The Spatiotemporal Neural Dynamics of Intersensory Attention Capture of Salient Stimuli: A Large-Scale Auditory-Visual Modeling Study

被引:1
作者
Liu, Qin [1 ,2 ]
Ulloa, Antonio [1 ,3 ]
Horwitz, Barry [1 ]
机构
[1] Natl Inst Deafness & Other Commun Disorders, NIH, Brain Imaging & Modeling Sect, Bethesda, MD USA
[2] Univ Maryland, Dept Phys, College Pk, MD USA
[3] NIH, Ctr Informat Technol, Bethesda, MD USA
基金
美国国家卫生研究院;
关键词
working memory; computational modeling; neural network; auditory object processing; fMRI; auditory-visual interaction; SHORT-TERM-MEMORY; WORKING-MEMORY; COGNITIVE CONTROL; INSULAR CORTEX; COMPLEX SOUNDS; HUMAN BRAIN; OBJECT; DISTRACTION; NETWORK; MONKEY;
D O I
10.3389/fncom.2022.876652
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The spatiotemporal dynamics of the neural mechanisms underlying endogenous (top-down) and exogenous (bottom-up) attention, and how attention is controlled or allocated in intersensory perception are not fully understood. We investigated these issues using a biologically realistic large-scale neural network model of visual-auditory object processing of short-term memory. We modeled and incorporated into our visual-auditory object-processing model the temporally changing neuronal mechanisms for the control of endogenous and exogenous attention. The model successfully performed various bimodal working memory tasks, and produced simulated behavioral and neural results that are consistent with experimental findings. Simulated fMRI data were generated that constitute predictions that human experiments could test. Furthermore, in our visual-auditory bimodality simulations, we found that increased working memory load in one modality would reduce the distraction from the other modality, and a possible network mediating this effect is proposed based on our model.
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页数:19
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共 127 条
[1]   The Role of the Anterior Cingulate Cortex in Prediction Error and Signaling Surprise [J].
Alexander, William H. ;
Brown, Joshua W. .
TOPICS IN COGNITIVE SCIENCE, 2019, 11 (01) :119-135
[2]   Functional imaging of human crossmodal identification and object recognition [J].
Amedi, A ;
von Kriegstein, K ;
van Atteveldt, NM ;
Beauchamp, MS ;
Naumer, MJ .
EXPERIMENTAL BRAIN RESEARCH, 2005, 166 (3-4) :559-571
[3]  
[Anonymous], 2016, NAT METHODS, DOI DOI 10.1038/nmeth.3707
[4]   The fractionation of working memory [J].
Baddeley, A .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (24) :13468-13472
[5]   MODULARITY, MASS-ACTION AND MEMORY [J].
BADDELEY, A .
QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY SECTION A-HUMAN EXPERIMENTAL PSYCHOLOGY, 1986, 38 (04) :527-533
[6]   Mode level cognitive subtraction (MLCS) quantifies spatiotemporal reorganization in large-scale brain topographies [J].
Banerjee, Arpan ;
Tognoli, Emmanuelle ;
Assisi, Collins G. ;
Kelso, J. A. Scott ;
Jirsa, Viktor K. .
NEUROIMAGE, 2008, 42 (02) :663-674
[7]   Temporal microstructure of cortical networks (TMCN) underlying task-related differences [J].
Banerjee, Arpan ;
Pillai, Ajay S. ;
Sperling, Justin R. ;
Smith, Jason F. ;
Horwitz, Barry .
NEUROIMAGE, 2012, 62 (03) :1643-1657
[8]  
Banerjee A, 2012, FRONT SYST NEUROSCI, V5, DOI [10.3389/fnsys.201.00102, 10.3389/fnsys.2011.00102]
[9]   On the nature and use of models in network neuroscience [J].
Bassett, Danielle S. ;
Zurn, Perry ;
Gold, Joshua I. .
NATURE REVIEWS NEUROSCIENCE, 2018, 19 (09) :566-578
[10]   Statistical criteria in fMRI studies of multisensory integration [J].
Beauchamp, MS .
NEUROINFORMATICS, 2005, 3 (02) :93-113