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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2013.00621</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Review Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>High-frequency neural oscillations and visual processing deficits in schizophrenia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Tan</surname> <given-names>Heng-Ru May</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lana</surname> <given-names>Luiz</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Uhlhaas</surname> <given-names>Peter J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Institute of Neuroscience and Psychology, College of Science and Engineering and College of Medical, Veterinary and Life Sciences, University of Glasgow</institution> <country>Glasgow, UK</country></aff>
<aff id="aff2"><sup>2</sup><institution>Brain Institute, Federal University of Rio Grande do Norte</institution> <country>Natal, Brazil</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Neurophysiology, Max-Planck Institute for Brain Research</institution> <country>Frankfurt, Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Ernst Str&#x000FC;ngmann Institute (ESI) for Neuroscience in Cooperation with Max Planck Society</institution> <country>Frankfurt, Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Steven Silverstein, University of Medicine &#x00026; Dentistry of New Jersey, USA</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Kevin M. Spencer, VA Boston Healthcare System/Harvard Medical School, USA; Shahab Ghorashi, Harvard Medical School, USA</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Heng-Ru May Tan, Centre for Cognitive Neuroimaging, Institute of Neuroscience and Psychology, College of Science and Engineering and College of Medical, Veterinary and Life Sciences, University of Glasgow, 58 Hillhead Street, Glasgow G12 8QB, UK e-mail: <email>Heng-RuMay.Tan&#x00040;glasgow.ac.uk</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Psychopathology, a section of the journal Frontiers in Psychology.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>10</month>
<year>2013</year>
</pub-date>
<pub-date pub-type="collection">
<year>2013</year>
</pub-date>
<volume>4</volume>
<elocation-id>621</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>05</month>
<year>2013</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>08</month>
<year>2013</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2013 Tan, Lana and Uhlhaas.</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/3.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract><p>Visual information is fundamental to how we understand our environment, make predictions, and interact with others. Recent research has underscored the importance of visuo-perceptual dysfunctions for cognitive deficits and pathophysiological processes in schizophrenia. In the current paper, we review evidence for the relevance of high frequency (beta/gamma) oscillations towards visuo-perceptual dysfunctions in schizophrenia. In the first part of the paper, we examine the relationship between beta/gamma band oscillations and visual processing during normal brain functioning. We then summarize EEG/MEG-studies which demonstrate reduced amplitude and synchrony of high-frequency activity during visual stimulation in schizophrenia. In the final part of the paper, we identify neurobiological correlates as well as offer perspectives for future research to stimulate further inquiry into the role of high-frequency oscillations in visual processing impairments in the disorder.</p></abstract>
<kwd-group>
<kwd>schizophrenia</kwd>
<kwd>high-frequency neural oscillations</kwd>
<kwd>visual perception</kwd>
<kwd>neurobiology</kwd>
<kwd>evoked and induced neural activity</kwd>
<kwd>neural synchrony</kwd>
</kwd-group>
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<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="239"/>
<page-count count="19"/>
<word-count count="16752"/>
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</article-meta>
</front>
<body>
<sec>
<title>Dysfunctions in visual perception in schizophrenia</title>
<p>Disturbances in visual perception were for a long time considered relatively unimportant in the understanding of schizophrenia (ScZ) compared to the more striking clinical presentation of hallucinations and delusions. Bleuer summarized this view as follows: &#x0201C;Sensory responses to external stimulus are quite normal. To be sure, the patients will complain that everything appears to be different. However, this strangeness is usually attributable to a deficit in customary associations and particularly to an alteration of emotional emphasis.&#x0201D; (Bleuler, <xref ref-type="bibr" rid="B14">1969</xref>; page 76). Similarly, Kraepelin (1919) concurred that &#x0201C;[P]erception of external impressions in dementia praecox is not usually lessened to any great extent as far as a superficial examination goes.&#x0201D; (Kraepelin, <xref ref-type="bibr" rid="B115">1971</xref>; page 5).</p>
<p>Following evidence from phenomenological research which indicated profound alterations in perceptual experience (see Uhlhaas and Mishara, <xref ref-type="bibr" rid="B217">2007</xref> for a review), an increasing number of studies began to investigate sensory processing experimentally (Place and Gilmore, <xref ref-type="bibr" rid="B159">1980</xref>). Since then, a large body of evidence has accumulated that has highlighted impaired visual processing as a core deficit in schizophrenia (Klosterk&#x000F6;tter et al., <xref ref-type="bibr" rid="B112">2001</xref>; Javitt, <xref ref-type="bibr" rid="B99">2009</xref>). Such dysfunctions involve the discrimination of orientation, motion, and object size (e.g., Butler and Javitt, <xref ref-type="bibr" rid="B22">2005</xref>; Butler et al., <xref ref-type="bibr" rid="B23">2007</xref>, <xref ref-type="bibr" rid="B24">2008</xref>; Chen, <xref ref-type="bibr" rid="B33">2011</xref>), which have been related to the magnocellular pathway because of reduced sensitivity to stimuli with low spatial frequency (Schechter et al., <xref ref-type="bibr" rid="B174">2003</xref>; Butler and Javitt, <xref ref-type="bibr" rid="B22">2005</xref>).</p>
<p>Moreover, ScZ-patients show reduced contextual influences in relationship to contrast (Yang et al., <xref ref-type="bibr" rid="B239">2013</xref>), motion (Tadin et al., <xref ref-type="bibr" rid="B197">2006</xref>), orientation (Yoon et al., <xref ref-type="bibr" rid="B241">2010</xref>) as well as during contour-integration (Uhlhaas et al., <xref ref-type="bibr" rid="B216">2006b</xref>), which could underlie impairments in perceptual organization (Uhlhaas and Silverstein, <xref ref-type="bibr" rid="B219">2005</xref>). Additional visual processing deficits in ScZ have been revealed by masking paradigms (Green et al., <xref ref-type="bibr" rid="B68">2011</xref>) which have highlighted longer intervals between the target and mask stimuli for accurate identification of targets (e.g., Green et al., <xref ref-type="bibr" rid="B72">1994</xref>, <xref ref-type="bibr" rid="B71">1999</xref>). Importantly, visual dysfunctions have been linked to impairments in higher cognitive functions (Javitt, <xref ref-type="bibr" rid="B99">2009</xref>), such as working memory (Haenschel et al., <xref ref-type="bibr" rid="B78">2009</xref>). Moreover, there is evidence to suggest that changes in visual perception are related to more complex features of the disorder, such as the development of delusions and changes in self-experiences (Uhlhaas and Mishara, <xref ref-type="bibr" rid="B217">2007</xref>).</p>
<p>Data on abnormal visual functions in ScZ is consistent with evidence on anatomical abnormalities as revealed by post-mortem studies (Selemon et al., <xref ref-type="bibr" rid="B179">1995</xref>; Selemon and Goldman-Rakic, <xref ref-type="bibr" rid="B178">1999</xref>; Dorph-Petersen et al., <xref ref-type="bibr" rid="B41">2007</xref>) as well as magnetic resonance (MR) and Diffusion Tensor Imaging (DTI) studies (Staal et al., <xref ref-type="bibr" rid="B190">2000</xref>; Clasen et al., <xref ref-type="bibr" rid="B35">2003</xref>; Arnone et al., <xref ref-type="bibr" rid="B10">2009</xref>; White et al., <xref ref-type="bibr" rid="B229">2011</xref>; Whitford et al., <xref ref-type="bibr" rid="B231">2011b</xref>). These findings suggest that in addition to abnormalities in fronto-temporal regions, alterations in anatomical parameters extend to early visual areas. More recently, electro/magnetoencephalography (EEG/MEG) and functional magnetic resonance imaging (fMRI) have disclosed corresponding deficits in neural responses during visual stimulation (Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>; Wynn et al., <xref ref-type="bibr" rid="B238">2005</xref>; Uhlhaas and Singer, <xref ref-type="bibr" rid="B220">2006</xref>; Uhlhaas et al., <xref ref-type="bibr" rid="B215">2006a</xref>,<xref ref-type="bibr" rid="B216">b</xref>; Yeap et al., <xref ref-type="bibr" rid="B240">2006</xref>). Specifically, studies assessing event-related potentials (ERPs) have demonstrated impairments during early and later visual processing stages in ScZ (Box <xref ref-type="boxed-text" rid="box01">1</xref>).</p>
<boxed-text id="box01">
<label>Box 1</label>
<title>Event-related potentials (ERPs), visual perception, and Schizophrenia</title>
