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Basic Science Seminars in Neurology |

Optical Imaging and Its Role in Clinical Neurology FREE

Susan V. Szapiel, MD
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Hassan M. Fathallah-shaykh, MD
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Copyright 2001 American Medical Association. All Rights Reserved. Applicable FARS/DFARS Restrictions Apply to Government Use.

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Arch Neurol. 2001;58(7):1061-1065. doi:10.1001/archneur.58.7.1061
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Rapid advances and developments in optical imaging technology during the past 15 years have resulted in promising innovations in the realm of high-resolution imaging of the functional architecture of the brain, which has not only contributed to the elucidation of brain functional architecture and plasticity (see reviews1 - 7 ) but has also increased our understanding of the temporal and spatial dynamics of cortical seizure spread,1 - 2 ,6 ,8 led to related technical improvements in neurosurgical procedures for the surgical resection of seizure foci,8 and may help to provide more accurate resection of brain tumors9 as well as contribute to our understanding of higher cognitive function.

At present, various methodologies exist for the investigation of brain structure and function, ranging from single-cell electrode recordings to imaging the activity of large populations of neurons. However, they vary widely in their degree of spatial and temporal resolution (Figure 1). Despite being a somewhat invasive technique, optical imaging of intrinsic signals has the advantage of excellent spatial and temporal resolution down to approximately 50 to 100 µm and 150 to 200 milliseconds, respectively, compared with that of functional magnetic resonance imaging at a few millimeters and 1 to 2 seconds (most commonly). The temporal resolution of optical imaging can be improved to a few milliseconds with the use of voltage-sensitive dyes,1 - 2 but such dyes are generally toxic to the brain, precluding their use in human in vivo studies at present. Such high spatial resolution allows the visualization of some of the basic building blocks of the brain's anatomical and functional organization, eg, the ocular dominance (OD) and orientation columns of visual cortex (Table 1 and Figure 2).

Place holder to copy figure label and caption
Figure 1.

Comparison of temporal and spatial resolution of various brain mapping techniques. MEG indicates magnetoencephalography; ERP, evoked response potential; EROS, event-related optical signal; MRI, magnetic resonance imaging; fMRI, functional MRI; PET, positron emission tomography; and 2-DG, 2-deoxyglucose. Adapted with permission from Haglund10 and Churchland and Sejnowski.11

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Table Grahic Jump LocationTerminology of Brain Functional Architecture*

Place holder to copy figure label and caption
Figure 2.

Intrinsic optical image maps. A, Top panel shows unstimulated cortical surface of monkey visual cortex area V1 (570-nm light illumination). Bottom panel shows optical image map of right eye ocular dominance columns (same cortical surface as in top panel; 570 nm). Dark areas represent activated cortical regions (arrows). Ocular dominance maps are obtained by dividing right eye by left eye intrinsic signals, after visual stimulation with a drifting grating in front of each eye separately. Reprinted with permission from Frostig et al.12 B, Top panel shows unstimulated cortical surface of cat visual cortex area 18. Bottom panel shows optical image map of cat orientation columns. The same cortical area as seen in the top panel is shown after stimulation with various oriented lines; the map is obtained by vectorial addition of individual single-condition (individual stimulations with oriented lines at orientations are shown to right of Figure) maps. The angle of the resulting vector is color coded according to scheme at right of figure. Yellow represents sites responding best to moving horizontal gratings; blue, sites responding best to vertical gratings. Reprinted with permission from Hubener et al.13 Copyright 1997 by the Society for Neuroscience. C, Optical image map obtained in the posterior parietal cortex of an awake monkey in response to an expanding optic flow stimulus. Arrows indicate activated cortical regions in response to the stimulus. Map was obtained by dividing stimulation in the left visual hemifield by stimulation in the right hemifield (605 nm) (S.V.S., Jonn McCollum, PhD, and Ralph Siegel, PhD, unpublished data, 1997). Prestimulation cortex is not shown.

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Optical imaging can now resolve this functional architecture as well as other dynamic properties of the cortex in vivo.

