The DOI matches its Crossref record; 5 of the 5 references it cites were found in a registry or an index.
Natural Whisker-Guided Behavior by Head-Fixed Mice in Tactile Virtual Reality
Open accessAbstract
During many natural behaviors the relevant sensory stimuli and motor outputs are difficult to quantify. Furthermore, the high dimensionality of the space of possible stimuli and movements compounds the problem of experimental control. Head fixation facilitates stimulus control and movement tracking, and can be combined with techniques for recording and manipulating neural activity. However, head-fixed mouse behaviors are typically trained through extensive instrumental conditioning. Here we present a whisker-based, tactile virtual reality system for head-fixed mice running on a spherical treadmill. Head-fixed mice displayed natural movements, including running and rhythmic whisking at 16 Hz. Whisking was centered on a set point that changed in concert with running so that more protracted whisking was correlated with faster running. During turning, whiskers moved in an asymmetric manner, with more retracted whisker positions in the turn direction and protracted whisker movements on the other side. Under some conditions, whisker movements were phase-coupled to strides. We simulated a virtual reality tactile corridor, consisting of two moveable walls controlled in a closed-loop by running speed and direction. Mice used their whiskers to track the walls of the winding corridor without training. Whisker curvature changes, which cause forces in the sensory follicles at the base of the whiskers, were tightly coupled to distance from the walls. Our behavioral system allows for precise control of sensorimotor variables during natural tactile navigation.
Overview
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
Verification
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?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Whisking during CL straight run (t < 0) is executed at 15 ± 2 Hz (mean ± SD) with an amplitude of just 39 ± 5° (mean ± SD) around a set point of 58 ± 5° (mean ± SD), typical for “foveal” whisking during fast locomotion (8, 28).”
From Neural correlates of perceptual decision-making in the primary somatosensory cortex (2026) · cites this paper as [28]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“Better threshold clearance is achieved by steeper turn angles (Fig. 2D) at closer wall distances (28) reflecting the stronger evidence for the animal to turn faster to avoid anticipated collisions (29).”
From Neural correlates of perceptual decision-making in the primary somatosensory cortex (2026) · cites this paper as [28]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
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
Self-citationBrain-wide neuronal dynamics during motor adaptation in zebrafish
Ahrens, M. B., Li, J. M., Orger, M. B., Robson, D. N., Schier, A. F., Engert, F., & Portugues, R. (2012) · Nature · doi:10.1038/nature11057 · Cited by 729
Gerfen, C. R., Paletzki, R., & Heintz, N. (2013) · Neuron · doi:10.1016/j.neuron.2013.10.016 · Cited by 647
Learning-related fine-scale specificity imaged in motor cortex circuits of behaving mice
Komiyama, T., Sato, T. R., O’Connor, D. H., Zhang, Y.-X., Huber, D., Hooks, B. M., Gabitto, M., & Svoboda, K. (2010) · Nature · doi:10.1038/nature08897 · Cited by 447
Self-citationGene Expression Nervous System Atlas (GENSAT)
Heintz, N. (2004) · Nature Neuroscience · doi:10.1038/nn0504-483 · Cited by 323
Research works printed but not linked: 49
- 10.3389/fncel.2010.00003 · DOI
- Arkley, 2011, The relationship between whisking and locomotion in rats, Soc Neurosci Abstr, 37, 76.24
- Åström KJ Murray RM (2008) Feedback systems: an introduction for scientists and engineers (Princeton UP, Princeton). · DOI · Paper page
- 10.1038/nn.3378 · DOI
- 10.1152/jn.00600.2002 · DOI
- 10.1080/08990220020002248 · DOI
- 10.1152/jn.00707.2006 · DOI
- 10.1016/j.neuron.2006.08.026 · DOI
- 10.1126/science.6849136 · DOI
- 10.1016/S0166-4328(97)83328-1 · DOI
- Carvell, 1990, Biometric analysis of vibrissal tactile discrimination in the rat, J Neurosci, 10, 2638, 10.1523/JNEUROSCI.10-08-02638.1990 · DOI
- 10.1371/journal.pcbi.1002591 · DOI
- 10.1016/S0031-9384(98)00343-6 · DOI
- 10.1016/j.conb.2011.10.015 · DOI
- 10.1038/nature11973 · DOI
- Evarts, 1968, Relation of pyramidal tract activity to force exerted during voluntary movement, J Neurophysiol, 31, 14, 10.1152/jn.1968.31.1.14 · DOI
- 10.1146/annurev-neuro-061010-113817 · DOI · Paper page
- 10.1152/jn.90783.2008 · DOI
- 10.1371/journal.pone.0088678 · DOI
- 10.1038/nature10918 · DOI
- 10.1016/j.neuron.2011.09.020 · DOI
- 10.7554/eLife.01350 · DOI
- 10.1242/jeb.01371 · DOI
- 10.1016/j.neuron.2012.03.040 · DOI · Paper page
- 10.1523/JNEUROSCI.1516-06.2006 · DOI
- Krupa, 2001, Behavioral properties of the trigeminal somatosensory system in rats performing whisker-dependent tactile discriminations, J Neurosci, 21, 5752, 10.1523/JNEUROSCI.21-15-05752.2001 · DOI
- 10.1016/j.applanim.2004.02.006 · DOI
- 10.1016/j.neuron.2008.01.002 · DOI
- 10.1038/nn.3078 · DOI · Paper page
- 10.1371/journal.pbio.0050015 · DOI
- 10.1098/rspb.2006.0347 · DOI
- 10.1098/rstb.2011.0156 · DOI
- 10.1038/nature12076 · DOI
- 10.1523/JNEUROSCI.3762-09.2010 · DOI
- 10.1038/nature08539 · DOI
- 10.1523/JNEUROSCI.4316-12.2013 · DOI
- 10.1007/BF00270572 · DOI
- 10.1523/JNEUROSCI.3874-12.2013 · DOI
- 10.1126/science.1232655 · DOI
- 10.1038/nn.3567 · DOI
- 10.1038/nmeth.1468 · DOI
- 10.1901/jeab.2009.91-253 · DOI
- 10.1098/rstb.2011.0166 · DOI
- 10.1523/JNEUROSCI.0581-06.2006 · DOI
- 10.1038/nn1892 · DOI
- Vincent, 1912, The function of vibrissae in the behavior of the white rat, Behav Monogr, 1, 1
- 10.1152/jn.00012.2008 · DOI
- Wolf, 1990, Visual control of straight flight in Drosophila melanogaster, J Comp Physiol A, 167, 269, 10.1007/BF00188119 · DOI
- 10.1126/science.162.3858.1148 · DOI
Cited by
Sorted by citations
A large field of view two-photon mesoscope with subcellular resolution for in vivo imaging
Sofroniew, N. J., Flickinger, D., King, J., & Svoboda, K. (2016) · bioRxiv · doi:10.1101/055947 · Cited by 614
“We next imaged neural activity in behaving mice running on a treadmill in tactile virtual reality (Sofroniew et al. 2014, Sofroniew et al. 2015).”
