Accepted: 10/31/2024] [Indexed: 11/20/2024]
Abstract
Significance Fluorescence sensing within tissue is an effective tool for tissue characterization; however, the modality and geometry of the image acquisition can alter the observed signal. Aim We introduce a novel optical fiber-based system capable of measuring two fluorescent contrast agents through 2 cm of tissue with simple passive electronic switching between the excitation light, simultaneously acquiring fluorescence and excitation data. The goal was to quantify indocyanine green (ICG) and protoporphyrin IX (PpIX) within tissue, and the sampling method was compared with wide-field surface imaging to contrast the value of deep sensing versus surface imaging. Approach This was achieved by choosing filters for specific wavelengths that were mutually exclusive between ICG and PpIX and coupling these filters to two separate detectors, which allows for direct swapping of the excitation and emission channels by switching the on-time of each excitation laser between 780- and 633-nm wavelengths. Results This system was compared with two non-contact surface imaging systems for both ICG and PpIX, which revealed that the fluorescence depth sensing system was superior in its ability to resolve kinetics differences in deeper tissues that would normally be dominated by strong signals from skin and other surface tissues. Specifically, the system was tested using pancreatic adenocarcinoma tumors injected into murine models, which were imaged at several time points throughout tumor growth to its ∼ 6 - mm diameter. This demonstrated the system's capability to track longitudinal changes in ICG and PpIX kinetics that result from tumor growth and development, with larger tumors showing sluggish uptake and clearance of ICG, which was not observable with surface imaging. Similarly, PpIX was quantified, which showed slower kinetics over different time points, and was further compared with the wide-filed imager. These results were further validated through depth measurements in tissue phantoms and model-based interpretation. Conclusion This fluorescence depth sensing system can be used to sample the interior blood flow characteristics by ICG sensing of tissue as deep as 20 mm into the tissue with sensitivity to kinetics that are superior to surface imaging and may be combined with other imaging modalities such as ultrasound to provide guided deep fluorescence measurements.
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Affiliation(s)
- Madhusudan B. Kulkarni
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
| | - Matthew S. Reed
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
| | - Xu Cao
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
| | - Héctor A. García
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
- CIFICEN (UNCPBA - CICPBA - CONICET), Tandil, Buenos Aires, Argentina
| | - Marien I. Ochoa
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
| | - Shudong Jiang
- Dartmouth College, Thayer School of Engineering, Hanover, New Hampshire, United States
| | - Tayyaba Hasan
- Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Marvin M. Doyley
- University of Rochester, Department of Electrical and Computer Engineering, Rochester, New York, United States
| | - Brian W. Pogue
- University of Wisconsin-Madison, Department of Medical Physics, Madison, Wisconsin, United States
- Dartmouth College, Thayer School of Engineering, Hanover, New Hampshire, United States
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Lee SJ, Choi J, Song HB, Kyong JS, Lee SY, Lee JH. Functional Near-Infrared Spectroscopy Analysis of the Cognitive Functions of Elderly Patients With Hearing Loss. J Audiol Otol 2025; 29:38-48. [PMID: 39916399 PMCID: PMC11824528 DOI: 10.7874/jao.2024.00318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 06/24/2024] [Accepted: 10/04/2024] [Indexed: 02/16/2025] Open
Abstract
BACKGROUND AND OBJECTIVES Age-related hearing loss is a modifiable risk factor for mild cognitive impairment (MCI); however, the potential mechanisms linking these conditions remain unclear. Therefore, in this study, we analyzed the cognitive function profiles of elderly patients with hearing loss via functional near-infrared spectroscopy (fNIRS) to determine the cortical activity differences between patients at risk of MCI and those with normal cognition. Materials and. METHODS Sixty-three elderly patients with bilateral, moderate, or severe hearing loss were prospectively recruited for this study. Their demographic information was obtained, and audiological evaluations and cognitive function tests were performed. Various instruments were used to assess the cognitive and depression domains. Additionally, fNIRS was used to image the brains of the normal group and group at risk of MCI. RESULTS fNIRS analysis of individual cognitive task data revealed that the normal group exhibited significantly higher oxygenated hemoglobin (HbO2) levels in all cognitive function tasks, except the Stroop color and word test, than the group at risk of MCI. Detailed comparisons of the Brodmann areas revealed that, compared to the group at risk of MCI, normal group exhibited significantly higher HbO2 levels in the right and left dorsolateral prefrontal cortices, ventrolateral prefrontal cortex, frontopolar cortex, and orbitofrontal cortex in the J1 task, right ventrolateral prefrontal cortex in the J2 task, and right orbitofrontal cortex in the J6 task. CONCLUSIONS Measurement of fNIRS signals in the frontal lobes revealed different HbO2 signals between the normal group and group at risk of MCI during minimal hearing loss. Future studies should explore the causal link between hearing loss and cognitive impairment by analyzing the changes in cognitive function after auditory rehabilitation.
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Affiliation(s)
- Seung Jae Lee
- Department of Otorhinolaryngology-Head and Neck Surgery, Ilsan Paik Hospital, Inje University College of Medicine, Goyang, Korea
| | - Jiwon Choi
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Hospital, Seoul, Korea
| | - Hyun Bok Song
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Hospital, Seoul, Korea
| | - Jeong-Sug Kyong
- Division of Research Support, Konkuk University Medical Center, Seoul, Korea
- Sensory Organ Research Institute, Seoul National University Medical Research Center, Seoul, Korea
| | - Sang-Yeon Lee
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Hospital, Seoul, Korea
- Sensory Organ Research Institute, Seoul National University Medical Research Center, Seoul, Korea
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Jun Ho Lee
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University Hospital, Seoul, Korea
- Sensory Organ Research Institute, Seoul National University Medical Research Center, Seoul, Korea
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Korea
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13
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Wang F, Jamaludin A. Investigating frontoparietal networks and activation in children with mathematics learning difficulties: Cases with different deficit profiles. Eur J Neurosci 2025; 61:e16629. [PMID: 39803862 DOI: 10.1111/ejn.16629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 11/09/2024] [Accepted: 11/15/2024] [Indexed: 05/02/2025]
Abstract
Approximately 15%-20% of school-aged children suffer from mathematics learning difficulties (MLD). Most children with developmental dyscalculia (DD) or MLD also have comorbid cognitive deficits. Recent literature suggests that research should focus on uncovering the neural underpinnings of MLD across more inclusive samples, rather than limiting studies to pure cases of DD or MLD with highly stringent inclusion criteria. Therefore, this study aims to identify neural aberrancies that may be common across multiple MLD cases with different deficit profiles. Nine MLD cases and 45 typically developing (TD) children, all around 7 years old (27 boys), were recruited. Using functional near-infrared spectroscopy (fNIRS), brain data were collected during an approximate resting state and a mathematical computation task (addition). Graph theory was then applied to assess global and nodal network indicators of brain function. When comparing the network indicators and brain activation of the MLD cases to those of TD children, no unified neural aberrancy was found across all cases. However, three MLD cases did show distinct neural aberrancies compared to TD children. The study discusses the implications of these findings, considering both the neural aberrancies in the three MLD cases and the neural similarities found in the other six cases, which were comparable to those of the TD children. This raises important questions about the presence and nature of aberrant neural indicators in MLD across large cohorts and highlights the need for further research in this area.
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Affiliation(s)
- Fengjuan Wang
- National Institute of Education, Nanyang Technological University, Singapore
- School of Physical and Mathematical Sciences (SPMS), Nanyang Technological University, Singapore
| | - Azilawati Jamaludin
- National Institute of Education, Nanyang Technological University, Singapore
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14
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Zahar S, Van de Ville D, Hudry J. Investigating the acute cognitive effects of dietary compounds using fNIRS: methodological limitations and perspectives for research targeting healthy adults. Front Hum Neurosci 2024; 18:1493880. [PMID: 39698147 PMCID: PMC11652482 DOI: 10.3389/fnhum.2024.1493880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Accepted: 10/28/2024] [Indexed: 12/20/2024] Open
Abstract
The brain's response to cognitive demands hinges on sufficient blood flow, with changes in brain hemodynamics serving as a reflection of this process. Certain bioactive compounds found in our diet, such as caffeine, polyphenols, and nitrate, can acutely impact brain hemodynamics through diverse neural, vasoactive, and metabolic mechanisms. Functional Near-Infrared Spectroscopy (fNIRS) offers a non-invasive and real-time method to investigate these effects. Despite their potential, fNIRS studies investigating the acute impacts of bioactive compounds on cognition face methodological gaps, especially in controlling confounding factors. Given the impact of these confounding effects, which can be significant due to the relatively limited sample size of such studies, there is a need to refine the methodologies employed. This review proposes recommendations to enhance current methodologies in the research field, focusing on key aspects of the data collection phase, including research design, experimental paradigms, and participant demographics, and their integration into the analysis phase. Ultimately, it seeks to advance our understanding of the effects of bioactive compounds on cognitive functions to contribute to the development of targeted nutritional interventions for improved brain health.
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Affiliation(s)
- Sélima Zahar
- Mood and Performance Group, Department of Brain Health, Nestlé Research, Nestlé Institute of Health Sciences, Lausanne, Switzerland
- Medical Image Processing Laboratory, School of Engineering, Ecole Polytechnique Fédérale de Lausanne, Neuro-X Institute, Geneva, Switzerland
| | - Dimitri Van de Ville
- Medical Image Processing Laboratory, School of Engineering, Ecole Polytechnique Fédérale de Lausanne, Neuro-X Institute, Geneva, Switzerland
- Department of Radiology and Medical Informatics, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Julie Hudry
- Mood and Performance Group, Department of Brain Health, Nestlé Research, Nestlé Institute of Health Sciences, Lausanne, Switzerland
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15
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Ye Y, Zhou T, Zhu Q, Vann W, Du J. Brain functional connectivity under teleoperation latency: a fNIRS study. Front Neurosci 2024; 18:1416719. [PMID: 39605793 PMCID: PMC11599268 DOI: 10.3389/fnins.2024.1416719] [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: 04/13/2024] [Accepted: 10/28/2024] [Indexed: 11/29/2024] Open
Abstract
Introduction Long-distance robot teleoperation faces high latencies that pose cognitive challenges to human operators. Latency between command, execution, and feedback in teleoperation can impair performance and affect operators' mental state. The neural underpinnings of these effects are not well understood. Methods This study aims to understand the cognitive impact of latency in teleoperation and the related mitigation methods, using functional Near-Infrared Spectroscopy (fNIRS) to analyze functional connectivity. A human subject experiment (n = 41) of a simulated remote robot manipulation task was performed. Three conditions were tested: no latency, with visual and haptic latency, with visual latency and no haptic latency. fNIRS and performance data were recorded and analyzed. Results The presence of latency in teleoperation significantly increased functional connectivity within and between prefrontal and motor cortexes. Maintaining visual latency while providing real-time haptic feedback reduced the average functional connectivity in all cortical networks and showed a significantly different connectivity ratio within prefrontal and motor cortical networks. The performance results showed the worst performance in the all-delayed condition and best performance in no latency condition, which echoes the neural activity patterns. Conclusion The study provides neurological evidence that latency in teleoperation increases cognitive load, anxiety, and challenges in motion planning and control. Real-time haptic feedback, however, positively influences neural pathways related to cognition, decision-making, and sensorimotor processes. This research can inform the design of ergonomic teleoperation systems that mitigate the effects of latency.
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Affiliation(s)
- Yang Ye
- ICIC Lab, Engineering School of Sustainable Infrastructure & Environment, University of Florida, Gainesville, FL, United States
| | - Tianyu Zhou
- ICIC Lab, Engineering School of Sustainable Infrastructure & Environment, University of Florida, Gainesville, FL, United States
| | - Qi Zhu
- National Institute of Standards and Technology, Boulder, CO, United States
| | - William Vann
- ICIC Lab, Engineering School of Sustainable Infrastructure & Environment, University of Florida, Gainesville, FL, United States
| | - Jing Du
- ICIC Lab, Engineering School of Sustainable Infrastructure & Environment, University of Florida, Gainesville, FL, United States
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16
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Formica C, De Salvo S, Muscarà N, Bonanno L, Arcadi FA, Lo Buono V, Acri G, Quartarone A, Marino S. Applications of Near Infrared Spectroscopy and Mirror Therapy for Upper Limb Rehabilitation in Post-Stroke Patients: A Brain Plasticity Pilot Study. J Clin Med 2024; 13:6612. [PMID: 39518751 PMCID: PMC11547098 DOI: 10.3390/jcm13216612] [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: 10/01/2024] [Revised: 10/24/2024] [Accepted: 10/31/2024] [Indexed: 11/16/2024] Open
Abstract
Objectives: The aim of this study was to identify the neural pattern activation during mirror therapy (MT) and explore any cortical reorganization and reducing asymmetry of hemispheric activity for upper limb rehabilitation in post-stroke patients. Methods: A box containing a mirror was placed between the arms of the patients to create the illusion of normal motion in the affected limb by reflecting the image of the unaffected limb in motion. We measured the cerebral hemodynamic response using near-infrared spectroscopy (NIRS). We enrolled ten right-handed stroke patients. They observed healthy hand movements in the mirror (MT condition) while performing various tasks (MT condition), and then repeated the same tasks with the mirror covered (N-MT condition). Results: Significant activation of some brain areas was observed in the right and left hemiparesis groups for the MT condition, while lower levels of activation were observed for the N-MT condition. The results showed significant differences in hemodynamic response based on oxygenated (HbO) concentrations between MT and N-MT conditions across all tasks in sensorimotor areas. These neural circuits were activated despite the motor areas being affected by the brain injury, indicating that the reflection of movement in the mirror helped to activate them. Conclusions: These results suggest that MT promotes cortical activations of sensory motor areas in affected and non-affected brain sides in subacute post-stroke patients, and it encourages the use of these tools in clinical practice.