By simply shining light on the surface of the brain and by recording and analyzing the reflected light patterns, one can obtain high-resolution maps of the functional architecture of the brain on the basis of intrinsic signals (Figure 2).1 - 3 ,5 ,12 ,14 Intrinsic signals are generated as a consequence of the metabolic aftereffects of neuronal electrical activity, and therefore indirectly reflect neuronal activity. These signals evolve after a short delay in response to evoked neuronal activity. The source of intrinsic signals has been attributed to changes in microvascular blood volume and flow, changes in light absorption or fluorescence of intrinsic chromophores (eg, hemoglobin), and light-scattering signals from water and ion movement, etc (see reviews1 - 2 ,12 ). In the visible light range (540-630 nm), the signal seems to come primarily from an initial increase in deoxyhemoglobin (starting about 200 milliseconds after the stimulus), followed by an increase in blood volume/flow. A smaller component of the signal is reflected by a rise in oxyhemoglobin level, starting about 1.5 seconds after the stimulus onset.12 - 13 In the near-infrared range, the predominant signal is more from light scattering.1 - 2 ,12 Optical imaging may also be performed using voltage-sensitive dyes that are applied to the brain or to brain-slice preparations before recording. The dye binds to electrically excitable membranes and transduces membrane potentials into optical signals that are captured by a photodiode array directly reflecting neuronal activity, hence the better temporal resolution.1 - 2

The history of optical imaging encompasses the theoretical and practical contributions and observations of many investigators across several decades. It had long been known that changes in the optical properties of nervous tissue occurred with electrical or metabolic activity, but these changes were small and hard to image. Later developments using extrinsic voltage-sensitive dyes to stain the tissue and photodiode arrays revealed a fast signal that could be imaged and that directly reflected neuronal activity (see reviews1 - 2 ).

In 1986, Blasdel and Salama,4 using voltage-sensitive dyes in the monkey striate cortex, a video camera, and a new analysis method, showed for the first time spectacular high-resolution images of OD and orientation columns in vivo in the monkey. They also noted a slow signal during their recording but apparently did not consider the signal to be contributing significantly to the images. Later, Grinvald et al5 showed that this same slow signal, the intrinsic signal, could be used to reveal functional architecture, specifically, cat orientation columns and rat whisker barrels, without using dyes.

Frostig et al12 reported high-resolution (100-150 µm; 200 milliseconds) optical imaging of intrinsic signals in cat and monkey OD and orientation columns using a CCD camera and suggested that the major source of the signal (using 570 nm wavelength light) was due to blood volume changes but was only 5% of the reflection signal. At 600 nm, the signal was probably related to oxygen delivery and/or saturation state of hemoglobin and was 30% to 40% of the reflection signal. They also noted that it temporally preceded the change in blood volume. At the near-infrared wavelength of 810 nm, they were able to image orientation columns through dura, and in the infrared range (930 nm), they were able to image through thinned skull in the cat. Light scattering seemed to play the predominant role in contributing to the signal in the near-infrared wavelength and contributed only about 10% of the signal.13

By the use of imaging spectroscopy and laser-Doppler flowmetry in cats, Malonek et al13 found that after visual sensory stimulation, there is an initial increase in deoxyhemoglobin (initial dip) (originating primarily from the capillaries) that later slowly declined and was associated with an increase in total hemoglobin concentration, followed by an increase in cerebral blood flow and oxygenated hemoglobin levels as deoxyhemoglobin levels began to decline. The later increases in blood flow and oxyhemoglobin concentration were considered to be less localizing to the areas of neuronal firing compared with the increase in deoxyhemoglobin concentration, based on earlier observations by Malonek and Grinvald15 that had shown that the increase in oxyhemoglobin was spatially less well registered with activated cortical columns relative to the early increase in deoxyhemoglobin levels. It was concluded that imaging methods based solely on the secondary vascular response, such as positron emission tomography or flow-sensitive magnetic resonance imaging, may offer lower spatial resolution than if they are based on the initial deoxyhemoglobin increase.