<p><italic>ERP</italic> waveforms are commonly derived in EEG studies that investigate the neurophysiological mechanisms underlying sensory perception. ERP waveforms consist of a series of transient positive and negative voltage deflections that are time-locked to stimulus onset. These transient fluctuations in ERP waveform polarity are conventionally extracted as basic components and named by their polarity in conjunction with either their latency or ordinal position, relative to stimulus onset. In general, early components (e.g., those occurring before &#x0007E;200 ms) are thought to reflect early sensory processing while higher cognitive processes are related to later components.</p>
<p><italic>N80</italic>&#x02014;an initial negative deflection that peaks &#x0007E;70&#x02013;90 ms post stimulus onset (Di Russo et al., <xref ref-type="bibr" rid="B39">2007</xref>)&#x02014;is considered the earliest visual ERP component and thought to be mainly driven by parvocellular (P) input but likely with small influence from the magnocellular (M) pathway in response to visual stimuli consisting of higher contrast levels (Foxe et al., <xref ref-type="bibr" rid="B51">2008</xref>). In a recent investigation, using a range of visual stimuli that theoretically bias M or/and P pathways using systematic manipulation of stimulus luminance, chromatic contrasts and flicker, N&#x000FA;&#x000F1;ez et al. (<xref ref-type="bibr" rid="B148">2013</xref>) demonstrated that the occipital N80 component in early-onset (but not adult-onset) ScZ was significantly lower in amplitude in response to stimuli that involve both M and P pathways. They also observed significantly prolonged onset of N80 latency in adult-onset ScZ. In contrast, the N80 amplitude in response to isolated P- and M-biased stimuli was comparable in both healthy controls and ScZ patients. The finding is suggestive of a deficit in M-priming on the P pathway in early-onset ScZ.</p>
<p><italic>P1</italic>&#x02014;a component with positive deflection &#x0007E;100 ms post visual stimulus onset&#x02014;is known to involve the dorsal and ventral visual streams (Martinez et al., <xref ref-type="bibr" rid="B133">1999</xref>; Di Russo et al., <xref ref-type="bibr" rid="B38">2002</xref>). In response to visual stimuli (e.g., motion, spatial, low contrast) that bias the magnocellular pathway, the occipital P1 amplitude is commonly reported to be markedly decreased in patients with ScZ (e.g., Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>; Schechter et al., <xref ref-type="bibr" rid="B175">2005</xref>; Butler et al., <xref ref-type="bibr" rid="B23">2007</xref>; Lalor et al., <xref ref-type="bibr" rid="B123">2012</xref>; N&#x000FA;&#x000F1;ez et al., <xref ref-type="bibr" rid="B148">2013</xref>; however, see e.g., Johnson et al., <xref ref-type="bibr" rid="B103">2005</xref>; Wynn et al., <xref ref-type="bibr" rid="B237">2008</xref>, also mentioned below). Prominent P1 amplitude reduction was also observed in ScZ patients when they engaged in visual tasks involving illusory contour processing (Foxe et al., <xref ref-type="bibr" rid="B50">2005</xref>) or fragmented object recognition (Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>), and this reduction paralleled the weaker scalp activations over their lateral and posterior occipital areas.</p>
<p><italic>N1</italic>&#x02014;a negative component peak that manifests &#x0007E;150&#x02013;200 ms&#x02014;is thought to predominantly reflect ventral stream processing (e.g., Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>). Many studies that have assessed the N1 component, e.g., using illusory contour or fragmented contoured stimuli for object recognition, have reported comparable N1 amplitudes between ScZ patients and controls (e.g., Foxe et al., <xref ref-type="bibr" rid="B49">2001</xref>; Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>; Foxe et al., <xref ref-type="bibr" rid="B50">2005</xref>), suggesting that parvocellular-mediated ventral stream processing is largely unaffected. However, studies that investigated face processing in ScZ patients have demonstrated pronounced reduction in their N170 amplitude in response to face vs. building stimuli (Herrmann et al., <xref ref-type="bibr" rid="B90">2004b</xref>; Turetsky et al., <xref ref-type="bibr" rid="B212">2007</xref>). Similar prominent reduction in N150 amplitude was observed in ScZ patients engaged in local vs. global visual perceptual tasks, and the amount of amplitude decrease in response to global stimuli correlated with corresponding performance accuracy and response times (Johnson et al., <xref ref-type="bibr" rid="B103">2005</xref>). Further evidence of N1 amplitude reduction (&#x0007E;200 post stimulus onset) is recently demonstrated in the fine-grain visual-masking discrimination task employed by (Plomp et al., <xref ref-type="bibr" rid="B160">2013</xref>). Intriguingly, the extra time required by ScZ to reach normal discrimination performance levels did not alleviate the pronounced N1 amplitude reduction. Instead, as source analysis revealed, the discrimination difficulties are likely to be related to the significantly weaker parietal and lateral occipital activity in ScZ patients.</p>
<p><italic>N250</italic>&#x02014;a negative component that peaks &#x0007E;250 ms over fronto-central electrode sites&#x02014;is considered sensitive to the emotional content of faces (Streit et al., <xref ref-type="bibr" rid="B193">1999</xref>, <xref ref-type="bibr" rid="B192">2001</xref>). Some studies have found reduced N250 amplitude in ScZ patients (e.g., Streit et al., <xref ref-type="bibr" rid="B192">2001</xref>; Wynn et al., <xref ref-type="bibr" rid="B237">2008</xref>) with normal N170 suggesting emotional information decoding deficits, while others have found the opposite (e.g., Johnson et al., <xref ref-type="bibr" rid="B103">2005</xref>; Turetsky et al., <xref ref-type="bibr" rid="B212">2007</xref>) suggesting that facial feature encoding is impaired rather than emotional information decoding.</p>
<p><italic>N</italic><sub><italic>CL</italic></sub>&#x02014;a negative component that manifests &#x0007E;270&#x02013;320 ms observed during visual tasks involving perceptual closure&#x02014;is characterized by bilateral occipito-temporal scalp topography (Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>) and is thought to reflect effortful extraction of object identity (Foxe et al., <xref ref-type="bibr" rid="B50">2005</xref>). Significantly reduced <italic>N</italic><sub><italic>CL</italic></sub> amplitude has been shown to be preceded by a normal N1 but prominently reduced P1 amplitude in ScZ patients (Doniger et al., <xref ref-type="bibr" rid="B40">2002</xref>; Foxe et al., <xref ref-type="bibr" rid="B50">2005</xref>). This observation has led to a view that the initial stages of visual ventral stream processes are unaffected in ScZ patients but the later stages of ventral stream processing involving object recognition are likely affected by indirect magnocellular-mediated dorsal stream inputs (e.g., Merigan and Maunsell, <xref ref-type="bibr" rid="B138">1993</xref>; Nowak and Bullier, <xref ref-type="bibr" rid="B147">1997</xref>; Schroeder et al., <xref ref-type="bibr" rid="B177">1998</xref>) into the visual areas along the ventral stream (e.g., lateral occipital cortex).</p>
<p><italic>P300</italic>&#x02014;a positive component that peaks &#x0007E;300&#x02013;900 ms post stimulus onset. Unlike earlier potentials, it is supposed to be an endogenous component which reflects stimulus context and levels of attention and arousal. The auditory P300 has consistently been shown to be impaired both in amplitude and latency (Bramon et al., <xref ref-type="bibr" rid="B17">2004</xref>) while evidence for a dysfunctions during visual processing are less consistent (Ford, <xref ref-type="bibr" rid="B48">1999</xref>); but see recent findings by Oribe et al. (<xref ref-type="bibr" rid="B152">2013</xref>) on prodromal and first-episode ScZ-patients.</p>
</boxed-text>
<p>Given that the visual system has been extensively explored through anatomy, electrophysiology and neuroimaging, detailed examination of visual dysfunctions in ScZ may allow insights into the underlying neurobiological correlates. In the following review, we will focus on the role of high-frequency neural oscillations because considerable evidence exists on the role of beta (13&#x02013;25 Hz)/gamma (25&#x02013;200 Hz) band activity in visual processing as well as their potential involvement in the pathophysiology of ScZ. We will first examine the role of high-frequency neural activity during normal visual perception emphasizing work from invasive and non-invasive electrophysiology followed by an overview of studies with EEG/MEG that have examined alterations in high-frequency oscillations in ScZ. In the final section, we will discuss potential mechanisms which could account for abnormal beta/gamma oscillations in ScZ as well as provide recommendation for future research.</p>
</sec>
<sec>
<title>High-frequency oscillations and visual processing</title>
<sec>
<title>Invasive electrophysiology</title>
