Key Points
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Imaging based on voltage-sensitive dyes (VSDI) can be used to visualize electrical activity in neurons at a high spatial and temporal resolution. The dye molecules bind to the external surface of cell membranes and transform changes in membrane potential into optical signals. It can be used either in vitro or in vivo, and can be combined with other techniques, such as microstimulation, intracellular or extracellular recording, or tracer injection.
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VSDI is ideal for studying spatial localization of neocortical activity and dynamics. For example, it has been used to show that subthreshold activity can spread across a large area of cortex following sensory stimulation that directly excites only a small area. It has also provided evidence that orientation tuning in the primary visual cortex depends mainly on thalamic input rather than intracortical processing, although intracortical processing amplifies and modulates the response.
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In another VSDI study, the neural correlates of the 'line-motion' illusion were investigated. The stationary stimuli that cause illusory motion were shown to give rise to spreading sub-threshold activity in the cat visual cortex, which could produce the perception of motion by dynamically priming areas of cortex.
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Functional neuronal assemblies were visualized using VSDI. This relies on simultaneous single-unit recordings, followed by spike-triggered averaging to isolate the population of neurons that shows synchronized activity.
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VSDI has been used to study ongoing cortical activity, which occurs in the absence of sensory input. Although such activity is often thought of as 'noise', VSDI revealed that it can be coherent and of large amplitude. As such fluctuations will affect how far neurons are from their firing threshold, ongoing activity could shape neuronal responses to sensory stimuli. Spontaneous activity measured by VSDI can also be used to predict spiking activity in single neurons, and reveals spontaneously switching cortical states.
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It is possible to use VSDI to repeatedly image the same area of cortex in awake, behaving monkeys over long periods of time, through implanted 'windows'. Such studies could be used to investigate questions relating to development and plasticity, and higher cognitive functions.
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The greatest benefit has come when VSDI has been combined with other imaging or electrophysiological techniques.
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It should also be possible to create improved new dyes and to produce further technical innovations. Genetically engineered in vivo probes should facilitate new types of experiments and improve results. The use of VSDI in the future has the potential to provide new insights into the fundamental principals underlying cortical processing, its development and plasticity.
Abstract
During the last few decades, neuroscientists have benefited from the emergence of many powerful functional imaging techniques that cover broad spatial and temporal scales. We can now image single molecules controlling cell differentiation, growth and death; single cells and their neurites processing electrical inputs and sending outputs; neuronal circuits performing neural computations in vitro; and the intact brain. At present, imaging based on voltage-sensitive dyes (VSDI) offers the highest spatial and temporal resolution for imaging neocortical functions in the living brain, and has paved the way for a new era in the functional imaging of cortical dynamics. It has facilitated the exploration of fundamental mechanisms that underlie neocortical development, function and plasticity at the fundmental level of the cortical column.
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References
Mountcastle, V. B. Modality and topographic properties of single neurons of cat's somatic sensory cortex. J. Neurophysiol. 20, 408–434 (1957).
Hubel, D. H., & Wiesel, T. N. Receptive fields, binocular interactions and functional architecture in the cat's visual cortex. J. Physiol. 160, 106–154 (1962).
Hubel, D. H. & Wiesel, T. N. Ferrier lecture. Functional architecture of macaque monkey visual cortex. Proc. R. Soc. Lond. B 198, 1–59 (1977). Summary of the early seminal work of Hubel and Wiesel on the primary visual cortex.
Grinvald, A., Anglister, L., Freeman, J. A., Hildesheim, R. & Manker, A. Real-time optical imaging of naturally evoked electrical activity in intact frog brain. Nature 308, 848–850 (1984). A report showing that VSDI can be successfully applied in the intact brain using a natural sensory stimulus.
Tasaki, I. & Warashina, A. Dye-membrane interaction and its changes during nerve excitation. Photochem. Photobiol. 24, 191–207 (1976). The first optical recording of electrical activity based on extrinsic probes using extensive signal averaging.
Cohen, L. B., Salzberg, B. M. & Grinvald, A. Optical methods for monitoring neuron activity. Annu. Rev. Neurosci. 1, 171–182 (1978).
Waggoner, A. S. & Grinvald, A. Mechanisms of rapid optical changes of potential sensitive dyes. Ann. NY Acad. Sci. 303, 217–242 (1977). Review summarizing the possible mechanisms underlying voltage sensing by organic probe molecules, including quantitative discussion of expected signal size.
Waggoner, A. S. Dye indicators of membrane potential. Annu. Rev. Biophys. Bioeng. 8, 47–63 (1979).
Grinvald, A. Real-time optical mapping of neuronal activity: from single growth cones to the intact mammalian brain. Annu. Rev. Neurosci. 8, 263–305 (1985).