Most in vivo imaging is currently performed in anesthetized animals, but may also be performed in awake animals and humans. Human optical imaging8 requires some modifications of the animal setup3 (Figure 3). For imaging of intrinsic signals in cats or monkeys, a craniotomy is performed over the area of the brain to be imaged, and a small metal chamber is placed over the site and affixed to the skull with dental cement. The dura is removed in most cases, and then the chamber is filled with silicone oil and sealed with a glass cover. This sealed system helps to dampen arterial brain pulsations that may interfere with imaging. In human studies, a craniotomy is performed, and a glass plate may be placed over the surface of the cortex to dampen pulsations.8 The brain surface is illuminated using flexible liquid light guides supplied by an adjustable direct-current output power supply source and tungsten halogen lamp. Filters are used to produce the desired light wavelength. A green filter (546 nm) is used to obtain baseline images of the cortical vascular surface, and an orange filter (603 nm) is often used for most general imaging. In human studies, this setup has been modified to contain the light source within the operating microscope. The camera (video or CCD) is positioned above the cortex and light guides and is mounted on a vibration-free support. In human studies, the camera is attached to the operating microscope.8 Lenses are attached to the viewing end of the camera and focused on the cortical vasculature to obtain an initial green-light image (Figure 2A-B, top panels). Later, the camera is focused down approximately a few hundred micrometers until the vessels become blurred, and the filter is changed to the imaging wavelength desired.

Place holder to copy figure label and caption
Figure 3.

Optical imaging apparatus (for animals) is seen in a schematic representation of a typical setup for animal optical imaging. For human imaging in the operating room, the cylinder seen between the cat's ears may be replaced by a flat piece of glass over the exposed cortex to dampen brain pulsations.

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Sensory stimuli (visual, somatosensory, auditory, etc) are delivered to the animal at a given rate, and the camera collects the reflected light off the brain surface during stimulations. When a video camera is used, a frame grabber digitizes the video signal and sends it to a computer, where the signals are averaged. Various acquisition and analysis procedures may be used. Image enhancement before digitization may be performed by analog differential subtraction of a stored "reference image" from the incoming video image. The signals are later amplified. The differential image may be viewed in real time on a monitor, which helps with rapid information feedback to the investigator. Mapping signals or maps of the intrinsic signals are obtained by various combinations subtracting or dividing the averaged signals from each other. The reflected light signal from the brain surface is very small (0.5%-5%) compared with the background activity; therefore, several stimulations may need to be averaged together to improve the signal-to-noise ratio. To obtain OD maps, signals obtained from right eye stimulation may be divided or subtracted from those obtained from left eye stimulation or from the blank condition. For orientation maps (Figure 2B), vertical grating (vertical lines drifting across the stimulus monitor)–induced signals may be subtracted from horizontal grating–induced signals or from a "cocktail" of combined signals collected in response to several orientations of gratings. Dark areas (light absorption) on the maps are areas of cortex that have been activated in response to the stimulus (Figure 2).3

At present, optical imaging of brain activity is primarily a research technique, but there have been several interesting and revealing human studies. Haglund et al8 obtained optical maps from patients undergoing seizure surgery and correlated them with surface electrical recordings. Maps of the cortical surface were obtained during cognitively evoked functional activity and during electrically evoked epileptiform discharges. In the study of cognitively evoked activity, an attempt to identify Broca's and Wernicke's areas was made in patients placed under local anesthesia during testing. Images were collected at rest, while the patient moved his or her tongue, during naming exercises, and during surface stimulation to cause speech arrest. The researchers found that the area involved during naming was different from that during tongue movement. Such studies may help to better define eloquent regions of cortex and subsequently may guide more conservative surgical resection.

In the study of epileptiform discharges, Haglund et al8 found that the recorded optical changes showed a graded response relative to the intensity and duration of the stimulus (surface-stimulating electrodes), which correlated with the electrical changes. In addition, optical changes associated with afterdischarge shifted below baseline in several patients, suggesting a possible inhibitory neuronal population or inhibitory surround or some other cause.

Optical imaging of epileptiform activity in brain slices has been shown to be a useful method for studying various aspects of the spatial and temporal dynamics of seizure spread. In early in vivo studies, it was shown that epileptic foci were not stationary (see reviews1 - 2 ). More recently, slice preparations have helped to elucidate the roles of different cortical laminae involved in seizure onset and propagation.6 Brain-slice preparations from human surgical specimens or animals provide an opportunity to study activity in all cortical layers compared with in vivo optical imaging, where imaging is limited to the gyral surface and generally to the first few hundred micrometers of cortical depth from the surface. Such preparations as well as in vivo optical imaging also may be useful for testing the mechanism of action and efficacy of some anticonvulsants and perhaps other medications used to treat other neurologic disorders.