MethodSelf-citationGlobal Representations of Goal-Directed Behavior in Distinct Cell Types of Mouse Neocortex
Allen, W. E., Kauvar, I., Chen, M. Z., Richman, E. B., Yang, S., Chan, K. Y., Gradinaru, V., Deverman, B. E., Luo, L., & Deisseroth, K. A. (2017) · Neuron · doi:10.1016/j.neuron.2017.04.017 · Cited by 365
“…single-cell measurements of activity within 904 Neuron 94, 891–907, May 17, 2017 multiple cortical regions simultaneously, but so far this approach can only sample activity throughout the whole cortex at low frame rates ( 1 Hz) and non-synchronously (Sofroniew et al., 2014; Stirman et al., 2016).”
A Cellular Resolution Map of Barrel Cortex Activity during Tactile Behavior
Peron, S., Freeman, J., Iyer, V., Guo, C., & Svoboda, K. (2015) · Neuron · doi:10.1016/j.neuron.2015.03.027 · Cited by 334
“Rodents can localize objects and walls under head-fixed (O’Connor et al., 2010a; Sofroniew et al., 2014) and freely moving (Hutson and Masterton, 1986; Knutsen et al.”
Self-citationMapping brain activity at scale with cluster computing
Freeman, J., Vladimirov, N., Kawashima, T., Mu, Y., Sofroniew, N. J., Bennett, D. V., Rosen, J., Yang, C.-T., Looger, L. L., & Ahrens, M. B. (2014) · Nature Methods · doi:10.1038/nmeth.3041 · Cited by 299
“A recently developed combination of light-sheet imaging in the larval zebrafish with visual stimulation and behavioral monitoring 20 enables simultaneous recording from virtually all neurons in the brain during sensorimotor behavior.”
BackgroundMethodSelf-citationSensorimotor processing in the rodent barrel cortex
Petersen, C. C. H. (2019) · Nature reviews. Neuroscience · doi:10.1038/s41583-019-0200-y · Cited by 283
Virtual reality for freely moving animals
Stowers, J. R., Hofbauer, M., Bastien, R., Griessner, J., Higgins, P., Farooqui, S., Fischer, R. M., Nowikovsky, K., Haubensak, W. E., Couzin, I. D., et al. (2017) · Nature Methods · doi:10.1038/nmeth.4399 · Cited by 229
Gao, Y., Ma, Y., Zhang, Q., Winder, A. T., Liang, Z., Antinori, L., Drew, P. J., & Zhang, N. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.11.069 · Cited by 226
Bojarskaite, L., Bjørnstad, D. M., Pettersen, K. H., Cunen, C., Hermansen, G. H., Åbjørsbråten, K. S., Chambers, A. R., Sprengel, R., Vervaeke, K., Tang, W., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-17062-2 · Cited by 228
Neuronal circuits in barrel cortex for whisker sensory perception
Staiger, J. F., & Petersen, C. C. H. (2021) · Physiological Reviews · doi:10.1152/physrev.00019.2019 · Cited by 165
Bojarskaite, L., Vallet, A., Bjørnstad, D. M., Gullestad Binder, K. M., Cunen, C., Heuser, K., Kuchta, M., Mardal, K.-A., & Enger, R. (2023) · Nature Communications · doi:10.1038/s41467-023-36643-5 · Cited by 149
Cellular Level Brain Imaging in Behaving Mammals: An Engineering Approach
Hamel, E. O., Grewe, B. F., Parker, J. G., & Schnitzer, M. J. (2015) · Neuron · doi:10.1016/j.neuron.2015.03.055 · Cited by 150
“…to overcome tissue auto-fluorescence and successfully report single action potentials in live brain slices, at illumination intensities 500–1,000 times lower than those used for Arch (Gong et al., 146 Neuron 86, April 8, 2015 ª2015 Elsevier Inc. 2014; Hochbaum et al., 2014; St-Pierre et al., 2014).”
Layer-specific integration of locomotion and sensory information in mouse barrel cortex
Ayaz, A., Stäuble, A., Hamada, M., Wulf, M.-A., Saleem, A. B., & Helmchen, F. (2019) · Nature Communications · doi:10.1038/s41467-019-10564-8 · Cited by 155
Neural coding in barrel cortex during whisker-guided locomotion
Sofroniew, N., Vlasov, Y. A., Hires, S. A., Freeman, J., & Svoboda, K. (2015) · eLife · doi:10.7554/elife.12559 · Cited by 120
“Mice used their whiskers to navigate winding corridors in tactile virtual reality (Sofroniew et al., 2014).”