<p>The involvement of gamma-band oscillations in sensory processing was first described by Adrian and colleagues in the 1940s (Adrian, <xref ref-type="bibr" rid="B3">1950</xref>). Local field potential recordings from the olfactory bulb of anesthetized cats, rabbits, and hedgehogs showed pronounced oscillations in the 40&#x02013;60 Hz frequency range. Subsequently, Freeman and colleagues (Bressler and Freeman, <xref ref-type="bibr" rid="B18">1980</xref>; Freeman and Skarda, <xref ref-type="bibr" rid="B54">1985</xref>) reported correlations between 35 and 85 Hz activity and olfactory perception, suggesting that gamma-band oscillatory modulations are involved in information coding in the olfactory system (Freeman, <xref ref-type="bibr" rid="B53">1991</xref>).</p>
<p>Crucial evidence for a mechanistic role of gamma-band activity in visual perception and cortical computations was obtained by Singer and colleagues in the late 1980s (Singer, <xref ref-type="bibr" rid="B183">1999</xref>). Specifically, Gray et al. (<xref ref-type="bibr" rid="B67">1989</xref>) showed that action potentials generated by cortical cells are phase-locked to the oscillatory gamma rhythm and consequently neurons aligned their discharges with high temporal precision. In its original formulation, the &#x0201C;Binding by Synchrony hypothesis&#x0201D; (BBS; Singer, <xref ref-type="bibr" rid="B183">1999</xref>) proposed that ensembles of neurons that preferentially respond to features of the same object should fire synchronously, whereas these same neurons should not synchronize their firing to features belonging to other objects or to the background. Over the years, this hypothesis has gained substantial attention (for critical reviews see Gray, <xref ref-type="bibr" rid="B65">1999</xref>; Shadlen and Movshon, <xref ref-type="bibr" rid="B180">1999</xref>; Singer, <xref ref-type="bibr" rid="B183">1999</xref>; Uhlhaas et al., <xref ref-type="bibr" rid="B218">2009</xref>).</p>
<p>There is, however, conflicting evidence for the BBS in the primate primary visual area (V1) with some studies failing to find evidence for a relationship between binding of stimulus features and synchronous gamma-band activity (e.g., Lima et al., <xref ref-type="bibr" rid="B128">2010</xref>). Given the large number of visual areas in the primate brain (Van Essen and Gallant, <xref ref-type="bibr" rid="B222">1994</xref>), it is conceivable that binding through oscillatory mechanisms occurs in higher visual areas. Candidate brain regions would be structures that have been shown to express strong gamma oscillations in response to visual stimulation, such as the middle temporal cortex (MT) and V4 areas (e.g., Kreiter and Singer, <xref ref-type="bibr" rid="B116">1996</xref>; Fries et al., <xref ref-type="bibr" rid="B57">2001</xref>; but see also Thiele and Stoner, <xref ref-type="bibr" rid="B205">2003</xref>; Palanca and DeAngelis, <xref ref-type="bibr" rid="B155">2005</xref>). Nonetheless, it is important to note that the temporal and spatial scales for binding might be smaller than previously assumed and therefore even V1 remains as a viable candidate for binding (Fries et al., <xref ref-type="bibr" rid="B56">2007</xref>; Havenith et al., <xref ref-type="bibr" rid="B86">2011</xref>; Nikoli&#x00107; et al., <xref ref-type="bibr" rid="B146">2013</xref>). These observations highlight the need to employ more sophisticated analysis techniques for the detection of transient signals that may be important for BBS.</p>
<p>In addition to stimulus parameters (see Box <xref ref-type="boxed-text" rid="box02">2</xref>), the amplitude, and frequency of high-frequency oscillations in visual cortices can also be influenced by cognitive variables, such as attention. Initial evidence was provided by Fries and colleagues (Fries et al., <xref ref-type="bibr" rid="B57">2001</xref>) who showed that 35&#x02013;90 Hz activity in macaque visual area V4 strongly increased when behaviorally relevant stimuli were within the focus of attention. More recently, the same group demonstrated that spatial attention can also result in a shift to higher gamma-band frequencies in V1 (Bosman et al., <xref ref-type="bibr" rid="B15">2012</xref>). Similarly, Lima et al. (<xref ref-type="bibr" rid="B128">2010</xref>) demonstrated using plaid stimuli that selective attention to one of the directional components of the plaid pattern affected gamma-band power in a manner that resembled the power (and frequency) modulation when the actual contrast of the stimulus was increased. Additionally, V1 gamma spectral power in macaques was shown to increase with temporal expectancy for behaviorally relevant events.</p>
<boxed-text id="box02">
<label>Box 2</label>
<title>Stimulus parameters and high-frequency neural oscillations</title>
<p>High-frequency oscillations are modulated by several important parameters, such as color, contrast, presentation eccentricity, orientation, and speed. The complexity of natural images makes it difficult to systematically explore the influence of any particular features on brain activity. Thus, simplified stimuli that can be parametrically changed over a feature space are typically employed. In particular, gratings are commonly used because they produce strong responses in the gamma frequency range. A brief overview of these parameters and their observed influence on high frequency oscillations are listed below.</p>
<sec>
<title>Size</title>
<p>The effect of grating size on the activity recorded from the macaque primary visual area (V1) is such that bigger gratings generate stronger oscillations, lower peak frequency, and decreased firing rates (Gieselmann and Thiele, <xref ref-type="bibr" rid="B61">2008</xref>; Jia et al., <xref ref-type="bibr" rid="B101">2013a</xref>). Human MEG studies replicated the positive relationship between stimulus size and gamma frequency power, but failed to reproduce the effect of size modulating peak gamma frequency (Perry et al., <xref ref-type="bibr" rid="B157">2013</xref>).</p>
</sec>
<sec>
<title>Position</title>
<p>The frequency of gamma oscillatory response is dependent on the apparent eccentricity of the stimulus. Centrally presented gratings tend to generate higher frequencies than stimuli presented peripherally (Lima et al., <xref ref-type="bibr" rid="B128">2010</xref>).</p>
</sec>
<sec>
<title>Contrast</title>
<p>Gratings with higher contrast are associated with higher firing rates and increased gamma peak-frequency (Ray and Maunsell, <xref ref-type="bibr" rid="B161">2010</xref>). The strength of gamma-band oscillations initially increases with contrast but if the contrast is too high there is a tendency for the oscillations to reduce in power (Ray and Maunsell, <xref ref-type="bibr" rid="B161">2010</xref>; Jia et al., <xref ref-type="bibr" rid="B102">2013b</xref>; Roberts et al., <xref ref-type="bibr" rid="B165">2013</xref>).</p>
</sec>
<sec>
<title>Speed</title>
<p>Gamma-band oscillations vary consistently with stimulus-velocity of bars (Gray et al., <xref ref-type="bibr" rid="B66">1990</xref>) and gratings (Friedman-Hill et al., <xref ref-type="bibr" rid="B55">2000</xref>; Lima et al., <xref ref-type="bibr" rid="B129">2011</xref>). In humans, static gratings generate lower peak gamma frequencies than moving gratings (Swettenham et al., <xref ref-type="bibr" rid="B196">2009</xref>; Muthukumaraswamy and Singh, <xref ref-type="bibr" rid="B144">2013</xref>).</p>
</sec>
<sec>
<title>Spatial frequency</title>
<p>The spatial frequency of gratings is known to modulate gamma power (Adjamian et al., <xref ref-type="bibr" rid="B2">2004</xref>) and firing rates (Lima et al., <xref ref-type="bibr" rid="B128">2010</xref>) following an inverted U relationship. Human neuroimaging data suggest that the peak frequency of gamma response is tuned to a narrow band of spatial frequency (2&#x02013;4 cycles per degree; cpd), peaking at 3cpd (Adjamian et al., <xref ref-type="bibr" rid="B2">2004</xref>); a finding not currently observed in monkey neurophysiology (Lima et al., <xref ref-type="bibr" rid="B128">2010</xref>).</p>
</sec>
<sec>
<title>Orientation and direction</title>
<p>Animal neurophysiology has shown that gamma power and frequency are tuned to stimulus orientation and the direction of stimulus motion (Feng et al., <xref ref-type="bibr" rid="B45">2010</xref>; Jia et al., <xref ref-type="bibr" rid="B102">2013b</xref>). However, these effects have not yet been demonstrated in humans.</p>
</sec>
<sec>
<title>Noise levels</title>
<p>Progressively adding noise over a high contrast grating reduces the amplitude of gamma-band oscillations and their peak frequency without altering the average firing rates (Jia et al., <xref ref-type="bibr" rid="B100">2011</xref>, <xref ref-type="bibr" rid="B102">2013b</xref>).</p>
</sec>
<sec>
<title>Luminance profile</title>
<p>The luminance profile of a grating also influences gamma responses, with square waves generating more gamma power than sinusoidal gratings (Muthukumaraswamy and Singh, <xref ref-type="bibr" rid="B143">2008</xref>).</p>
</sec>
<sec>
<title>Stimulus type</title>
<p>Gratings formed by concentric circles have been shown to produce higher gamma power compared to regular gratings formed by straight parallel elements (Muthukumaraswamy and Singh, <xref ref-type="bibr" rid="B144">2013</xref>).</p>
</sec>
<sec>
<title>Stimulus complexity</title>
<p>Increases in stimulus complexity may lead to dramatic reductions in gamma-band power and also to changes in peak frequency (Lima et al., <xref ref-type="bibr" rid="B128">2010</xref>).</p>
</sec>
<sec>
<title>Color</title>