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Affiliation(s)
- Caterina Formica
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Simona De Salvo
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Nunzio Muscarà
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Lilla Bonanno
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Francesca Antonia Arcadi
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Viviana Lo Buono
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Giuseppe Acri
- Dipartimento di Scienze Biomediche, Odontoiatriche, e delle Immagini Morfologiche e Funzionali, Università degli Studi di Messina, c/o A.O.U. Policlinico ‘G. Martino’ Via Consolare Valeria 1, 98125 Messina, Italy;
| | - Angelo Quartarone
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
| | - Silvia Marino
- IRCCS Centro Neurolesi Bonino Pulejo, 98124 Messina, Italy; (C.F.); (N.M.); (L.B.); (F.A.A.); (V.L.B.); (A.Q.); (S.M.)
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17
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Li M, Guo F, Li Z, Ma H, Duffy VG. Interactive effects of users' openness and robot reliability on trust: evidence from psychological intentions, task performance, visual behaviours, and cerebral activations. ERGONOMICS 2024; 67:1612-1632. [PMID: 38635303 DOI: 10.1080/00140139.2024.2343954] [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: 12/20/2021] [Accepted: 04/09/2024] [Indexed: 04/19/2024]
Abstract
Although trust plays a vital role in human-robot interaction, there is currently a dearth of literature examining the effect of users' openness personality on trust in actual interaction. This study aims to investigate the interaction effects of users' openness and robot reliability on trust. We designed a voice-based walking task and collected subjective trust ratings, task metrics, eye-tracking data, and fNIRS signals from users with different openness to unravel the psychological intentions, task performance, visual behaviours, and cerebral activations underlying trust. The results showed significant interaction effects. Users with low openness exhibited lower subjective trust, more fixations, and higher activation of rTPJ in the highly reliable condition than those with high openness. The results suggested that users with low openness might be more cautious and suspicious about the highly reliable robot and allocate more visual attention and neural processing to monitor and infer robot status than users with high openness.
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Affiliation(s)
- Mingming Li
- Department of Industrial Engineering, College of Management Science and Engineering, Anhui University of Technology, Maanshan, China
- Department of Industrial Engineering, School of Business Administration, Northeastern University, Shenyang, China
| | - Fu Guo
- Department of Industrial Engineering, School of Business Administration, Northeastern University, Shenyang, China
| | - Zhixing Li
- Department of Industrial Engineering, School of Business Administration, Northeastern University, Shenyang, China
| | - Haiyang Ma
- Department of Industrial Engineering, School of Business Administration, Northeastern University, Shenyang, China
| | - Vincent G Duffy
- School of Industrial Engineering, Purdue University, West Lafayette, IN, USA
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18
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Choi Y, Lee K, Yang C, Kwon CY, Keum J, Jang JH. Effectiveness of Korean medicine treatments in improving cognitive function and prefrontal cortex activity in older individuals with mild cognitive impairment: retrospective observational study. Front Neurol 2024; 15:1440111. [PMID: 39539667 PMCID: PMC11557411 DOI: 10.3389/fneur.2024.1440111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 10/14/2024] [Indexed: 11/16/2024] Open
Abstract
Background Mild cognitive impairment (MCI) is a growing concern among older adults, with limited effective pharmacological treatments available. Despite the potential of herbal medicine and acupuncture in managing MCI, there is a lack of research on their long-term effects on cognitive function and brain activity in clinical practice settings. This study aimed to address this gap by exploring the effects of a community-based program integrating herbal medicine and acupuncture on cognitive function and neural responses in older individuals with MCI. Methods Nineteen individuals were enrolled from a pool of 250 individuals registered in the 2021 Busan Dementia Prevention & Care Program. Participants with MCI received herbal medicine, acupuncture, and pharmacopuncture treatments over a 6-month period. The Montreal Cognitive Assessment (MoCA) was administered at baseline and after 3 and 6 months to evaluate cognitive function. Functional near-infrared spectroscopy (fNIRS) was used to measure prefrontal cortex activity during cognitive task performance, including verbal fluency, Stroop color and word, and digit span backward tests. Results Seventeen participants (13 female; mean age, 69.5 years) with MCI completed the study. Following the 6-month intervention, they exhibited a significant increase in the MoCA total score over time [F(2.32) =10.59, p < 0.0001]. Additionally, the deoxygenated hemoglobin beta coefficient in the left frontopolar prefrontal cortex significantly decreased during the Stroop task after the intervention. Conclusion The Dementia Prevention & Care Program, which integrates herbal medicine and acupuncture, may enhance cognitive function in individuals with MCI. Moreover, the observed changes in prefrontal cortex activity after completion of the program suggest a need for further investigation of the underlying mechanisms.
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Affiliation(s)
- Yujin Choi
- KM Science Research Division, Korea Institute of Oriental Medicine, Daejeon, Republic of Korea
| | - Kyungseok Lee
- Hwamok Korean Medicine Clinic, Busan, Republic of Korea
- Busan Association of Korean Medicine, Busan, Republic of Korea
| | - Changsop Yang
- KM Science Research Division, Korea Institute of Oriental Medicine, Daejeon, Republic of Korea
| | - Chan-Young Kwon
- Department of Oriental Neuropsychiatry, College of Korean Medicine, Dong-Eui University, Busan, Republic of Korea
| | - Jongchul Keum
- Busan Association of Korean Medicine, Busan, Republic of Korea
- Kukjeon Kyunghee Korean Medicine Clinic, Busan, Republic of Korea
| | - Jung-Hee Jang
- KM Science Research Division, Korea Institute of Oriental Medicine, Daejeon, Republic of Korea
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19
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Curzel F, Tillmann B, Ferreri L. Lights on music cognition: A systematic and critical review of fNIRS applications and future perspectives. Brain Cogn 2024; 180:106200. [PMID: 38908228 DOI: 10.1016/j.bandc.2024.106200] [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: 04/06/2024] [Revised: 06/10/2024] [Accepted: 06/16/2024] [Indexed: 06/24/2024]
Abstract
Research investigating the neural processes related to music perception and production constitutes a well-established field within the cognitive neurosciences. While most neuroimaging tools have limitations in studying the complexity of musical experiences, functional Near-Infrared Spectroscopy (fNIRS) represents a promising, relatively new tool for studying music processes in both laboratory and ecological settings, which is also suitable for both typical and pathological populations across development. Here we systematically review fNIRS studies on music cognition, highlighting prospects and potentialities. We also include an overview of fNIRS basic theory, together with a brief comparison to characteristics of other neuroimaging tools. Fifty-nine studies meeting inclusion criteria (i.e., using fNIRS with music as the primary stimulus) are presented across five thematic sections. Critical discussion of methodology leads us to propose guidelines of good practices aiming for robust signal analyses and reproducibility. A continuously updated world map is proposed, including basic information from studies meeting the inclusion criteria. It provides an organized, accessible, and updatable reference database, which could serve as a catalyst for future collaborations within the community. In conclusion, fNIRS shows potential for investigating cognitive processes in music, particularly in ecological contexts and with special populations, aligning with current research priorities in music cognition.
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Affiliation(s)
- Federico Curzel
- Laboratoire d'Étude des Mécanismes Cognitifs (EMC), Université Lumière Lyon 2, Bron, Auvergne-Rhône-Alpes, 69500, France; Lyon Neuroscience Research Center (CRNL), INSERM, U1028, CNRS, UMR 5292, Université Claude Bernard Lyon1, Université de Lyon, Bron, Auvergne-Rhône-Alpes, 69500, France.
| | - Barbara Tillmann
- Lyon Neuroscience Research Center (CRNL), INSERM, U1028, CNRS, UMR 5292, Université Claude Bernard Lyon1, Université de Lyon, Bron, Auvergne-Rhône-Alpes, 69500, France; LEAD CNRS UMR5022, Université de Bourgogne-Franche Comté, Dijon, Bourgogne-Franche Comté 21000, France.
| | - Laura Ferreri
- Laboratoire d'Étude des Mécanismes Cognitifs (EMC), Université Lumière Lyon 2, Bron, Auvergne-Rhône-Alpes, 69500, France; Department of Brain and Behavioural Sciences, Università di Pavia, Pavia, Lombardia 27100, Italy.
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20
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Sobczak GG, Zhou X, Moore LE, Bolt DM, Litovsky RY. Cortical mechanisms of across-ear speech integration investigated using functional near-infrared spectroscopy (fNIRS). PLoS One 2024; 19:e0307158. [PMID: 39292701 PMCID: PMC11410267 DOI: 10.1371/journal.pone.0307158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Accepted: 07/02/2024] [Indexed: 09/20/2024] Open
Abstract
This study aimed to investigate integration of alternating speech, a stimulus which classically produces a V-shaped speech intelligibility function with minimum at 2-6 Hz in typical-hearing (TH) listeners. We further studied how degraded speech impacts intelligibility across alternating rates (2, 4, 8, and 32 Hz) using vocoded speech, either in the right ear or bilaterally, to simulate single-sided deafness with a cochlear implant (SSD-CI) and bilateral CIs (BiCI), respectively. To assess potential cortical signatures of across-ear integration, we recorded activity in the bilateral auditory cortices (AC) and dorsolateral prefrontal cortices (DLPFC) during the task using functional near-infrared spectroscopy (fNIRS). For speech intelligibility, the V-shaped function was reproduced only in the BiCI condition; TH (with ceiling scores) and SSD-CI conditions had significantly higher scores across all alternating rates compared to the BiCI condition. For fNIRS, the AC and DLPFC exhibited significantly different activity across alternating rates in the TH condition, with altered activity patterns in both regions in the SSD-CI and BiCI conditions. Our results suggest that degraded speech inputs in one or both ears impact across-ear integration and that different listening strategies were employed for speech integration manifested as differences in cortical activity across conditions.
