Coexistence of state, choice, and sensory integration coding in barrel cortex LII/III
Open accessPublished version of a preprint
Abstract
During perceptually guided decisions, correlates of choice are found as upstream as in the primary sensory areas. However, how well these choice signals align with early sensory representations, a prerequisite for their interpretation as feedforward substrates of perception, remains an open question. We designed a two alternative forced choice task (2AFC) in which male mice compared stimulation frequencies applied to two adjacent vibrissae. The optogenetic silencing of individual columns in the primary somatosensory cortex (wS1) resulted in predicted shifts of psychometric functions, demonstrating that perception depends on focal, early sensory representations. Functional imaging of layer II/III single neurons revealed mixed coding of stimuli, choices and engagement in the task. Neurons with multi-whisker suppression display improved sensory discrimination and had their activity increased during engagement in the task, enhancing selectively representation of the signals relevant to solving the task. From trial to trial, representation of stimuli and choice varied substantially, but mostly orthogonally to each other, suggesting that perceptual variability does not originate from wS1 fluctuations but rather from downstream areas. Together, our results highlight the role of primary sensory areas in forming a reliable sensory substrate that could be used for flexible downstream decision processes.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Sensory S1 and S2 cortices have strongly lateralized ipsilateral outputs and are densely and reciprocally interconnected, forming a top-down feedback loop that exhibits choice-related activity.
“In contrast, sensory S1 and S2 cortices have strongly lateralized ipsilateral outputs (43, 59) and are densely and reciprocally interconnected (60) forming a top–down feedback loop that exhibits choice-related activity (10, 11, 22–25).”
From Neural correlates of perceptual decision-making in the primary somatosensory cortex (2026) · cites this paper as [25]
The Introduction (page unavailable) reports choice-related activity in S2 in primates and S1 in rodents, supporting the choice-activity part of the cited clause. The Discussion, “Representation of choice in rodent wS1” (page unavailable), discusses possible top-down modulation but does not establish that an S1–S2 feedback loop exhibits choice-related activity. The separate citations attached to lateralized outputs and reciprocal connectivity are not assessed here. (LLM, conf=0.84)
Experimental — accuracy not yet measuredNeural activity in subpopulations of layer 2/3 wS1 neurons is correlated with behavioral choice.
“More recent experiments (22–25) have shown neural activity in subpopulations of layer 2/3 of wS1 neurons is correlated with behavioral choice.”
From Neural correlates of perceptual decision-making in the primary somatosensory cortex (2026) · cites this paper as [25]
The primary sensory cortex not only retains relatively weak and sparse choice-related activity but also, in this naturalistic behavioral task, directly participates in categorical coding of an all-or-none decision variable into which the majority of neural populations are recruited.
“These observations indicate that the primary sensory cortex not only retains relatively weak and sparse choice-related activity, as it was shown previously (10, 11, 19–25), but also, in our naturalistic behavioral task, directly participates in a categorical coding of all-or-none DV into which the majority of neural populations are recruited.”
From Neural correlates of perceptual decision-making in the primary somatosensory cortex (2026) · cites this paper as [25]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Ultrasensitive fluorescent proteins for imaging neuronal activity
Chen, T.-W., Wardill, T. J., Sun, Y., Pulver, S. R., Renninger, S. L., Baohan, A., Schreiter, E. R., Kerr, R. A., Orger, M. B., Jayaraman, V., et al. (2013) · Nature · doi:10.1038/nature12354 · Cited by 6,474 · see citing works
DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
Mathis, A., Mamidanna, P., Cury, K. M., Abe, T., Murthy, V. N., Mathis, M. W., & Bethge, M. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0209-y · Cited by 5,187 · see citing works
The Neural Basis of Decision Making
Gold, J. I., & Shadlen, M. N. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.113038 · Cited by 3,764 · see citing works
The structural organization of layer IV in the somatosensory region (S I) of mouse cerebral cortex
Woolsey, T. A., & Van der Loos, H. (1970) · Brain Research · doi:10.1016/0006-8993(70)90079-x · Cited by 2,254 · see citing works
Coding and use of tactile signals from the fingertips in object manipulation tasks
Johansson, R. S., & Flanagan, J. R. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2621 · Cited by 2,063 · cited 1× · see citing works
“Different codes could support the percep-tualrepresentationof the stimulus, includinga ratecode andtemporal codes 35,36 (e.g., periodicity of fi ring).”
Spontaneous behaviors drive multidimensional, brainwide activity
Stringer, C., Pachitariu, M., Steinmetz, N., Reddy, C. B., Carandini, M., & Harris, K. D. (2019) · Science · doi:10.1126/science.aav7893 · Cited by 1,510 · cited 1× · see citing works
“Besides, it was recently shown that brain-Article wide fl uctuations of activity were explained by face motion 9,80 but also pupil dilation in the awake animal 80 .”
ScanImage: Flexible software for operating laser scanning microscopes
Pologruto, T. A., Sabatini, B. L., & Svoboda, K. (2003) · BioMedical Engineering OnLine · doi:10.1186/1475-925x-2-13 · Cited by 1,297 · cited 1× · see citing works
“Two-photon laser scanning was controlled using the ScanImage software 2018 88 .”
Suite2p: beyond 10,000 neurons with standard two-photon microscopyPreprint
Pachitariu, M., Stringer, C., Dipoppa, M., Schröder, S., Rossi, L. F., Dalgleish, H. W. P., Carandini, M., & Harris, K. D. (2016) · bioRxiv · doi:10.1101/061507 · Cited by 1,150 · cited 2× · see citing works
“Movies were motion corrected and ROIs delineated using the routine from suite2p (Pachitariu et al. 2016) ROIs were manually curated and every visible cell with an event rate > 0.”
