Reconfiguration of Cognitive Control Networks During a Long-Duration Flanker Task

被引:2
|
作者
Liu, Jia [1 ,2 ,3 ]
Zhu, Yongjie [4 ]
Chang, Zheng [2 ]
Parviainen, Tiina [5 ]
Antfolk, Christian [6 ]
Hamalainen, Timo [2 ]
Cong, Fengyu [1 ,2 ,7 ]
机构
[1] Dalian Univ Technol, Fac Med, Sch Biomed Engn, Dalian 116024, Peoples R China
[2] Univ Jyvaskyla, Fac Informat Technol, Jyvaskyla 40014, Finland
[3] Lund Univ, Dept Biomed Engn, S-22100 Lund, Sweden
[4] Univ Helsinki, Dept Comp Sci, Helsinki 00560, Finland
[5] Univ Jyvaskyla, Fac Educ & Psychol, Ctr Interdisciplinary Brain Res, Dept Psychol, Jyvaskyla 40014, Finland
[6] Lund Univ, Dept Biomed Engn, S-22100 Lund, Sweden
[7] Dalian Univ Technol, Fac Elect Informat & Elect Engn, Sch Artificial Intelligence, Key Lab Integrated Circuit & Biomed Elect Syst, Dalian 116024, Peoples R China
基金
瑞典研究理事会; 中国国家自然科学基金;
关键词
Task analysis; Electroencephalography; Behavioral sciences; Principal component analysis; Electrodes; Network analyzers; Interference; Cognitive control networks; conflict effect; event-related potentials (ERPs); graph measures; temporal principal component analysis (PCA); vigilance decrement; FALSE DISCOVERY RATE; INDIVIDUAL-DIFFERENCES; RESPONSE CONFLICT; SLEEP-DEPRIVATION; MENTAL FATIGUE; ERP; COMPONENT; STROOP; PCA; IDENTIFICATION;
D O I
10.1109/TCDS.2024.3350974
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Continuous task engagement generally leads to vigilance decrement and deteriorates task performance. However, how conflict effect is modulated by vigilance decrement has no consistent evidence, and little is known about the underlying neural mechanisms. Here, we adopted an electroencephalogram (EEG) dataset collected during a prolonged flanker task to examine the interactions between vigilance and congruency on behavioral performance and neural measures. Specifically, we extracted a sequence of event-related potentials (ERPs) using temporal principal component analysis (PCA) and performed functional network analysis with graph measures. Behavioral analysis results showed that behavioral performance deteriorated due to vigilance decrement, but the capability of conflict processing was maintained over time. Regarding the neural analysis results, the conflict effect reflected in P3a and P3b was changed and maintained, respectively, when affected by vigilance decrement. The theta band frontoparietal network was observed in the face of conflicting interference and the conflict effect for graph measures disappeared over time. These results demonstrated deteriorated task performance, impaired cognitive functions, and the reconfiguration of cognitive control networks during a prolonged flanker task. Our findings also support the evidence that temporal PCA, and event-related network analysis might be efficient for the investigation of the neural dynamics of complex cognitive processes.
引用
收藏
页码:1364 / 1373
页数:10
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