Grinvald, A. et al. Real-time optical mapping of neuronal activity in vertebrate CNS in vitro and in vivo. Soc. Gen. Physiol. Ser. 40, 165–197 (1986).
Loew, L. M. Optical Measurement of Electrical Activity (CRC, Boca Raton, Florida, 1987).
Kamino, K. Optical approaches to ontogeny of electrical activity and related functional-organization during early heart development. Physiol. Rev. 71, 53–91 (1991).
Cinelli, A. R. & Kauer, J. S. Voltage sensitive dyes and functional-activity in the olfactory pathway. Annu. Rev. Neurosci. 15, 321–352 (1992).
Tasaki, I., Watanabe, A., Sandlin, R. & Carnay, L. Changes in fluorescence, turbidity and birefringence associated with nerve excitation. Proc. Natl Acad. Sci. USA 61, 883–888 (1968).
Cohen, L. B. et al. Changes in axon fluorescence during activity: molecular probes of membrane potential. J. Membr. Biol. 19, 1–36 (1974). Voltage-clamp evidence showing that VSDs measure rapid changes in membrane potential rather than changes in current.
Salzberg, B. M., Davila, H. V. & Cohen, L. B. Optical recording of impulses in individual neurons of an invertebrate central nervous system. Nature 246, 508–509 (1973). Demonstration that an action potential from a single neuron can be recorded optically without signal averaging.
Salzberg, B. M., Grinvald, A., Cohen, L. B., Davila, H. V. & Ross, W. N. Optical recording of neuronal activity in an invertebrate central nervous system: simultaneous recording from several neurons. J. Neurophysiol. 40, 1281–1291 (1977). This shows the first optical recording of action potentials from 14 neurons simultaneously, including optical recordings of excitatory and inhibitory synaptic potential without averaging (also shown in Ref. 18).
Grinvald, A., Salzberg, B. M. & Cohen, L. B. Simultaneous recordings from several neurons in an invertebrate central nervous system. Nature 268, 140–142 (1977).
Grinvald, A., Cohen, L. B., Lesher, S. & Boyle, M. B. Simultaneous optical monitoring of activity of many neurons in invertebrate ganglia, using a 124 element photodiode array. J. Neurophysiol. 45, 829–840 (1981).
Grinvald, A., Ross, W. N. & Farber, I. Simultaneous optical measurements of electrical activity from multiple sites on processes of cultured neurons. Proc. Natl Acad. Sci. USA 78, 3245–3249 (1981).
Grinvald, A., Manker, A. & Segal, M. Visualization of the spread of electrical activity in rat hippocampal slices by voltage sensitive optical probes. J. Physiol. 333, 269–291 (1982). Describing the shift from optical recording of single sells to VSDI of heterogeneous population activity from mixed neuronal compartments viewed by a given detector, as well as detection of fast intrinsic signals from mammalian brain slice.
Orbach, H. S. & Cohen, L. B. Simultaneous optical monitoring of activity from many areas of the salamander olfactory bulb. A new method for studying functional organization in the vertebrate CNS. J. Neurosci. 3, 2251–2262 (1983).
Grinvald, A., Hildesheim, R., Farber, I. C. & Anglister, L. Improved fluorescent probes for the measurement of rapid changes in membrane potential. Biophys. J. 39, 301–308 (1982).
Grinvald, A. Real time optical imaging of neuronal activity: from single growth cones to the intact brain. Trends Neurosci. 7, 143–150 (1984).
Orbach, H. S., Cohen, L. B. & Grinvald, A. Optical mapping of electrical activity in rat somatosensory and visual cortex. J. Neurosci. 5, 1886–1895 (1985).
Kauer, J. S., Senseman, D. M. & Cohen, M. A. Odor-elicited activity monitored simultaneously from 124 regions of the salamander olfactory bulb using a voltage-sensitive dye. Brain Res. 25, 255–261 (1987).
Kauer, J. S. Real-time imaging of evoked activity in local circuits of the salamander olfactory bulb. Nature 331, 166–168 (1988). The first high resolution VSDI maps, elegantly showing the dynamics of odorant processing in the salamander olfactory bulb.
Cinelli, A. R. & Kauer, J. S. Salamander olfactory bulb neuronal activity observed by video-rate, voltage sensitive dye imaging. 2. Spatial and temporal properties of responses evoked by electrical stimulation. J. Neurophysiol. 73, 2033–2052 (1995).
Cinelli, A. R., Neff, S. R. & Kauer, J. S. Salamander olfactory bulb neuronal activity observed by video rate, voltage-sensitive dye imaging. I. Characterization of the recording system. J. Neurophysiol. 73, 2017–2032 (1995).
Grinvald, A., Lieke, E. E., Frostig, R. D. & Hildesheim, R. Cortical point-spread function and long-range lateral interactions revealed by real-time optical imaging of macaque monkey primary visual cortex. J. Neurosci. 14, 2545–2568 (1994).