BackgroundMethodInfluentialSelf-citationAn olfactory virtual reality system for mice
Radvansky, B. A., & Dombeck, D. A. (2018) · Nature Communications · doi:10.1038/s41467-018-03262-4 · Cited by 138
Coordination of Orofacial Motor Actions into Exploratory Behavior by Rat
Kurnikova, A., Moore, J. D., Liao, S.-M., Deschênes, M., & Kleinfeld, D. (2017) · Current Biology · doi:10.1016/j.cub.2017.01.013 · Cited by 108
“The issue of temporally synchronized signals issue might be potentially addressed by recordings from multisensory areas [31] using a rodent in a virtual environment [34].”
BackgroundWhisker touch sensing guides locomotion in small, quadrupedal mammals
Grant, R., Breakell, V., & Prescott, T. (2018) · Proceedings of the Royal Society of London. Biological Sciences · doi:10.1098/rspb.2018.0592 · Cited by 93
“…norvegicus and Mus musculus have been found to reduce whisking 347 and protract their whisker forward, in a process called ‘look ahead’, which is thought to focus 348 the whiskers in front of the snout and prevent collisions with this sensitive area (Arkley et al. 349 2014; Sofroniew et al. 2014).”
BackgroundEthoLoop: automated closed-loop neuroethology in naturalistic environments
Nourizonoz, A., Zimmermann, R., Ho, C. L. A., Pellat, S., Ormen, Y., Solié, C., Reymond, G., Pifferi, F., Aujard, F., Herrel, A., et al. (2020) · Nature Methods · doi:10.1038/s41592-020-0961-2 · Cited by 101
The cerebellum linearly encodes whisker position during voluntary movement
Chen, S., Augustine, G. J., & Chadderton, P. T. (2016) · eLife · doi:10.7554/elife.10509 · Cited by 86
Cerebellar granule cell axons support high-dimensional representations
Lanore, F., Cayco-Gajic, N. A., Gurnani, H., Coyle, D., & Silver, R. A. (2021) · Nature Neuroscience · doi:10.1038/s41593-021-00873-x · Cited by 80
Whisker-Mediated Touch System in Rodents: From Neuron to Behavior
Adibi, M. (2019) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2019.00040 · Cited by 110
“…whisking and aperture or gap crossing (Harris et al., 1999; Jenkinson and Glickstein, 2000; Crochet and Petersen, 2006; Celikel and Sakmann, 2007; Sofroniew et al., 2014; Kandler et al., 2018)—or paradigms embedded in an artificial task and require extensive training of the animal to interact…”
BackgroundMethodInfluentialCampagner, D., Evans, M. H., Bale, M., Erskine, A., & Petersen, R. (2015) · doi:10.7554/elife.10696.018 · Cited by 76
“Bending moment can permit wall following (Sofroniew et al. 2014) and, 274 if integrated across whiskers, can in principle be used both to infer object shape (Solomon 275 and Hartmann, 2006) and to map the spatial structure of the environment (Fox et al. 2012, 276 Pearson et al. 2013).”
Virtual reality systems for rodents
Thurley, K., & Ayaz, A. (2016) · Current Zoology · doi:10.1093/cz/zow070 · Cited by 90
Slip-Based Coding of Local Shape and Texture in Mouse S1
Isett, B. R., Feasel, S. H., Lane, M. A., & Feldman, D. E. (2018) · Neuron · doi:10.1016/j.neuron.2017.12.021 · Cited by 64
“Whiskers are essential for wall-guided locomotion like the stimulus cylinder used here (Sofroniew et al., 2014).”
BackgroundA rapid whisker-based decision underlying skilled locomotion in mice
Warren, R. A., Zhang, Q., Hoffman, J. R., Li, E. Y., Hong, Y. K., Bruno, R. M., & Sawtell, N. B. (2021) · eLife · doi:10.7554/elife.63596 · Cited by 74
On-going computation of whisking phase by mechanoreceptors
Wallach, A., Bagdasarian, K., & Ahissar, E. (2016) · Nature Neuroscience · doi:10.1038/nn.4221 · Cited by 56
Hsu, C.-L., Zhao, X., Milstein, A. D., & Spruston, N. (2018) · Neuron · doi:10.1016/j.neuron.2018.05.025 · Cited by 58
Large-Scale Fluorescence Calcium-Imaging Methods for Studies of Long-Term Memory in Behaving MammalsPreprint
Jercog, P. E., Rogerson, T., & Schnitzer, M. J. (2016) · Cold Spring Harbor Perspectives in Biology · doi:10.1101/cshperspect.a021824 · Cited by 56
“However, virtual reality methods that provide tactile feedback are now also emerging (Sofroniew et al. 2014).”
BackgroundMethodInfluentialVirtual reality modulating dynamics of neuroplasticity: Innovations in neuro-motor rehabilitation
Wankhede, N. L., Koppula, S., Ballal, S., Doshi, H., Kumawat, R., Raju, S., Arora, I., Sammeta, S. S., Khalid, M., Zafar, A., et al. (2024) · Neuroscience · doi:10.1016/j.neuroscience.2024.12.040 · Cited by 52
A cross-modality enhancement of defensive flight via parvalbumin neurons in zona incerta
Wang, X., Chou, X.-L., Peng, B., Shen, L., Huang, J., Zhang, L. I., & Tao, H. W. (2019) · eLife · doi:10.7554/elife.42728 · Cited by 54
“In complex sensory environments, whiskers are essential for them to gather information from surroundings as to guide their behaviors during exploration and navigation (Ahl, 1986; Diamond et al., 2008; Sofroniew et al., 2014; Yu et al., 2016).”