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Affiliation(s)
- Gabriel G Sobczak
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Xin Zhou
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Liberty E Moore
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Daniel M Bolt
- Department of Educational Psychology, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Ruth Y Litovsky
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States of America
- Department of Communication Sciences and Disorders, University of Wisconsin-Madison, Madison, WI, United States of America
- Department of Surgery, Division of Otolaryngology, University of Wisconsin-Madison, Madison, WI, United States of America
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21
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Asaoka H, Watanabe K, Miyamoto Y, Restrepo-Henao A, van der Ven E, Moro MF, Alnasser LA, Ayinde O, Balalian AA, Basagoitia A, Durand-Arias S, Eskin M, Fernández-Jiménez E, Ines FFM, Giménez L, Hoek HW, Jaldo RE, Lindert J, Maldonado H, Martínez-Alés G, Mediavilla R, McCormack C, Narvaez J, Ouali U, Barrera-Perez A, Calgua-Guerra E, Ramírez J, Rodríguez AM, Seblova D, da Silva ATC, Valeri L, Gureje O, Ballester D, Carta MG, Isahakyan A, Jamoussi A, Seblova J, Solis-Soto MT, Alvarado R, Susser E, Mascayano F, Nishi D. Association of depressive symptoms with incidence and mortality rates of COVID-19 over 2 years among healthcare workers in 20 countries: multi-country serial cross-sectional study. BMC Med 2024; 22:386. [PMID: 39267052 PMCID: PMC11395223 DOI: 10.1186/s12916-024-03585-8] [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: 04/26/2024] [Accepted: 08/23/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND Long-term deterioration in the mental health of healthcare workers (HCWs) has been reported during and after the COVID-19 pandemic. Determining the impact of COVID-19 incidence and mortality rates on the mental health of HCWs is essential to prepare for potential new pandemics. This study aimed to investigate the association of COVID-19 incidence and mortality rates with depressive symptoms over 2 years among HCWs in 20 countries during and after the COVID-19 pandemic. METHODS This was a multi-country serial cross-sectional study using data from the first and second survey waves of the COVID-19 HEalth caRe wOrkErS (HEROES) global study. The HEROES study prospectively collected data from HCWs at various health facilities. The target population included HCWs with both clinical and non-clinical roles. In most countries, healthcare centers were recruited based on convenience sampling. As an independent variable, daily COVID-19 incidence and mortality rates were calculated using confirmed cases and deaths reported by Johns Hopkins University. These rates represent the average for the 7 days preceding the participants' response date. The primary outcome was depressive symptoms, assessed by the Patient Health Questionnaire-9. A multilevel linear mixed model (LMM) was conducted to investigate the association of depressive symptoms with the average incidence and mortality rates. RESULTS A total of 32,223 responses from the participants who responded to all measures used in this study on either the first or second survey, and on both the first and second surveys in 20 countries were included in the analysis. The mean age was 40.1 (SD = 11.1), and 23,619 responses (73.3%) were from females. The 9323 responses (28.9%) were nurses and 9119 (28.3%) were physicians. LMM showed that the incidence rate was significantly and positively associated with depressive symptoms (coefficient = 0.008, standard error 0.003, p = 0.003). The mortality rate was significantly and positively associated with depressive symptoms (coefficient = 0.049, se = 0.020, p = 0.017). CONCLUSIONS This is the first study to show an association between COVID-19 incidence and mortality rates with depressive symptoms among HCWs during the first 2 years of the outbreak in multiple countries. This study's findings indicate that additional mental health support for HCWs was needed when the COVID-19 incidence and mortality rates increase during and after the early phase of the pandemic, and these findings may apply to future pandemics. TRIAL REGISTRATION Clinicaltrials.gov, NCT04352634.
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Affiliation(s)
- Hiroki Asaoka
- Department of Mental Health, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyoku, Tokyo, 113-0033, Japan
| | - Kazuhiro Watanabe
- Department of Public Health, Kitasato University School of Medicine, Sagamihara, Japan
| | - Yuki Miyamoto
- Department of Psychiatric Nursing, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | | | - Els van der Ven
- Department of Clinical, Neuro- and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Maria Francesca Moro
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, USA
| | - Lubna A Alnasser
- Department of Population Health, King Abdullah International Medical Research Center (KAIMRC), King Saud Bin Abdulaziz University for Health Sciences (KSAU-HS), Ministry of National Guard, Riyadh, Saudi Arabia
| | - Olatunde Ayinde
- Department of Psychiatry, University of Ibadan, Ibadan, Nigeria
| | - Arin A Balalian
- Question Driven Design and Analysis Group (QD-DAG), New York, USA
| | | | - Sol Durand-Arias
- Instituto Nacional de Psiquiatría Ramón de La Fuente Muñiz, Mexico City, Mexico
| | - Mehmet Eskin
- Department of Psychology, Koc University, Istanbul, Turkey
| | - Eduardo Fernández-Jiménez
- Department of Psychiatry, Clinical Psychology and Mental Health, La Paz University Hospital, Madrid, Spain
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Faculty of Social Sciences and Communication, Universidad Europea de Madrid, Madrid, Spain
| | | | - Luis Giménez
- Health Psychology Institute, Faculty of Psychology, University of the Republic, Montevideo, Uruguay
| | - Hans W Hoek
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, USA
- Department of Psychiatry, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
- Parnassia Psychiatric Institute, Parnassia Groep, The Hague, the Netherlands
| | | | - Jutta Lindert
- Faculty of Health and Social Work, University of Applied Sciences Emden / Leer, Emden, Germany
| | | | | | - Roberto Mediavilla
- Department of Psychiatry, Universidad Autónoma de Madrid, Madrid, Spain
- Instituto de Investigación del Hospital Universitario La Princesa, Madrid, Spain
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Clare McCormack
- Department of Child and Adolescent Psychiatry, NYU Langone Health, New York, USA
| | - Javier Narvaez
- Department of Public Health, School of Medicine, Universidad Nacional de Colombia, Bogotá, Colombia
- Graduate Education Division, Universidad El Bosque, Bogotá, Colombia
| | - Uta Ouali
- Department Psychiatry A, Razi Hospital La Manouba, Manouba, Tunisia
- Faculty of Medicine of Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Aida Barrera-Perez
- School of Medicine, University of San Carlos of Guatemala, Guatemala City, Guatemala
| | - Erwin Calgua-Guerra
- School of Medicine, University of San Carlos of Guatemala, Guatemala City, Guatemala
| | - Jorge Ramírez
- Escuela de Salud Pública CL, Faculty of Medicine, University of Chile, Santiago, Chile
| | | | - Dominika Seblova
- Department of Epidemiology, Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | | | - Linda Valeri
- Department of Biostatistics, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Oye Gureje
- Department of Psychiatry, University of Ibadan, Ibadan, Nigeria
| | | | | | - Anna Isahakyan
- National Institute of Health Named After Academician S. Avdalbekyan, Yerevan, Armenia
| | - Amira Jamoussi
- Faculty of Medicine of Tunis, University of Tunis El Manar, Tunis, Tunisia
- Medical Intensive Care, Abderrahmen Mami Hospital, Aryanah, Tunisia
| | - Jana Seblova
- Department of Epidemiology, Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Maria Teresa Solis-Soto
- Research, Science and Technology Direction, Universidad San Francisco Xavier de Chuquisaca, Sucre, Bolivia
| | - Ruben Alvarado
- Interdisciplinary Centre for Health Studies (CIESAL), Department of Public Health, School of Medicine, Faculty of Medicine, Universidad de Valparaíso, Valparaíso, Chile
| | - Ezra Susser
- Columbia University Mailman School of Public Health, New York, NY, USA
- New York State Psychiatric Institute, New York, USA
| | - Franco Mascayano
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, USA
- New York State Psychiatric Institute, New York, USA
| | - Daisuke Nishi
- Department of Mental Health, Graduate School of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyoku, Tokyo, 113-0033, Japan.
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Bembich S, Castelpietra E, Bua J, Causin E, Pavan C, Marrazzo F, Travan L. Cerebral Synchronization Between Mothers and Their Newborns During Breastfeeding. Breastfeed Med 2024; 19:725-733. [PMID: 39058700 DOI: 10.1089/bfm.2023.0307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/28/2024]
Abstract
Introduction: Breastfeeding is a fundamental biological function in mammals, allowing the progeny to develop in a physiological way. A physical and emotional dialog between mothers and offspring during breastfeeding has been described as part of the attachment relationship, and a synchronicity between maternal and neonatal brains can be hypothesized. This study aimed to assess if neonatal and maternal cortical areas activated during breastfeeding are functionally synchronized since the second day of life. Materials and Methods: Twenty mothers and their term newborns were enrolled. Cortical activation during breastfeeding was identified by multichannel near-infrared spectroscopy, which detects changes in haemoglobin concentration from multiple cortical regions. Functional activity was simultaneously detected (hyperscanning) in mothers and newborns' frontal and motor/primary somatosensory cortical areas during the first 5 minutes of breastfeeding. Cluster analysis and Student's t test were used to detect oxygenated haemoglobin increase, as cortical activation estimate. Wavelet transform coherence (WTC) analysis was used to identify a possible synchronization between maternal and neonatal activated cortical regions. Results: Mothers showed an activation of the central motor/primary somatosensory cortex, above the sagittal fissure. In newborns, the bilateral frontal cortex was activated. WTC analysis revealed two different cyclical synchronizations between mothers and infants' activated cortical regions. Conclusions: Such evidence may reflect a very early common sharing of experiences, possibly associated with reciprocal dynamic motor adjustments, hormonal coregulation, and somatic stimulations and sensations. The observed cyclical neural synchronization, between the mother and her newborn's cortex during breastfeeding, may play an important role in promoting their bonding.
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Affiliation(s)
| | - Elena Castelpietra
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
| | - Jenny Bua
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
| | - Enrica Causin
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
| | - Chiara Pavan
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
| | - Francesca Marrazzo
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
| | - Laura Travan
- Division of Neonatology and Neonatal Intensive Care Unit, Institute for Maternal and Child Health IRCCS "Burlo Garofolo," Trieste, Italy
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Perello-March J, Burns CG, Woodman R, Birrell S, Elliott MT. How Do Drivers Perceive Risks During Automated Driving Scenarios? An fNIRS Neuroimaging Study. HUMAN FACTORS 2024; 66:2244-2263. [PMID: 37357740 PMCID: PMC11344369 DOI: 10.1177/00187208231185705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 06/15/2023] [Indexed: 06/27/2023]
Abstract
OBJECTIVE Using brain haemodynamic responses to measure perceived risk from traffic complexity during automated driving. BACKGROUND Although well-established during manual driving, the effects of driver risk perception during automated driving remain unknown. The use of fNIRS in this paper for assessing drivers' states posits it could become a novel method for measuring risk perception. METHODS Twenty-three volunteers participated in an empirical driving simulator experiment with automated driving capability. Driving conditions involved suburban and urban scenarios with varying levels of traffic complexity, culminating in an unexpected hazardous event. Perceived risk was measured via fNIRS within the prefrontal cortical haemoglobin oxygenation and from self-reports. RESULTS Prefrontal cortical haemoglobin oxygenation levels significantly increased, following self-reported perceived risk and traffic complexity, particularly during the hazardous scenario. CONCLUSION This paper has demonstrated that fNIRS is a valuable research tool for measuring variations in perceived risk from traffic complexity during highly automated driving. Even though the responsibility over the driving task is delegated to the automated system and dispositional trust is high, drivers perceive moderate risk when traffic complexity builds up gradually, reflected in a corresponding significant increase in blood oxygenation levels, with both subjective (self-reports) and objective (fNIRS) increasing further during the hazardous scenario. APPLICATION Little is known regarding the effects of drivers' risk perception with automated driving. Building upon our experimental findings, future work can use fNIRS to investigate the mental processes for risk assessment and the effects of perceived risk on driving behaviours to promote the safe adoption of automated driving technology.
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Affiliation(s)
- Jaume Perello-March
- National Transport Design Centre, Centre for Future Transport and Cities, Coventry University, Coventry, UK
| | - Christopher G Burns
- School of Aerospace, Transport and Manufacturing (SATM), Cranfield University, Cranfield, UK
| | | | - Stewart Birrell
- National Transport Design Centre, Centre for Future Transport and Cities, Coventry University, Coventry, UK
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Bizen H, Kimura D. Classifying Learning Speed Using Brain Networks and Psychological States: Unraveling the Interdependence Between Learning Performance, Psychological States, and Brain Functions. Cureus 2024; 16:e70133. [PMID: 39463610 PMCID: PMC11506145 DOI: 10.7759/cureus.70133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/24/2024] [Indexed: 10/29/2024] Open
Abstract
Introduction The progression of performance learning (PL) may have complex relationships beyond mere concurrent occurrences and may influence each other. This study aimed to classify the speed of PL using a random forest based on brain network and stress state information and to identify the factors necessary for PL. In addition, this study also aimed to clarify the complex interdependent relationships between PL, psychological state, and brain function through these factors, using covariance structure analysis. Methods A total of 20 healthy individuals participated in a choice reaction time task, and brain function was measured using near-infrared spectroscopy (NIRS). Participants were divided into high-PL and low-PL groups based on the median difference in correct responses. Results Random forest analysis identified the left orbitofrontal area, right premotor cortex, right frontal pole, left frontal pole, left dorsolateral prefrontal cortex, and depression and anxiety as key factors. Covariance structure analysis revealed that depression and anxiety affected PL through the frontal pole and prefrontal cortex, suggesting a complex interplay between psychological state, brain function, and learning. Conclusions These findings suggest that psychological states influence brain networks, thereby affecting learning performance. Tailoring rehabilitation programs to address psychological states and providing targeted feedback may improve learning outcomes. The study provides insights into the theoretical and practical applications of understanding the brain's role in PL, as well as the importance of addressing psychological factors to optimize learning and rehabilitation strategies.