Grinvald, A., Lieke, E., Frostig, R. D., Gilbert, C. D. & Wiesel, T. N. Functional architecture of cortex revealed by optical imaging of intrinsic signals. Nature 324, 361–364 (1986).
Blasdel, G. G. & Salama, G. Voltage-sensitive dyes reveal a modular organization in monkey striate cortex. Nature 321, 579–585 (1986). Spectacular high resolution mapping of the functional architecture of primary visual cortex of the macaque monkey using differential imaging.
Ts'o, D. Y., Frostig, R. D., Lieke, E. & Grinvald, A. Functional organization of primate visual cortex revealed by high resolution optical imaging. Science 249, 417–420 (1990).
Frostig, R. D., Lieke, E. E., Ts'o, D. Y. & Grinvald, A. Cortical functional architecture and local coupling between neuronal activity and the microcirculation revealed by in vivo high-resolution optical imaging of intrinsic signals. Proc. Natl Acad. Sci. USA 87, 6082–6086 (1990). High-resolution optical imaging based on intrinsic signals rather than VSDI reveals the functional architecture in cat and monkey visual cortex. These maps can be obtained by relying on signals originating from oxygen consumption, blood volume or light scattering changes.
Blasdel, G. G. Differential imaging of ocular dominance and orientation selectivity in monkey striate cortex. J. Neurosci. 12, 3115–3138 (1992).
Blasdel, G. G. Orientation selectivity, preference, and continuity in monkey striate cortex. J. Neurosci. 12, 3139–3161 (1992).
Bartfeld, E. & Grinvald, A. Relationships between orientation preference pinwheels, cytochrome oxidase blobs and ocular dominance columns in primate striate cortex. Proc. Natl. Acad. Sci. USA 89, 11905–11909 (1992).
Malonek, D. & Grinvald, A. Interactions between electrical activity and cortical microcirculation revealed by imaging spectroscopy: implications for functional brain mapping. Science 272, 551–554 (1996).
Shoham, D. et al. Imaging cortical architecture and dynamics at high spatial and temporal resolution with new voltage-sensitive dyes. Neuron 24, 1–12 (1999).
Arieli, A., Grinvald, A. & Slovin, H. Dural substitute for long-term imaging of cortical activity in behaving monkeys and its clinical implications. J. Neurosci. Methods 114, 119–133 (2002).
Arieli, A. & Grinvald, A. Combined optical imaging and targeted electrophysiological manipulations in anesthetized and behaving animals. J. Neurosci. Methods 116, 15–28 (2002).
Hirota, A., Sato, K., Momosesato, Y., Sakai, T. & Kamino, K. A new simultaneous 1020 site optical recording system for monitoring neuronal activity using voltage sensitive dyes. J. Neurosci. Methods 56, 187–194 (1995).
Iijima, T., Matsumoto, G. & Kisokoro, Y. Synaptic activation of rat adrenal-medulla examined with a large photodiode array in combination with voltage sensitive dyes. Neuroscience 51, 211–219 (1992).
Vranesic, I., Iijima, T., Ichikawa, M., Matsumoto, G. & Knopfell, T. Signal transmission in the parallel fiber Purkinje-cell system visualized by high resolution imaging. Proc. Natl Acad. Sci. USA 91, 13014–13017 (1994).
Tanifuji, M., Yamanaka, A., Sunaba, R. & Toyama, K. Propagation of excitation in the visual cortex studies by the optical recording. Jpn J. Physiol. 43, 57–59 (1993).
Tanifuji, M., Yamanaka, A., Sunaba, R., Terakawa, S. & Toyama, K. Optical responses evoked by white matter stimulation in rat visual cortical slices and their relation to neural activities. Brain Res. 738, 83–95 (1996).
Tominaga, T., Tominaga, Y. & Ichikawa, M. Optical imaging of long-lasting depolarization on burst stimulation in area CA1 of rat hippocampal slices. J. Neurophysiol. 88, 1523–1532 (2002).
Muschol, M., Kosterin, P., Ichikawa, M. & Salzberg, B. M. Activity-dependent depression of excitability and calcium transients in the neurohypophysis suggests a model of 'stuttering conduction'. J. Neurosci. 23, 11352–11362 (2003). Imaging of electrical activity and calcium transients with a super-fast new camera.
Sterkin, A., Lampl, I., Ferster, D., Grinvald, A. & Arieli, A. Real time optical imaging in cat visual cortex exhibits high similarity to intracellular activity. Neurosci. Lett. 51, S41 (1998).
Grinvald, A. et al. in Modern Techniques in Neuroscience Research (eds Windhorst, U. and Johansson, H.) 893–969 (Springer, New York, 1999). An extensive technical review of the methodology of functional optical imaging based on both intrinsic signals and voltage-sensitive dyes.