<p>Pure color isoluminant gratings have been shown to produce undetectable gamma oscillations in human MEG recordings, that otherwise manifested strong gamma responses to luminance contrast gratings (Adjamian et al., <xref ref-type="bibr" rid="B1">2008</xref>).</p>
</sec>
</boxed-text>
</sec>
<sec>
<title>EEG-MEG studies</title>
<p>Following the initial findings in both anaesthetized and awake animals on the potential relationship with visual processing (Singer and Gray, <xref ref-type="bibr" rid="B184">1995</xref>), high-frequency oscillatory responses to visual stimuli have also been documented in EEG/MEG and electrocorticographic (ECoG) in humans (Sauv&#x000E9;, <xref ref-type="bibr" rid="B172">1999</xref>; Tallon-Baudry and Bertrand, <xref ref-type="bibr" rid="B200">1999</xref>; Lachaux et al., <xref ref-type="bibr" rid="B120">2005</xref>; Tallon-Baudry, <xref ref-type="bibr" rid="B199">2009</xref>; Martinovic and Busch, <xref ref-type="bibr" rid="B134">2011</xref>). Broadly three different categories of high-frequency responses can be distinguished (Box <xref ref-type="boxed-text" rid="box03">3</xref>).</p>
<boxed-text id="box03">
<label>Box 3</label>
<title>Measures of high-frequency oscillations</title>
<p>Neural oscillations can be characterized by their frequency, amplitude, and phase. These characteristic features are derived through the time-frequency decomposition of electrophysiological signals by means of a Fourier, Wavelet or Multi-Taper analyses. These techniques estimate the strength (amplitude) and phase (time-variant angle) of the signal at a particular frequency range. A signal&#x00027;s phase consistency across trials, described as the phase-locking index, can be computed from its phase information (Lachaux et al., <xref ref-type="bibr" rid="B121">1999</xref>, <xref ref-type="bibr" rid="B119">2003</xref>). Apart from inter-trial oscillatory phase-locking, the same approach can also be used to assess the inter-areal synchrony of neural oscillations (Lachaux et al., <xref ref-type="bibr" rid="B121">1999</xref>; Rodriguez et al., <xref ref-type="bibr" rid="B166">1999</xref>; Gross et al., <xref ref-type="bibr" rid="B73">2001</xref>; Varela et al., <xref ref-type="bibr" rid="B224">2001</xref>; Siegel et al., <xref ref-type="bibr" rid="B181">2008</xref>; Hipp et al., <xref ref-type="bibr" rid="B92">2011</xref>). Importantly, this phase-locking index provides an estimation of neural synchrony irrespective of the amplitude of the oscillatory signal. This estimate of synchrony between signals is distinct from spectral coherence measures in which amplitude and phase information are intermixed (Gross et al., <xref ref-type="bibr" rid="B73">2001</xref>).</p>
<p>Several different parameters of high-frequency activity can be distinguished which are frequently employed in the analysis of electrophysiological data (Tallon-Baudry et al., <xref ref-type="bibr" rid="B201">1996</xref>; Roach and Mathalon, <xref ref-type="bibr" rid="B164">2008</xref>).</p>
<list list-type="order">
<list-item><p>Evoked oscillations are phase- and time-locked to the stimulus onset, occurring &#x0007E;70&#x02013;120 ms post stimulus onset. They are typically detected by averaging over a large number of single trials and then band-pass filtered at the frequency range of interest to assess the latency and peak amplitude of this averaged signal.</p></list-item>
<list-item><p>Induced oscillatory responses manifest later than evoked responses with latencies &#x0007E;200&#x02013;400 ms and are not phase- locked to stimulus onset. Estimates of phase and amplitude are derived via time-frequency transformations (e.g., Morlet wavelets or Short Time Fourier Transforms) at single-trial level prior to averaging across trials.</p></list-item>
<list-item><p>Repetitive presentation of a stimulus at a consistent frequency can lead to entrainment of neural activity at the stimulation frequency and is referred to as &#x0201C;steady-state&#x0201D; response (SSR, e.g., Herrmann, <xref ref-type="bibr" rid="B87">2001</xref>). The peak of SSRs should typically correspond to the stimulation frequency, although responses to the harmonics of the stimulation frequency are also observed with reduced amplitude.</p></list-item>
</list>
</boxed-text>
<p>Evoked high frequency oscillatory responses are typically observed &#x0007E;70&#x02013;120 ms post stimulus with an occipital topography (e.g., Martinovic and Busch, <xref ref-type="bibr" rid="B134">2011</xref>). Sources of evoked gamma activity during simple visual stimulus perception or object recognition have been localized to primary visual (Muthukumaraswamy et al., <xref ref-type="bibr" rid="B145">2010</xref>), lateral occipital-temporal and inferior temporal cortical areas (Gruber et al., <xref ref-type="bibr" rid="B74">2006</xref>). Amplitude and phase-locking of evoked high-frequency oscillations are modulated by stimulus properties. Corroborating invasive studies (Box <xref ref-type="boxed-text" rid="box02">2</xref>), human neuroimaging research have also reported beta and gamma-band activity amplitude increases with contrast (Sannita et al., <xref ref-type="bibr" rid="B171">1995</xref>; Schadow et al., <xref ref-type="bibr" rid="B173">2007</xref>), stimulus duration, and size (Perry et al., <xref ref-type="bibr" rid="B157">2013</xref>). In addition, spatial frequency modulates the power of high-frequency activity non-monotonically (Sannita et al., <xref ref-type="bibr" rid="B171">1995</xref>; Tzelepi et al., <xref ref-type="bibr" rid="B213">2000</xref>) and eccentricity decreases beta/gamma-band power (Busch et al., <xref ref-type="bibr" rid="B20">2004</xref>; Fr&#x000FC;nd et al., <xref ref-type="bibr" rid="B58">2007</xref>).</p>
<p>Due to their latency and topography, evoked high-frequency responses are likely to reflect feed forward driven responses (e.g., Butler and Javitt, <xref ref-type="bibr" rid="B22">2005</xref>; Tobimatsu and Celesia, <xref ref-type="bibr" rid="B210">2006</xref>; Martinovic and Busch, <xref ref-type="bibr" rid="B134">2011</xref>). Early studies suggested that both amplitude and latency of evoked high-frequency activity were largely unaffected by experimental manipulations involving attention (e.g., Tallon et al., <xref ref-type="bibr" rid="B198">1995</xref>; Tallon-Baudry et al., <xref ref-type="bibr" rid="B201">1996</xref>, <xref ref-type="bibr" rid="B202">1997</xref>). However, more recent findings (Herrmann et al., <xref ref-type="bibr" rid="B88">1999</xref>; Frund et al., <xref ref-type="bibr" rid="B59">2008</xref>) have challenged this view through demonstrating that top-down factors can impact on evoked gamma-band activity as well (e.g., Chaumon et al., <xref ref-type="bibr" rid="B32">2009</xref>).</p>
<p>Following the link between binding of stimulus of elements into coherent representations and gamma-band oscillations in invasive recordings (Gray et al., <xref ref-type="bibr" rid="B67">1989</xref>), several EEG and MEG-studies have also examined the role of gamma-band oscillations during perceptual organization (Lutzenberger et al., <xref ref-type="bibr" rid="B131">1995</xref>; Revonsuo et al., <xref ref-type="bibr" rid="B163">1997</xref>; Keil et al., <xref ref-type="bibr" rid="B107">1999</xref>; Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>; Gr&#x000FC;tzner et al., <xref ref-type="bibr" rid="B75">2010</xref>), demonstrating increased amplitude and synchrony of gamma-band activity during the construction of coherent object representations. More recently, intracranial EEG data have complemented this evidence (Lachaux et al., <xref ref-type="bibr" rid="B120">2005</xref>).</p>
<p>While induced oscillations are strongly enhanced by top-down factors (Vidal et al., <xref ref-type="bibr" rid="B225">2006</xref>; Melloni et al., <xref ref-type="bibr" rid="B136">2007</xref>), several studies have indicated that basic stimulus parameters, such as orientation (Edden et al., <xref ref-type="bibr" rid="B43">2009</xref>), spatial frequency (Hadjipapas et al., <xref ref-type="bibr" rid="B77">2007</xref>; Perry et al., <xref ref-type="bibr" rid="B157">2013</xref>), luminance (Adjamian et al., <xref ref-type="bibr" rid="B1">2008</xref>), and motion (Swettenham et al., <xref ref-type="bibr" rid="B196">2009</xref>) also influence the occurrence of high-frequency activity. These findings, thus, challenge a simple dichotomy between evoked and induced activity. Moreover, recent findings demonstrated that sub-bands of low (&#x0007E;30&#x02013;60 Hz) and high (&#x0007E;70&#x02013;120 Hz) gamma-band oscillations are flexibly recruited by both feed-forward and feedback processes. For example, 30&#x02013;60 Hz activity showed increases with initial unconscious associative learning of target-specific context in a search-task while 70&#x02013;120 Hz oscillations occurred regardless of stimulus contexts (Chaumon et al., <xref ref-type="bibr" rid="B32">2009</xref>). Likewise, amplitude of low gamma-band activity increases with conscious visual awareness in contrast to attention-related gamma band activity at higher frequencies (Wyart and Tallon-Baudry, <xref ref-type="bibr" rid="B235">2008</xref>). The close association between the modulation of both low and high gamma band activity and cognitive processes further suggests that different gamma band frequencies could support the dynamic formation of distinct assemblies that underlie specific behavioral or cognitive function through &#x0201C;multiplexing&#x0201D; neural signal transmission (Vidal et al., <xref ref-type="bibr" rid="B225">2006</xref>; Wyart and Tallon-Baudry, <xref ref-type="bibr" rid="B235">2008</xref>).</p>