Single-trial neural dynamics are dominated by richly varied movements
Musall, S., Kaufman, M. T., Juavinett, A., Gluf, S., & Churchland, A. K. (2019) · Nature Neuroscience · doi:10.1038/s41593-019-0502-4 · Cited by 1,057 · cited 3× · see citing works
“4a), in agreement witha previous report 9 .”
A relationship between behavioral choice and the visual responses of neurons in macaque MT
Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049 · cited 3× · see citing works
“These studies found that trial-by-trial fl uctuations of neuronal activity in the visual areas predicted choices of the animal, i.e., display choice-related activity 5 .”
Sensitive red protein calcium indicators for imaging neural activity
Dana, H., Mohar, B., Sun, Y., Narayan, S., Gordus, A. G., Hasseman, J. P., Tsegaye, G., Holt, G. T., Hu, A., Walpita, D., et al. (2016) · eLife · doi:10.7554/elife.12727 · Cited by 1,041 · cited 1× · see citing works
“net/addgene:100854 ; RRID:Addgene_100854) (Dana et al. 2016), or in combination with EGFP (2 mice pAAV.”
Feature-based attention in visual cortex
Maunsell, J. H. R., & Treue, S. (2006) · Trends in Neurosciences · doi:10.1016/j.tins.2006.04.001 · Cited by 960 · cited 1× · see citing works
“It has been proposed that attention can selectively increase the representation of stimulus features relevant to the task 81 .”
The columnar organization of the neocortex.
Mountcastle, V. B. (1997) · Brain : a journal of neurology · doi:10.1093/brain/120.4.701 · Cited by 941 · cited 1× · see citing works
“The columnar scale is particularly signi fi cant, as functional columns are considered the fundamental building blocks of the mammalian brain, prevalent across nearly all brain areas 53 .”
Cortical microstimulation influences perceptual judgements of motion direction
Salzman, C. D., Britten, K. H., & Newsome, W. T. (1990) · Nature · doi:10.1038/346174a0 · Cited by 881 · cited 2× · see citing works
“Pioneering studies addressed that issue using two-choice dis-criminationtasks,whereprimateshadtojudgethemotiondirectionof a cloud of points 4,5 .”
Arousal and Locomotion Make Distinct Contributions to Cortical Activity Patterns and Visual Encoding
Vinck, M., Batista-Brito, R., Knoblich, U., & Cardin, J. A. (2015) · Neuron · doi:10.1016/j.neuron.2015.03.028 · Cited by 819 · see citing works
Arousal and locomotion make distinct contributions to cortical activity patterns and visual encoding
Vinck, M., Batista-Brito, R., Knoblich, U., & Cardin, J. A. (2014) · bioRxiv · doi:10.1101/010751 · Cited by 816 · cited 1×
“In our task, the engaged state is associated with a pupil contraction duringthepre-stimulusperiod,inlinewithrecentworkusingawhisker mediated 2AFC 16 , although at odds with earlier fi ndings 74,75 .”
Waking state: rapid variations modulate neural and behavioral responses
McGinley, M. J., Vinck, M., Reimer, J., Batista-Brito, R., Zagha, E., Cadwell, C. R., Tolias, A. S., Cardin, J. A., & McCormick, D. A. (2015) · Neuron · doi:10.1016/j.neuron.2015.09.012 · Cited by 801 · cited 1× · see citing works
“In our task, the engaged state is associated with a pupil contraction duringthepre-stimulusperiod,inlinewithrecentworkusingawhisker mediated 2AFC 16 , although at odds with earlier fi ndings 74,75 .”
Internal brain state regulates membrane potential synchrony in barrel cortex of behaving mice
Poulet, J. F. A., & Petersen, C. C. H. (2008) · Nature · doi:10.1038/nature07150 · Cited by 796 · cited 1× · see citing works
“Thesepre-stimulusmarkersstrengthentheviewofadifferent brain state during phases of disengagement 25,26 , in which spontaneous activity of L2/3 is governed by synchronized, large amplitude oscillatory fl uctuations of activity.”
Distributed coding of choice, action and engagement across the mouse brain
Steinmetz, N. A., Zatka-Haas, P., Carandini, M., & Harris, K. D. (2019) · Nature · doi:10.1038/s41586-019-1787-x · Cited by 758 · cited 1× · see citing works
“In a situation when animals are asked to perform discrimination of multiple visual stimuli, the choice might actually be poorly predicted from the primary visual cortex activity 64 .”
Spatiotemporal Dynamics of Cortical Sensorimotor Integration in Behaving Mice
Férézou, I., Haiss, F., Gentet, L. J., Aronoff, R., Weber, B., & Petersen, C. C. H. (2007) · Neuron · doi:10.1016/j.neuron.2007.10.007 · Cited by 692 · cited 1× · see citing works
“However, in this active mode, evoked activity is weaker and spatially confined to the principal barrel (Ferezou et al. 2007).”
Self-citationCortical layer-specific critical dynamics triggering perception
Marshel, J. H., Kim, Y. S., Machado, T. A., Quirin, S., Benson, B., Kadmon, J., Raja, C., Chibukhchyan, A., Ramakrishnan, C., Inoue, M., et al. (2019) · Science · doi:10.1126/science.aaw5202 · Cited by 652 · cited 1× · see citing works
“Recent manipulations, involving the activation of excitatory neurons or stimulus-selective sub-ensembles, have been shown to trigger learned behaviors 4,7,32,50 – 52 .”