Petersen, C. H., Grinvald, A. & Sakmann, B. Spatio-temporal dynamics of sensory responses in layer 2/3 of rat barrel cortex measured in vivo by voltage-sensitive dye imaging combined with whole-cell voltage recordings and anatomical reconstructions. J. Neurosci. 23, 1298–1309 (2003).
Konnerth, A. & Orkand, R. K. Voltage sensitive dyes measure potential changes in axons and glia of frog optic nerve. Neurosci. Lett. 66, 49–54 (1986). Evidence that voltage-sensitive dyes also detect membrane potential changes in glial cells.
Lev-Ram, R. & Grinvald, A. K+ and Ca2+ dependent communication between myelinated axons and oligodendrocytes revealed by voltage-sensitive dyes. Proc. Natl Acad. Sci. USA 83, 6651–6655 (1986).
Malach, R., Amir, Y., Harel, M. & Grinvald, A. Novel aspects of columnar organization are revealed by optical imaging and in vivo targeted biocytin injections in primate striate cortex. Proc. Natl Acad. Sci. USA 90, 10469–10473 (1993).
Seidemann, E., Arieli, A., Grinvald, A. & Slovin, H. Dynamics of depolarization and hyperpolarization in the frontal cortex and saccade goal. Science 295, 862–865 (2002).
Slovin, H., Strick, P. L., Hildesheim, R. & Grinvald, A. Voltage sensitive dye imaging in the motor cortex I. Intra- and intercortical connectivity revealed by microstimulation in the awake monkey. Soc. Neurosci. Abstr. 554.8 (2003).
Strick, P., Grinvald, A., Hildesheim, R. & Slovin, H. Voltage sensitive dye imaging in the motor cortex II. Cortical correlates of Go/No-Go delayed response task. Soc. Neurosci. Abstr. 918.8 (2003).
Newsome, W. T., Britten, K. H. & Movshon, J. A. Neuronal correlates of a perceptual decision. Nature 341, 52–54 (1989).
Cohen, M. R. & Newsome, W. T. What electrical microstimulation has revealed about the neural basis of cognition. Curr. Opin. Neurobiol. 14, 169–177 (2004). Extensive review of concepts that emerged from the use of electrical microstimulation in behaving monkeys.
Tootell, R. B., Switkes, E., Silverman, M. S. & Hamilton, S. L. Functional anatomy of macaque striate cortex. II. Retinotopic organization. J. Neurosci. 8, 1531–1568 (1988). One of a series of five papers describing spectacular results regarding the functional architecture of the primary visual cortex of the macaque monkey obtained by 2-deoxyglucose post-mortem histology.
Rockland, K. S. & Lund, J. S. Widespread periodic intrinsic connections in the tree shrew visual cortex. Science 215, 1532–1534 (1982).
Rockland, K. S. & Lund, J. S. Intrinsic laminar lattice connections in primate visual cortex. J. Comp. Neurol. 216, 303–318 (1983).
Gilbert, C. D. & Wiesel, T. N. Clustered intrinsic connections in cat visual cortex. J. Neurosci. 3, 1116–1133 (1983). Description of long range horizontal connections at the single cell level that connects neocortical regions far beyond the receptive field of the neuron, providing a substrate for integration and global processing.
Bringuier, V., Chavane, F., Glaeser, L. & Fregnac, Y. Horizontal propagation of visual activity in the synaptic integration field of area 17 neurons. Science 283, 695–699 (1999).
Kleinfeld, D. & Delaney, K. R. Distributed representation of vibrissa movement in the upper layers of somatosensory cortex revealed with voltage-sensitive dyes. J. Comp. Neurol. 375, 89–108 (1996).
Takashima, I., Kajiwara, R. & Iijima, T. Voltage-sensitive dye versus intrinsic signal optical imaging: comparison of optically determined functional maps from rat barrel cortex. Neuroreport 12, 2889–2894 (2001).
Derdikman, D., Hildesheim, R., Ahissar, E., Arieli, A. and Grinvald, A. Imaging spatio-temporal dynamics of surround inhibition in the barrels somatosensory cortex. J. Neurosci. 23, 3100–3105 (2003).
Shapley, R., Hawken, M. & Ringach, D. L. Dynamics of orientation selectivity in the primary visual cortex and the importance of cortical inhibition. Neuron 38, 689–699 (2003). Extensive review on the origin and dynamics of orientation selectivity in the primary visual cortex.
Grinvald, A., Slovin, H. & Vanzetta, I. Non-invasive visualization of cortical columns by f-MRI. Nature Neurosci. 3, 105–107 (2000).
Vanzetta, I. & Grinvald, A. Evidence and lack of evidence for the initial dip in the anesthetized rat: implications for human functional brain imaging. Neuroimage 13, 959–967 (2001).
Sharon, D. & Grinvald, A. Dynamics and constancy in cortical spatiotemporal patterns of orientation processing. Science 295, 512–515 (2002).