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Affiliation(s)
- Hiroki Bizen
- Department of Occupational Therapy, Faculty of Health Sciences, Kansai University of Health Sciences, Osaka, JPN
| | - Daisuke Kimura
- Department of Occupational Therapy, Faculty of Medical Sciences, Nagoya Women's University, Nagoya, JPN
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Yan X, Qin Y, Yu H, Xue Z, Jiang D, Huang L. The effects of prolonged sitting behavior on resting-state brain functional connectivity in college students post-COVID-19 rehabilitation: A study based on fNIRS technology. SPORTS MEDICINE AND HEALTH SCIENCE 2024; 6:287-294. [PMID: 39234485 PMCID: PMC11369834 DOI: 10.1016/j.smhs.2024.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 05/16/2024] [Accepted: 06/03/2024] [Indexed: 09/06/2024] Open
Abstract
Functional near-infrared spectroscopy (fNIRS) was used to explore the effects of sedentary behavior on the brain functional connectivity characteristics of college students in the resting state after recovering from Corona Virus Disease 2019 (COVID-19). Twenty-two college students with sedentary behavior and 22 college students with sedentary behavior and maintenance of exercise habits were included in the analysis; moreover, 8 min fNIRS resting-state data were collected. Based on the concentrations of oxyhemoglobin (HbO2) and deoxyhemoglobin (HbR) in the time series, the resting-state functional connection strength of the two groups of subjects, including the prefrontal cortex (PFC) and the lower limb supplementary motor area (LS), as well as the functional activity and functional connections of the primary motor cortex (M1) were calculated. The following findings were demonstrated. (1) Functional connection analysis based on HbO2 demonstrated that in the comparison of the mean functional connection strength of homologous regions of interest (ROIs) between the sedentary group and the exercise group, there was no significant difference in the mean functional strength of the ROIs between the two groups ( p > 0.05 ). In the comparison of the mean functional connection strengths of the two groups of heterologous ROIs, the functional connection strengths of the right PFC and the right LS ( p = 0.009 7 ), the left LS ( p = 0.012 7 ), and the right M1 ( p = 0.030 5 ) in the sedentary group were significantly greater. The functional connection strength between the left PFC and the right LS ( p = 0.031 2 ) and the left LS ( p = 0.037 0 ) was significantly greater. Additionally, the functional connection strength between the right LS and the right M1 ( p = 0.037 0 ) and the left LS ( p = 0.043 8 ) was significantly greater. (2) Functional connection analysis based on HbR demonstrated that there was no significant difference in functional connection strength between the sedentary group and the exercise group ( p > 0.05 ) or between the sedentary group and the exercise group ( p > 0.05 ). Similarly, there was no significant difference in the mean functional connection strength of the homologous and heterologous ROIs of the two groups. Additionally, there was no significant difference in the mean ROIs functional strength between the two groups ( p > 0.05 ). Experimental results and graphical analysis based on functional connectivity indicate that in this experiment, college student participants who exhibited sedentary behaviors showed an increase in fNIRS signals. Increase in fNIRS signals among college students exhibiting sedentary behaviors may be linked to their status post-SARS-CoV-2 infection and the sedentary context, potentially contributing to the strengthened functional connectivity in the resting-state cortical brain network. Conversely, the fNIRS signals decreased for the participants with exercise behaviors, who maintained reasonable exercise routines under the same conditions as their sedentary counterparts. The results may suggest that exercise behaviors have the potential to mitigate and reduce the impacts of sedentary behavior on the resting-state cortical brain network.
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Affiliation(s)
- Xiaocong Yan
- Graduate School, Harbin Sport University, Harbin, 150008, China
| | - Ying Qin
- College of Sports and Human Sciences, Harbin Sport University, Harbin, 150008, China
| | - Haifeng Yu
- Graduate School, Harbin Sport University, Harbin, 150008, China
| | - Zhenghao Xue
- College of Sports and Human Sciences, Harbin Sport University, Harbin, 150008, China
| | - Desheng Jiang
- College of Sports and Human Sciences, Harbin Sport University, Harbin, 150008, China
| | - Limin Huang
- College of Sports and Human Sciences, Harbin Sport University, Harbin, 150008, China
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Xiang LS, Zhang JN, Xie F, Fei X, Wang Y, Shi Y, Zhang Y. Comparative analysis of the effects of the computer-based and paper-based trail making tests on oxygenation in the prefrontal cortex. BMC Neurosci 2024; 25:39. [PMID: 39187754 PMCID: PMC11348744 DOI: 10.1186/s12868-024-00886-9] [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: 01/16/2024] [Accepted: 07/31/2024] [Indexed: 08/28/2024] Open
Abstract
The trail making test (TMT) is a commonly used tool for evaluating executive functions, and the activation of cerebral oxygenation in the prefrontal cortex (PFC) during the test can reflect the participation of executive function. This study aimed to compare the differences in cerebral oxygenation in the PFC between the computer- and paper-based versions of the TMT and provide a theoretical basis for the optimization and clinical application of the computer-based version. A total of 32 healthy adult participants completed the computer- and paper-based TMT Types A and B. Cerebral oxygenation changes in the PFC were monitored during the experiment using near-infrared spectroscopy. Moreover, average changes in oxyhemoglobin (Δoxy-Hb) levels at the baseline and during activation periods in different types of testing were compared and analyzed. The number of correct connections in the computer-based version Type B was less than that in the paper-based version Type B (p < .001). The task time of the computer-based version was longer than that of the paper-based version (p < .001). The B/A ratio of the number of correct connections in the computer-based version was lower than that in the paper-based version (p < .001). The Δoxy-Hb in the PFC of the paper-based version was higher than that of the computer-based version (p < .001). Significant differences in oxygenation in the PFC were observed between the paper- and computer-based versions of TMT. After further improvement and correction in the subsequent development of the computer-based TMT, and taking into account the psychological feelings and preferences of the participants when performing different versions of the TMTs, the computer-based TMT is expected to play a good auxiliary role in clinical evaluation.
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Affiliation(s)
- Li-Sha Xiang
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
- Department of Rehabilitation Medicine, School of Clinical Medicine, Soochow University, Soochow, China
| | - Jia-Nan Zhang
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
| | - Fan Xie
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
| | - Xiao Fei
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
| | - Ya Wang
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
| | - Yue Shi
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China
| | - Yi Zhang
- Department of Rehabilitation Medicine, The Third Affiliated Hospital of Soochow University, No. 185, Juqian Street, Tianning Area, Changzhou, 213003, China.
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Möller S, Hagberg K, Ramstrand N. Cognitive load in individuals with a transfemoral amputation during single- and dual-task walking: a pilot study of brain activity in people using a socket prosthesis or a bone-anchored prosthesis. J Rehabil Med 2024; 56:jrm40111. [PMID: 39175448 PMCID: PMC11358844 DOI: 10.2340/jrm.v56.40111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 07/15/2024] [Indexed: 08/24/2024] Open
Abstract
OBJECTIVE To explore cognitive load in people with transfemoral amputations fitted with socket or bone-anchored prostheses by describing activity in the left and right dorsolateral prefrontal cortices during single- and dual-task walking. DESIGN Cross-sectional pilot study. PATIENTS 8 socket prosthesis users and 8 bone-anchored prosthesis users. All were fitted with microprocessor-controlled prosthetic knees. METHODS Participants answered self-report questionnaires and performed gait tests during 1 single-task walking condition and 2 dual-task walking conditions. While walking, activity in the dorsolateral prefrontal cortex was measured using functional near-infrared spectroscopy. Cognitive load was investigated for each participant by exploring the relative concentration of oxygenated haemoglobin in the left and right dorsolateral prefrontal cortex. Symmetry of brain activity was investigated by calculating a laterality index. RESULTS Self-report measures and basic gait variables did not show differences between the groups. No obvious between-group differences were observed in the relative concentration of oxygenated haemoglobin for any walking condition. There was a tendency towards more right-side brain activity for participants using a socket prosthesis during dual-task conditions. CONCLUSIONS This pilot study did not identify substantial differences in cognitive load or lateralization between socket prosthesis users and bone-anchored prosthesis users.
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Affiliation(s)
- Saffran Möller
- Department of Rehabilitation, School of Health and Welfare, Jönköping University, Sweden.
| | - Kerstin Hagberg
- Department of Orthopaedics, Sahlgrenska University Hospital, Gothenburg, Sweden; Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Swede
| | - Nerrolyn Ramstrand
- Department of Rehabilitation, School of Health and Welfare, Jönköping University, Sweden
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Hoy BA, Bi M, Lam M, Krishnasamy G, Abdalmalak A, Fenesi B. Hyperactivity in ADHD: Friend or Foe? Brain Sci 2024; 14:719. [PMID: 39061459 PMCID: PMC11274564 DOI: 10.3390/brainsci14070719] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/12/2024] [Accepted: 07/15/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Hyperactivity may play a functional role in upregulating prefrontal cortical hypoarousal and executive functioning in ADHD. This study investigated the neurocognitive impact of movement during executive functioning on children with ADHD. METHODS Twenty-four children with and without ADHD completed a Stroop task and self-efficacy ratings while remaining stationary (Stationary condition) and while desk cycling (Movement condition). Simultaneous functional near-infrared spectroscopy (fNIRS) recorded oxygenated and deoxygenated changes in hemoglobin within the left dorsolateral prefrontal cortex (DLPFC). RESULTS Among children with ADHD, the Movement condition produced superior Stroop reaction time compared to the Stationary condition (p = 0.046, d = 1.00). Self-efficacy improved in the Movement condition (p = 0.033, d = 0.41), whereas it did not in the Stationary condition (p = 0.323). Seventy-eight percent of participants showed greater oxygenation in the left DLPFC during the Movement condition vs. the Stationary condition. Among children without ADHD, there were no differences in Stroop or self-efficacy outcomes between Stationary and Movement conditions (ps > 0.085, ts < 1.45); 60% of participants showed greater oxygenation in the left DLPFC during the Movement vs. the Stationary condition. CONCLUSIONS This work provides supportive evidence that hyperactivity in ADHD may be a compensatory mechanism to upregulate PFC hypoarousal to support executive functioning and self-efficacy.
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Affiliation(s)
- Beverly-Ann Hoy
- Faculty of Education, Western University, London, ON N6G 1G7, Canada; (B.-A.H.); (M.B.); (M.L.); (G.K.)
| | - Michelle Bi
- Faculty of Education, Western University, London, ON N6G 1G7, Canada; (B.-A.H.); (M.B.); (M.L.); (G.K.)
| | - Matthew Lam
- Faculty of Education, Western University, London, ON N6G 1G7, Canada; (B.-A.H.); (M.B.); (M.L.); (G.K.)
| | - Gayuni Krishnasamy
- Faculty of Education, Western University, London, ON N6G 1G7, Canada; (B.-A.H.); (M.B.); (M.L.); (G.K.)
| | - Androu Abdalmalak
- Department of Physiology and Pharmacology, Western University, London, ON N6A 5C1, Canada;
| | - Barbara Fenesi
- Faculty of Education, Western University, London, ON N6G 1G7, Canada; (B.-A.H.); (M.B.); (M.L.); (G.K.)
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Lee K, Kwon J, Chun M, Choi J, Lee SH, Im CH. Functional Near-Infrared Spectroscopy-Based Computer-Aided Diagnosis of Major Depressive Disorder Using Convolutional Neural Network with a New Channel Embedding Layer Considering Inter-Hemispheric Asymmetry in Prefrontal Hemodynamic Responses. Depress Anxiety 2024; 2024:4459867. [PMID: 40226684 PMCID: PMC11918759 DOI: 10.1155/2024/4459867] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 06/17/2024] [Accepted: 06/26/2024] [Indexed: 04/15/2025] Open
Abstract
Background Functional near-infrared spectroscopy (fNIRS) is being extensively explored as a potential primary screening tool for major depressive disorder (MDD) because of its portability, cost-effectiveness, and low susceptibility to motion artifacts. However, the fNIRS-based computer-aided diagnosis (CAD) of MDD using deep learning methods has rarely been studied. In this study, we propose a novel deep learning framework based on a convolutional neural network (CNN) for the fNIRS-based CAD of MDD with high accuracy. Materials and Methods The fNIRS data of participants-48 patients with MDD and 68 healthy controls (HCs)-were obtained while they performed a Stroop task. The hemodynamic responses calculated from the preprocessed fNIRS data were used as inputs to the proposed CNN model with an ensemble CNN architecture, comprising three 1D depth-wise convolutional layers specifically designed to reflect interhemispheric asymmetry in hemodynamic responses between patients with MDD and HCs, which is known to be a distinct characteristic in previous MDD studies. The performance of the proposed model was evaluated using a leave-one-subject-out cross-validation strategy and compared with those of conventional machine learning and CNN models. Results The proposed model exhibited a high accuracy, sensitivity, and specificity of 84.48%, 83.33%, and 85.29%, respectively. The accuracies of conventional machine learning algorithms-shrinkage linear discriminator analysis, regularized support vector machine, EEGNet, and ShallowConvNet-were 73.28%, 74.14%, 62.93%, and 62.07%, respectively. Conclusions In conclusion, the proposed deep learning model can differentiate between the patients with MDD and HCs more accurately than the conventional models, demonstrating its applicability in fNIRS-based CAD systems.
