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Abstract
Associative learning is crucial for adapting to environmental changes. Interactions among neuronal populations involving the dorso-medial prefrontal cortex (dmPFC) are proposed to regulate associative learning, but how these neuronal populations store and process information about the association remains unclear. Here we developed a pipeline for longitudinal two-photon imaging and computational dissection of neural population activities in male mouse dmPFC during fear-conditioning procedures, enabling us to detect learning-dependent changes in the dmPFC network topology. Using regularized regression methods and graphical modeling, we found that fear conditioning drove dmPFC reorganization to generate a neuronal ensemble encoding conditioned responses (CR) characterized by enhanced internal coactivity, functional connectivity, and association with conditioned stimuli (CS). Importantly, neurons strongly responding to unconditioned stimuli during conditioning subsequently became hubs of this novel associative network for the CS-to-CR transformation. Altogether, we demonstrate learning-dependent dynamic modulation of population coding structured on the activity-dependent formation of the hub network within the dmPFC.
Neuronal populations in the prefrontal cortex are involved in associative learning. Here the authors use longitudinal imaging and computational approaches in the mouse prefrontal cortex to observe changes in neuronal ensembles during fear conditioning.
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1 National Institute for Physiological Sciences, Division of Homeostatic Development, Okazaki, Japan (GRID:grid.467811.d) (ISNI:0000 0001 2272 1771); Japan Science and Technology Agency, PRESTO, Saitama, Japan (GRID:grid.419082.6) (ISNI:0000 0001 2285 0987); Osaka University, SANKEN (The Institute of Scientific and Industrial Research), Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971); Medical Institute of Bioregulation, Kyushu University, Division of Molecular Design, Research Center for Systems Immunology, Fukuoka, Japan (GRID:grid.177174.3) (ISNI:0000 0001 2242 4849); National Institutes for Quantum Science and Technology (QST), Quantum Regenerative and Biomedical Engineering Team, Institute for Quantum Life Science, Chiba, Japan (GRID:grid.482503.8) (ISNI:0000 0004 5900 003X)
2 Graduate School of Information Science and Technology, The University of Tokyo, Department of Computer Science, Bunkyo-ku, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
3 Tamagawa University, Brain Science Institute, Machida, Japan (GRID:grid.412905.b) (ISNI:0000 0000 9745 9416)
4 National Autonomous University of Mexico, Instituto de Neurobiologia, Queretaro, Mexico (GRID:grid.9486.3) (ISNI:0000 0001 2159 0001)
5 Osaka University, Graduate School of Pharmaceutical Sciences, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971)
6 National Institute for Physiological Sciences, Division of Behavioral Development, Okazaki, Japan (GRID:grid.467811.d) (ISNI:0000 0001 2272 1771)
7 Osaka University, SANKEN (The Institute of Scientific and Industrial Research), Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971)
8 National Institute for Physiological Sciences, Division of Homeostatic Development, Okazaki, Japan (GRID:grid.467811.d) (ISNI:0000 0001 2272 1771)
9 National Institutes for Quantum Science and Technology (QST), Quantum Regenerative and Biomedical Engineering Team, Institute for Quantum Life Science, Chiba, Japan (GRID:grid.482503.8) (ISNI:0000 0004 5900 003X); Institutes of Innovation for Future Society Nagoya University, Furo-cho, Institute of Nano-Life-Systems, Nagoya, Japan (GRID:grid.27476.30) (ISNI:0000 0001 0943 978X)
10 Osaka University, Graduate School of Pharmaceutical Sciences, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971); Osaka University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University, and University of Fukui, United Graduate School of Child Development, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971); Osaka University, Division of Bioscience, Institute for Datability Science, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971); Osaka University, Open and Transdisciplinary Research Initiatives, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971); Osaka University, Graduate School of Medicine, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971)