Wertheimer, M. Experimentelle Studien über das Sehen von Bewegun. Zeitschr. Psychol. 61, 162–265 (1912).
Kenkel, F. Untersuchungen über den Zusammenhang zwischen Erscheinungsgröβe und Erscheinungsbewegung bei einigen sogenannten optischen Täuschungen. Zeitschr. Psychol. 67, 358–449 (1913).
Hikosaka, O., Miyauchi, S. & Shimojo, S. Focal visual attention produces illusory temporal order and motion sensation. Vision Res. 33, 1219–1240 (1993). Description of a psychophysical experimental protocol in which two stationary stimuli delivered at different times give rise to the illusion of motion. The results suggest top-down effects on that perceptual illusion.
Hikosaka, O. & Miyauchi, S. Voluntary and stimulus induced attention detected as motion sensation. Perception 22, 517–526 (1993).
von Grünau, M. & Faubert, J. Intraattribute and interattribute motion induction. Perception 23, 913–928 (1994).
Shimojo, S., Miyauchi, S. & Hikosaka, O. Visual motion sensation yielded by non-visually driven attention. Vision Res. 37, 1575–1580 (1997).
Steinman, B. A., Steinman, S. B. & Lehmkuhle, S. Visual attention mechanisms show a center-surround organization. Vision Res. 35, 1859–1869 (1995).
von Grünau, M., Dube, S. & Kwas, M. Two contributions of motion induction: a preattentive effect and facilitation due to attentional capture. Vision Res. 36, 2447–2457 (1996).
Nakayama, K. & Mackeben, M. Sustained and transient components of focal visual attention. Vision Res. 29, 1631–1647 (1989).
Jancke, D., Chavane, F. & Grinvald, A. Imaging cortical correlates of a visual illusion. Nature 428, 424–427 (2004).
Hebb, D. in The Organization of Behavior 60–78 (Wiley, New York, 1949).
Grinvald, A. et al. in Memory: Organization and Locus of Change (Ed. Squire, L.) 49–85 (Oxford Univ. Press, New York, 1991).
Arieli, A., Shoham, D., Hildesheim, R. & Grinvald, A. Coherent spatio-temporal pattern of on-going activity revealed by real time optical imaging coupled with single unit recording in the cat visual cortex. J. Neurophysiol. 73, 2072–2093 (1995).
Tsodyks, M., Kenet, T., Grinvald, A. & Arieli, A. The spontaneous activity of single cortical neurons depends on the underlying global functional architecture. Science 286, 1943–1946 (1999).
Petersen, C. H., Hahn, T. G., Mehta, M., Grinvald, A. & Sakmann, B. Interaction of sensory responses with spontaneous depolarization in layer 2/3 barrel cortex. Proc. Natl Acad. Sci. USA 100, 13638–13643 (2003).
Arieli, A., Sterkin, A., Grinvald, A. & Aertsen, A. Dynamics of ongoing activity: explanation of the large variability in evoked cortical responses. Science 273, 1868–1871 (1996).
Arieli, A. et al. The impact of on going cortical activity on evoked potential and behavioral responses in the awake behaving monkey. Soc. Neurosci. Abstr. 22, 2022 (1996).
Kenet, T., Bibitchkov, D., Tsodyks, M., Grinvald, A. & Arieli, A. Spontaneously occurring cortical representations of visual attributes. Nature 425, 954–956 (2003).
Slovin, H., Arieli, A., Hildesheim, R. & Grinvald, A. Long-term voltage-sensitive dye imaging reveals cortical dynamics in behaving monkeys. J. Neurophysiol. 88, 3421–3438 (2002).
Masino, S. A. & Frostig, R. D. Quantitative long-term imaging of the functional representation of a whisker in rat barrel cortex. Proc. Natl Acad. Sci. USA 93, 4942–4947 (1996).
Bosking, W. H., Zhang, Y., Schofield, B. & Fitzpatrick, D. Orientation selectivity and the arrangement of horizontal connections in tree shrew striate cortex. J. Neurosci. 17, 2112–2127 (1997). Finding of correlation between single cell morphology and the functional architecture of the tree shrew striate cortex.
Kim, D. S. & Bonhoeffer, T. Reverse occlusion leads to a precise restoration of orientation preference maps in visual cortex. Nature 370, 370–372 (1994).
Chapman, B., Stryker, M. P. & Bonhoeffer, T. Development of orientation preference maps in ferret primary visual cortex. J. Neurosci. 16, 6443–6453 (1996).
Crair, M. C., Gillespie, D. G. & Stryker, M. P. The role of visual experience in the development of columns in cat visual cortex. Science 279, 566–570 (1998).