Responses of neurons in macaque MT to stochastic motion signals
Britten, K. H., Shadlen, M. N., Newsome, W. T., & Movshon, J. A. (1993) · Visual Neuroscience · doi:10.1017/s0952523800010269 · Cited by 594 · cited 1× · see citing works
“Area under the receiver operating curve (AUROC) is a standard metric to test whether a neuron’s activity is correlated to the choice of the subject (termed choice probability or CP(Britten et al. 1993; Crapse and Basso 2015).”
Yu, Z., Guindani, M., Grieco, S. F., Chen, L., Holmes, T. C., & Xu, X. (2022) · Neuron · doi:10.1016/j.neuron.2021.10.030 · Cited by 563 · see citing works
Correlating whisker behavior with membrane potential in barrel cortex of awake mice
Crochet, S., & Petersen, C. (2006) · Nature Neuroscience · doi:10.1038/nn1690 · Cited by 556 · cited 1× · see citing works
“These characteristics resemble in part to the active mode that displays, when compared to a quiescent awake mode, a depolarization of excitatory L2/3 cells 76,77 , and a suppression of the large subthreshold oscillations.”
Packer, A. M., Russell, L. E., Dalgleish, H. W. P., & Häusser, M. (2014) · Nature Methods · doi:10.1038/nmeth.3217 · Cited by 553 · cited 1× · see citing works
“…single target neurons, in column size, functionally de fi ned ensembles; or using manipulation of different functional codes (e.g., temporal codes) 32,56,57 which may provide further insights into perception-related circuits and dynamics 58,59 .”
Sparse optical microstimulation in barrel cortex drives learned behaviour in freely moving mice
Huber, D., Petreanu, L., Ghitani, N., Ranade, S., Hromádka, T., Mainen, Z., & Svoboda, K. (2008) · Nature · doi:10.1038/nature06445 · Cited by 539 · cited 1× · see citing works
“Alternative methods for manipulation include activation of excitatory neurons or stimulus selective sub ensembles, which were shown to trigger learned behaviors (Salzman et al. 1990; Huber et al. 2008; Sachidhanandam et al. 2013; Musall et al. 2014; Ceballo et al. 2019; Marshel et al. 2019; Buetfering et al. 2022).”
A category-free neural population supports evolving demands during decision-making
Raposo, D. C., Kaufman, M. T., & Churchland, A. K. (2014) · Nature Neuroscience · doi:10.1038/nn.3865 · Cited by 474 · cited 1× · see citing works
“Instead, our results add to the growing evidence that choice coding lies in dimensions orthogonal to that of sensory representation, enabling multiplexing of information in different neuronal subspaces 55,69,70 .”
Neural Activity in Barrel Cortex Underlying Vibrissa-Based Object Localization in Mice
O’Connor, D. H., Peron, S., Huber, D., & Svoboda, K. (2010) · Neuron · doi:10.1016/j.neuron.2010.08.026 · Cited by 453 · cited 2× · see citing works
“Consistent with previous studies 17 – 19 , we found that a small fraction of neurons was highly responsive to tactile stimulation (~10%; Fig.”
Cortical information flow during flexible sensorimotor decisions
Siegel, M., Buschman, T. J., & Miller, E. K. (2015) · Science · doi:10.1126/science.aab0551 · Cited by 434 · see citing works
The threshold for conscious report: Signal loss and response bias in visual and frontal cortex
van Vugt, B., Dagnino, B., Vartak, D., Safaai, H., Panzeri, S., Dehaene, S., & Roelfsema, P. R. (2018) · Science · doi:10.1126/science.aar7186 · Cited by 394 · cited 1× · see citing works
“During the detection of near-threshold stimuli, activity in the primary sensory cortices conveys choice signals, in both primates 62,63 , and rodents 8 .”
Neuronal correlates of decision-making in secondary somatosensory cortex
Romo, R., Hernández, A., Zainos, A., Lemus, L., & Brody, C. D. (2002) · Nature Neuroscience · doi:10.1038/nn950 · Cited by 387 · cited 1× · see citing works
“In the somatosensory system of the primate, similar approaches have revealed that choice-related activity arises from the secondary somatosensoryarea and ishigher in the decisional hierarchy 2,6 .”
Membrane potential correlates of sensory perception in mouse barrel cortex
Sachidhanandam, S., Sreenivasan, V., Kyriakatos, A., Kremer, Y., & Petersen, C. C. H. (2013) · Nature Neuroscience · doi:10.1038/nn.3532 · Cited by 384 · see citing works
Decision-related activity in sensory neurons reflects more than a neuron’s causal effect
Nienborg, H., & Cumming, B. G. (2009) · Nature · doi:10.1038/nature07821 · Cited by 360 · cited 1× · see citing works
“Previous studies have indicated that subjects use mainly the earliest temporal component of sensory activity to form their choice 7,71 , while the manipulation of later components correlating with decision signals have less causal in fl u-ence on them 7 and originates most likely from top-down…”
Acute off-target effects of neural circuit manipulations
Otchy, T. M., Wolff, S. B. E., Rhee, J. Y., Pehlevan, C., Kawai, R., Kempf, A., Gobes, S. M. H., & Ölveczky, B. P. (2015) · Nature · doi:10.1038/nature16442 · Cited by 352 · cited 2× · see citing works
“However, the perturbation of activity homeostasis at a larger scale -including other brain areas-22 , might potentially be responsible for the impairment of behavior, independent of the manipulation of the sensory representation.”