Another potential use for optical imaging in humans is to define tumor margins before and during resection. In an interesting in vivo study by Haglund et al9 in rats, optical imaging of an intravenously injected dye differentiated tumors and their margins from nearby normal tissue with a high degree of sensitivity and specificity. The potential benefit of more accurate surgical resection is undoubtedly desirable.

Although optical imaging may be employed for human psychophysical studies of higher cognitive function, studies are currently restricted to those individuals undergoing neurosurgery procedures. Therefore, such studies might be complemented by the use of event-related optical signal (EROS) imaging using near infrared (NIR) photons. This technique is now used to image evoked higher cortical activity through the skull in humans and currently yields a spatial resolution of a few millimeters (significantly less than that of optical imaging but similar to that of functional magnetic resonance imaging) and a temporal resolution of about 20 milliseconds (camera sampling rate).16

Optical imaging of brain signals has already yielded many exciting new insights into the functional architecture of the cerebral cortex. In the study by Blasdel and Salama4 of OD and orientation columns in monkeys, the authors demonstrated that orientation column functional architecture was not organized in linear slabs of alternating orientation columns as had earlier been suggested by Hubel and Wiesel17 (although they speculated that the columns were likely not sharply linear in organization). Instead, they had more of a rosette appearance. That study and another one in cats by Bonhoeffer and Grinvald18 led to the demonstration of a more pinwheel type of organization of orientation columns.

At present, it is well accepted that brain plasticity is no longer solely restricted to the critical period of development in many organisms, and methods to measure spatial aspects of receptive field reorganization or expansion have often been limited to painstakingly slow single-electrode recordings. Optical imaging has proven to be a useful tool in measuring dynamic changes in large populations of neurons at one time, and hence is particularly helpful in investigations not only of temporal but also spatial aspects of plasticity.7 Polley et al7 made an intriguing observation in adult rat whisker-barrel cortex, in which they showed plasticity of the cortical representation of whisker barrels as a function of sensory deprivation and novel environmental stimuli. In that study, they removed all large whiskers on the rat except one and observed a large-scale expansion of the remaining whisker's functional cortical representation. However, when the animal was removed from its cage and put into a new environment to explore it briefly, there was large-scale contraction of the barrel's cortical representation. Contraction and expansion of the cortical whisker barrels reversed upon regrowth of the whiskers.

Unpublished observations by Szapiel et al (Figure 2C), have revealed a stripelike pattern of activity in the posterior parietal lobe of an awake rhesus monkey in response to an expanding optic flow stimulus, suggesting a previously unseen functional architecture for this type of stimulus using optical imaging techniques. Optic flow is the perception of motion as we move forward or backward through the environment. When moving forward, objects tend to flow past us in an expanding pattern from a central focus; moving backward, the pattern appears to be one of contraction. A moving pattern of expanding or contracting dots emanating from or flowing toward a central point on a computer screen can simulate optic flow when viewed by a subject at a specific distance from the screen. The inferior parietal cortex of the rhesus monkey has been shown to contain neurons that respond to visual optic flow.

High-resolution optical imaging of intrinsic signals and real-time optical imaging with voltage-sensitive dyes in vivo and in vitro continue to advance our understanding of basic brain structure and function, and as a result, provide another important tool with which to understand and treat neurologic disorders.