</sec>
</sec>
<sec>
<title>Alterations in high-frequency neural oscillations during visual processing in schizophrenia</title>
<p>The wealth of research highlights that high-frequency neural oscillations are involved in perceptual processing during normal brain functioning (Herrmann et al., <xref ref-type="bibr" rid="B89">2004a</xref>; Tallon-Baudry, <xref ref-type="bibr" rid="B199">2009</xref>; Martinovic and Busch, <xref ref-type="bibr" rid="B134">2011</xref>). It is therefore conceivable that disturbances in the amplitude and synchrony of beta/gamma-band oscillations may have an important role in visual dysfunctions in ScZ. Indeed, a growing number of studies exploring this relationship have employed a range of visual tasks and assessed the integrity of the evoked and induced neural responses using different oscillatory parameters (see Table <xref ref-type="table" rid="T1">1</xref> for an overview and also Figure <xref ref-type="fig" rid="F1">1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Summary of EEG/MEG studies investigating high-frequency neural oscillations in patients with chronic schizophrenia and healthy controls during visual perceptual tasks</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><bold>Paradigm</bold></th>
<th align="left" valign="top"><bold>Imaging modality</bold></th>
<th align="left" valign="top"><bold>Oscillatory measure</bold></th>
<th align="left" valign="top"><bold>Parameter assessed</bold></th>
<th align="left" valign="top"><bold>Main findings</bold></th>
<th align="left" valign="top"><bold>References</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Steady state stimulation</td>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Amplitude</td>
<td align="left" valign="top">17&#x02013;30 Hz range amplitude decrease over occipital electrodes</td>
<td align="left" valign="top">Krishnan et al., <xref ref-type="bibr" rid="B117">2005</xref></td>
</tr>
<tr>
<td align="left" valign="top">Backward masking</td>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Amplitude</td>
<td align="left" valign="top">30&#x02013;40 Hz range amplitude decrease across electrodes</td>
<td align="left" valign="top">Wynn et al., <xref ref-type="bibr" rid="B238">2005</xref></td>
</tr>
<tr>
<td/>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Amplitude/Latency</td>
<td align="left" valign="top">30&#x02013;35 Hz range amplitude decrease over parieto-occipital electrodes</td>
<td align="left" valign="top">Green et al., <xref ref-type="bibr" rid="B69">2003</xref></td>
</tr>
<tr>
<td align="left" valign="top">Oddball detection</td>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">Decreased 30&#x02013;38 Hz range phase-locking over parieto-occipital electrodes</td>
<td align="left" valign="top">Spencer et al., <xref ref-type="bibr" rid="B189">2008</xref></td>
</tr>
<tr>
<td align="left" valign="top">Illusory square</td>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">Decreased 28&#x02013;35 Hz range phase-locking over parieto-occipital electrodes</td>
<td align="left" valign="top">Spencer et al., <xref ref-type="bibr" rid="B188">2004</xref></td>
</tr>
<tr>
<td/>
<td/>
<td align="left" rowspan="2" valign="top">Induced</td>
<td align="left" rowspan="2" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">i) Decreased 30&#x02013;45 Hz range phase-locking</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td align="left" valign="top">ii) Decrease in peak phase-locking frequency (at 22&#x02013;26 Hz cf. controls) over occipital and parietal electrodes in response-locked analysis</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td align="left" rowspan="2" valign="top">Evoked</td>
<td align="left" rowspan="2" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">i) Decreased 24&#x02013;48 Hz phase-locking</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td align="left" valign="top">ii) Decrease in peak phase-locking frequency in response to &#x02018;No-Square&#x02019; stimuli over occipital and central electrodes</td>
<td align="left" valign="top">Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref></td>
</tr>
<tr>
<td/>
<td/>
<td align="left" valign="top">Induced</td>
<td align="left" valign="top">Inter-sensor phase-coherence</td>
<td align="left" valign="top">Long-range 20&#x02013;26 Hz range decrease in phase-locking</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Inter-hemispheric decrease in peak phase-coherence frequency (37&#x02013;44 Hz cf. 48&#x02013;57 Hz) particularly over posterior electrodes</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Mooney faces</td>
<td align="left" valign="top">MEG</td>
<td align="left" valign="top">Evoked</td>
<td align="left" valign="top">Amplitude</td>
<td align="left" valign="top">i) 25&#x02013;140 Hz range amplitude decrease, especially pronounced in the 60&#x02013;140 Hz range</td>
<td align="left" valign="top">Gr&#x000FC;tzner et al., <xref ref-type="bibr" rid="B76">2013</xref></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">ii) 25&#x02013;60 Hz range fronto-central amplitude increase</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="left" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">Decreased 60&#x02013;140 Hz range phase-locking</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td align="left" valign="top">Induced</td>
<td align="left" valign="top">Amplitude</td>
<td align="left" valign="top">60&#x02013;140 Hz range amplitude decrease over occipital sensors</td>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">EEG</td>
<td align="left" valign="top">Induced</td>
<td align="left" valign="top">Amplitude</td>
<td align="left" valign="top">Insignificant difference in the 40&#x02013;70 Hz range across electrodes</td>
<td align="left" valign="top">Uhlhaas et al., <xref ref-type="bibr" rid="B215">2006a</xref></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="left" valign="top">Inter-trial phase-locking</td>
<td align="left" valign="top">Decreased and delayed onset latency of 20&#x02013;55 Hz range phase-locking</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="left" valign="top">Inter-sensor phase-coherence</td>
<td align="left" valign="top">Decreased 20&#x02013;30 Hz phase-coherence between fronto-temporal and parieto-occipital electrodes</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Main findings of these studies are reported in brief, highlighting the frequency range of significant effects observed in patients cf. healthy controls.</italic></p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>(A)</bold> Visual steady-state potentials (SSP) in patients with schizophrenia and controls: Average signal power for the two groups during resting state and photic stimulation at different frequencies recorded at Oz. (Legend: HC-PS, healthy control subjects during Photic Stimulation; SZ-PS, Schizophrenia subjects during Photic Stimulation; HC-BL, Healthy control subjects during Baseline; SZ-BL, Schizophrenia subjects during Baseline). Error bars indicate standard error. Significant differences between groups on ANOVAs are marked with &#x0201C;<sup>&#x0002A;</sup>&#x0201D; for the photic stimulation condition and &#x0201C;x&#x0201D; for the resting condition. Adapted from Krishnan et al. (<xref ref-type="bibr" rid="B117">2005</xref>). <bold>(B)</bold> Sensory evoked oscillations during a visual oddball task in patients with schizophrenia. The colored scale indicates the phase locking factor (PLF) of oscillations in the 20&#x02013;100 Hz frequency range in the occipital cortex (electrode O1) for healthy controls and patients with schizophrenia. Control participants show an increase in phase locking for gamma oscillations &#x0007E;100 ms after stimulus presentation. However, this is significantly smaller in patients with schizophrenia, indicating a dysfunction in early sensory processes. Adapted from Spencer et al. (<xref ref-type="bibr" rid="B189">2008</xref>). <bold>(C)</bold> High-Frequency Oscillations during Perceptual Organization in ScZ. Left-Panel: Time-frequency representations and topographies of gamma-band spectral power of MEG-data in response to Mooney faces for controls (top) and chronic ScZ patients (bottom). The gamma-band signal is expressed as relative power change in the post-stimulus time window compared to baseline, averaged across all channels. The topographies (middle panels) display the results for a non-Parametric ANOVA indicating the main effects of group for both low (top) and high (bottom) gamma-band oscillations at the sensor level. Intensity of red indexes increased activity in controls while stronger blue intensities suggest increased gamma-band power in schizophrenia patients relative to controls. The topographies depict corrected <italic>t</italic>-values and the channels that form a statistically significant cluster are indicated (<sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001; <sup><italic>x</italic></sup><italic>p</italic> &#x0003C; 0.05). Right panel: Correlation between high gamma-band power and disorganization. The scatter-plot shows the relationship between high (60&#x02013;120 Hz) gamma-band power in the 50&#x02013;350 ms time window over positive channels and the disorganization component of the positive and negative syndrome scale. Adapted from Gr&#x000FC;tzner et al. (<xref ref-type="bibr" rid="B76">2013</xref>).</p></caption>