Distinct timescales of population coding across cortex
Runyan, C. A., Piasini, E., Panzeri, S., & Harvey, C. D. (2017) · Nature · doi:10.1038/nature23020 · Cited by 333 · cited 1× · see citing works
“Another decoding strategy would be to reconstruct the frequency via maximum like-lihoodestimationusingBayesianinference 91 .”
Recanzone, G., Merzenich, M., & Schreiner, C. (1992) · Journal of Neurophysiology · doi:10.1152/jn.1992.67.5.1071 · Cited by 325 · cited 1× · see citing works
“Different codes could support the percep-tualrepresentationof the stimulus, includinga ratecode andtemporal codes 35,36 (e.g., periodicity of fi ring).”
Probing perceptual decisions in rodents
Carandini, M., & Churchland, A. K. (2013) · Nature Neuroscience · doi:10.1038/nn.3410 · Cited by 323 · cited 1× · see citing works
“This is, to our knowledge, the fi rst of these discrimination tasks using a variation of stimulation intensity, a critical parameter to study perception 15,29,30 .”
Neuronal correlates of subjective sensory experience
de Lafuente, V., & Romo, R. (2005) · Nature Neuroscience · doi:10.1038/nn1587 · Cited by 319 · cited 1× · see citing works
“5), similarly to what was found previously in the somatosensory system 67,68 .”
Thalamic control of cortical states
Poulet, J. F. A., Fernandez, L. M. J., Crochet, S., & Petersen, C. C. H. (2012) · Nature Neuroscience · doi:10.1038/nn.3035 · Cited by 312 · cited 2× · see citing works
“These characteristics resemble in part to the active mode that displays, when compared to a quiescent awake mode, a depolarization of excitatory L2/3 cells 76,77 , and a suppression of the large subthreshold oscillations.”
Decoding a Perceptual Decision Process across Cortex
Hernández, A., Nácher, V., Luna, R., Zainos, A., Lemus, L., Álvarez, M., Vázquez, Y., Camarillo, L., & Romo, R. (2010) · Neuron · doi:10.1016/j.neuron.2010.03.031 · Cited by 269 · see citing works
Circuits and Mechanisms for Surround Modulation in Visual Cortex
Angelucci, A., Bijanzadeh, M., Nurminen, L., Federer, F., Merlin, S., & Bressloff, P. C. (2017) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-072116-031418 · Cited by 256 · cited 1× · see citing works
“It is proposed to be bene fi cial in sharpening boundaries and information coding 46,47 .”
Neural coding during active somatosensation revealed using illusory touch
O'Connor, D. H., Hires, S. A., Guo, Z. V., Li, N., Yu, J., Sun, Q.-Q., Huber, D., & Svoboda, K. (2013) · Nature Neuroscience · doi:10.1038/nn.3419 · Cited by 252 · cited 1× · see citing works
“…single target neurons, in column size, functionally de fi ned ensembles; or using manipulation of different functional codes (e.g., temporal codes) 32,56,57 which may provide further insights into perception-related circuits and dynamics 58,59 .”
Neural codes for perceptual discrimination in primary somatosensory cortex
Luna, R., Hernández, A., Brody, C. D., & Romo, R. (2005) · Nature Neuroscience · doi:10.1038/nn1513 · Cited by 246 · cited 1× · see citing works
“Previous studies have argued that neurometric coding performance by fi ring rate is closer to psycho-metricperformancethanthatof temporalcoding 33,37,38 .”
Cholinergic signals in mouse barrel cortex during active whisker sensing
Eggermann, E., Kremer, Y., Crochet, S., & Petersen, C. C. H. (2014) · Cell Reports · doi:10.1016/j.celrep.2014.11.005 · Cited by 234 · cited 1× · see citing works
“2012), as well as cholinergic influence (Eggermann et al. 2014; Meir et al. 2018).”
Cracking the Neural Code for Sensory Perception by Combining Statistics, Intervention, and Behavior
Panzeri, S., Harvey, C. D., Piasini, E., Latham, P. E., & Fellin, T. (2017) · Neuron · doi:10.1016/j.neuron.2016.12.036 · Cited by 227 · cited 2× · see citing works
“In other terms, the sensory code, rather than the activity in the area, should co-fl uctuate with the behavior 12 .”
Variability in neural activity and behavior
Renart, A., & Machens, C. K. (2014) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2014.02.013 · Cited by 225 · cited 1× · see citing works
“In the classical view of perceptually guided decision, sensory evidence builds gradually in decisional and motor areas 1,60,66 from pooling multiple sensory neurons that are weakly correlated with choice.”
Spatiotemporal constraints on optogenetic inactivation in cortical circuits
Li, N., Chen, S., Guo, Z. V., Chen, H., Huo, Y., Inagaki, H., Chen, G., Davis, C., Hansel, D., Guo, C., et al. (2019) · eLife · doi:10.7554/elife.48622 · Cited by 215 · cited 1× · see citing works
“distance perturbation of neuronal homeostasis (off-target effects)(Otchy et al. 2015; Li et al. 2019).”
Neuronal correlates of sensory discrimination in the somatosensory cortex
Hernández, A., Zainos, A., & Romo, R. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.120018597 · Cited by 210 · cited 1× · see citing works
“Previous studies have argued that neurometric coding performance by fi ring rate is closer to psycho-metricperformancethanthatof temporalcoding 33,37,38 .”
