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Huang Q, Ding J, Wang X. A Method to Extract Task-Related EEG Feature Based on Lightweight Convolutional Neural Network. Neurosci Bull 2024:10.1007/s12264-024-01247-6. [PMID: 38956006 DOI: 10.1007/s12264-024-01247-6] [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: 09/14/2023] [Accepted: 03/07/2024] [Indexed: 07/04/2024] Open
Abstract
Unlocking task-related EEG spectra is crucial for neuroscience. Traditional convolutional neural networks (CNNs) effectively extract these features but face limitations like overfitting due to small datasets. To address this issue, we propose a lightweight CNN and assess its interpretability through the fully connected layer (FCL). Initially tested with two tasks (Task 1: open vs closed eyes, Task 2: interictal vs ictal stage), the CNN demonstrated enhanced spectral features in the alpha band for Task 1 and the theta band for Task 2, aligning with established neurophysiological characteristics. Subsequent experiments on two brain-computer interface tasks revealed a correlation between delta activity (around 1.55 Hz) and hand movement, with consistent results across pericentral electroencephalogram (EEG) channels. Compared to recent research, our method stands out by delivering task-related spectral features through FCL, resulting in significantly fewer trainable parameters while maintaining comparable interpretability. This indicates its potential suitability for a wider array of EEG decoding scenarios.
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Affiliation(s)
- Qi Huang
- Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Jing Ding
- Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
| | - Xin Wang
- Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
- Department of the State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, Shanghai, 200032, China.
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2
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Cui Y, Lu X, Kwon M, Chen N. Learning Improves Peripheral Vision Via Enhanced Cortico-Cortical Communications. Neurosci Bull 2024; 40:1007-1011. [PMID: 38767832 PMCID: PMC11250745 DOI: 10.1007/s12264-024-01227-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 01/26/2024] [Indexed: 05/22/2024] Open
Affiliation(s)
- Yuwei Cui
- Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, 100084, China
| | - Xincheng Lu
- Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, 100084, China
| | - MiYoung Kwon
- Department of Psychology, Northeastern University, Boston, MA, 02115, USA
| | - Nihong Chen
- Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, 100084, China.
- IDG/McGovern Institute for Brain Research at Tsinghua University, Beijing, 100084, China.
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Chen J, Lin M, Shi N, Shen J, Weng X, Pang F, Liang J. Altered Cortical Information Interaction During Respiratory Events in Children with Obstructive Sleep Apnea-Hypopnea Syndrome. Neurosci Bull 2024:10.1007/s12264-024-01197-z. [PMID: 38558365 DOI: 10.1007/s12264-024-01197-z] [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: 08/06/2023] [Accepted: 12/02/2023] [Indexed: 04/04/2024] Open
Abstract
Obstructive sleep apnea-hypopnea syndrome (OSAHS) significantly impairs children's growth and cognition. This study aims to elucidate the pathophysiological mechanisms underlying OSAHS in children, with a particular focus on the alterations in cortical information interaction during respiratory events. We analyzed sleep electroencephalography before, during, and after events, utilizing Symbolic Transfer Entropy (STE) for brain network construction and information flow assessment. The results showed a significant increase in STE after events in specific frequency bands during N2 and rapid eye movement (REM) stages, along with increased STE during N3 stage events. Moreover, a noteworthy rise in the information flow imbalance within and between hemispheres was found after events, displaying unique patterns in central sleep apnea and hypopnea. Importantly, some of these alterations were correlated with symptom severity. These findings highlight significant changes in brain region coordination and communication during respiratory events, offering novel insights into OSAHS pathophysiology in children.
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Affiliation(s)
- Jin Chen
- Key Laboratory of Brain, Cognition and Education Science, Ministry of Education, China; Institute for Brain Research and Rehabilitation, Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China
- School of General Education, Guangzhou Huali College, Guangzhou, 511325, China
| | - Minmin Lin
- Department of Sleep Medicine, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China
- Department of Otorhinolaryngology, Head and Neck Surgery, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China
| | - Naikai Shi
- Key Laboratory of Brain, Cognition and Education Science, Ministry of Education, China; Institute for Brain Research and Rehabilitation, Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China
| | - Jingxian Shen
- TUM-Neuroimaging Center, Technical University of Munich, 81675, Munich, Germany
| | - Xuchu Weng
- Key Laboratory of Brain, Cognition and Education Science, Ministry of Education, China; Institute for Brain Research and Rehabilitation, Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China
| | - Feng Pang
- Department of Sleep Medicine, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China.