BackgroundSurround Integration Organizes a Spatial Map during Active Sensation
Pluta, S. R., Lyall, E. H., Telian, G. I., Ryapolova-Webb, E. S., & Adesnik, H. (2017) · Neuron · doi:10.1016/j.neuron.2017.04.026 · Cited by 46
“Previous data, confirmed here (Figure S1), indicate a tight correlation between run-speed of themouse andwhisker set-point, which plateaus above 35 cm/s (Sofroniew et al., 2014).”
BackgroundResultGao, Y., & Drew, P. J. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.3665-15.2016 · Cited by 52
“Last, many groups have used head-fixed mice to perform complex memory and discrimination tasks (Dombeck et al., 2010; Komiyama et al., 2010; O’Connor et al., 2010; Chen et al., 2012; Sofroniew et al., 2014), in which the mice would not be able to perform if they were stressed by head fixation.”
MethodWhat the Whiskers Tell the Brain
Campagner, D., Evans, M. H., Loft, M. S. E., & Petersen, R. S. (2017) · Neuroscience · doi:10.1016/j.neuroscience.2017.08.005 · Cited by 39
“…in the sense that animals can control various parameters of whisking to suit a particular behavioral task (Carvell and Simons, 1995; Mitchinson et al., 2007; Hill et al., 2008; O’Connor et al., 2010a; Arkley et al., 2014; Maravall and Diamond, 2014; Sofroniew et al., 2014; Prescott et al., 2015).”
Schweihoff, J., Loshakov, M., Pavlova, I., Kück, L., Ewell, L. A., & Schwarz, M. K. (2021) · Communications Biology · doi:10.1038/s42003-021-01654-9 · Cited by 67
PiVR: An affordable and versatile closed-loop platform to study unrestrained sensorimotor behavior
Tadres, D., & Louis, M. (2020) · PLoS Biology · doi:10.1371/journal.pbio.3000712 · Cited by 41
“In a treadmill system, navigation has been studied in mice directed by localized stimulations of their whiskers [17].”
BackgroundCoregistration of heading to visual cues in retrosplenial cortex
Sit, K. K., & Goard, M. J. (2023) · Nature Communications · doi:10.1038/s41467-023-37704-5 · Cited by 45
“Virtual reality systems (Harvey et al. 2012; Saleem et al. 2018; Chen et al. 2018; Sofroniew et al. 2014) are commonly used for navigation tasks in head-fixed preparations, but have some significant drawbacks, such as a lack of depth cues, somatosensory feedback, and limited proprioceptive input.”
BackgroundSuperficial Layers Suppress the Deep Layers to Fine-tune Cortical Coding
Pluta, S. R., Telian, G. I., Naka, A., & Adesnik, H. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.1459-18.2018 · Cited by 39
“5 s) placed near the center of the multiunit spatial receptive field, generating reproducible activity trial to trial (Sofroniew et al., 2014; Pluta et al., 2015, 2017).”
MethodInfluentialOf mice and monkeys: Somatosensory processing in two prominent animal models
O’Connor, D. H., Krubitzer, L. A., & Bensmaïa, S. J. (2021) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2021.102008 · Cited by 46
Whisking Asymmetry Signals Motor Preparation and the Behavioral State of Mice
Dominiak, S. E., Nashaat, M. A., Sehara, K., Oraby, H., Larkum, M. E., & Sachdev, R. N. S. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.1809-19.2019 · Cited by 39
“Additionally, whisking can be triggered by sniffing, chewing, licking and walking (Welker 1964; Deschenes et al., 2012; Grant et al., 2012; Arkley et al., 2014; Sofroniew et al., 2014).”
BackgroundInfluentialReal-Time Selective Markerless Tracking of Forepaws of Head Fixed Mice Using Deep Neural Networks
Forys, B. J., Xiao, D.-S., Gupta, P., & Murphy, T. (2020) · eNeuro · doi:10.1523/eneuro.0096-20.2020 · Cited by 32
“In a study of mouse locomotion and whisking movement, the maximum stride frequency attained by the mouse was 3 – 4 Hz, and the peak whisking frequency was 15 – 20 Hz (Sofroniew et al., 2014).”
BackgroundOrganization of Sensory Feature Selectivity in the Whisker System
Bale, M. R., & Maravall, M. (2017) · Neuroscience · doi:10.1016/j.neuroscience.2017.09.014 · Cited by 31
“…relevant: exploring an object by whisker scanning or simply running along walls or tunnels will generate a series of fluctuations in whisker dynamics, concatenated over time (Wolfe et al., 2008; Jadhav et al., 2009; Jenks et al., 2010; Sofroniew et al., 2014; Sofroniew and Svoboda, 2015).”
Coding of whisker motion across the mouse face
Severson, K. S., Xu, D., Yang, H., & O’Connor, D. H. (2019) · eLife · doi:10.7554/elife.41535 · Cited by 30
“The radial distance of an object contacted 359 by the whiskers can be determined using ratios of different contact stresses (Pammer et al., 360 2013; Solomon and Hartmann, 2011).”
BackgroundMethodNaturalistic neuroscience and virtual reality
Thurley, K. (2022) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2022.896251 · Cited by 39
“In tactile VR systems for rodents, the animals move through corridors simulated by movable plates (Sofroniew et al., 2014) or rotating cylinders with different textures (Ayaz et al.”