Sensory and decision-related activity propagate in a cortical feedback loop during touch perception
Kwon, S. E., Yang, H., Minamisawa, G., & O'Connor, D. H. (2016) · Nature Neuroscience · doi:10.1038/nn.4356 · Cited by 210 · cited 1× · see citing works
“However, it may seem contradictory with more recent results in the murine model, showing a large difference in evoked activity between hits and misses before the onset of licking in a go/no-go paradigm, and a correlation between sensory and choice activity 8,61 .”
Decision-Related Activity in Sensory Neurons: Correlations Among Neurons and with Behavior
Nienborg, H., Cohen, M. R., & Cumming, B. G. (2012) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-062111-150403 · Cited by 199 · cited 1× · see citing works
“A distinction between detection and discrimination has been made in non-human primate studies 65 .”
Conversion of sensory signals into perceptual decisions
Romo, R., & de Lafuente, V. (2012) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2012.03.007 · Cited by 181 · cited 2× · see citing works
“In the classical view of perceptually guided decision, sensory evidence builds gradually in decisional and motor areas 1,60,66 from pooling multiple sensory neurons that are weakly correlated with choice.”
Origins of choice-related activity in mouse somatosensory cortex
Yang, H., Kwon, S. E., Severson, K. S., & O'Connor, D. H. (2016) · Nature Neuroscience · doi:10.1038/nn.4183 · Cited by 180 · cited 3× · see citing works
“More recently, research in rodents has identi fi ed choice-related activity forming already at the level of the primary somato-sensory area (S1) 7,8 , It is yet dif fi cult to conclude that the choice signals in S1 have a causal in fl uence on behavior and perception.”
Li Zhaoping, A. (1999) · Network Computation in Neural Systems · doi:10.1088/0954-898x_10_2_305 · Cited by 173 · cited 1× · see citing works
“Suppression is proposed to be beneficial to sharpening boundaries and information coding (Li 1999; Angelucci et al. 2017).”
Probing neural codes with two-photon holographic optogenetics
Adesnik, H., & Abdeladim, L. (2021) · Nature Neuroscience · doi:10.1038/s41593-021-00902-9 · Cited by 168 · cited 1× · see citing works
“…single target neurons, in column size, functionally de fi ned ensembles; or using manipulation of different functional codes (e.g., temporal codes) 32,56,57 which may provide further insights into perception-related circuits and dynamics 58,59 .”
Zuo, Y.-F., Safaai, H., Notaro, G., Mazzoni, A., Panzeri, S., & Diamond, M. (2015) · Current Biology · doi:10.1016/j.cub.2014.11.065 · Cited by 155 · cited 1× · see citing works
“…single target neurons, in column size, functionally de fi ned ensembles; or using manipulation of different functional codes (e.g., temporal codes) 32,56,57 which may provide further insights into perception-related circuits and dynamics 58,59 .”
Movement and Performance Explain Widespread Cortical Activity in a Visual Detection Task
Salkoff, D. B., Zagha, E., McCarthy, E., & McCormick, D. A. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz206 · Cited by 153 · cited 1× · see citing works
“The widespread cortical activity related to the onset of facial movement 9,10 — including in sensory areas — renders ambiguous the signals associated with choice if sensory integration and motor response are temporally overlapping.”
Feedback determines the structure of correlated variability in primary visual cortex
Bondy, A., Haefner, R. M., & Cumming, B. G. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0089-1 · Cited by 144 · see citing works
Sensation Movement and Learning in the Absence of Barrel Cortex
Hong, Y., Lacefield, C., Rodgers, C. C., & Bruno, R. M. (2018) · Nature · doi:10.1038/s41586-018-0527-y · Cited by 138 · see citing works
Psychophysical and neurometric detection performance under stimulus uncertainty
Stüttgen, M. C., & Schwarz, C. (2008) · Nature Neuroscience · doi:10.1038/nn.2162 · Cited by 132 · cited 1× · see citing works
“5), similarly to what was found previously in the somatosensory system 67,68 .”
El‐Boustani, S., Sermet, B. S., Foustoukos, G., Oram, T. B., Yizhar, O., & Petersen, C. C. H. (2020) · Nature Communications · doi:10.1038/s41467-020-17087-7 · Cited by 131 · cited 1× · see citing works
“Few studies required mice to discriminate neighboring whiskers 27,28 .”
Discrimination in the Sense of Flutter: New Psychophysical Measurements in Monkeys
Hernández, A., Salinas, E., García, R., & Romo, R. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-16-06391.1997 · Cited by 125 · cited 2× · see citing works
“This is, to our knowledge, the fi rst of these discrimination tasks using a variation of stimulation intensity, a critical parameter to study perception 15,29,30 .”
Linking Neuronal and Behavioral Performance in a Reaction-Time Visual Detection Task
Palmer, C., Cheng, S.-Y., & Seidemann, E. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1940-07.2007 · Cited by 116 · cited 1× · see citing works
“During detection of near threshold stimuli, activity in the primary sensory cortices convey choice signals, in both primates (Palmer et al. 2007; van Vugt et al. 2018), and rodents (Yang et al.”
The adaptive trade-off between detection and discrimination in cortical representations and behavior
Ollerenshaw, D., Zheng, H. J. V., Millard, D. C., Wang, Q., & Stanley, G. B. (2014) · Neuron · doi:10.1016/j.neuron.2014.01.025 · Cited by 107 · cited 1× · see citing works
“Few studies required mice to discriminate neighboring whiskers 27,28 .”
Rapid Integration of Artificial Sensory Feedback during Operant Conditioning of Motor Cortex Neurons
Prsa, M., Galiñanes, G. L., & Huber, D. (2017) · Neuron · doi:10.1016/j.neuron.2017.01.023 · Cited by 98 · cited 1× · see citing works
“Optogenetic wide fi eld stimulation was combined with two-photon functional imaging 21 (Fig.”