Crair, M. C., Ruthazer, E. S., Gillespie, D. C. & Stryker, M. P. Ocular dominance peaks at pinwheel center singularities of the orientation map in cat visual cortex. J. Neurophysiol. 77, 3381–3385 (1997).
Polley, D. B., Chen-Bee, C. H. & Frostig, R. D. Two directions of plasticity in the sensory-deprived adult cortex. Neuron 24, 623–637 (1999).
Polley, D. B., Kvasnak, E. & Frostig, R. D. Naturalistic experience transforms sensory maps in the adult cortex of caged animals. Nature 429, 67–71 (2004).
Petersen, C. C. H., Brecht, M. & Sakmann, B. Activity-dependent synaptic wiring of layer 2/3 rat barrel cortex underlying map plasticity. Soc. Neurosci. Abstr. 413.3 (2002).
Churchland, P. S. & Sejnowski, T. J. Perspectives on cognitive neuroscience. Science 242, 741–745 (1988).
Grinvald, A., Salzberg, B. M., Lev-Ram, V. & Hildesheim, R. Optical recording of synaptic potentials from processes of single neurons using intracellular potentiometric dyes. Biophys. J. 51, 643–651 (1987).
Djurisic, M. et al. Optical monitoring of neural activity using voltage-sensitive dyes. Methods Enzymol. 361, 423–451 (2003).
Djurisic, M., Antic, S., Chen, W. R. & Zecevic, D. Voltage imaging from dendrites of mitral cells: EPSP attenuation and spike trigger zones. J. Neurosci. 24, 6703–6714 (2004). The findings indicate that VSDI is useful not only at the population level but also at the level of single neurons and their processes, at exceptional spatial and temporal resolution.
Tsien, R. Y. Intracellular measurements of ion activities. Annu. Rev. Biophys. Bioeng. 12, 91–116 (1983). An extensive review of optical measurements in ion concentrations by organic probes in relation to neural activity.
Denk, W., Strickler, J. H. & Webb, W. W. Two-photon laser scanning fluorescence microscopy. Science 248, 73–76 (1990).
Farber, I. & Grinvald, A. Identification of presynaptic neurons by laser photostimulation. Science 222, 1025–1027 (1983).
Katz, L. C. & Dalva, M. B. Scanning laser photostimulation: a new approach for analyzing brain circuits. J. Neurosci. Methods 54, 205–218 (1994).
Logothetis, N. K., Pauls, J., Augath, M., Trinath, T. & Oeltermann, A. Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 150–157 (2001).
Jung, J. C., Mehta, A. D., Aksay, E., Stepnoski, R. & Schnitzer, M. J. In vivo mammalian brain imaging using one- and two-photon fluorescence microendoscopy. J. Neurophysiol. May 2004 (10.1152/jn.00234.2004). Evidence that microendoscopy can provide imaging of deep brain structures.
Stosiek, C., Garaschuk, O., Holthoff, K. & Konnerth, A. In vivo two-photon calcium imaging of neuronal networks. Proc. Natl Acad. Sci. USA 100, 7319–7324 (2003).
Kuhn, B. & Fromherz, P. Anellated hemicyanine dyes in neuron membrane: molecular stark effect and optical voltage recording. J. Phys. Chem. B 107, 7903–7913 (2003).
Ross, W. N. & Reichardt, L. F. Species-specific effects on the optical signals of voltage sensitive dyes. J. Membr. Biol. 48, 343–356 (1979). The striking discovery that VSDs that provide large signals in one preparation do not provide signals in other preparations. This finding emphasizes the importance for VSD screening for new preparations to be explored, as well as in depth explorations of the biochemical differences in membrane structure and composition that underlie such effects.
Cohen, L. B. & Lesher, S. Optical monitoring of membrane potential: methods of multisite optical measurement. Soc. Gen. Physiol. Ser. 40, 71–99 (1986).
Grinvald, A., Frostig, R. D., Lieke, E. & Hildesheim, R. Optical imaging of neuronal activity. Physiol. Rev. 68, 1285–1366 (1988).
Spors, H. & Grinvald, A. Temporal dynamics of odor representations and coding by the mammalian olfactory bulb. Neuron 34, 1–20 (2002).
Miyawaki, A. et al. Fluorescent indicators for Ca2+ based on green fluorescent proteins and calmodulin. Nature 388, 834–835 (1997).
Siegel, M. S. & Isacoff, E. Y. A genetically encoded optical probe of membrane voltage. Neuron 19, 735–741 (1997). Experiment showing that new types of genetically encoded optical probes offer a tremendous potential for advances in VSDI.
Rector, D. M., Rogers, R. F. & George, J. S. A focusing image probe for assessing neural activity in vivo. J. Neurosci. Methods 91, 135–145 (1999).
Cacciatore, T. W. et al. Identification of neural circuits by imaging coherent electrical activity with FRET-based dyes. Neuron 23, 449–459 (1999).
