Characteristics of brain connectivity during verbal fluency test: Convolutional neural network for functional near-infrared spectroscopy analysis

被引:2
|
作者
Wang, Le-Mei [1 ]
Huang, Yi-Hua [2 ]
Chou, Po-Han [3 ]
Wang, Yi-Min [1 ]
Chen, Chung-Ming [2 ]
Sun, Chia-Wei [1 ]
机构
[1] Natl Yang Ming Chiao Tung Univ, Dept Photon, Coll Elect & Comp Engn, Biomed Opt Imaging Lab, Hsinchu, Taiwan
[2] Natl Taiwan Univ, Dept Biomed Engn, Taipei, Taiwan
[3] China Med Univ, China Med Univ Hsinchu Hosp, Dept Psychiat, Hsinchu, Taiwan
关键词
brain connectivity; convolutional neural network; functional near-infrared spectroscopy; machine learning; verbal fluency test; PREFRONTAL CORTEX CONNECTIVITY; ALZHEIMERS-DISEASE; FRONTAL-LOBE; ACTIVATION; SCHIZOPHRENIA; SEVERITY; DISORDER; FNIRS; TASK; NIRS;
D O I
10.1002/jbio.202100180
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Human connectome describes the complicated connection matrix of nervous system among human brain. It also possesses high potential of assisting doctors to monitor the brain injuries and recoveries in patients. In order to unravel the enigma of neuron connections and functions, previous research has strived to dig out the relations between neurons and brain regions. Verbal fluency test (VFT) is a general neuropsychological test, which has been used in functional connectivity investigations. In this study, we employed convolutional neural network (CNN) on a brain hemoglobin concentration changes (Delta HB) map obtained during VFT to investigate the connections of activated brain areas and different mental status. Our results show that feature of functional connectivity can be identified accurately with the employment of CNN on Delta HB mapping, which is beneficial to improve the understanding of brain functional connections.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Reduced temporal activation during a verbal fluency test in clinical high risk of psychosis: a functional near-infrared spectroscopy-based study
    Wei, Yanyan
    Tang, Xiaochen
    Zhang, Tingyu
    Su, Wenjun
    Xu, Lihua
    Cui, Huiru
    Qian, Zhenying
    Zhang, Tianhong
    Wang, Jijun
    GENERAL PSYCHIATRY, 2022, 35 (02)
  • [22] Neurological activation during verbal fluency task and resting-state functional connectivity abnormalities in obsessive-compulsive disorder: a functional near-infrared spectroscopy study
    Qiao, Yongjun
    Song, Xiaohui
    Yan, Jin
    Pan, Wenxiu
    Chia, Chinhsuan
    Zhao, Dan
    Niu, Chuanxin M.
    Xie, Qing
    Jin, Haiyan
    FRONTIERS IN PSYCHIATRY, 2024, 15
  • [23] Brain activation during verbal fluency task in type II bipolar disorder patients: a near-infrared spectroscopy study
    Chen, Gui-fang
    Mao, Meng-chai
    Feng, Kun
    Gan, Jie-chun
    Zhang, Xiao-qian
    Shen, Chen-yu
    Xu, Bo
    Liu, Xiao-min
    Ren, Xia-Jin
    Liu, Po-Zi
    Wang, Ya
    PSYCHIATRY RESEARCH, 2021, 298
  • [24] Analyzing Brain Functions by Subject Classification of Functional Near-Infrared Spectroscopy Data Using Convolutional Neural Networks Analysis
    Hiwa, Satoru
    Hanawa, Kenya
    Tamura, Ryota
    Hachisuka, Keisuke
    Hiroyasu, Tomoyuki
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2016, 2016
  • [25] Characteristics of oxyhemoglobin during the verbal fluency task in subthreshold depression: A multi-channel near-infrared spectroscopy study
    Da, Hui
    Xiang, Nian
    Qiu, Min
    Abbas, Sadia
    Xiao, Qiang
    Zhang, Yan
    JOURNAL OF AFFECTIVE DISORDERS, 2024, 356 : 88 - 96
  • [26] Preftontal activation during verbal fluency tests in schizophrenia - a near-infrared spectroscopy (NIRS) study
    Kubota, Y
    Toichi, M
    Shimizu, M
    Mason, RA
    Coconcea, CM
    Findling, RL
    Yamamoto, K
    Calabrese, JR
    SCHIZOPHRENIA RESEARCH, 2005, 77 (01) : 65 - 73
  • [27] Near-Infrared Spectroscopy in the Analysis of Functional Brain Activity during Cognitive Tasks
    Abibullaev, Berdakh
    Lee, Seung Hyun
    Kang, Won-Seok
    An, Jinung
    Seo, Hee Don
    2010 IEEE SENSORS, 2010, : 542 - 547
  • [28] Deep neural network to differentiate brain activity between patients with euthymic bipolar disorders and healthy controls during verbal fluency performance: A multichannel near-infrared spectroscopy study
    Alici, Yasemin Hosgoren
    Oztoprak, Huseyin
    Rizaner, Nahit
    Baskak, Bora
    Ozguven, Halise Devrimci
    PSYCHIATRY RESEARCH-NEUROIMAGING, 2022, 326
  • [29] Causal Connectivity Analysis for Functional Near-infrared Spectroscopy (fNIRS) in Prefrontal Cortical Network Study
    Jiao, Yun
    Zhou, Zhenyu
    Yang, Hongyu
    Ruan, Zongcai
    Gong, Hui
    Lu, Zuhong
    MBE 2008: ASIA -PACIFIC CONFERENCE ON MIND BRAIN AND EDUCATION, 2008, : 334 - 336
  • [30] Aging-related cortical reorganization of verbal fluency processing: a functional near-infrared spectroscopy study
    Heinzel, Sebastian
    Metzger, Florian G.
    Ehlis, Ann-Christine
    Korell, Robert
    Alboji, Ahmed
    Haeussinger, Florian B.
    Hagen, Katja
    Maetzler, Walter
    Eschweiler, Gerhard W.
    Berg, Daniela
    Fallgatter, Andreas J.
    NEUROBIOLOGY OF AGING, 2013, 34 (02) : 439 - 450