- Department of Otorhinolaryngology, Head and Neck Surgery, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China.
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510655, China.
| | - Jiuxing Liang
- Key Laboratory of Brain, Cognition and Education Science, Ministry of Education, China; Institute for Brain Research and Rehabilitation, Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China.
- Guangdong Provincial Key Laboratory of Sensor Technology and Biomedical Instrument, Sun Yat-Sen University, Guangzhou, 510006, China.
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4
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Yi T, Wang N, Huang J, Wang Y, Ren S, Hu Y, Xia J, Liao Y, Li X, Luo F, Ouyang Q, Li Y, Zheng Z, Xiao Q, Ren R, Yao Z, Tang X, Wang Y, Chen X, He C, Li H, Hu Z. A Sleep-Specific Midbrain Target for Sevoflurane Anesthesia. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2300189. [PMID: 36961096 PMCID: PMC10214273 DOI: 10.1002/advs.202300189] [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: 01/09/2023] [Revised: 03/02/2023] [Indexed: 05/27/2023]
Abstract
Sevoflurane has been the most widely used inhaled anesthetics with a favorable recovery profile; however, the precise mechanisms underlying its anesthetic action are still not completely understood. Here the authors show that sevoflurane activates a cluster of urocortin 1 (UCN1+ )/cocaine- and amphetamine-regulated transcript (CART+ ) neurons in the midbrain involved in its anesthesia. Furthermore, growth hormone secretagogue receptor (GHSR) is highly enriched in sevoflurane-activated UCN1+ /CART+ cells and is necessary for sleep induction. Blockade of GHSR abolishes the excitatory effect of sevoflurane on UCN1+ /CART+ neurons and attenuates its anesthetic effect. Collectively, their data suggest that anesthetic action of sevoflurane necessitates the GHSR activation in midbrain UCN1+ /CART+ neurons, which provides a novel target including the nucleus and receptor in the field of anesthesia.
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Affiliation(s)
- Tingting Yi
- Department of AnesthesiologySecond Affiliated HospitalThird Military Medical UniversityChongqing400037China
- Department of AnesthesiologyYongchuan HospitalChongqing Medical UniversityChongqing402160China
| | - Na Wang
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
- College of BioengineeringChongqing UniversityChongqing400044China
| | - Jing Huang
- Department of AnesthesiologySecond Affiliated HospitalThird Military Medical UniversityChongqing400037China
| | - Yaling Wang
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Shuancheng Ren
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Yiwen Hu
- Department of AnesthesiologySecond Affiliated HospitalThird Military Medical UniversityChongqing400037China
| | - Jianxia Xia
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Yixiang Liao
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Xin Li
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Fenlan Luo
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Qin Ouyang
- School of PharmacyThird Military Medical UniversityChongqing400038China
| | - Yu Li
- Department of AnesthesiologySecond Affiliated HospitalThird Military Medical UniversityChongqing400037China
| | - Ziyi Zheng
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Qin Xiao
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Rong Ren
- Sleep Medicine CenterDepartment of Respiratory and Critical Care MedicineMental Health CenterWest China HospitalSichuan UniversityChengdu610041China
| | - Zhongxiang Yao
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Xiangdong Tang
- Sleep Medicine CenterDepartment of Respiratory and Critical Care MedicineMental Health CenterWest China HospitalSichuan UniversityChengdu610041China
| | - Yanjiang Wang
- Department of NeurologyDaping HospitalThird Military Medical UniversityChongqing400042China
| | - Xiaowei Chen
- Brain Research CenterCollaborative Innovation Center for Brain ScienceThird Military Medical UniversityChongqing400038China
| | - Chao He
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
| | - Hong Li
- Department of AnesthesiologySecond Affiliated HospitalThird Military Medical UniversityChongqing400037China
| | - Zhian Hu
- Department of PhysiologyThird Military Medical UniversityChongqing400038China
- College of BioengineeringChongqing UniversityChongqing400044China
- Chongqing Institute for Brain and IntelligenceGuangyang Bay LaboratoryChongqing400064China
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6
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Ji RR. Third Special Issue on Mechanisms of Pain and Itch. Neurosci Bull 2022; 38:339-341. [PMID: 35467251 PMCID: PMC9068844 DOI: 10.1007/s12264-022-00851-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 03/23/2022] [Indexed: 11/28/2022] Open
Affiliation(s)
- Ru-Rong Ji
- Department of Anesthesiology and Neurobiology, Center for Translational Pain Medicine, Duke University Medical Center, Durham, NC, 27710, USA.
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