<graphic xlink:href="fpsyg-04-00621-g0001.tif"/>
</fig>
<sec>
<title>SSVEPs</title>
<p>Research investigating steady-state visually evoked potentials (SSVEPs) have observed reduced amplitude-modulation to repetitive stimulation at high but also at lower-frequencies in patients with schizophrenia relative to healthy controls. Krishnan et al. (<xref ref-type="bibr" rid="B117">2005</xref>) investigated SSVEPs to photic stimulation at frequencies from 4 to 40 Hz in EEG-recordings and reported decreased occipital amplitude modulation at 17, 23, and 30 Hz stimulation (Figure <xref ref-type="fig" rid="F1">1</xref>). In addition, higher &#x0201C;background noise,&#x0201D; which was defined as averaged power of neural activity 1 Hz above and below the photic stimulation frequency, was observed at frequencies 4&#x02013;20 Hz in ScZ-patients. The data from SSVEPs parallel findings from auditory entrainment experiments suggesting a basic impairment of cortical circuits to support high-frequency activity in ScZ. In contrast to visual SSVEPs, however, auditory entrainment impairments have been predominantly demonstrated at 40 Hz frequency stimulation (Kwon et al., <xref ref-type="bibr" rid="B118">1999</xref>). Although more recent data have also demonstrated entrainments deficits at 80 Hz as well as at theta-frequency ranges (Hamm et al., <xref ref-type="bibr" rid="B82">2011</xref>).</p>
</sec>
<sec>
<title>Evoked activity</title>
<p>Several studies have examined the integrity of evoked oscillations in ScZ using a variety of tasks. Backward masking paradigms are often used to assess early visual processing in ScZ. Given that basic features of any visual stimulus need to be integrated into a percept along the visual processing pathways, the effects of target percept masking could occur through the process of &#x0201C;integrating&#x0201D; the mask percept with the target percept, or through the process of &#x0201C;interrupting&#x0201D; the identification of target perception at a later stage of visual processing, or even via the process in which the target percept is &#x0201C;substituted&#x0201D; by that of the mask through a fast-acting process (Green et al., <xref ref-type="bibr" rid="B68">2011</xref>). ScZ patients and unaffected siblings require longer inter-stimuli-intervals (ISI) between the target-mask stimuli for accurate feature identification of briefly presented targets (Green et al., <xref ref-type="bibr" rid="B72">1994</xref>, <xref ref-type="bibr" rid="B70">1997</xref>; K&#x000E9;ri et al., <xref ref-type="bibr" rid="B108">2001</xref>). Depending on the type of masking (e.g., integration, interruption, or substitution; Green et al., <xref ref-type="bibr" rid="B68">2011</xref>) the prolonged ISI interval has been linked to deficits in the magnocellular (M) and parvocellular (P) pathways (Schechter et al., <xref ref-type="bibr" rid="B174">2003</xref>, <xref ref-type="bibr" rid="B175">2005</xref>; Green et al., <xref ref-type="bibr" rid="B68">2011</xref>).</p>
<p>The relationship between backward masking for location and object identification and gamma-band activity was examined in a series of studies by Green et al. (Green et al., <xref ref-type="bibr" rid="B71">1999</xref>, <xref ref-type="bibr" rid="B69">2003</xref>; Wynn et al., <xref ref-type="bibr" rid="B238">2005</xref>). Systematic variation of inter-stimuli-intervals (ISIs) revealed that the response functions of ScZ-patients were best fitted with a continuous sine while in controls sensitivity to ISIs was consistent with a damped sinusoid (Green et al., <xref ref-type="bibr" rid="B69">2003</xref>). Conversion of the wavelength parameter indicated that 30&#x02013;35 Hz frequencies reflected best detection performance in controls. For ScZ-patients, the fitted sinusoids yielded a 32 Hz frequency conversion for the backward-masked location identification but a lower 15 Hz frequency for the backward-masked object identification.</p>
<p>To further link dysfunctions between backward masking and gamma-band activity, Green et al. (<xref ref-type="bibr" rid="B69">2003</xref>) also assessed EEG signals in response to backward masking of object identification in the 30&#x02013;35 Hz frequency range. Peak latency in the 30&#x02013;35 Hz spectral activity differed between groups with ScZ patients manifesting an earlier occipital-parietal peak around 100 ms while in controls gamma-bad activity was delayed (&#x0007E;200 ms), suggesting intact sensory registration in ScZ-patients. A follow-up study by Wynn et al. (<xref ref-type="bibr" rid="B238">2005</xref>) reported, however, reduced 30&#x02013;40 Hz spectral power in ScZ patients between 50 and 200 ms during backward masking. In addition, while controls expressed stronger spectral activity to incorrect (vs. correct) trials, the opposite was observed for ScZ patients. It is presently unclear whether backward masking deficits involve impaired evoked oscillations or whether later processing stages might be compromised.</p>
<p>Deficits in high-frequency oscillations are also observed in response to basic sensory stimuli. Spencer et al. (<xref ref-type="bibr" rid="B189">2008</xref>) examined evoked EEG responses to auditory and visual stimuli in chronic ScZ patients (Figure <xref ref-type="fig" rid="F1">1</xref>). Interestingly, ScZ-patients&#x00027; spectral amplitude and measure of inter-trial phase-locking to auditory stimuli were comparable to healthy controls. In contrast, the 25&#x02013;45 Hz visually-evoked gamma oscillatory response was absent in the phase-locking frequency maps of ScZ patients, whose 30&#x02013;38 Hz phase-locking over occipital regions was significantly reduced.</p>
<p>Similarly, ScZ-patients are characterized by reduced gamma-band responses to illusory square stimuli that presumably engage visual binding processes (Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>, <xref ref-type="bibr" rid="B188">2004</xref>). Spencer et al. (<xref ref-type="bibr" rid="B187">2003</xref>) showed that ScZ patients expressed a weaker P1 component which was accompanied by a reduced phase-locking of occipital evoked (24&#x02013;48 Hz) activity to illusory square stimuli relative to controls. Moreover, ScZ patients&#x00027; phase-locking over frontal-central EEG sensors were delayed in response to illusory squares, and occurred at lower frequencies. In a follow-up study, Spencer et al. (<xref ref-type="bibr" rid="B188">2004</xref>) examined response-time (RT) locked (20&#x02013;45 Hz) evoked beta/gamma-band activity during the same paradigm and found reduced phase-locked activity in the 30&#x02013;45 Hz frequency range in ScZ-patients which was accompanied by a shift to lower (22&#x02013;26 Hz) activity relative to controls.</p>
</sec>
<sec>
<title>Induced activity</title>
<p>Given that non-stimulus-locked (induced) oscillations, have been reported during perceptual organization processes during normal brain functioning (Rodriguez et al., <xref ref-type="bibr" rid="B166">1999</xref>; Tallon-Baudry and Bertrand, <xref ref-type="bibr" rid="B200">1999</xref>), it is likely that a focus on evoked activity only partially addresses the contribution of high-frequency activity toward visuo-perceptual dysfunctions in ScZ. To this end, two studies by Uhlhaas and colleagues (Uhlhaas et al., <xref ref-type="bibr" rid="B215">2006a</xref>; Gr&#x000FC;tzner et al., <xref ref-type="bibr" rid="B76">2013</xref>) investigated induced beta/gamma spectral power during the viewing of Mooney faces, which involve the grouping of the fragmentary parts into coherent images based on the Gestalt principle of closure (Mooney and Ferguson, <xref ref-type="bibr" rid="B141">1951</xref>). EEG-response to Mooney faces revealed largely intact gamma-band activity in ScZ-patients relative to controls (Uhlhaas et al., <xref ref-type="bibr" rid="B215">2006a</xref>). However, a subsequent study with MEG (Gr&#x000FC;tzner et al., <xref ref-type="bibr" rid="B76">2013</xref>) reported prominent reduction in evoked and induced 60&#x02013;120 Hz spectral activity in ScZ-patients (effect size: <italic>d</italic> &#x0003D; 1.26; Figure <xref ref-type="fig" rid="F1">1</xref>). Differences between the findings from EEG and MEG-data may be due to the fact MEG has improved sensitivity in detecting low-amplitude high-frequency oscillations than EEG (Muthukumaraswamy, <xref ref-type="bibr" rid="B142">2013</xref>).</p>
<p>The findings of impaired induced gamma-band activity during perceptual organization are complemented by data showing reduced high-frequency activity during working memory and executive processes Haenschel et al. (<xref ref-type="bibr" rid="B78">2009</xref>) investigated gamma-band activity in EEG-data during a visual working memory paradigm demonstrating significant reductions in gamma-band power at higher working memory load conditions in early-onset ScZ-patients. Similarly, Cho et al. (<xref ref-type="bibr" rid="B34">2006</xref>) reported a decrease in induced gamma-band power in chronic ScZ-patients during a cognitive control task which involved the inhibition of a prepotent response.</p>
</sec>
<sec>
<title>Long-range synchrony</title>