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Affiliation(s)
- Kyeonggu Lee
- Department of Electronic Engineering, Hanyang University, Seoul, Republic of Korea
| | - Jinuk Kwon
- Department of Electronic Engineering, Hanyang University, Seoul, Republic of Korea
| | - Minyoung Chun
- Department of Electronic Engineering, Hanyang University, Seoul, Republic of Korea
| | | | - Seung-Hwan Lee
- Department of Psychiatry, Clinical Emotion and Cognition Research Laboratory, Inje University, Goyang, Republic of Korea
- Ilsan Paik Hospital, Inje University College of Medicine, Juhwa-ro 170, Ilsanseo-Gu, Goyang 10370, Republic of Korea
| | - Chang-Hwan Im
- Department of Electronic Engineering, Hanyang University, Seoul, Republic of Korea
- Department of Biomedical Engineering, Hanyang University, Seoul, Republic of Korea
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Kim J, Kim E, Lee SH, Lee G, Kim YH. Use of cortical hemodynamic responses in digital therapeutics for upper limb rehabilitation in patients with stroke. J Neuroeng Rehabil 2024; 21:115. [PMID: 38987817 PMCID: PMC11238451 DOI: 10.1186/s12984-024-01404-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 06/11/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Stroke causes long-term disabilities, highlighting the need for innovative rehabilitation strategies for reducing residual impairments. This study explored the potential of functional near-infrared spectroscopy (fNIRS) for monitoring cortical activation during rehabilitation using digital therapeutics. METHODS This cross-sectional study included 18 patients with chronic stroke, of whom 13 were men. The mean age of the patients was 67.0 ± 7.1 years. Motor function was evaluated through various tests, including the Fugl-Meyer assessment for upper extremity (FMA-UE), grip and pinch strength test, and box and block test. All the patients completed the digital rehabilitation program (MotoCog®, Cybermedic Co., Ltd., Republic of Korea) while being monitored using fNIRS (NIRScout®, NIRx Inc., Germany). Statistical parametric mapping (SPM) was employed to analyze the cortical activation patterns from the fNIRS data. Furthermore, the K-nearest neighbor (K-NN) algorithm was used to analyze task performance and fNIRS data to classify the severity of motor impairment. RESULTS The participants showed diverse task performances in the digital rehabilitation program, demonstrating distinct patterns of cortical activation that correlated with different motor function levels. Significant activation was observed in the ipsilesional primary motor area (M1), primary somatosensory area (S1), and contralateral prefrontal cortex. The activation patterns varied according to the FMA-UE scores. Positive correlations were observed between the FMA-UE scores and SPM t-values in the ipsilesional M1, whereas negative correlations were observed in the ipsilesional S1, frontal lobe, and parietal lobe. The incorporation of cortical hemodynamic responses with task scores in a digital rehabilitation program substantially improves the accuracy of the K-NN algorithm in classifying upper limb functional levels in patients with stroke. The accuracy for tasks, such as the gas stove-operation task, increased from 44.4% using only task scores to 83.3% when these scores were combined with oxy-Hb t-values from the ipsilesional M1. CONCLUSIONS The results advocated the development of tailored digital rehabilitation strategies by combining the behavioral and cerebral hemodynamic data of patients with stroke. This approach aligns with the evolving paradigm of personalized rehabilitation in stroke recovery, highlighting the need for further extensive research to optimize rehabilitation outcomes.
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Affiliation(s)
- Jinuk Kim
- Center for Neuroscience Imaging Research, Institute for Basic Science (IBS), Suwon, 16419, Republic of Korea
| | - Eunmi Kim
- Department of Physical and Rehabilitation Medicine, Sungkyunkwan University School of Medicine, Suwon, 16419, Republic of Korea
| | - Su-Hyun Lee
- Department of Physical and Rehabilitation Medicine, Sungkyunkwan University School of Medicine, Suwon, 16419, Republic of Korea
| | - Gihyoun Lee
- Department of Biomedical Engineering, Chonnam National University, Yeosu, 59626, Republic of Korea.
- School of Healthcare and Biomedical Engineering, Chonnam National University, Yeosu, 59626, Republic of Korea.
| | - Yun-Hee Kim
- Department of Physical and Rehabilitation Medicine, Sungkyunkwan University School of Medicine, Suwon, 16419, Republic of Korea.
- Myongji Choonhey Rehabilitation Hospital, Seoul, 07378, Republic of Korea.
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Yao Q, Chen L, Qu H, Fan W, He L, Li G, Hu J, Zou J, Huang G, Zeng Q. Comparable cerebral cortex activity and gait performance in elderly hypertensive and healthy individuals during dual-task walking: A fNIRS study. Brain Behav 2024; 14:e3568. [PMID: 38988039 PMCID: PMC11236899 DOI: 10.1002/brb3.3568] [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: 10/07/2023] [Revised: 02/02/2024] [Accepted: 05/14/2024] [Indexed: 07/12/2024] Open
Abstract
BACKGROUND Hypertension increases the risk of cognitive impairment and related dementia, causing impaired executive function and unusual gait parameters. However, the mechanism of neural function illustrating this is unclear. Our research aimed to explore the differences of cerebral cortex activation, gait parameters, and working memory performance between healthy older adults (HA) and older hypertensive (HT) patients when performing cognitive and walking tasks. METHOD A total of 36 subjects, including 12 healthy older adults and 24 older hypertensive patients were asked to perform series conditions including single cognitive task (SC), single walking task (SW), and dual-task (DT), wearing functional near-infrared spectroscopy (fNIRS) equipment and Intelligent Device for Energy Expenditure and Activity equipment to record cortical hemodynamic reactions and various gait parameters. RESULTS The left somatosensory cortex (L-S1) and bilateral supplementary motor area (SMA) showed higher cortical activation (p < .05) than HA when HT performed DT. The intragroup comparison showed that HT had higher cortical activation (p < .05) when performing DT as SW. The cognitive performance of HT was significantly worse (p < .05) than HA when executing SC. The activation of the L-S1, L-M1, and bilateral SMA in HT were significantly higher during SW (p < .05). CONCLUSION Hypertension can lead to cognitive impairment in the elderly, including executive function and walking function decline. As a result of these functional declines, elderly patients with hypertension are unable to efficiently allocate brain resources to support more difficult cognitive interference tasks and need to meet more complex task demands by activating more brain regions.
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Affiliation(s)
- Qiuru Yao
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
- School of NursingSouthern Medical UniversityGuangzhouChina
| | - Ling Chen
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Hang Qu
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Weichao Fan
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
- School of NursingSouthern Medical UniversityGuangzhouChina
| | - Longlong He
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Gege Li
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Jinjing Hu
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
| | - Jihua Zou
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
- School of Rehabilitation MedicineSouthern Medical UniversityGuangzhouChina
- Faculty of Health and Social SciencesThe Hong Kong Polytechnic UniversityHong KongChina
| | - Guozhi Huang
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
- School of Rehabilitation MedicineSouthern Medical UniversityGuangzhouChina
| | - Qing Zeng
- Department of Rehabilitation MedicineZhujiang Hospital, Southern Medical UniversityGuangzhouChina
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Zhou T, Ye Y, Zhu Q, Vann W, Du J. Neural dynamics of delayed feedback in robot teleoperation: insights from fNIRS analysis. Front Hum Neurosci 2024; 18:1338453. [PMID: 38952645 PMCID: PMC11215083 DOI: 10.3389/fnhum.2024.1338453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 05/31/2024] [Indexed: 07/03/2024] Open
Abstract
Introduction As robot teleoperation increasingly becomes integral in executing tasks in distant, hazardous, or inaccessible environments, operational delays remain a significant obstacle. These delays, inherent in signal transmission and processing, adversely affect operator performance, particularly in tasks requiring precision and timeliness. While current research has made strides in mitigating these delays through advanced control strategies and training methods, a crucial gap persists in understanding the neurofunctional impacts of these delays and the efficacy of countermeasures from a cognitive perspective. Methods This study addresses the gap by leveraging functional Near-Infrared Spectroscopy (fNIRS) to examine the neurofunctional implications of simulated haptic feedback on cognitive activity and motor coordination under delayed conditions. In a human-subject experiment (N = 41), sensory feedback was manipulated to observe its influences on various brain regions of interest (ROIs) during teleoperation tasks. The fNIRS data provided a detailed assessment of cerebral activity, particularly in ROIs implicated in time perception and the execution of precise movements. Results Our results reveal that the anchoring condition, which provided immediate simulated haptic feedback with a delayed visual cue, significantly optimized neural functions related to time perception and motor coordination. This condition also improved motor performance compared to the asynchronous condition, where visual and haptic feedback were misaligned. Discussion These findings provide empirical evidence about the neurofunctional basis of the enhanced motor performance with simulated synthetic force feedback in the presence of teleoperation delays. The study highlights the potential for immediate haptic feedback to mitigate the adverse effects of operational delays, thereby improving the efficacy of teleoperation in critical applications.
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Affiliation(s)
- Tianyu Zhou
- The Informatics, Cobots and Intelligent Construction (ICIC) Lab, Department of Civil and Coastal Engineering, University of Florida, Gainesville, FL, United States
| | - Yang Ye
- The Informatics, Cobots and Intelligent Construction (ICIC) Lab, Department of Civil and Coastal Engineering, University of Florida, Gainesville, FL, United States
| | - Qi Zhu
- Communications Technology Laboratory, Public Safety Communications Research Division, Advanced Communications Research Group, National Institute of Standards and Technology, Boulder, CO, United States
| | - William Vann
- The Informatics, Cobots and Intelligent Construction (ICIC) Lab, Department of Civil and Coastal Engineering, University of Florida, Gainesville, FL, United States
| | - Jing Du
- The Informatics, Cobots and Intelligent Construction (ICIC) Lab, Department of Civil and Coastal Engineering, University of Florida, Gainesville, FL, United States
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Kang KYL, Rosenkranz R, Altinsoy ME, Li SC. Cortical processes of multisensory plausibility modulation of vibrotactile perception in virtual environments in middled-aged and older adults. Sci Rep 2024; 14:13366. [PMID: 38862559 PMCID: PMC11166973 DOI: 10.1038/s41598-024-64054-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 06/04/2024] [Indexed: 06/13/2024] Open
Abstract
Digital technologies, such as virtual or augmented reality, can potentially support neurocognitive functions of the aging populations worldwide and complement existing intervention methods. However, aging-related declines in the frontal-parietal network and dopaminergic modulation which progress gradually across the later periods of the adult lifespan may affect the processing of multisensory congruence and expectancy based contextual plausibility. We assessed hemodynamic brain responses while middle-aged and old adults experienced car-riding virtual-reality scenarios where the plausibility of vibrotactile stimulations was manipulated by delivering stimulus intensities that were either congruent or incongruent with the digitalized audio-visual contexts of the respective scenarios. Relative to previous findings observed in young adults, although highly plausible vibrotactile stimulations confirming with contextual expectations also elicited higher brain hemodynamic responses in middle-aged and old adults, this effect was limited to virtual scenarios with extreme expectancy violations. Moreover, individual differences in plausibility-related frontal activity did not correlate with plausibility violation costs in the sensorimotor cortex, indicating less systematic frontal context-based sensory filtering in older ages. These findings have practical implications for advancing digital technologies to support aging societies.
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Affiliation(s)
- Kathleen Y L Kang
- Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, Dresden, Germany.
- Faculty of Psychology, Technische Universität Dresden, Zellerscher Weg 17 Room A232/233, 01069, Dresden, Germany.
- School of Psychology and Vision Sciences, University of Leicester, Leicester, UK.
| | - Robert Rosenkranz
- Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, Dresden, Germany
- Faculty of Electrical and Computer Engineering, Technische Universität Dresden, Dresden, Germany
| | - Mehmet Ercan Altinsoy
- Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, Dresden, Germany
- Faculty of Electrical and Computer Engineering, Technische Universität Dresden, Dresden, Germany
| | - Shu-Chen Li
- Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, Dresden, Germany.
- Faculty of Psychology, Technische Universität Dresden, Zellerscher Weg 17 Room A232/233, 01069, Dresden, Germany.