Role of Thalamocortical Sensory Suppression during Arousal: Focusing Sensory Inputs in Neocortex
Castro‐Alamancos, M. A. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-22-09651.2002 · Cited by 89 · cited 1× · see citing works
“Suppression is generally thought to be at least partially cortical dependent 39,45 .”
Community-based benchmarking improves spike rate inference from two-photon calcium imaging data
Berens, P., Freeman, J., Deneux, T., Chenkov, N., McColgan, T., Speiser, A., Macke, J., Turaga, S. C., Mineault, P. J., Rupprecht, P., et al. (2018) · PLoS Comput. Biol. · doi:10.1371/journal.pcbi.1006157 · Cited by 87 · cited 1× · see citing works
“This preprocessing strategy and criteria were optimized from the freely available jRGE-CO1a dataset from the CRCNS website 84 to match the state-of-the-art algorithmic performance in event detection 90 .”
Targeted Cortical Manipulation of Auditory Perception
Ceballo, S., Piwkowska, Z., Bourg, J., Daret, A., & Bathellier, B. (2019) · Neuron · doi:10.2139/ssrn.3353226 · Cited by 86 · cited 1×
“Alternative methods for manipulation include activation of excitatory neurons or stimulus selective sub ensembles, which were shown to trigger learned behaviors (Salzman et al. 1990; Huber et al. 2008; Sachidhanandam et al. 2013; Musall et al. 2014; Ceballo et al. 2019; Marshel et al. 2019; Buetfering et al. 2022).”
Structure of a Single Whisker Representation in Layer 2 of Mouse Somatosensory Cortex
Clancy, K. B., Schnepel, P., Rao, A. T., & Feldman, D. E. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.3887-14.2015 · Cited by 82 · cited 1× · see citing works
“…discrimination of neighboring inputs As described in previous work, we found that evoked activity in L2/3 displays a somatotopic organization with salt-and-pepper whisker tuning of single neurons 20,31 , is sparsely distributed in the population 17 – 19 and adapts rapidly in most neurons 18,32 .”
Feedforward and feedback sources of choice probability in neural population responses
Cumming, B. G., & Nienborg, H. (2016) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2016.01.009 · Cited by 82 · see citing works
Integration of multiple-whisker inputs in rat somatosensory cortex.
Mirabella, G., Battiston, S., & Diamond, M. E. (2001) · Cerebral Cortex · doi:10.1093/cercor/11.2.164 · Cited by 82 · cited 2× · see citing works
“We observed multi-whisker integration, found to be mostly suppressive (as previously reported 39 – 42 with the exception of some neurons responding supralinearly to multi-whisker stimuli 43,44 .”
Correlated input reveals coexisting coding schemes in a sensory cortex
Estebanez, L., El‐Boustani, S., Alain Destexhe, A., & Shulz, D. E. (2012) · Nature Neuroscience · doi:10.1038/nn.3258 · Cited by 80 · cited 1× · see citing works
“We observed multi-whisker integration, found to be mostly suppressive (as previously reported 39 – 42 with the exception of some neurons responding supralinearly to multi-whisker stimuli 43,44 .”
Discrimination of vibrotactile stimuli in the rat whisker system: behavior and neurometrics.
Gerdjikov, T. V., Bergner, C. G., Stüttgen, M. C., Waiblinger, C., & Schwarz, C. (2010) · Neuron · doi:10.1016/j.neuron.2010.02.007 · Cited by 79 · cited 2× · see citing works
“Previous studies have argued that neurometric coding performance by fi ring rate is closer to psycho-metricperformancethanthatof temporalcoding 33,37,38 .”
Cortical State Fluctuations during Sensory Decision MakingPreprint
Jacobs, E. A. K., Steinmetz, N. A., Peters, A. J., Carandini, M., & Harris, K. (2018) · bioRxiv · doi:10.1101/348193 · Cited by 77 · cited 2× · see citing works
“We also observed a suppression of slow oscillatory activity 26 .”
Zagha, E., Erlich, J. C., Lee, S., Lür, G., O’Connor, D. H., Steinmetz, N. A., Stringer, C., & Yang, H. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.1919-21.2021 · Cited by 77 · cited 2× · see citing works
“It has thus been proposed that more complex designs, such as two alternative forced choice tasks (2AFC) featuring a delayed response, are needed to disentangle choice from these other sources of modulation 11 .”
Nienborg, H., & Cumming, B. G. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.2340-13.2014 · Cited by 75 · cited 1× · see citing works
“While our study speci fi cally addresses earlysensory representationinthesomatosensory system 54 , its implications may extend to other perceptual representations in areas displaying cortical maps.”
Tactile frequency discrimination is enhanced by circumventing neocortical adaptation
Musall, S., von der Behrens, W., Mayrhofer, J. M., Weber, B., Helmchen, F., & Haiss, F. (2014) · Nature Neuroscience · doi:10.1038/nn.3821 · Cited by 69 · cited 3× · see citing works
“…single target neurons, in column size, functionally de fi ned ensembles; or using manipulation of different functional codes (e.g., temporal codes) 32,56,57 which may provide further insights into perception-related circuits and dynamics 58,59 .”