Kuhn, B., Fromherz, P. & Denk, W. High sensitivity of stark-shift voltage-sensing dyes by one- or two-photon excitation near the red spectral edge. Biophys. J. 87, 631–639 (2004). Evidence that significantly larger signals can be obtained by red edge excitation of VSDs.
Millard, A. C., Jin, L., Lewis, A. & Loew, L. M. Direct measurement of the voltage sensitivity of second-harmonic generation from a membrane dye in patch-clamped cells. Opt. Lett. 28, 1221–1223 (2003).
Nemet, B. A., Nikolenko, V. & Yuste, R. Second harmonic imaging of membrane potential of neurons with retinal. J. Biomed. Opt. (in the press).
Acknowledgements
We thank C. Wijnbergen, Y. Toledo and D. Etner for their assistance, and our previous co-workers, R. Frostig, E. Lieke, D. Shoham, D. Glaser, A. Arieli, E. Seideman, T. Kenet, A. Sterkin, M. Tsodyks,D. Sharon and H. Slovin for their original contributions. This work was supported by grants from the Grodetsky Center, the Goldsmith, Glasberg, Heineman and Korber foundations, BMBF, ISF grants and Ms. Enoch.
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A.G. holds equity in a company that manufactures imagers to map cortical activity based on intrinsic signals or voltage sensitive dyes.
Supplementary information
Supplementary information S4
Movie S4 | Lateral spread of activity in the barrel cortex. Visualization of the Spatio–temporal dynamics of the response to whisker C3 stimulation using a 3–ms air–puff. Initially, activation is seen only in a restricted area similar to the whisker representation in layer IV. (Temporal resolution 0.6 ms. Average of 128 trials.) Data by Derdikman et al., JNS 2003. (AVI 616 kb)
Supplementary information S5
Movie S5 | Surround inhibition in the barrel cortex. The VSD response to strong whisker or cutaneous stimulus triphasic. Visualization of a frame sequence of averaged functional maps depicting a depolarization phase followed surround hyperpolarization phase and a depolarizing rebound. N = 192 trials; Scale bar, 1 mm. Data from REF. 67. (AVI 2607 kb)
Supplementary information S6
Movie S6 | Dynamics of orientation tuning (differential map). Visualization of the appearance of orientation patches cat area 18 in response to visual presentation of drifting gratings. The difference between the cortical responses vertical and horizontal gratings is shown (differential maps). Time resolution, 10 ms. Data from REF. 71. (MOV 385 kb)
Supplementary information S7
Movie S7 | Dynamics of orientation tuning: polar movie plus time course. Time–course of ‘polar orientation maps’: colour represents the preferred orientation of each pixel (0–180º from bottom to top of colour bar on right), and brightness represents the modulation depth of its tuning curve (0–0.5‰ from left to right of colour bar). After peaking at 74 ms, map strength declines gradually to about 65% of maximal at 120 ms (not shown). Data from REF. 71. (MOV 663 kb)
Supplementary information S8
Movie S8 | The line motion illusion. Small squares (cues) are presented at different locations followed by a bar. All stimuli shown are flashed AND stationary. However, illusory motion is perceived, drawn away from the cue locations to form the full bar. Data from REF. 81. (AVI 262 kb)
Supplementary information S9
Movie S9 | Cortical correlates of the line motion illusion. Optically detected activity within 5.5 mm x 2.9 mm cortical surface. The first frames show the rapid spread of low amplitude activity (light blue, green, yellow; presumably subthreshold) followed by high–level activity (red, brown; presumably spiking) that gradually propagates towards the end of the cortical bar representation, therefore reporting motion in the stationary flashed bar. A drawn bar or a moving square at appropriate speed produce similar spatio–temporal patterns to that observed here with the line–motion stationary stimuli (not shown). (Sampling rate, 9.6 ms.) Data from REF. 81. (AVI 4135 kb)
Supplementary information S10
Movie S10 | A single neuron is spontaneously active when the pattern of on–going activity resembles its related orientation map. Comparison between the patterns of cortical activity during spontaneous and evoked regimes. The preferred cortical states (PCS) of the population activity are obtained by averaging over the time samples when the recorded neuron emitted an action potential. The left movie shows the spatial patterns for evoked activity by oriented gratings that optimally drive that neuron. This pattern corresponds to the orientation map (not shown). The right movie shows the results of spike–triggered averaging of spontaneous activity when the eyes were closed. The two patterns are nearly identical at time zero, when the action potentials occurred. Data from REF. 85. (MOV 507 kb)
Supplementary information S11
Movie S11 | Dynamics of cortical states. The left panel displays a sequence of a single frame (10–ms snapshots, without averaging) from a movie showing instantaneous cortical activity in the absence of stimulation (raw data; not processed). The time relative to the first frame is displayed in the centre. Whenever a state that is significantly correlated with one of the orientation maps emerges, that orientation map appears on the right panel, its corresponding orientation is displayed by a bar in the centre, and the correlation between the two frames is displayed over the left panel. When the maximal correlation for a state is reached, the movie is briefly paused. To facilitate the perception of the similarity between the structures, outlines of the main patches have been added to both panels. Data from REF. 89. (MOV 2366 kb)
Supplementary information S12
Movie S12 | Cortical representations of a small object during a saccade in the primary visual cortex of an awake monkey. Activity in primary visual cortex and V2 of the behaving monkey during a saccade. Time series of the average optical responses are triggered at the onset of a saccade to the visual stimulus. The first few frames show the fully developed evoked response to the small (0.5º) single drifting grating, which was turned on 500–800 ms earlier. After a saccadic eye movement to the stimulus (t = 0), the activity on the cortex is shifted to a more foveal location (lateral) (n = 17 trials). The right panel shows the average eye movement during the imaging of cortical responses. The border between V1 and V2 is labelled by a thin line. Data from REF. 90. (MOV 743 kb)
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FURTHER INFORMATION
Encyclopedia of Life Sciences
Glossary
- MACROSCOPE
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An improvised microscope made of photographic lenses that provides much larger numerical aperture (NA) for low magnification (for example, one or less) than a standard microscope objective. This is crucial for fluorescence imaging of large areas (for example, 10 mm) because illumination intensity and fluorescence collections depend on the square of the NA.