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Tian C, Li H, Tian S, Tian F, Yang H. The neurocognitive mechanism linking temperature and humidity with miners' alertness: an fNIRS study. Sci Rep 2024; 14:11796. [PMID: 38783060 PMCID: PMC11116381 DOI: 10.1038/s41598-024-62674-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 05/20/2024] [Indexed: 05/25/2024] Open
Abstract
As the depth of coal mining increases, the temperature and humidity of the underground environment also rise, which can negatively impact the physiological health of miners, and may even pose a threat to their safety and lives. However, studies on the neurocognitive mechanisms underlying the relationship between temperature, humidity, and miners' alertness are scant. This study investigates several research objectives: (A) the differences in reaction time and error rate in different temperature and humidity conditions, which factor has a greater impact; (B) the differences in the levels of Oxy-Hb in different conditions and which factor has a greater impact; (C) the differences of activation degree between different regions of interest; and (D) the differences in the shape of Oxy-Hb time course between different conditions between different regions of interests. The fNIRS was used to measure the activity in 100 participants' prefrontal cortex in this study. The results showed that both temperature and humidity would lead to decreased alertness of miners, which would not only prolong the reaction time, increase the error rate, and increase the Oxy-Hb concentration, but also lead to increased activation of the prefrontal cortex and greater activation of the right side than that of the left side, the Oxy-Hb time course was different on both sides, and temperature has a greater effect on alertness than humidity.
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Affiliation(s)
- Chenning Tian
- Institute of Safety Management and Risk Control, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China.
- Institute of Safety and Emergency Management, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China.
| | - Hongxia Li
- Institute of Safety Management and Risk Control, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
- Institute of Safety and Emergency Management, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
- School of Management, Xi'an University of Science and Technology, Xi'an, 710054, China
| | - Shuicheng Tian
- Institute of Safety Management and Risk Control, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
- Institute of Safety and Emergency Management, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
| | - Fangyuan Tian
- Institute of Safety Management and Risk Control, School of Safety Science and Engineering, Xi'an University of Science and Technology, Xi'an, 710054, China
- School of Management, Xi'an University of Science and Technology, Xi'an, 710054, China
| | - Hailan Yang
- School of Management, Xi'an University of Science and Technology, Xi'an, 710054, China
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Barreto C, Curtin A, Topoglu Y, Day-Watkins J, Garvin B, Foster G, Ormanoglu Z, Sheridan E, Connell J, Bennett D, Heffler K, Ayaz H. Prefrontal Cortex Responses to Social Video Stimuli in Young Children with and without Autism Spectrum Disorder. Brain Sci 2024; 14:503. [PMID: 38790481 PMCID: PMC11119834 DOI: 10.3390/brainsci14050503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Revised: 05/09/2024] [Accepted: 05/11/2024] [Indexed: 05/26/2024] Open
Abstract
Autism spectrum disorder (ASD) is a neurodevelopmental disorder affecting individuals worldwide and characterized by deficits in social interaction along with the presence of restricted interest and repetitive behaviors. Despite decades of behavioral research, little is known about the brain mechanisms that influence social behaviors among children with ASD. This, in part, is due to limitations of traditional imaging techniques specifically targeting pediatric populations. As a portable and scalable optical brain monitoring technology, functional near infrared spectroscopy (fNIRS) provides a measure of cerebral hemodynamics related to sensory, motor, or cognitive function. Here, we utilized fNIRS to investigate the prefrontal cortex (PFC) activity of young children with ASD and with typical development while they watched social and nonsocial video clips. The PFC activity of ASD children was significantly higher for social stimuli at medial PFC, which is implicated in social cognition/processing. Moreover, this activity was also consistently correlated with clinical measures, and higher activation of the same brain area only during social video viewing was associated with more ASD symptoms. This is the first study to implement a neuroergonomics approach to investigate cognitive load in response to realistic, complex, and dynamic audiovisual social stimuli for young children with and without autism. Our results further confirm that new generation of portable fNIRS neuroimaging can be used for ecologically valid measurements of the brain function of toddlers and preschool children with ASD.
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Affiliation(s)
- Candida Barreto
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Adrian Curtin
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Yigit Topoglu
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | | | - Brigid Garvin
- St. Christopher’s Hospital for Children, Philadelphia, PA 19134, USA
| | - Grant Foster
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | - Zuhal Ormanoglu
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | | | - James Connell
- School of Education, Drexel University, Philadelphia, PA 19104, USA
| | - David Bennett
- Department of Psychiatry, College of Medicine, Drexel University, Philadelphia, PA 19129, USA
| | - Karen Heffler
- Department of Psychiatry, College of Medicine, Drexel University, Philadelphia, PA 19129, USA
| | - Hasan Ayaz
- School of Biomedical Engineering, Science, and Health Systems, Drexel University, Philadelphia, PA 19104, USA
- A.J. Drexel Autism Institute, Philadelphia, PA 19104, USA
- Department of Psychological and Brain Sciences, College of Arts and Sciences, Drexel University, Philadelphia, PA 19104, USA
- Drexel Solutions Institute, Drexel University, Philadelphia, PA 19104, USA
- Center for Injury Research and Prevention, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
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Liu F, Chi X, Yu D. Reduced inhibition control ability in children with ADHD due to coexisting learning disorders: an fNIRS study. Front Psychiatry 2024; 15:1326341. [PMID: 38832323 PMCID: PMC11146205 DOI: 10.3389/fpsyt.2024.1326341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 04/25/2024] [Indexed: 06/05/2024] Open
Abstract
Introduction Inhibition control, as the core component of executive function, might play a crucial role in the understanding of attention deficit/hyperactivity disorder (ADHD) and specific learning disorders (SLD). Inhibition control deficits have been observed in children with ADHD or SLD. This study sought to test in a multi-modal fashion (i.e., behavior and plus brain imaging) whether inhibition control abilities would be further deteriorated in the ADHD children due to the comorbidity of SLD. Method A total number of 90 children (aged 6-12 years) were recruited, including 30 ADHD, 30 ADHD+SLD (children with the comorbidity of ADHD and SLD), and 30 typically developing (TD) children. For each participant, a 44-channel functional near infrared spectroscopy (fNIRS) equipment was first adopted to capture behavioral and cortical hemodynamic responses during a two-choice Oddball task (a relatively new inhibition control paradigm). Then, 50 metrics were extracted, including 6 behavioral metrics (i.e., OddballACC, baselineACC, totalACC, OddballRT, baselineRT, and totalRT) and 44 beta values in 44 channels based on general linear model. Finally, differences in those 50 metrics among the TD, ADHD, and ADHD+SLD children were analyzed. Results Findings showed that: (1) OddballACC (i.e., the response accuracy in deviant stimuli) is the most sensitive metric in identifying the differences between the ADHD and ADHD+SLD children; and (2) The ADHD+SLD children exhibited decreased behavioral response accuracy and brain activation level in some channels (e.g., channel CH35) than both the ADHD and TD children. Discussion Findings seem to support that inhibition control abilities would be further decreased in the ADHD children due to the comorbidity of SLD.
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Affiliation(s)
- Fulin Liu
- Key Laboratory of Child Development and Learning Science of Ministry of Education, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
| | - Xia Chi
- Department of Child Health Care, Women’s Hospital of Nanjing Medical University, Nanjing Maternity and Child Health Care Hospital, Nanjing, Jiangsu, China
| | - Dongchuan Yu
- Key Laboratory of Child Development and Learning Science of Ministry of Education, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
- Henan Provincial Medical Key Lab of Child Developmental Behavior and Learning, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
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Huang C, Guo L, Sun Y, Lu J, Shan H, Du J, Jiang H, Shao S, Deng M, Wen X, Zhu R, Su H, Zhong N, Zhao M. Disrupted inter-brain synchronization in the prefrontal cortex between adolescents and young adults with gaming disorders during the real-world cooperating video games. J Affect Disord 2024; 352:386-394. [PMID: 38401807 DOI: 10.1016/j.jad.2024.02.079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 02/17/2024] [Accepted: 02/21/2024] [Indexed: 02/26/2024]
Abstract
BACKGROUND Gaming disorder (GD) and hazardous gaming (HG) have a high incidence among adolescents and young adults and have caused various negative consequences. Interpersonal interaction deficits are closely related to GD and HG, however, the underlying brain mechanisms are still unclear. METHODS The current study recruited 46 healthy subjects and 32 subjects with GD/HG. Gaming time and frequency, gaming disorder risks, life events, strengths, and difficulties were measured with scales. Subjects were randomly paired into 12 HC-HC dyads, 15 GD/HG-HC dyads, and 7 GD/HG-GD/HG dyads and in pairs completed a real-world cooperating video game - "Tied Together" with functional near-infrared spectroscopy hyperscanning recording in the prefrontal cortex. The inter-brain synchronization in each region of the PFC between dyads was calculated by wavelet to transform coherence to measure brain-to-brain synchronization. RESULTS We found subjects with GD/HG reported higher risks of gaming. The highest IBS in the left dorsolateral prefrontal cortex significantly decreased in the GD/HG-HC and GD/HG-GD/HG dyads compared with healthy controls. A decreasing highest IBS of the left dlPFC was related to a decreasing level of peer problems. LIMITATIONS We declare limitations of age gaps of samples, undistinguishing GD from HG, use of sub-samples, and the broad concept of interpersonal interaction. CONCLUSIONS The current study found a decreased highest IBS in the left dlPFC among adolescents and young adults with gaming diseases. It may provide new prevention and treatment insights into gaming disorders targeting disrupted interpersonal interaction.
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Affiliation(s)
- Chuanning Huang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lei Guo
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yan Sun
- Changning District Mental Health Center, Shanghai, China
| | - Jing Lu
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haidi Shan
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jiang Du
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haifeng Jiang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Shuxin Shao
- Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mengqiao Deng
- Antai College of Economics & Management, Shanghai Jiao Tong University, Shanghai, China
| | - Xifeng Wen
- Antai College of Economics & Management, Shanghai Jiao Tong University, Shanghai, China
| | - Ruiming Zhu
- Antai College of Economics & Management, Shanghai Jiao Tong University, Shanghai, China
| | - Hang Su
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Na Zhong
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Min Zhao
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai, China; CAS Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, Shanghai, China.
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White BR, Adepoju TE, Fisher HB, Shinohara RT, Vandekar S. Spatial nonstationarity of image noise in widefield optical imaging and its effects on cluster-based inference for resting-state functional connectivity. J Neurosci Methods 2024; 404:110076. [PMID: 38331258 PMCID: PMC10940215 DOI: 10.1016/j.jneumeth.2024.110076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 02/04/2024] [Indexed: 02/10/2024]
Abstract
BACKGROUND Resting-state functional connectivity (RSFC) analysis with widefield optical imaging (WOI) is a potentially powerful tool to develop imaging biomarkers in mouse models of disease before translating them to human neuroimaging with functional magnetic resonance imaging (fMRI). The delineation of such biomarkers depends on rigorous statistical analysis. However, statistical understanding of WOI data is limited. In particular, cluster-based analysis of neuroimaging data depends on assumptions of spatial stationarity (i.e., that the distribution of cluster sizes under the null is equal at all brain locations). Whether actual data deviate from this assumption has not previously been examined in WOI. NEW METHOD In this manuscript, we characterize the effects of spatial nonstationarity in WOI RSFC data and adapt a "two-pass" technique from fMRI to correct cluster sizes and mitigate spatial bias, both parametrically and nonparametrically. These methods are tested on multi-institutional data. RESULTS AND COMPARISON WITH EXISTING METHODS We find that spatial nonstationarity has a substantial effect on inference in WOI RSFC data with false positives much more likely at some brain regions than others. This pattern of bias varies between imaging systems, contrasts, and mouse ages, all of which could affect experimental reproducibility if not accounted for. CONCLUSIONS Both parametric and nonparametric corrections for nonstationarity result in significant improvements in spatial bias. The proposed methods are simple to implement and will improve the robustness of inference in optical neuroimaging data.