Self-citationEmergent Properties of Tactile Scenes Selectively Activate Barrel Cortex Neurons
Jacob, V., Cam, J. L., Ego‐Stengel, V., & Shulz, D. E. (2008) · Neuron · doi:10.1016/j.neuron.2008.10.017 · Cited by 63 · cited 1× · see citing works
“Besides we observed multi-whisker integration, found to be mostly suppressive (as previously reported in Mirabella et al. 2001; Jacob et al. 2008; Pluta et al. 2017; Laboy-Juárez et al. 2019) with the exception of some neurons responding supralinearly to multi-whisker stimuli (Lyall et al.”
Behaviorally relevant decision coding in primary somatosensory cortex neurons
Buetfering, C., Zhang, Z., Pitsiani, M., Smallridge, J., Boven, E., McElligott, S., & Häusser, M. (2022) · Nature Neuroscience · doi:10.1038/s41593-022-01151-0 · Cited by 59 · see citing works
Stüttgen, M. C. (2011) · Frontiers in Neuroscience · doi:10.3389/fnins.2011.00125 · Cited by 59 · cited 1× · see citing works
“This is, to our knowledge, the fi rst of these discrimination tasks using a variation of stimulation intensity, a critical parameter to study perception 15,29,30 .”
Mayrhofer, J. M., Skreb, V., von der Behrens, W., Musall, S., Weber, B., & Haiss, F. (2013) · Journal of Neurophysiology · doi:10.1152/jn.00488.2012 · Cited by 58 · cited 1×
“This procedure has been described in detail in a previous article (Mayrhofer et al. 2013).”
Self-citationKira, S., Safaai, H., Morcos, A. S., Panzeri, S., & Harvey, C. D. (2023) · Nature Communications · doi:10.1038/s41467-023-37804-2 · Cited by 48 · see citing works
Surround integration organizes a spatial map during active sensation
Pluta, S. R., Lyall, E. H., Telian, G., Ryapolova-Webb, E. S., & Adesnik, H. (2017) · Neuron · doi:10.1016/j.neuron.2017.04.026 · Cited by 46 · cited 1× · see citing works
“Besides we observed multi-whisker integration, found to be mostly suppressive (as previously reported in Mirabella et al. 2001; Jacob et al. 2008; Pluta et al. 2017; Laboy-Juárez et al. 2019) with the exception of some neurons responding supralinearly to multi-whisker stimuli (Lyall et al.”
Meir, I., Katz, Y., & Lampl, I. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.1159-18.2018 · Cited by 45 · cited 1× · see citing works
“2012), as well as cholinergic influence (Eggermann et al. 2014; Meir et al. 2018).”
Barrel Cortex: What is it Good for?
Stüttgen, M. C., & Schwarz, C. (2017) · Neuroscience · doi:10.1016/j.neuroscience.2017.05.009 · Cited by 44 · cited 1× · see citing works
“In summary, the task and optical techniques presented here allow for a fl exible combination of manipulative and correlative approaches, necessary for understanding the substrate of perception and decision making 12,83 .”
Insights into decision making using choice probability
Crapse, T. B., & Basso, M. A. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00335.2015 · Cited by 33 · cited 1× · see citing works
“Area under the receiver operating curve (AUROC, see methods) is a standard metric to test whether a neuron ’ s activity is correlated to the choice of the subject (termed choice probability or CP 23,24 .”
Waiblinger, C., Brügger, D., & Schwarz, C. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht305 · Cited by 33 · cited 2× · see citing works
“As frequencies are directly proportional to the mean speed de fl ection of the whisker, frequencies also represent the intensity of stimulation 13 .”
Elementary motion sequence detectors in whisker somatosensory cortex
Laboy-Juárez, K. J., Langberg, T., Ahn, S., & Feldman, D. E. (2019) · Nature Neuroscience · doi:10.1038/s41593-019-0448-6 · Cited by 33 · cited 1× · see citing works
“We observed multi-whisker integration, found to be mostly suppressive (as previously reported 39 – 42 with the exception of some neurons responding supralinearly to multi-whisker stimuli 43,44 .”
Stimulus-choice (mis)alignment in primate area MT
Zhao, Y., Yates, J. L., Levi, A. J., Huk, A. C., & Park, I. M. (2020) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007614 · Cited by 33 · cited 2× · see citing works
“…have indicated that subjects use mainly the earliest temporal component of sensory activity to form their choice 7,71 , while the manipulation of later components correlating with decision signals have less causal in fl u-ence on them 7 and originates most likely from top-down modulation 70,72,73 .”
Mayrhofer, J. M., Haiss, F., Helmchen, F., & Weber, B. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.04.045 · Cited by 31 · cited 3× · see citing works
“…discrimination of neighboring inputs As described in previous work, we found that evoked activity in L2/3 displays a somatotopic organization with salt-and-pepper whisker tuning of single neurons 20,31 , is sparsely distributed in the population 17 – 19 and adapts rapidly in most neurons 18,32 .”
Self-citationSynthesis of a comprehensive population code for contextual features in the awake sensory cortex
Lyall, E. H., Mossing, D. P., Pluta, S. R., Chu, Y. W., Dudai, A., & Adesnik, H. (2021) · eLife · doi:10.7554/elife.62687 · Cited by 23 · see citing works
Ganea, D. A., Bexter, A., Günther, M., Gardères, P.-M., Kampa, B. M., & Haiss, F. (2020) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2020.00159 · Cited by 20 · cited 2× · see citing works
“In our task, the engaged state is associated with a pupil contraction duringthepre-stimulusperiod,inlinewithrecentworkusingawhisker mediated 2AFC 16 , although at odds with earlier fi ndings 74,75 .”