Grinvald  A, Frostig  RD, Lieke  E, Hildesheim  R. Optical imaging of neuronal activity. Physiol Rev. 1988;;68:1285-- 1365.
Ebner  TJ, Chen  G. Use of voltage-sensitive dyes and optical recordings in the central nervous system. Prog Neurobiol. 1995;;46:463-- 506.
Bonhoeffer  T, Grinvald  A. Optical imaging based on intrinsic signals: the methodology.  In: , , eds. Brain Mapping: The Methods. Orlando, Fla: Academic Press Inc; 1996;.
Blasdel  GG, Salama  G. Voltage-sensitive dyes reveal a modular organization in monkey striate cortex. Nature. 1986;;321:579-- 585.
Grinvald  A, Lieke  E, Frostig  RD, Gilbert  C, Wiesel  TN. Functional architecture of cortex revealed by optical imaging of intrinsic signals. Nature. 1986;;124:361-- 364.
Tsau  Y, Guan  L, Wu  J-Y. Epileptiform activity can be initiated in various neocortical layers: an optical imaging study. J Neurophysiol. 1999;;82:1965-- 1973.
Polley  DB, Chen-Bee  CH, Frostig  R. Two directions of plasticity in the sensory-deprived adult cortex. Neuron. 1999;;24:623-- 637.
Haglund  MM, Ojemann  GA, Hochman  DW. Optical imaging of epileptiform and functional activity in human cerebral cortex. Nature. 1992;;358:668-- 671.
Haglund  MM, Hochman  DW, Spence  AM, Berger  MS. Enhanced optical imaging of rat gliomas and tumor margins. Neurosurgery. 1994;;35:930-- 941.
Haglund  MM. Overview of functional imaging. Neurosurg Clin North Am. 1997;;8:287-- 291.
Churchland  PS, Sejnowski  TJ. Perspectives on cognitive neuroscience. Science. 1988;;242:741-- 745.
Frostig  RD, Lieke  EE, Ts'o  DY, 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 U S A. 1990;;87:6082-- 6086.
Hubener  M, Shoham  D, Grinvald  A, Bonhoeffer  T. Spatial relationships among three columnar systems in cat area 17. J Neurosci. 1997;;17:9270-- 9283.
Malonek  D, Dirnagl  U, Lindauer  U, Yamada  K, Kanno  I, Grinvald  A. Vascular imprints of neuronal activity: relationships between the dynamics of cortical blood flow, oxygenation, and volume changes following sensory stimulation. Proc Natl Acad Sci U S A. 1997;;94:14826-- 14831.
Malonek  D, Grinvald  A. Interactions between electrical activity and cortical microcirculation revealed by imaging spectroscopy: implications for functional brain imaging. Science. 1996;;272:551-- 554.
Gratton  G, Fabiani  M. Dynamic brain imaging: event-related optical signal (EROS) measures of the time course and localization of cognitive-related activity. Psychon Bull Rev. 1998;;5:535-- 563.
Hubel  DH, Wiesel  TN. Functional architecture of macaque monkey visual cortex [Ferrier Lecture]. Proc R Soc Lond B Biol Sci. 1977;;198:1-- 59.
Bonhoeffer  T, Grinvald  A. Iso-orientation domains in cat visual cortex are arranged in pinwheel-like patterns. Nature. 1991;;353:429-- 431.

Accepted for publication January 23, 2001.

I would like to thank Patricia Mitrano, MA, for technical assistance with the figures.

Corresponding author and reprints: Susan V. Szapiel, MD, Department of Psychology, Rutgers–The State University of New Jersey, 101 Warren St, Newark, NJ 07102 (e-mail: szapiel@psychology.rutgers.edu).

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Figures

Place holder to copy figure label and caption
Figure 1.

Comparison of temporal and spatial resolution of various brain mapping techniques. MEG indicates magnetoencephalography; ERP, evoked response potential; EROS, event-related optical signal; MRI, magnetic resonance imaging; fMRI, functional MRI; PET, positron emission tomography; and 2-DG, 2-deoxyglucose. Adapted with permission from Haglund10 and Churchland and Sejnowski.11

Grahic Jump Location
Place holder to copy figure label and caption
Figure 3.

Optical imaging apparatus (for animals) is seen in a schematic representation of a typical setup for animal optical imaging. For human imaging in the operating room, the cylinder seen between the cat's ears may be replaced by a flat piece of glass over the exposed cortex to dampen brain pulsations.

Grahic Jump Location
Place holder to copy figure label and caption
Figure 2.