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Affiliation(s)
- Brian R White
- Children's Hospital of Philadelphia, Perelman School of Medicine at the University of Pennsylvania, Division of Cardiology, Department of Pediatrics, USA.
| | - Temilola E Adepoju
- Children's Hospital of Philadelphia, Perelman School of Medicine at the University of Pennsylvania, Division of Cardiology, Department of Pediatrics, USA
| | - Hayden B Fisher
- Children's Hospital of Philadelphia, Perelman School of Medicine at the University of Pennsylvania, Division of Cardiology, Department of Pediatrics, USA
| | - Russell T Shinohara
- University of Pennsylvania, Perelman School of Medicine, Department of Biostatistics, Epidemiology, and Informatics, USA; University of Pennsylvania, Center for Biomedical Image Computing and Analysis, Department of Radiology, USA; University of Pennsylvania, Penn Statistics in Imaging and Visualization Endeavor, Department of Biostatistics, Epidemiology, and Informatics, USA
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Friedman LM, Eckrich SJ, Rapport MD, Bohil CJ, Calub C. Working and short-term memory in children with ADHD: an examination of prefrontal cortical functioning using functional Near-Infrared Spectroscopy (fNIRS). Child Neuropsychol 2024; 30:462-485. [PMID: 37199502 DOI: 10.1080/09297049.2023.2213463] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 05/05/2023] [Indexed: 05/19/2023]
Abstract
Working memory impairments are an oft-reported deficit among children with ADHD, and complementary neuroimaging studies implicate reductions in prefrontal cortex (PFC) structure and function as a neurobiological explanation. Most imaging studies, however, rely on costly, movement-intolerant, and/or invasive methods to examine cortical differences. This is the first study to use a newer neuroimaging tool that overcomes these limitations, functional Near Infrared Spectroscopy (fNIRS), to investigate hypothesized prefrontal differences. Children (aged 8-12) with ADHD (N = 22) and typically developing (N = 18) children completed phonological working memory (PHWM) and short-term memory (PHSTM) tasks. Children with ADHD evinced poorer performance on both tasks, with greater differences observed in PHWM (Hedges' g = 0.67) relative to PHSTM (g = 0.39). fNIRS revealed reduced hemodynamic response among children with ADHD in the dorsolateral PFC while completing the PHWM task, but not within the anterior or posterior PFC. No between-group fNIRS differences were observed during the PHSTM task. Findings suggest that children with ADHD exhibit an inadequate hemodynamic response in a region of the brain that underlies PHWM abilities. The study also highlights the use of fNIRS as a cost-effective, noninvasive neuroimaging technique to localize/quantify neural activation patterns associated with executive functions.
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Affiliation(s)
| | - Samuel J Eckrich
- Department of Psychology, University of Central Florida, Orlando, FL, USA
- Department of Neuropsychology, Kennedy Krieger/Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mark D Rapport
- Department of Psychology, University of Central Florida, Orlando, FL, USA
| | - Corey J Bohil
- Department of Psychology, University of Central Florida, Orlando, FL, USA
| | - Catrina Calub
- Department of Psychiatry, University of California, Sacramento, CA, USA
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Yang D, Kang MK, Huang G, Eggebrecht AT, Hong KS. Repetitive Transcranial Alternating Current Stimulation to Improve Working Memory: An EEG-fNIRS Study. IEEE Trans Neural Syst Rehabil Eng 2024; 32:1257-1266. [PMID: 38498739 DOI: 10.1109/tnsre.2024.3377138] [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: 03/20/2024]
Abstract
Transcranial electrical stimulation has demonstrated the potential to enhance cognitive functions such as working memory, learning capacity, and attentional allocation. Recently, it was shown that periodic stimulation within a specific duration could augment the human brain's neuroplasticity. This study investigates the effects of repetitive transcranial alternating current stimulation (tACS; 1 mA, 5 Hz, 2 min duration) on cognitive function, functional connectivity, and topographic changes using both electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS). Fifteen healthy subjects were recruited to measure brain activity in the pre-, during-, and post-stimulation sessions under tACS and sham stimulation conditions. Fourteen trials of working memory tasks and eight repetitions of tACS/sham stimulation with a 1-minute intersession interval were applied to the frontal cortex of the participants. The working memory score, EEG band-wise powers, EEG topography, concentration changes of oxygenated hemoglobin, and functional connectivity (FC) were individually analyzed to quantify the behavioral and neurophysiological effects of tACS. Our results indicate that tACS increases: i) behavioral scores (i.e., 15.08, ) and EEG band-wise powers (i.e., theta and beta bands) compared to the sham stimulation condition, ii) FC of both EEG-fNIRS signals, especially in the large-scale brain network communication and interhemispheric connections, and iii) the hemodynamic response in comparison to the pre-stimulation session and the sham condition. Conclusively, the repetitive theta-band tACS stimulation improves the working memory capacity regarding behavioral and neuroplasticity perspectives. Additionally, the proposed fNIRS biomarkers (mean, slope), EEG band-wise powers, and FC can be used as neuro-feedback indices for closed-loop brain stimulation.
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Xu G, Zhou M, Chen Y, Song Q, Sun W, Wang J. Brain activation during standing balance control in dual-task paradigm and its correlation among older adults with mild cognitive impairment: a fNIRS study. BMC Geriatr 2024; 24:144. [PMID: 38341561 PMCID: PMC10859010 DOI: 10.1186/s12877-024-04772-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 02/02/2024] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND This study aimed to compare the balance ability and functional brain oxygenation in the prefrontal cortex (PFC) among older adults with mild cognitive impairment (MCI) under single and dual tasks, and also investigate their relationship. Neural regulatory mechanisms of the brain in the MCI were shed light on in balance control conditions. METHODS 21 older adults with MCI (female = 12, age: 71.19 ± 3.36 years) were recruited as the experimental group and 19 healthy older adults (female = 9, age: 70.16 ± 4.54 years) as the control group. Participants completed balance control of single task and dual task respectively. Functional near-infrared spectroscopy (fNIRS) and force measuring platform are used to collect hemodynamic signals of the PFC and center of pressure (COP) data during the balance task, respectively. RESULTS The significant Group*Task interaction effect was found in maximal displacement of the COP in the medial-lateral (ML) direction (D-ml), 95% confidence ellipse area (95%AREA), root mean square (RMS), the RMS in the ML direction (RMS-ml), the RMS in the anterior-posterior (AP) direction (RMS-ap), sway path (SP), the sway path in the ML direction (SP-ml), and the sway path in the AP direction (SP-ap). The significant group effect was detected for five regions of interest (ROI), namely the left Brodmann area (BA) 45 (L45), the right BA45 (R45), the right BA10 (R10), the left BA46 (L46), and the right BA11 (R11). Under single task, maximal displacement of the COP in the AP direction (D-ap), RMS, and RMS-ap were significantly negatively correlated with R45, L45, and R11 respectively. Under dual task, both RMS and 95%AREA were correlated positively with L45, and both L10 and R10 were positively correlated with RMS-ap. CONCLUSION The MCI demonstrated worse balance control ability as compared to healthy older adults. The greater activation of PFC under dual tasks in MCI may be considered a compensatory strategy for maintaining the standing balance. The brain activation was negatively correlated with balance ability under single task, and positively under dual task. TRIAL REGISTRATION ChiCTR2100044221 , 12/03/2021.
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Affiliation(s)
- Guocai Xu
- College of Sports and Health, Shandong Sport University, Jinan, Shandong, China
| | - Mian Zhou
- Rehabilitation Medicine Department, Weishan People's Hospital, Jining, Shandong, China
| | - Yan Chen
- College of Sports and Health, Shandong Sport University, Jinan, Shandong, China
| | - Qipeng Song
- College of Sports and Health, Shandong Sport University, Jinan, Shandong, China
| | - Wei Sun
- College of Sports and Health, Shandong Sport University, Jinan, Shandong, China
| | - Jiangna Wang
- College of Sports and Health, Shandong Sport University, Jinan, Shandong, China.
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42
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Shin JH, Kang MJ, Lee SA. Wearable functional near-infrared spectroscopy for measuring dissociable activation dynamics of prefrontal cortex subregions during working memory. Hum Brain Mapp 2024; 45:e26619. [PMID: 38339822 PMCID: PMC10858338 DOI: 10.1002/hbm.26619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 01/18/2024] [Accepted: 01/22/2024] [Indexed: 02/12/2024] Open
Abstract
The prefrontal cortex (PFC) has been extensively studied in relation to various cognitive abilities, including executive function, attention, and memory. Nevertheless, there is a gap in our scientific knowledge regarding the functionally dissociable neural dynamics across the PFC during a cognitive task and their individual differences in performance. Here, we explored this possibility using a delayed match-to-sample (DMTS) working memory (WM) task using NIRSIT, a high-density, wireless, wearable functional near-infrared spectroscopy (fNIRS) system. First, upon presentation of the sample stimulus, we observed an immediate signal increase in the ventral (orbitofrontal) region of the anterior PFC, followed by activity in the dorsolateral PFC. After the DMTS test stimulus appeared, the orbitofrontal cortex activated once again, while the rest of the PFC showed overall disengagement. Individuals with higher accuracy showed earlier and sustained activation of the PFC across the trial. Furthermore, higher network efficiency and functional connectivity in the PFC were correlated with individual WM performance. Our study sheds new light on the dynamics of PFC subregional activity during a cognitive task and its potential applicability in explaining individual differences in experimental, educational, or clinical populations. PRACTITIONER POINTS: Wearable functional near-infrared spectroscopy (fNIRS) captured dissociable temporal dynamics across prefrontal subregions during a delayed match-to-sample task. Anterior regions of the orbitofrontal cortex (OFC) activated first during the delay period, followed by the dorsolateral prefrontal cortex (PFC). PFC disengaged overall after the delay, but the OFC reactivated to the test stimulus. Earlier and sustained activation of PFC was associated with better accuracy. Functional connectivity and network efficiency also varied with task performance.
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Affiliation(s)
- Jung Han Shin
- Program of Brain and Cognitive EngineeringKorea Advanced Institute of Science and Technology (KAIST)DaejeonSouth Korea
- Department of Brain and Cognitive SciencesSeoul National UniversitySeoulSouth Korea
| | - Min Jun Kang
- Department of Bio and Brain EngineeringKorea Advanced Institute of Science and Technology (KAIST)DaejeonSouth Korea
| | - Sang Ah Lee
- Department of Brain and Cognitive SciencesSeoul National UniversitySeoulSouth Korea
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Gao C, Li T. Gender specificity of frontal activity based on fNIRS in distinguishing bipolar depression population from health control. JOURNAL OF BIOPHOTONICS 2024; 17:e202300346. [PMID: 37934196 DOI: 10.1002/jbio.202300346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 10/19/2023] [Accepted: 10/24/2023] [Indexed: 11/08/2023]
Abstract
Bipolar depression (BD) is a chronic psychiatric disorder characterized by recurring bouts of bipolar mania or hypomania followed by depression. In this essay, we used the functional near-infrared spectroscopy to investigate the frontal function of BD in males and females, which included a total of 43 BD patients and 28 healthy subjects. The hemodynamic response associated with the task was estimated using the generalized linear model (GLM) approach. Wavelet transforms coherence and Granger causality (GC) methods were employed to calculate brain connectivity. GLM and GC results revealed that female patients were more distinguishable from healthy controls than males. Additionally, the correlation between BD scores and GLM results showed that the brain activation of male subjects was affected by their anxiety levels. This study suggests that traditional diagnostic methods for BD may not be as sensitive in men as in women.
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Affiliation(s)
- Chenyang Gao
- Institute of Biomedical Engineering, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, China
| | - Ting Li
- Institute of Biomedical Engineering, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, China
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44
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McLinden J, Rahimi N, Kumar C, Krusienski DJ, Shao M, Spencer KM, Shahriari Y. Investigation of electro-vascular phase-amplitude coupling during an auditory task. Comput Biol Med 2024; 169:107902. [PMID: 38159399 DOI: 10.1016/j.compbiomed.2023.107902] [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: 09/06/2023] [Revised: 11/24/2023] [Accepted: 12/23/2023] [Indexed: 01/03/2024]
Abstract
Multimodal neuroimaging using electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) provides complementary views of cortical processes, including those related to auditory processing. However, current multimodal approaches often overlook potential insights that can be gained from nonlinear interactions between electrical and hemodynamic signals. Here, we explore electro-vascular phase-amplitude coupling (PAC) between low-frequency hemodynamic and high-frequency electrical oscillations during an auditory task. We further apply a temporally embedded canonical correlation analysis (tCCA)-general linear model (GLM)-based correction approach to reduce the possible effect of systemic physiology on fNIRS recordings. Before correction, we observed significant PAC between fNIRS and broadband EEG in the frontal region (p ≪ 0.05), β (p ≪ 0.05) and γ (p = 0.010) in the left temporal/temporoparietal (left auditory; LA) region, and γ (p = 0.032) in the right temporal/temporoparietal (right auditory; RA) region across the entire dataset. Significant differences in PAC across conditions (task versus silence) were observed in LA (p = 0.023) and RA (p = 0.049) γ sub-bands and in lower frequency (5-20 Hz) frontal activity (p = 0.005). After correction, significant fNIRS-γ-band PAC was observed in the frontal (p = 0.021) and LA (p = 0.025) regions, while fNIRS-α (p = 0.003) and fNIRS-β (p = 0.041) PAC were observed in RA. Decreased frontal γ-band (p = 0.008) and increased β-band (p ≪ 0.05) PAC were observed during the task. These outcomes represent the first characterization of electro-vascular PAC between fNIRS and EEG signals during an auditory task, providing insights into electro-vascular coupling in auditory processing.