BackgroundManual Whisker Annotator (MWA): A Modular Open-Source Tool
Hewitt, B., Yap, M. H., & Grant, R. (2016) · doi:10.5334/jors.93 · Cited by 27
Evidence for Functional Groupings of Vibrissae across the Rodent Mystacial Pad
Hobbs, J. A., Towal, R. B., & Hartmann, M. J. Z. (2016) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1004109 · Cited by 23
Air-Track: a real-world floating environment for active sensing in head-fixed mice
Nashaat, M. A., Oraby, H., Sachdev, R. N. S., Winter, Y., & Larkum, M. E. (2016) · Journal of Neurophysiology · doi:10.1152/jn.00088.2016 · Cited by 30
“An alternative approach applied to the vibrissal sensory motor system has been to mount a tactile environment (a set of walls) that moves as the animal walks on an air ball (Sofroniew et al. 2014).”
BackgroundStriatal cholinergic interneuron membrane voltage tracks locomotor rhythms in mice
Shroff, S., Lowet, E., Sridhar, S., Gritton, H., Abumuaileq, M., Tseng, H.-A., Cheung, C., Zhou, S., Kondabolu, K., & Han, X. (2023) · Nature Communications · doi:10.1038/s41467-023-39497-z · Cited by 24
A guide to using functional magnetic resonance imaging to study Alzheimer's disease in animal models
Asaad, M., & Lee, J. H. (2018) · Disease Models & Mechanisms · doi:10.1242/dmm.031724 · Cited by 26
“In a recent study, researchers placed two movable walls on either side of a mouse ’ s whiskers (Sofroniew et al., 2014).”
Selection of head and whisker coordination strategies during goal-oriented active touch
Schroeder, J., & Ritt, J. T. (2016) · Journal of Neurophysiology · doi:10.1152/jn.00465.2015 · Cited by 21
“A highly interesting emerging technique simulates body motion in head fixed mice using a virtual reality track ball system (Sofroniew et al. 2014).”
Learning and recognition of tactile temporal sequences by mice and humans
Bale, M., Bitzidou, M., Pitas, A., Brebner, L., Khazim, L., Anagnou, S. T., Stevenson, C. D., & Maravall, M. (2017) · bioRxiv · doi:10.1101/122887 · Cited by 20
“Sequential transitions in texture may be encountered by mice running along walls or tunnels [33, 34] 360 and “receptive” sensation is also routinely mediated by whiskers [23].”
BackgroundEmergence of functional subnetworks in layer 2/3 cortex induced by sequential spikes in vivo
Kim, T.-K., Oh, W. C., Choi, J. H., & Kwon, H. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1513410113 · Cited by 21
Replay and representation dynamics in the hippocampus of freely flying bats
Forli, A., Fan, W., Qi, K. K., & Yartsev, M. M. (2025) · Nature · doi:10.1038/s41586-025-09341-z · Cited by 16
“Furthermore, continuous motor behaviours rely on ongoing sensory feedback (for example, stepping in rodents 47 or echolocation in bats 48 ), and both sensory and motor components are ideally suited to modulate neural activity.”
Campagner, D., Evans, M. H., Chlebikova, K., Rodriguez, A. C., Loft, M. S. E., Fox, S., Pettifer, D., Humphries, M. D., Svoboda, K., & Petersen, R. S. (2019) · Journal of Neuroscience · doi:10.1523/jneurosci.2217-18.2019 · Cited by 22
“In addition to object localisation, sensing of bending moment also accounts for wall-following behaviours (Sofroniew et al., 2014).”
BackgroundSelf-citationNiederschuh, S., Witte, H., & Schmidt, M. (2015) · Zoology · doi:10.1016/j.zool.2014.09.003 · Cited by 19
“…speciesspecific, as are the number and distribution of vibrissae across the body’s surface (Pocock, 1914; Lyne, 1959; Ahl, 1982, 1986; Wineski, 1985; Sokolov and Kulikov, 1987; Marotte et al., 1992; 5 / Zoolo B g o t M S t c m d o c c k s r ( a m 2 m c w t l 1 e n l r e o a t 1 m n s f b b fi t t…”
BackgroundInfluentialProlonged anesthesia alters brain synaptic architecture
Wenzel, M., Leunig, A., Han, S.-T., Peterka, D., & Yuste, R. (2019) · Proceedings of the National Academy of Sciences of the United States of America · doi:10.1101/862334 · Cited by 18
Gillespie, D., Yap, M. H., Hewitt, B., Driscoll, H., Simanaviciute, U., Hodson-Tole, E., & Grant, R. (2019) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2019.108440 · Cited by 18
Long‐range cortical dynamics: a perspective from the mouse sensorimotor whisker system
Ni, J., & Chen, J. L. (2017) · European Journal of Neuroscience · doi:10.1111/ejn.13698 · Cited by 19
“…mice have been trained to various tasks including bilateral-edge distance (Shuler et al., 2001; Krupa et al., 2004), gap width (Hutson & Masterton, 1986; Jenkinson & Glickstein, 2000), object localization (Knutsen et al., 2006), and virtual wall tracking behaviors (Sofroniew et al., 2014).”
MethodUnderstanding the circuit basis of cognitive functions using mouse models
Nakajima, M., & Schmitt, L. I. (2019) · Neuroscience Research · doi:10.1016/j.neures.2019.12.009 · Cited by 19
Automated gesture tracking in head-fixed mice
Giovannucci, A., Pnevmatikakis, E. A., Deverett, B., Pereira, T., Fondriest, J., Brady, M. J., Wang, S., Abbas, W., Parés, P., & Masip, D. (2017) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2017.07.014 · Cited by 19
Chen, C., & Brumberg, J. C. (2021) · Frontiers in Cellular Neuroscience · doi:10.3389/fncel.2021.770453 · Cited by 18
“This is also a popular method for awake behavioral studies that trainmice to discriminate different textures while simultaneously performing electrophysiological recordings or optical imaging in vivo (O’Connor et al., 2010; Sofroniew et al., 2014; Kwon et al., 2016).”
