Interplay between persistent activity and activity-silent dynamics in the prefrontal cortex underlies serial biases in working memory

被引:143
作者
Barbosa, Joao [1 ]
Stein, Heike [1 ]
Martinez, Rebecca L. [1 ]
Galan-Gadea, Adria [1 ]
Li, Sihai [2 ]
Dalmau, Josep [1 ,3 ,4 ,5 ,6 ]
Adam, Kirsten C. S. [7 ,8 ]
Valls-Sole, Josep [1 ]
Constantinidis, Christos [2 ]
Compte, Albert [1 ]
机构
[1] Inst Invest Biomed August Pi i Sunyer IDIBAP, Barcelona, Spain
[2] Wake Forest Sch Med, Dept Neurobiol & Anat, Winston Salem, NC 27101 USA
[3] Hosp Clin Barcelona, Serv Neurol, Barcelona, Spain
[4] Univ Barcelona, Barcelona, Spain
[5] ICREA, Barcelona, Spain
[6] Univ Penn, Dept Neurol, Philadelphia, PA 19104 USA
[7] Univ Calif San Diego, Dept Psychol, La Jolla, CA 92093 USA
[8] Univ Calif San Diego, Inst Neural Computat, La Jolla, CA 92093 USA
基金
欧盟地平线“2020”;
关键词
PROACTIVE-INTERFERENCE; UNIT-ACTIVITY; MECHANISMS; NEURONS; NETWORK; INTERNEURONS; PERCEPTION; DEPENDENCE; INCREASES; PRECISION;
D O I
10.1038/s41593-020-0644-4
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Persistent neuronal spiking has long been considered the mechanism underlying working memory, but recent proposals argue for alternative 'activity-silent' substrates. Using monkey and human electrophysiology data, we show here that attractor dynamics that control neural spiking during mnemonic periods interact with activity-silent mechanisms in the prefrontal cortex (PFC). This interaction allows memory reactivations, which enhance serial biases in spatial working memory. Stimulus information was not decodable between trials, but remained present in activity-silent traces inferred from spiking synchrony in the PFC. Just before the new stimulus, this latent trace was reignited into activity that recapitulated the previous stimulus representation. Importantly, the reactivation strength correlated with the strength of serial biases in both monkeys and humans, as predicted by a computational model that integrates activity-based and activity-silent mechanisms. Finally, single-pulse transcranial magnetic stimulation applied to the human PFC between successive trials enhanced serial biases, thus demonstrating the causal role of prefrontal reactivations in determining working-memory behavior. Barbosa, Stein et al. show that rather than operating independently, PFC persistent activity and 'activity-silent' mechanisms interact dynamically to produce serial effects in working memory, consistent with attractor models with synaptic plasticity.
引用
收藏
页码:1016 / +
页数:26
相关论文
共 72 条
[1]   Posterior parietal cortex represents sensory history and mediates its effects on behaviour [J].
Akrami, Athena ;
Kopec, Charles D. ;
Diamond, Mathew E. ;
Brody, Carlos D. .
NATURE, 2018, 554 (7692) :368-+
[2]   Neural circuit basis of visuo-spatial working memory precision: a computational and behavioral study [J].
Almeida, Rita ;
Barbosa, Joao ;
Compte, Albert .
JOURNAL OF NEUROPHYSIOLOGY, 2015, 114 (03) :1806-1818
[3]   Conditional modeling and the jitter method of spike resampling [J].
Amarasingham, Asohan ;
Harrison, Matthew T. ;
Hatsopoulos, Nicholas G. ;
Geman, Stuart .
JOURNAL OF NEUROPHYSIOLOGY, 2012, 107 (02) :517-531
[4]   Reactivation of Previous Experiences in a Working Memory Task [J].
Bae, Gi-Yeul ;
Luck, Steven J. .
PSYCHOLOGICAL SCIENCE, 2019, 30 (04) :587-595
[5]  
Barbosa J., 2018, BUILD UP SERIAL DEPE
[6]   Characterization of neocortical principal cells and Interneurons by network interactions and extracellular features [J].
Barthó, P ;
Hirase, H ;
Monconduit, L ;
Zugaro, M ;
Harris, KD ;
Buzsáki, G .
JOURNAL OF NEUROPHYSIOLOGY, 2004, 92 (01) :600-608
[7]   Synaptic augmentation in a cortical circuit model reproduces serial dependence in visual working memory [J].
Bliss, Daniel P. ;
D'Esposito, Mark .
PLOS ONE, 2017, 12 (12)
[8]   Serial dependence is absent at the time of perception but increases in visual working memory [J].
Bliss, Daniel P. ;
Sun, Jerome J. ;
D'Esposito, Mark .
SCIENTIFIC REPORTS, 2017, 7
[9]   Decoding and Reconstructing Color from Responses in Human Visual Cortex [J].
Brouwer, Gijs Joost ;
Heeger, David J. .
JOURNAL OF NEUROSCIENCE, 2009, 29 (44) :13992-14003
[10]   Cannabinoid-mediated disinhibition and working memory: Dynamical interplay of multiple feedback mechanisms in a continuous ativactor mode of prefrontal cortex [J].
Carter, Eugene ;
Wang, XiaoJing .
CEREBRAL CORTEX, 2007, 17 :I16-I26