<p>In addition to the reduction in amplitude and consistency of evoked and induced spectral activity in ScZ patients, several studies have also assessed long-range neural synchrony through analyzing phase-synchronization between electrode pairs. This is of particular relevance because substantial evidence suggests that the functional networks underlying perception, attention, and executive processes rely on dynamic coordination through the inter-areal phase locking rhythmic activity (Lachaux et al., <xref ref-type="bibr" rid="B121">1999</xref>; Varela et al., <xref ref-type="bibr" rid="B224">2001</xref>). Spencer et al. (<xref ref-type="bibr" rid="B187">2003</xref>) observed a delayed onset of the 37&#x02013;44 Hz phase synchrony as well as pronounced decreases in inter-hemispheric coherence during illusory-square perception over parietal electrodes in patients with ScZ. Moreover, Uhlhaas et al. (<xref ref-type="bibr" rid="B215">2006a</xref>) reported decreased phase-synchrony over fronto-temporal, and parieto-occipital sensors in the 200&#x02013;300 ms period post stimulus onset, predominantly at beta (20&#x02013;30 Hz) but also in the gamma-frequency range (31&#x02013;38 Hz) during the perception of Mooney faces. The significant reductions in phase-synchrony observed in ScZ patients could indicate a global deficit in generating and sustaining synchrony both within local and also between distributed neural networks relevant for sensory processing.</p>
</sec>
<sec>
<title>Relationships with clinical variables</title>
<p>Preliminary evidence suggests that alterations in high-frequency oscillations during visual processing in ScZ-patients may reflect psychopathological variables. Spencer et al. (Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>, <xref ref-type="bibr" rid="B188">2004</xref>) reported that evoked phase-synchrony during illusory square perception was correlated with conceptual disorganization and visual hallucinations as well as a relationship between the lowered oscillation frequency and the expression of positive symptoms (delusions) and conceptual disorganization. Finally, Uhlhaas et al. (<xref ref-type="bibr" rid="B215">2006a</xref>) reported a positive relationship between 40 and 70 Hz phase synchrony and positive symptoms while a reduction of phase-synchronization correlated with elevated negative symptoms. Significant correlations have also been reported with spectral power. Reduced 60&#x02013;120 Hz spectral power was found to correlate with elevated levels of disorganization by Gr&#x000FC;tzner et al. (<xref ref-type="bibr" rid="B76">2013</xref>). However, an important issue is whether these observed alterations in high-frequency activity are independent of medication status. To date, the only published finding by Minzenberg et al. (<xref ref-type="bibr" rid="B139">2010</xref>) indicated that gamma-band activity during cognitive control was reduced in medication-na&#x000EF;ve FE-ScZ-patients.</p>
</sec>
</sec>
<sec>
<title>Pathophysiology of visual processing deficits and neural oscillations</title>
<p>Visually elicited high-frequency oscillations might be ideally suited for translations research (Spencer, <xref ref-type="bibr" rid="B186">2009</xref>; Uhlhaas and Singer, <xref ref-type="bibr" rid="B214">2012</xref>). In the following section, we review the potential involvement of changes in excitatory-inhibition balance, anatomical parameters, and genetic factors that could provide plausible explanations for the breakdown of high-frequency neural oscillations and the associated visual dysfunction observed in ScZ.</p>
<sec>
<title>Excitatory-inhibition (E/I) balance</title>
<p>One important parameter for the generation of high-frequency oscillations in visual circuits but also in the cortex in general is the balance between excitation and inhibition (E/I-balance). Convergence of theoretical (Spencer, <xref ref-type="bibr" rid="B186">2009</xref>; Kopell et al., <xref ref-type="bibr" rid="B114">2010</xref>) and empirical studies (Whittington et al., <xref ref-type="bibr" rid="B233">1995</xref>; Wang and Buzs&#x000E1;ki, <xref ref-type="bibr" rid="B228">1996</xref>; Traub et al., <xref ref-type="bibr" rid="B211">2004</xref>) indicate that the generation of high-frequency oscillations crucially involve networks of inhibitory interneurons (Whittington et al., <xref ref-type="bibr" rid="B233">1995</xref>; Bartos et al., <xref ref-type="bibr" rid="B11">2007</xref>; Mann and Paulsen, <xref ref-type="bibr" rid="B132">2007</xref>; Buzs&#x000E1;ki and Wang, <xref ref-type="bibr" rid="B26">2012</xref>) and glutamatergically mediated excitatory drive (Lukatch et al., <xref ref-type="bibr" rid="B130">2005</xref>; Chamberlain et al., <xref ref-type="bibr" rid="B31">2012</xref>). Specifically, basket cells which express calcium-binding parvalbumim (PV; Cardin et al., <xref ref-type="bibr" rid="B27">2009</xref>; Sohal et al., <xref ref-type="bibr" rid="B185">2009</xref>; Volman et al., <xref ref-type="bibr" rid="B227">2011</xref>) are of particular relevance for the generation of high-frequency oscillations, specifically at gamma-band frequencies, because of their fast-spiking properties (e.g., Buzsaki et al., <xref ref-type="bibr" rid="B25">1983</xref>; Kawaguchi and Kubota, <xref ref-type="bibr" rid="B105">1997</xref>).</p>
<p>More recently, optogenetic tools have enabled more precise links between changes in E/I-balance parameters and network oscillations to be established. For example, Sohal et al. (<xref ref-type="bibr" rid="B185">2009</xref>) showed that inhibition of PV interneurons led to an immediate suppression of 30&#x02013;80 Hz oscillations while 10&#x02013;30 Hz oscillations increased in power. In contrast, increasing PV-interneuron mediated feedback inhibition by boosting principal cell activity enhanced gamma-band power (Cardin et al., <xref ref-type="bibr" rid="B27">2009</xref>).</p>
<p>Evidence suggests that E/I-balance parameters are disturbed in ScZ (Lewis et al., <xref ref-type="bibr" rid="B127">2005</xref>, <xref ref-type="bibr" rid="B125">2012</xref>). Specifically, the mRNA of GAD67 which synthesizes GABA is reduced in several cortical areas, including visual regions, in ScZ-patients (Akbarian et al., <xref ref-type="bibr" rid="B5">1995</xref>; Mirnics et al., <xref ref-type="bibr" rid="B140">2000</xref>; Hashimoto et al., <xref ref-type="bibr" rid="B84">2003</xref>; Lewis et al., <xref ref-type="bibr" rid="B126">2011</xref>, <xref ref-type="bibr" rid="B125">2012</xref>). Moreover, this decrease is accompanied by reduced expression of the GABA membrane transporter 1 (GAT1; Volk et al., <xref ref-type="bibr" rid="B226">2001</xref>; Lewis et al., <xref ref-type="bibr" rid="B127">2005</xref>; Akbarian and Huang, <xref ref-type="bibr" rid="B4">2006</xref>). GAT1 membrane transporters are expressed on chandelier neurons whose axon terminals synapse exclusively with the axonal initial segment of pyramidal neurons and thus uniquely regulate the excitatory pyramidal output (Lewis, <xref ref-type="bibr" rid="B124">2000</xref>). Further evidence for a dysfunction in GABAergic transmission comes from magnetic resonance spectroscopy (1H-MRS) studies which have shown abnormal GABA-levels (Kegeles et al., <xref ref-type="bibr" rid="B106">2012</xref>). Furthermore, MRS-measured reduction in GABA-levels was found to correlate with psychophysical impairment in orientation-specific surround suppression in ScZ patients (Yoon et al., <xref ref-type="bibr" rid="B241">2010</xref>), suggesting a potential role in visual dysfunctions.</p>
<p>Additional parameters crucial for the generation of high-frequency oscillations include the AMPA- and NMDA-receptor-mediated activation of PV interneuron (Belforte et al., <xref ref-type="bibr" rid="B12">2010</xref>; Carl&#x000E9;n et al., <xref ref-type="bibr" rid="B29">2012</xref>; Gonzalez-Burgos and Lewis, <xref ref-type="bibr" rid="B63">2012</xref>). NMDA-receptor dysfunction has been implicated in the pathophysiology of ScZ through evidence from genetics (Carl&#x000E9;n et al., <xref ref-type="bibr" rid="B29">2012</xref>; Kirov et al., <xref ref-type="bibr" rid="B110">2012</xref>) as well as from studies which have tested the impact of NMDA-receptor blockade on cortical processes. In healthy controls, Ketamine, an antagonist of the NMDA-receptor, elicits the full range of psychotic symptoms and impairments in cognitive processes, including visual perception (Hong et al., <xref ref-type="bibr" rid="B95">2010</xref>). Furthermore, it has been shown in animal models that the blockade of NMDA-receptors induced aberrant high-frequency oscillations in extended cortical and subcortical networks (e.g., Hunt et al., <xref ref-type="bibr" rid="B96">2011</xref>; Kittelberger et al., <xref ref-type="bibr" rid="B111">2012</xref>; Phillips et al., <xref ref-type="bibr" rid="B158">2012</xref>). For example, Anver et al. (<xref ref-type="bibr" rid="B7">2011</xref>) showed that NMDA-antagonists reduced the frequency of gamma-band oscillations as well as induced phase coupling of the normally independent generating networks in cortical layers III and V. These findings suggest that E/I-balance is crucial in assuring coordinated occurrence of high-frequency activity during normal brain functioning in networks involved in visual processing. Consequently, abnormalities in these parameters could lead to changes in both amplitude and synchrony of beta/gamma-band oscillations and, in turn, lead to visual deficits.</p>