Intrinsic optical image maps. A, Top panel shows unstimulated cortical surface of monkey visual cortex area V1 (570-nm light illumination). Bottom panel shows optical image map of right eye ocular dominance columns (same cortical surface as in top panel; 570 nm). Dark areas represent activated cortical regions (arrows). Ocular dominance maps are obtained by dividing right eye by left eye intrinsic signals, after visual stimulation with a drifting grating in front of each eye separately. Reprinted with permission from Frostig et al.12 B, Top panel shows unstimulated cortical surface of cat visual cortex area 18. Bottom panel shows optical image map of cat orientation columns. The same cortical area as seen in the top panel is shown after stimulation with various oriented lines; the map is obtained by vectorial addition of individual single-condition (individual stimulations with oriented lines at orientations are shown to right of Figure) maps. The angle of the resulting vector is color coded according to scheme at right of figure. Yellow represents sites responding best to moving horizontal gratings; blue, sites responding best to vertical gratings. Reprinted with permission from Hubener et al.13 Copyright 1997 by the Society for Neuroscience. C, Optical image map obtained in the posterior parietal cortex of an awake monkey in response to an expanding optic flow stimulus. Arrows indicate activated cortical regions in response to the stimulus. Map was obtained by dividing stimulation in the left visual hemifield by stimulation in the right hemifield (605 nm) (S.V.S., Jonn McCollum, PhD, and Ralph Siegel, PhD, unpublished data, 1997). Prestimulation cortex is not shown.

Grahic Jump Location

Tables

Table Grahic Jump LocationTerminology of Brain Functional Architecture*

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Grinvald  A, Frostig  RD, Lieke  E, Hildesheim  R. Optical imaging of neuronal activity. Physiol Rev. 1988;;68:1285-- 1365.
Ebner  TJ, Chen  G. Use of voltage-sensitive dyes and optical recordings in the central nervous system. Prog Neurobiol. 1995;;46:463-- 506.
Bonhoeffer  T, Grinvald  A. Optical imaging based on intrinsic signals: the methodology.  In: , , eds. Brain Mapping: The Methods. Orlando, Fla: Academic Press Inc; 1996;.
Blasdel  GG, Salama  G. Voltage-sensitive dyes reveal a modular organization in monkey striate cortex. Nature. 1986;;321:579-- 585.
Grinvald  A, Lieke  E, Frostig  RD, Gilbert  C, Wiesel  TN. Functional architecture of cortex revealed by optical imaging of intrinsic signals. Nature. 1986;;124:361-- 364.
Tsau  Y, Guan  L, Wu  J-Y. Epileptiform activity can be initiated in various neocortical layers: an optical imaging study. J Neurophysiol. 1999;;82:1965-- 1973.
Polley  DB, Chen-Bee  CH, Frostig  R. Two directions of plasticity in the sensory-deprived adult cortex. Neuron. 1999;;24:623-- 637.
Haglund  MM, Ojemann  GA, Hochman  DW. Optical imaging of epileptiform and functional activity in human cerebral cortex. Nature. 1992;;358:668-- 671.
Haglund  MM, Hochman  DW, Spence  AM, Berger  MS. Enhanced optical imaging of rat gliomas and tumor margins. Neurosurgery. 1994;;35:930-- 941.
Haglund  MM. Overview of functional imaging. Neurosurg Clin North Am. 1997;;8:287-- 291.
Churchland  PS, Sejnowski  TJ. Perspectives on cognitive neuroscience. Science. 1988;;242:741-- 745.
Frostig  RD, Lieke  EE, Ts'o  DY, 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 U S A. 1990;;87:6082-- 6086.
Hubener  M, Shoham  D, Grinvald  A, Bonhoeffer  T. Spatial relationships among three columnar systems in cat area 17. J Neurosci. 1997;;17:9270-- 9283.
Malonek  D, Dirnagl  U, Lindauer  U, Yamada  K, Kanno  I, Grinvald  A. Vascular imprints of neuronal activity: relationships between the dynamics of cortical blood flow, oxygenation, and volume changes following sensory stimulation. Proc Natl Acad Sci U S A. 1997;;94:14826-- 14831.
Malonek  D, Grinvald  A. Interactions between electrical activity and cortical microcirculation revealed by imaging spectroscopy: implications for functional brain imaging. Science. 1996;;272:551-- 554.
Gratton  G, Fabiani  M. Dynamic brain imaging: event-related optical signal (EROS) measures of the time course and localization of cognitive-related activity. Psychon Bull Rev. 1998;;5:535-- 563.
Hubel  DH, Wiesel  TN. Functional architecture of macaque monkey visual cortex [Ferrier Lecture]. Proc R Soc Lond B Biol Sci. 1977;;198:1-- 59.
Bonhoeffer  T, Grinvald  A. Iso-orientation domains in cat visual cortex are arranged in pinwheel-like patterns. Nature. 1991;;353:429-- 431.

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