InfluentialSelf-citationCortical Localization of the Sensory-Motor Transformation in a Whisker Detection Task in Mice
Zareian, B., Zhang, Z., & Zagha, E. (2021) · eNeuro · doi:10.1523/eneuro.0004-21.2021 · Cited by 15 · cited 1× · see citing works
“…have indicated that subjects use mainly the earliest temporal component of sensory activity to form their choice 7,71 , while the manipulation of later components correlating with decision signals have less causal in fl u-ence on them 7 and originates most likely from top-down modulation 70,72,73 .”
Barz, C. S., Gardères, P.-M., Ganea, D. A., Reischauer, S., Feldmeyer, D., & Haiss, F. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab104 · Cited by 8 · cited 2× · see citing works
“Consistent with previous studies 17 – 19 , we found that a small fraction of neurons was highly responsive to tactile stimulation (~10%; Fig.”
Self-citationGlobal Tactile Coding in Rat Barrel Cortex in the Absence of Local Cues
Gerdjikov, T. V., Bergner, C. G., & Schwarz, C. (2017) · Cerebral Cortex · doi:10.1093/cercor/bhx108 · Cited by 6 · cited 1× · see citing works
“Increasing stimulation frequency of a single whisker increases monotonically population response 18,33,34 .”
Flagged first, then by citations
2 of the 96 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- [14]Wichmann FA Hill NJ The psychometric function: I. Fitting, sampling, and goodness of fit Percept. Psychophys. 2001 63 1293 1313 10.3758/BF03194544 11800458 · DOI
Cited by
Sorted by citations
Armstrong, A. G., & Vlasov, Y. A. (2025) · Journal of Neuroscience · doi:10.1101/2025.02.17.638764 · Cited by 3 · see citing works
“…et al., 2010; Miyashita and Feldman, 2012; Feldmeyer et al., 2013; Guo et al., 2014a; Burgess et al., 2017; Fassihi et al., 2017; Chakrabarti and Schwarz, 2018; Hong et al., 2018; Odoemene et al., 2018; Ryan et al., 2022; Waiblinger et al., 2022; Diamond and Toso, 2023; Gardères et al., 2024).”
InfluentialNeural correlates of perceptual decision-making in the primary somatosensory cortex
Armstrong, A. G., & Vlasov, Y. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2514107123 · Cited by 1 · see citing works
“…indicate that the primary sensory cortex not only retains relatively weak and sparse choice-related activity, as it was shown previously (10, 11, 19–25), but also, in our naturalistic behavioral task, directly participates in a categorical coding of all-or-none DV into which the majority of neural…”
InfluentialZhong, Q., Zheng, M., Wen, Y., Wang, Z., & Zuo, Y. (2026) · Neuroscience Bulletin · doi:10.1007/s12264-026-01671-w · Cited by 1 · see citing works
Neural Correlates of Perceptual Decision Making in Primary Somatosensory Cortex
Armstrong, A. G., & Vlasov, Y. D. (2025) · bioRxiv · doi:10.1101/2025.03.29.646003 · Cited by 1
Armstrong, A. G., & Vlasov, Y. (2026) · The Journal of Neuroscience · doi:10.1523/jneurosci.0930-25.2026 · Cited by 1 · see citing works
Beyond single-cell sensory representations in cortex.
Willard, K. J., & Bruno, R. M. (2026) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2026.103280
Gardères, P.-M., Feldman, D. E., & Bouchard, K. E. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2516293123
“The results of these columnar computations are then broadcast to the rest of the brain, shaping behavior and sensory decisions (60– 62).”
Self-citationBrain-Wide Subnetworks within and between Naturally Socializing Typical and Autism Model MicePreprint
Marmor, O., Terner, R., Khuory, V., Ginzburg, S., Amal, H., & Gilad, A. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.10.16.682530
Distinct laminar origins of high-gamma and low-frequency ECoG signals revealed by optogeneticsPreprint
Gardères, P.-M., Feldman, D. E., & Bouchard, K. E. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.10.02.680142 · Cited by 1 · see citing works
“The results of these columnar computations are then broadcast to the rest of the brain, shaping behavior and sensory decisions 60 – 62 .”
Self-citationZhu, T., Hu, D., Zhou, J.-D., Du, K., & Li, A.-A. (2025) · Neural Information Processing Systems · doi:10.52202/085713-0390
“…our architecture strategically incorporates 8 excitatory neuron subtypes and 37 documented projection pathways from barrel cortex studies [37, 44, 12, 14, 31, 39, 27, 58], including projections from Layer 4 (L4) to L2/3 neurons and feedback connections from L5/6 to L4 neurons, among others (Fig.”
- Authors
- Gardères, P.-M., Le Gal, S., Rousseau, C., Mamane, A., Ganea, D. A., & Haiss, F.
- Affiliations
- Institut Pasteur (FR)
- University of Basel (CH)
- Corresponding author
- Gardères, Pierre-Marie
- Haiss, Florent
- Venue
- Nature Communications
- Published
- 2024-06-05
- Volume
- 15
- Issue
- 1
- Pages
- 4782-4782
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC11153558
- OpenAlex
- W4399352417
- Cited by
- 7
- References
- 96
- Citations by year
- 2026: 5 · 2025: 2
- FWCI
- 1.70
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by-nc)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- HAL (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
- Keywords
- barrel cortex, primary somatosensory cortex, sensory integration, perceptual decision making, sensory discrimination, perceptual variability, two-alternative forced-choice task, optogenetic silencing, mice
- MeSH terms
- Animals, Choice Behavior, Male, Mice, Inbred C57BL, Neurons, Somatosensory Cortex, Vibrissae, Mice, Optogenetics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review