MethodAttention Robustly Gates a Closed-Loop Touch Reflex.
Sherman, D., Oram, T., Harel, D., & Ahissar, E. (2017) · Current Biology · doi:10.1016/j.cub.2017.05.058 · Cited by 15
Perceptual learning with tactile stimuli in rodents: Shaping the somatosensory system
Pacchiarini, N., Fox, K., & Honey, R. (2017) · Learning & Behavior · doi:10.3758/s13420-017-0269-y · Cited by 15
“These back-and-forth sweeps or cycles result in the whiskers bending when they come into contact with an object or surface, which exerts forces on the follicle sinus at the base of each whisker (Sofroniew et al., 2014).”
BackgroundRefinements to rodent head fixation and fluid/food control for neuroscience
Barkus, C., Bergmann, C., Branco, T., Carandini, M., Chadderton, P. T., Galiñanes, G. L., Gilmour, G., Huber, D., Huxter, J. R., Khan, A. G., et al. (2022) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2022.109705 · Cited by 23
“Limiting trainer contact also prevents biases in experimental outcome, which can arise, for example from differences in the animal ’ s reaction to male and female experimenters (Sorge et al., 2014).”
BackgroundThe effects of locomotion on sensory-evoked haemodynamic responses in the cortex of awake mice
Eyre, B., Shaw, K., Sharp, P., Boorman, L., Lee, L., Shabir, O., Berwick, J., & Howarth, C. (2021) · Scientific Reports · doi:10.1038/s41598-022-10195-y · Cited by 14
Decoding Neural Responses in Mouse Visual Cortex through a Deep Neural Network
Iqbal, A., Dong, P., Kim, C. M., & Jang, H. (2019) · International Joint Conference on Neural Networks (IJCNN) · doi:10.1109/ijcnn.2019.8852121 · Cited by 15
“These whiskers act as the ‘eyes’ of mouse especially in the dark [3] as these animals have evolved over time in a similar set of environments.”
BackgroundThe failure to detect drug-induced sensory loss in standard preclinical studies
Gauvin, D. V., Abernathy, M. M., Tapp, R. L., Yoder, J. D., Dalton, J. A., & Baird, T. J. (2015) · Journal of Pharmacological and Toxicological Methods · doi:10.1016/j.vascn.2015.05.011 · Cited by 24
Full field-of-view virtual reality goggles for mice
Pinke, D., Issa, J. B., Dara, G., Dobos, G., & Dombeck, D. A. (2023) · Neuron · doi:10.1016/j.neuron.2023.11.019 · Cited by 21
Yeganeh, F., Knauer, B., Backhaus, R. G., Yang, J., Stroh, A., Luhmann, H. J., & Stüttgen, M. C. (2022) · Scientific Reports · doi:10.1038/s41598-022-24156-y · Cited by 16
Ramamurthy, D. L., & Krubitzer, L. A. (2016) · The Journal of Comparative Neurology · doi:10.1002/cne.24018 · Cited by 12
“…functions, including the exploration of novel environments, object recognition, spatial navigation, prey capture, and social interactions (Anjum et. al, 2006; Brecht, 2007; Mitchinson et al., 2011; Feldmeyer et al., 2013; Bobrov et al., 2014; Sofroniew et al., 2014; Sofroniew and Svoboda, 2015).”
BackgroundCoordination between Eye Movement and Whisking in Head-Fixed Mice Navigating a Plus Maze
Bergmann, R., Sehara, K., Dominiak, S. E., Kremkow, J., Larkum, M. E., & Sachdev, R. N. S. (2022) · eNeuro · doi:10.1523/eneuro.0089-22.2022 · Cited by 17
Dash, S., Autio, D., & Crandall, S. R. (2021) · Journal of Neuroscience · doi:10.1101/2021.11.08.467762 · Cited by 12
“Changes in L6 CT activity align better with whisking onset than locomotion but are more modulated during running Consistent with previous observations (Sofroniew et al., 2014; Ayaz et al., 2019), mice never walked/ran on the wheel without whisking.”
ResultFast, Flexible Closed-Loop Feedback: Tracking Movement in “Real-Millisecond-Time”
Sehara, K., Bahr, V., Mitchinson, B., Pearson, M. J., Larkum, M. E., & Sachdev, R. N. S. (2019) · eNeuro · doi:10.1523/eneuro.0147-19.2019 · Cited by 11
“…systems, and the movement of the platform is tracked in relation to a streaming visual or “real” world presented to the animal (Hölscher et al., 2005; Dombeck et al., 2007; Harvey et al., 2009; Sofroniew et al., 2014; Nashaat et al., 2017; Voigts and Harnett, 2018; Dominiak et al., 2019).”
BackgroundMouseGoggles: an immersive virtual reality headset for mouse neuroscience and behavior
Isaacson, M. D., Chang, H., Berkowitz, L. E., Zirkel, R. T., Park, Y. A., Hu, D., Ellwood, I. T., & Schaffer, C. B. (2024) · Nature Methods · doi:10.1038/s41592-024-02540-y · Cited by 13
How can ethology inform the neuroscience of fear, aggression and dominance?
Battivelli, D., Fan, Z., Hu, H., & Gross, C. T. (2024) · Nature reviews. Neuroscience · doi:10.1038/s41583-024-00858-2 · Cited by 11
“Virtual reality is increasingly being used for the presentation of vision-based navigational cues, but methods must be developed to extend these to affective and, above all, social behaviours, possibly with the inclusion of the controlled delivery of olfactory 146 and tactile cues 171 .”
