Spatial Correlations in Natural Scenes Modulate Response Reliability in Mouse Visual Cortex

被引:36
作者
Rikhye, Rajeev V. [1 ]
Sur, Mriganka [1 ]
机构
[1] MIT, Picower Inst Learning & Memory, Dept Brain & Cognit Sci, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
calcium imaging; correlated variability; ensembles; natural scene statistics; primary visual cortex; reliable coding; RECEPTIVE-FIELDS; SIMPLE CELLS; FUNCTIONAL-ORGANIZATION; CORTICAL-NEURONS; INFORMATION; STATISTICS; V1; CONNECTIVITY; STIMULATION; VARIABILITY;
D O I
10.1523/JNEUROSCI.1660-15.2015
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Intrinsic neuronal variability significantly limits information encoding in the primary visual cortex (V1). Certain stimuli can suppress this intertrial variability to increase the reliability of neuronal responses. In particular, responses to natural scenes, which have broad-band spatiotemporal statistics, are more reliable than responses to stimuli such as gratings. However, very little is known about which stimulus statistics modulate reliable coding and how this occurs at the neural ensemble level. Here, we sought to elucidate the role that spatial correlations in natural scenes play in reliable coding. We developed a novel noise-masking method to systematically alter spatial correlations in natural movies, without altering their edge structure. Using high-speed two-photon calcium imaging in vivo, we found that responses in mouse V1 were much less reliable at both the single neuron and population level when spatial correlations were removed from the image. This change in reliability was due to a reorganization of between-neuron correlations. Strongly correlated neurons formed ensembles that reliably and accurately encoded visual stimuli, whereas reducing spatial correlations reduced the activation of these ensembles, leading to an unreliable code. Together with an ensemble-specific normalization model, these results suggest that the coordinated activation of specific subsets of neurons underlies the reliable coding of natural scenes.
引用
收藏
页码:14661 / 14680
页数:20
相关论文
共 77 条
  • [1] A neural circuit for spatial summation in visual cortex
    Adesnik, Hillel
    Bruns, William
    Taniguchi, Hiroki
    Huang, Z. Josh
    Scanziani, Massimo
    [J]. NATURE, 2012, 490 (7419) : 226 - 231
  • [2] [Anonymous], ELIFE
  • [3] Neural correlations, population coding and computation
    Averbeck, BB
    Latham, PE
    Pouget, A
    [J]. NATURE REVIEWS NEUROSCIENCE, 2006, 7 (05) : 358 - 366
  • [4] Azouz R, 1999, J NEUROSCI, V19, P2209
  • [5] Dichotomy of functional organization in the mouse auditory cortex
    Bandyopadhyay, Sharba
    Shamma, Shihab A.
    Kanold, Patrick O.
    [J]. NATURE NEUROSCIENCE, 2010, 13 (03) : 361 - U23
  • [6] Visual objects in context
    Bar, M
    [J]. NATURE REVIEWS NEUROSCIENCE, 2004, 5 (08) : 617 - 629
  • [7] The exploitation of regularities in the environment by the brain
    Barlow, H
    [J]. BEHAVIORAL AND BRAIN SCIENCES, 2001, 24 (04) : 602 - +
  • [8] Discrete Neocortical Dynamics Predict Behavioral Categorization of Sounds
    Bathellier, Brice
    Ushakova, Lyubov
    Rumpel, Simon
    [J]. NEURON, 2012, 76 (02) : 435 - 449
  • [9] Animation of natural scene by virtual eye-movements evokes high precision and low noise in V1 neurons
    Baudot, Pierre
    Levy, Manuel
    Marre, Olivier
    Monier, Cyril
    Pananceau, Marc
    Fregnac, Yves
    [J]. FRONTIERS IN NEURAL CIRCUITS, 2013, 7
  • [10] A Heuristic Method for Finding the Optimal Number of Clusters with Application in Medical Data
    Bayati, Hamidreza
    Davoudi, Heydar
    Fatemizadeh, Emad
    [J]. 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-8, 2008, : 4684 - 4687