- VOLTAGE-SENSITIVE DYES
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The ones discussed here are organic molecules with a molecular weight of about 500 Da and a length shorter than 20 Å These molecules usually have a hydrophobic portion that sticks to the membrane and a charged chromophore that prevents a 'flip' to the cell interior. The dyes have a high absorbtion coefficient and, usually, a high quantum efficiency for fluorescence when they bind to the neuronal membranes.
- FUCTIONAL OPTICAL IMAGING
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A means of recording neural activity by measuring the optical properties of brain tissue, using either voltage-sensitive dyes or intrinsic signals relating to the oxygen saturation of haemoglobin or light scattering.
- BARREL
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A cylindrical column of neurons found in the rodent somatosensory neocortex. Each barrel receives sensory input from a single whisker follicle, and the topographical organization of the barrels corresponds precisely to the arrangement of whisker follicles on the face.
- PHARMACOLOGICAL SIDE EFFECTS
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Organic molecules may bind to ion channels or other important components of the neuronal machinery, and as a result they have the potential to modify ion conductances, neurotransmitter receptors and other membrane properties. These modifications could change the electrical behaviour of single neurons and/or neuronal networks.
- PHOTOTOXICITY
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(Photodynamic damage.) Once excited by illumination, certain organic molecules collide with oxygen molecules, which can create singlet oxygen radicals. Singlet oxygen is highly reactive, and can oxidise proteins and other membrane components, causing damage to cell membranes.
- FRONTAL EYE FIELD
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An area in the frontal lobe that receives visual inputs and controls movements of the eye.
- ORIENTATION SELECTIVITY
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A property of visual cortex neurons that allows the detection of bars and edges within visual images and the encoding of their orientations. As the cortex is organized in columns, neurons that belong to the same column share the same orientation tuning.
- SIGNAL AVERAGING
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A standard procedure used to improve the signal-to-noise ratio. Adding the results of repeated trials means that if a signal is reproducible, it adds up, whereas random noise is averaged out. However, if the signal is variable the true dynamics cannot be explored. It is, therefore, highly significant when VSDI provides large signals in a single trial — as is shown here.
- HYPERCOLUMN
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In the visual cortex, an orientation hypercolumn refers to a patch of cortex containing several cortical columns, in which neurons which have similar spatial receptive fields but that cover all possible preferred orientations are found. This concept can be generalized to other visual attributes and to other sensory and motor areas.
- BEHAVING MONKEYS
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The behaving monkey is often the ideal model for studying higher cognitive functions in relation to human behaviour. Unlike rodents, monkeys can be readily trained to perform complicated tasks that are difficule even for talented students. This model can be used to combine various techniques that are not applicable to human studies, and to give insight into the workings of the primate brain.
- MULTI-PHOTON MICROSCOPY
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A form of microscopy in which a fluorochrome that would normally be excited by a single photon is stimulated quasi-simultaneously by several photons of lower energy. Under these conditions, fluorescence increases as a function of the square of the light intensity, and decreases approximately as the square of the distance from the focus. Because of this behaviour, only fluorochrome molecules near the plane of focus are excited, greatly reducing light scattering and photodamage to the sample.
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Grinvald, A., Hildesheim, R. VSDI: a new era in functional imaging of cortical dynamics. Nat Rev Neurosci 5, 874–885 (2004). https://doi.org/10.1038/nrn1536
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DOI: https://doi.org/10.1038/nrn1536
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