Representations of tactile object location in the retrosplenial cortex
Lande, A., Garvert, A. C., Ebbesen, N. C., Jordbræk, S., & Vervaeke, K. (2022) · bioRxiv · doi:10.1101/2022.12.06.519323 · Cited by 11
“Here, we designed a task whereby mice run on a treadmill through a whisker-based tactile virtual reality system (inspired by Sofroniew et al. 42 and Ayaz et al. 43 ).”
InfluentialAn open-source head-fixation and implant-protection system for mice
Weaver, I., Yousefzadeh, S., & Tadross, M. R. (2022) · HardwareX · doi:10.1016/j.ohx.2022.e00391 · Cited by 11
“In addition, head-fixation is key to several behavioral paradigms that benefit from restricting the number of behavioral degrees of freedom [3].”
BackgroundSensing the Environment With Whiskers
Evans, M. H., Loft, M. S. E., Campagner, D., & Petersen, R. S. (2019) · Oxford University Press eBooks · doi:10.1093/acrefore/9780190264086.013.226 · Cited by 10
Functional anatomy of mystacial active sensing in rats
Haidarliu, S., Nelinger, G., Gantar, L., Ahissar, E., & Saraf‐Sinik, I. (2023) · The Anatomical Record · doi:10.1002/ar.25305 · Cited by 8
“In running rodents, whisking set points shift forward and whisking amplitudes decrease within the individual whisking bouts (Arkley et al., 2014; Sofroniew et al., 2014).”
BackgroundDeepLabStream: Closing the loop using deep learning-based markerless, real-time posture detectionPreprint
Schweihoff, J. F., Loshakov, M., Pavlova, I., Kück, L., Ewell, L. A., & Schwarz, M. (2019) · bioRxiv · doi:10.1101/2019.12.20.884478 · Cited by 9
“Very fast movements, however, like whisker movement 30,31 and pupil contraction 32,33 might not be fully detected using a 30 Hz configuration.”
MethodSy, S. K. H., Chan, D. C. W., Chan, R. C. H., Lyu, J., Li, Z., Wong, K. K. Y., Choi, C. H. J., Mok, V., Lai, H. M., Randlett, O., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-35836-2 · Cited by 17
Drew, L. J. (2019) · Nature · doi:10.1038/d41586-019-00791-w · Cited by 7
Using Control Theory to Characterize Active Sensing in Weakly Electric Fishes
Stamper, S. A., Madhav, M. S., Cowan, N. J., & Fortune, E. S. (2019) · Springer handbook of auditory research · doi:10.1007/978-3-030-29105-1_8 · Cited by 5
“The bene!t of these systems is the tight control over the sensory experience of the animal, often during neural recordings (Maimon et al. 2010; Ahrens et al. 2012; Sofroniew et al. 2014).”
BackgroundSensory adaptation in the barrel cortex during active sensation in the behaving mouse
Colins Rodriguez, A., Loft, M. S. E., Schiessl, I., Maravall, M., & Petersen, R. S. (2024) · Scientific Reports · doi:10.1038/s41598-024-70524-1 · Cited by 6
Ito, K. N., Isobe, K., & Osakada, F. (2022) · Neuroscience Research · doi:10.1016/j.neures.2022.03.007 · Cited by 6
Lopatina, O. L., Morgun, A. V., Gorina, Y. V., Salmin, V. V., & Salmina, A. B. (2020) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2020.108616 · Cited by 8
Whisker-mediated texture discrimination learning in freely moving mice.
Pacchiarini, N., Berkeley, R., Fox, K. D., & Honey, R. C. (2019) · Journal of Experimental Psychology Animal Learning and Cognition · doi:10.1037/xan0000212 · Cited by 9
“These movements result in the whiskers bending when they come into contact with an object or surface, which exerts forces on the follicle sinus at the base of each whisker (Sofroniew et al ., 2014).”
Layer-specific integration of locomotion and concurrent wall touching in mouse barrel cortexPreprint
Ayaz, A., Stäuble, A., Saleem, A., & Helmchen, F. (2018) · bioRxiv · doi:10.1101/265165 · Cited by 6
“Based on the recorded running speed and measured whisker movements, we defined four different behavioral states (Figure 2A; Experimental Procedures): Animals spent about half of their time running, which was always accompanied by simultaneous whisking as reported previously (Sofroniew et al., 2014).”
BackgroundMethodNiederschuh, S. J., Helbig, T., Zimmermann, K. D., Witte, H., & Schmidt, M. (2017) · Zoology · doi:10.1016/j.zool.2017.02.001 · Cited by 7
Spatially segregated responses to visuo-tactile stimuli in mouse neocortex during active sensationPreprint
Couto, J., Kandler, S., Mao, D., McNaughton, B. L., Arckens, L., & Bonin, V. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/199364 · Cited by 7
“Mice use both vision and touch in virtual reality navigation behaviors (Sofroniew et al., 2014), yet it is not known how these senses are combined during exploratory behaviors.”
BackgroundJankowski, M. M., Polterovich, A., Kazakov, A., Niediek, J., & Nelken, I. (2023) · BMC Biology · doi:10.1186/s12915-023-01660-9 · Cited by 5
“Virtual reality setups have been developed to flexibly study neural activity during behavior [14–23].”
BackgroundMethodPeringod, G., Yu, L., Murari, K., & Gordon, G. R. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.09.15.460557 · Cited by 4
“Since running is strongly associated with natural whisking in awake mice (Sofroniew et al. 2014), we also quantified single-whisker movements in three mice using a deep-learning-based, marker-less pose estimation software (Mathis et al. 2018, Nath et al. 2019, Mathis et al. 2019).”