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Affiliation(s)
- J McLinden
- Department of Electrical, Computer, and Biomedical Engineering, University of Rhode Island, Kingston, RI, USA
| | - N Rahimi
- Department of Computer and Information Science, University of Massachusetts Dartmouth, MA, USA
| | - C Kumar
- Department of Computer and Information Science, University of Massachusetts Dartmouth, MA, USA
| | - D J Krusienski
- Department of Biomedical Engineering, Virginia Commonwealth University, Richmond, VA, USA
| | - M Shao
- Department of Computer and Information Science, University of Massachusetts Dartmouth, MA, USA
| | - K M Spencer
- Department of Psychiatry, VA Boston Healthcare System and Harvard Medical School, Boston, MA, USA
| | - Y Shahriari
- Department of Electrical, Computer, and Biomedical Engineering, University of Rhode Island, Kingston, RI, USA.
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45
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Fu S, Liu F, Zhi X, Wang Y, Liu Y, Chen H, Wang Y, Luo M. Applications of functional near-infrared spectroscopy in non-drug therapy of traditional Chinese medicine: a review. Front Neurosci 2024; 17:1329738. [PMID: 38333602 PMCID: PMC10851877 DOI: 10.3389/fnins.2023.1329738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Accepted: 12/31/2023] [Indexed: 02/10/2024] Open
Abstract
Non-drug therapies of traditional Chinese medicine (TCM), including acupuncture, massage, tai chi chuan, and Baduanjin, have emerged as widespread interventions for the treatment of various diseases in clinical practice. In recent years, preliminary studies on the mechanisms of non-drug therapies of TCM have been mostly based on functional near-infrared spectroscopy (fNIRS) technology. FNIRS is an innovative, non-invasive tool to monitor hemodynamic changes in the cerebral cortex. Our review included clinical research conducted over the last 10 years, establishing fNIRS as a reliable and stable neuroimaging technique. This review explores new applications of this technology in the field of neuroscience. First, we summarize the working principles of fNIRS. We then present preventive research on the use of fNIRS in healthy individuals and therapeutic research on patients undergoing non-drug therapies of TCM. Finally, we emphasize the potential for encouraging future advancements in fNIRS studies to establish a theoretical framework for research in related fields.
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Affiliation(s)
- Shifang Fu
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Fanqi Liu
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Xiaoyu Zhi
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Yu Wang
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Yijia Liu
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Hao Chen
- Department of Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Yanguo Wang
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Mingchi Luo
- Traditional Chinese Medicine Rehabilitation Center, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
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Ren L, Yin X, Wang HY, Hao X, Wang D, Jin F, Zhang T, Li T, Zhou T, Liang Z. Correlation and underlying brain mechanisms between rapid eye movement sleep behavior disorder and executive functions in Parkinson's disease: an fNIRS study. Front Aging Neurosci 2024; 15:1290108. [PMID: 38274985 PMCID: PMC10809391 DOI: 10.3389/fnagi.2023.1290108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 12/18/2023] [Indexed: 01/27/2024] Open
Abstract
Purpose Rapid eye movement sleep behavior disorder (RBD) affects 30%-40% of patients with Parkinson's disease (PD) and has been linked to a higher risk of cognitive impairment, especially executive dysfunction. The aim of this study was to investigate the brain activation patterns in PD patients with RBD (PD-RBD+) compared to those without RBD (PD-RBD-) and healthy controls (HCs), and to analyze the correlation between changes in cerebral cortex activity and the severity of RBD. Methods We recruited 50 PD patients, including 30 PD-RBD+, 20 PD-RBD-, and 20 HCs. We used functional near infrared spectroscopy during a verbal fluency task (VFT-fNIRS) and clinical neuropsychological assessment to explore the correlation between PD-RBD+ and executive function and changes in neural activity. Results The VFT-fNIRS analysis revealed a significant reduction in activation among PD-RBD+ patients across multiple channels when compared to both the PD-RBD- and HC groups. Specifically, PD-RBD+ patients exhibited diminished activation in the bilateral dorsolateral prefrontal cortex (DLPFC) and the right ventrolateral prefrontal cortex (VLPFC) relative to their PD-RBD- counterparts. Furthermore, compared to the HC group, PD-RBD+ patients displayed reduced activation specifically in the right DLPFC. Significantly, a noteworthy negative correlation was identified between the average change in oxygenated hemoglobin concentration (ΔHbO2) in the right DLPFC of PD-RBD+ patients and the severity of their RBD. Conclusion Our study offers compelling evidence that RBD exacerbates cognitive impairment in PD, manifested as executive dysfunction, primarily attributed to reduced prefrontal activation. These aberrations in brain activation may potentially correlate with the severity of RBD.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Tingting Zhou
- Department of Neurology, First Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Zhanhua Liang
- Department of Neurology, First Affiliated Hospital of Dalian Medical University, Dalian, China
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47
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Lee SA, Kim JY, Park JH. Feasibility of Virtual Shopping Budget-Management Training on Executive Functions in Healthy Young Adults: A Pilot Study. Brain Sci 2023; 13:1573. [PMID: 38002533 PMCID: PMC10669887 DOI: 10.3390/brainsci13111573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/06/2023] [Accepted: 11/08/2023] [Indexed: 11/26/2023] Open
Abstract
To date, budget management in virtual shopping training has not been given much importance. The main objective of this study was to investigate the effects of virtual shopping budget-management training on executive functions and brain activation. Sixteen participants were randomly assigned to the experimental group that received virtual shopping budget-management training or the waitlist control group for a total of 16 sessions. To examine the effects of virtual shopping budget-management training on brain activation, HbO2 was measured in the prefrontal cortex via functional near-infrared spectroscopy (fNIRS) during the Trail Making Test Part B (TMT-B) and Stroop test. Mann-Whitney and Wilcoxon signed-rank tests were used to compare outcomes between and within the two groups. The virtual shopping budget-management training showed no significant difference in all outcomes between both groups (p > 0.05). No significant differences were observed in HbO2 levels during both TMT-B (p > 0.05) and the Stroop test (p > 0.05). However, in the pre-post comparisons, there was a significant difference in the TMT-B (p < 0.05) and Stroop test (p < 0.05) in the experimental group. In this study, although we did not find a distinct advantage in training, it confirmed its potential for clinical benefits in healthy young adults through training.
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Affiliation(s)
- Si-An Lee
- Department of ICT Convergence, The Graduate School, Soonchunhyang University, Asan 31538, Republic of Korea; (S.-A.L.); (J.-Y.K.)
| | - Ji-Yea Kim
- Department of ICT Convergence, The Graduate School, Soonchunhyang University, Asan 31538, Republic of Korea; (S.-A.L.); (J.-Y.K.)
| | - Jin-Hyuck Park
- Department of Occupational Therapy, College of Medical Science, Soonchunhyang University, Asan 31538, Republic of Korea
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Shin J. Feasibility of local interpretable model-agnostic explanations (LIME) algorithm as an effective and interpretable feature selection method: comparative fNIRS study. Biomed Eng Lett 2023; 13:689-703. [PMID: 37873000 PMCID: PMC10590353 DOI: 10.1007/s13534-023-00291-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 05/23/2023] [Accepted: 05/25/2023] [Indexed: 10/25/2023] Open
Abstract
Many feature selection methods have been evaluated in functional near-infrared spectroscopy (fNIRS)-related studies. The local interpretable model-agnostic explanation (LIME) algorithm is a feature selection method for fNIRS datasets that has not yet been validated; the demand for its validation is increasing. To this end, we assessed the feature selection performance of LIME for fNIRS datasets in terms of classification accuracy. A comparative analysis was conducted for the benchmark (classification accuracy obtained without applying any feature selection method), LIME, two filter-based methods (minimum-redundancy maximum-relevance and t-test), and one wrapper-based method (sequential forward selection). To ensure the fairness and reliability of the performance evaluation, several open-access fNIRS datasets were used. The analysis revealed that LIME greatly outperformed the other feature selection methods in most cases and could achieve a statistically significantly better classification accuracy than that of the benchmark methods. These findings implied the effectiveness of LIME as a feature selection approach for fNIRS datasets.
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Affiliation(s)
- Jaeyoung Shin
- Department of Electronic Engineering, Wonkwang University, Iksan, 54538 Republic of Korea
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49
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Han Y, Huang J, Yin Y, Chen H. From brain to worksite: the role of fNIRS in cognitive studies and worker safety. Front Public Health 2023; 11:1256895. [PMID: 37954053 PMCID: PMC10634210 DOI: 10.3389/fpubh.2023.1256895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 10/11/2023] [Indexed: 11/14/2023] Open
Abstract
Effective hazard recognition and decision-making are crucial factors in ensuring workplace safety in the construction industry. Workers' cognition closely relates to that hazard-handling behavior. Functional near-infrared spectroscopy (fNIRS) is a neurotechique tool that can evaluate the concentration vibration of oxygenated hemoglobin [ H b O 2 ] and deoxygenated hemoglobin [H b R ] to reflect the cognition process. It is essential to monitor workers' brain activity by fNIRS to analyze their cognitive status and reveal the mechanism in hazard recognition and decision-making process, providing guidance for capability evaluation and management enhancement. This review offers a systematic assessment of fNIRS, encompassing the basic theory, experiment analysis, data analysis, and discussion. A literature search and content analysis are conducted to identify the application of fNIRS in construction safety research, the limitations of selected studies, and the prospects of fNIRS in future research. This article serves as a guide for researchers keen on harnessing fNIRS to bolster construction safety standards and forwards insightful recommendations for subsequent studies.
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Affiliation(s)
| | | | | | - Huihua Chen
- School of Civil Engineering, Central South University, Changsha, China
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Bonilauri A, Pirastru A, Sangiuliano Intra F, Isernia S, Cazzoli M, Blasi V, Baselli G, Baglio F. Surface-based integration approach for fNIRS-fMRI reliability assessment. J Neurosci Methods 2023; 398:109952. [PMID: 37625649 DOI: 10.1016/j.jneumeth.2023.109952] [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: 04/03/2023] [Revised: 06/16/2023] [Accepted: 08/19/2023] [Indexed: 08/27/2023]
Abstract
INTRODUCTION Studies integrating functional near-infrared spectroscopy (fNIRS) with functional MRI (fMRI) employ heterogeneous methods in defining common regions of interest in which similarities are assessed. Therefore, spatial agreement and temporal correlation may not be reproducible across studies. In the present work, we address this issue by proposing a novel method for integration and analysis of fNIRS and fMRI over the cortical surface. MATERIALS AND METHODS Eighteen healthy volunteers (age mean±SD 30.55 ± 4.7, 7 males) performed a motor task during non-simultaneous fMRI and fNIRS acquisitions. First, fNIRS and fMRI data were integrated by projecting subject- and group-level source maps over the cortical surface mesh to define anatomically constrained functional ROIs (acfROI). Next, spatial agreement and temporal correlation were quantified as Dice Coefficient (DC) and Pearson's correlation coefficient between fNIRS-fMRI in the acfROIs. RESULTS Subject-level results revealed moderate to substantial spatial agreement (DC range 0.43 - 0.64), confirmed at the group-level only for blood oxygenation level-dependent (BOLD) signal vs. HbO2 (0.44 - 0.69), while lack of agreement was found for BOLD vs. HbR in some instances (0.05 - 0.49). Subject-level temporal correlation was moderate to strong (0.79 - 0.85 for BOLD vs. HbO2 and -0.62 to -0.72 for BOLD vs. HbR), while an overall strong correlation was found for group-level results (0.95 - 0.98 for BOLD vs. HbO2 and -0.91 to -0.94 for BOLD vs. HbR). CONCLUSION The proposed method directly compares fNIRS and fMRI by projecting individual source maps to the cortical surface. Our results indicate spatial and temporal correspondence between fNIRS and fMRI, and promotes the use of fNIRS when more ecological acquision settings are required, such as longitudinal monitoring of brain activity before and after rehabilitation.
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Affiliation(s)
- Augusto Bonilauri
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy; IRCCS Fondazione Don Carlo Gnocchi ONLUS, 20148 Milan, Italy
| | - Alice Pirastru
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy; IRCCS Fondazione Don Carlo Gnocchi ONLUS, 20148 Milan, Italy.
| | | | - Sara Isernia
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, 20148 Milan, Italy
| | - Marta Cazzoli
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, 20148 Milan, Italy
| | - Valeria Blasi
- IRCCS Fondazione Don Carlo Gnocchi ONLUS, 20148 Milan, Italy
| | - Giuseppe Baselli
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, 20133 Milan, Italy
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