MethodImmersive Analytics Application in Smart Agriculture and Animal Behavior
Klaas, E., & Roopaei, M. (2021) · Computing and Communication Workshop and Conference · doi:10.1109/ccwc51732.2021.9375943 · Cited by 5
“[9] Rats Touch Rats use of whiskers to navigate in a virtual environment”
BackgroundInfluentialSridhar, S., Lowet, E., Gritton, H., Freire, J., Zhou, C., Liang, F., & Han, X. (2024) · bioRxiv · doi:10.1101/2024.07.07.602408 · Cited by 4
“Rodent whisking occurs around 8-16 Hz during active exploration 60,71,72 , which was found to be phase coupled to stepping in head-fixed mice 60 .”
BackgroundMethodBowler, J. C., Zakka, G., Yong, H. C., Li, W., Rao, B., Liao, Z., Priestley, J. B., & Losonczy, A. (2023) · bioRxiv · doi:10.1101/2023.12.04.569989 · Cited by 4
“Next, we wanted to investigate if place cells remap in both VR and TM environments when mice are exposed to a novel context (Muller & Kubie 1987, Leutgeb et al. 2005).”
BackgroundData-driven segmentation of cortical calcium dynamics
Weiser, S. C., Mullen, B. R., Ascencio, D., & Ackman, J. B. (2023) · PLoS Comput. Biol. · doi:10.1371/journal.pcbi.1011085 · Cited by 4
“As reported, we see whisking occurring at the same time as locomotion [37,38], where locomotion occurred PLOS COMPUTATIONAL BIOLOGY Data-driven segmentation of cortical calcium dynamics”
BackgroundSpatial integration during active tactile sensation drives elementary shape perception
Brown, J., Oldenburg, I. A., Telian, G., Griffin, S., Voges, M., Jain, V., & Adesnik, H. (2020) · bioRxiv · doi:10.1101/2020.03.16.994145 · Cited by 4
“…purely based on shape (Anjum et al., 2006)(Polley et al., 2005), and barrel cortex neurons are sensitive to the location (O’Connor et al., 2010)(Sofroniew et al., 2014)(Curtis and Kleinfeld, 2009), texture (Arabzadeh et al., 2003)(Isett et al., 2018)(Chen et al., 2013), shape (Anjum et al.,…”
BackgroundCa 2+ signaling in astrocytes is sleep-wake state specific and modulates sleepPreprint
Bojarskaite, L., Bjørnstad, D. M., Pettersen, K. H., Cunen, C., Hermansen, G. H., Åbjørsbråten, K. S., Sprengel, R., Vervaeke, K., Tang, W., Enger, R., et al. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/750281 · Cited by 3
“Since locomotion in mice and rats is tightly associated with natural whisking (Sofroniew et al., 2014), our locomotion behavioral state comprises both movement and whisking (Figure 1B).”
BackgroundComplex conditional control by pigeons in a continuous virtual environment
Qadri, M. A. J., Reid, S., & Cook, R. G. (2016) · Journal of the Experimental Analysis of Behavior · doi:10.1002/jeab.190 · Cited by 3
YORU: Animal behavior detection with object-based approach for real-time closed-loop feedback
Yamanouchi, H. M., Takeuchi, R. F., Chiba, N., Hashimoto, K., SHIMIZU, T., Osakada, F., Tanaka, R., & Kamikouchi, A. (2026) · Science Advances · doi:10.1126/sciadv.adw2109 · Cited by 3
“Previous studies have reported that rodents actively move their whiskers to seek and identify objects or avoid obstacles in front of them during locomotion ( 42 – 45 ).”
Armstrong, A. G., & Vlasov, Y. A. (2025) · Journal of Neuroscience · doi:10.1101/2025.02.17.638764 · Cited by 3
“Therefore whisker-guided navigation in our VR is likely not learned, but rather a “spontaneous”(Oesch et al., 2024) or “naturalistic” (Sofroniew et al., 2014) behavior.”
InfluentialWhisking and locomotion are jointly represented in superior colliculus neurons
Chinta, S., & Pluta, S. R. (2025) · PLoS Biology · doi:10.1371/journal.pbio.3003087 · Cited by 2
“In our study, we discovered individual SC neurons that encoded both whisking and locomotion, hypothetically extending the role of the SC to the coordination of these coupled systems [44,45,68].”
Metadata
- Authors
- Sofroniew, N. J., Cohen, J. D., Lee, A. K., & Svoboda, K.
- Affiliations
- Howard Hughes Medical Institute (US)
- Venue
- The Journal of Neuroscience
- Publisher
- Society for Neuroscience
- Published
- 2014-07-16
- Volume
- 34
- Issue
- 29
- Pages
- 9537-9550
- ISSN
- 0270-6474 (ISSN-L)
- 1529-2401
- PMC
- PMC4099538
- OpenAlex
- W2051361380
- Cited by
- 165
- References
- 55
- Citations by year
- 2026: 11 · 2025: 9 · 2024: 12 · 2023: 31 · 2022: 10 · 2021: 11 · 2020: 10 · 2019: 23 · 2018: 7 · 2017: 15 · 2016: 17 · 2015: 7 · 2014: 2
- FWCI
- 7.56
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Neuroscience (publishedVersion, cc-by-nc-sa)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Howard Hughes Medical Institute
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
- Keywords
- head-fixed mice, whisking, running speed, turning behavior, tactile navigation, sensorimotor coupling, treadmill running, natural behavior
- MeSH terms
- Channelrhodopsins, Afferent Pathways, Animals, Female, Male, Mice, Inbred C57BL, Mice, Transgenic, Motor Activity, Psychomotor Performance, Sensory Deprivation, Touch, User-Computer Interface, Vibrissae, Video Recording, Visual Perception, Head Movements, Vesicular Inhibitory Amino Acid Transport Proteins, Mice, Epithelial Sodium Channels, 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