</sec>
<sec>
<title>Anatomical parameters</title>
<p>In addition to the crucial contribution of GABAergic and glutamatergic neurotransmission towards high-frequency oscillations, anatomical parameters such as the layout of excitatory long-range connections have been implicated in long-range synchronization and the integrity of visual processing (Engel et al., <xref ref-type="bibr" rid="B44">1991</xref>). Synchronization of oscillatory activity in the beta and gamma frequency range is dependent on cortico-cortical connections that reciprocally link cells situated in the same cortical area, in different areas, or even in different hemispheres (Engel et al., <xref ref-type="bibr" rid="B44">1991</xref>). Interestingly, a recent study demonstrated that callosal connections contribute to the subjective experience of a visual motion stimulus that requires inter-hemispheric integration (Genc et al., <xref ref-type="bibr" rid="B60">2011</xref>). As such, disruptions in the volume and organization of anatomical connectivity could impair long-range synchronization and impact on visual processes that require large-scale integration. However, a recent study that investigated inter-hemispheric transfer times with ERPs did not support this hypothesis in ScZ (Whitford et al., <xref ref-type="bibr" rid="B230">2011a</xref>).</p>
<p>Further research is required to examine, in greater detail, the relationship between anatomical abnormalities and high-frequency oscillations. This is particularly relevant given the evidence from <italic>in vivo</italic> and post-mortem studies in patients with ScZ highlighting that both the volume and organization of white matter is abnormal, including both early and higher visual areas (Akbarian and Huang, <xref ref-type="bibr" rid="B4">2006</xref>; Hashimoto et al., <xref ref-type="bibr" rid="B85">2008</xref>). Additional evidence supporting the abnormal anatomy of visual regions was reported by Selemon et al. (<xref ref-type="bibr" rid="B179">1995</xref>) who observed increased neuronal density in area 17 (occipital cortex) as well as in area 9 (frontal cortex) in ScZ-patients. In contrast, Dorph-Petersen et al. (<xref ref-type="bibr" rid="B41">2007</xref>) found no difference in neuronal density in area 17 in ScZ and cortical thickness was in the normal range. However, the authors reported significantly reduced number of neurons as well as volumetric decreases in area 17 (Dorph-Petersen et al., <xref ref-type="bibr" rid="B41">2007</xref>).</p>
<p>Abnormalities in gray matter could also potentially impact on the amplitude of neural oscillations as EEG/MEG signals are dependent on the ionic currents flowing in the dendrites of clusters of synchronously activated neurons during synaptic transmission that could be compromised by either reductions in the number of neurons and/or decreases in neuropil. Supporting a potential link between electrophysiological parameters and anatomical abnormalities in ScZ, Onitsuka et al. (<xref ref-type="bibr" rid="B151">2006</xref>) demonstrated an association between the degree of gray matter reduction and a decrease in the N170 ERP component.</p>
</sec>
<sec>
<title>Genes</title>
<p>With the genetic heritability of ScZ being estimated to be around 50&#x02013;80% (e.g., Sullivan et al., <xref ref-type="bibr" rid="B194">2003</xref>; Harrison and Weinberger, <xref ref-type="bibr" rid="B83">2004</xref>), one plausible hypothesis is that ScZ risk genes may influence the strength and frequency of neural oscillations in the disorder. Indeed, recent animal models which have examined the effects of risk genes on changes in high-frequency oscillations support this view. Carlson et al. (<xref ref-type="bibr" rid="B30">2011</xref>) investigated gamma-band responses during auditory stimulation in mice with reduced dysbindin-1 expression which is a major ScZ risk gene (Straub et al., <xref ref-type="bibr" rid="B191">2002</xref>; Ross et al., <xref ref-type="bibr" rid="B169">2006</xref>; O&#x00027;Tuathaigh et al., <xref ref-type="bibr" rid="B150">2007</xref>). Deficits in early evoked gamma-band activity were found which were associated with a decrease in PV cell immune-reactivity. Similarly, Fisahn et al. (<xref ref-type="bibr" rid="B47">2009</xref>) demonstrated that polymorphisms in genes encoding Neuregulin-1 (NRG-1) and one of its receptors (ErbB4) selectively increase the power of <italic>in vitro</italic> gamma-band oscillations in hippocampal slices. Accordingly, these data suggest the possibility that ScZ-risk genes modify the E/I-balance parameters which in turn dysregulate the occurrence of high-frequency oscillations.</p>
<p>Recent evidence from genetic studies which have investigated the heritability of visually-induced gamma-band oscillations supports the utility of using high-frequency activity as an intermediate phenotype. van Pelt et al. (<xref ref-type="bibr" rid="B223">2012</xref>) recorded visually induced MEG-activity in monozygotic and dizygotic twin pairs (Figure <xref ref-type="fig" rid="F2">2</xref>). The peak-frequency of gamma-band oscillations were highly correlated in monozygotic but not in dizygotic twins, highlighting a strong genetic determination of gamma-band oscillations. Additionally, reduced auditory evoked gamma-band activity has been demonstrated in first-degree relatives of patients with schizophrenia as well as in unaffected, monozygotic twins with a high degree of heritability (Hall et al., <xref ref-type="bibr" rid="B80">2011</xref>; Figure <xref ref-type="fig" rid="F2">2</xref>). Moreover, Hong et al. (<xref ref-type="bibr" rid="B94">2008</xref>) showed that abnormalities in theta- and alpha-band oscillations during sensory gating in ScZ-patients, their relatives, and healthy controls were characterized by heritability rates that exceeded those of traditional ERP measures.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>(A)</bold> Left: visually induced gamma-band activity in MEG data in a monozygotic (MZ) and a dyzygotic (DZ) twin pair. Time-frequency representations (TFRs) of activity in the gamma-band range relative to prestimulus baseline levels in two twins of a MZ pair, averaged across 74 parieto-occipital MEG sensors. Time 0s denotes stimulus onset. Right: correlation between gamma-peak frequencies in MZ twins [A] and DZ twins [B]. Each data point represents the peak frequency of one twin vs. that of his or her co-twin (random axis assignment). Slope values are estimated by random permutations of <italic>x</italic> and <italic>y</italic> values. The data suggest a heritability of the gamma-band frequency of 91%. Adapted from van Pelt et al. (<xref ref-type="bibr" rid="B223">2012</xref>). <bold>(B)</bold> Evoked oscillatory activity in schizophrenia patients and their unaffected co-twins. EEG time-frequency analyses of evoked gamma-band power during an auditory oddball task for responses to the standard stimuli at electrode Cz in healthy twins, MZ twins concordant with schizophrenia, MZ twins discordant with schizophrenia, and unaffected co-twin members. Impaired evoked gamma-band power was significantly associated with schizophrenia and unaffected co-twins exhibited significantly reduced 30&#x02013;60 Hz power as well-compared with controls, highlighting the genetic contribution toward impairments in high-frequency oscillations in the disorder. Adapted from Hall et al. (<xref ref-type="bibr" rid="B80">2011</xref>) by permission of Oxford University Press.</p></caption>
<graphic xlink:href="fpsyg-04-00621-g0002.tif"/>
</fig>
</sec>
</sec>
<sec>
<title>Issues for future research</title>
<p>The current review has shown a close relationship between visual processing and high-frequency oscillations during normal brain functioning as well as a potential link between aberrant beta/gamma-band activity and dysfunctional visual perception in ScZ. Given the known neurobiological parameters involved in the generation of high-frequency oscillations, we suggest that visually elicited high-frequency oscillations may constitute a useful window for gaining further insights into the pathophysiology of ScZ. To this end, we would like to raise several issues that we consider critical for future research.</p>
<p>The overall conclusion that can be drawn from the studies reviewed is that ScZ is associated with reductions in the amplitude, frequency, and/or synchronization of beta/gamma-band oscillations during visual processing. Such deficits have been demonstrated during a wide range of task-conditions, such as in basic responses to visual entrainment (e.g., Krishnan et al., <xref ref-type="bibr" rid="B117">2005</xref>), impaired stimulus-locking of oscillatory activity during perceptual binding (Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>, <xref ref-type="bibr" rid="B188">2004</xref>, <xref ref-type="bibr" rid="B189">2008</xref>) and visual masking (Green et al., <xref ref-type="bibr" rid="B71">1999</xref>, <xref ref-type="bibr" rid="B69">2003</xref>; Wynn et al., <xref ref-type="bibr" rid="B238">2005</xref>) as well as deficits in generating high-frequency oscillations (Gr&#x000FC;tzner et al., <xref ref-type="bibr" rid="B76">2013</xref>) and their large-scale integration during perceptual organization of complex stimuli (Spencer et al., <xref ref-type="bibr" rid="B187">2003</xref>; Uhlhaas et al., <xref ref-type="bibr" rid="B215">2006a</xref>,<xref ref-type="bibr" rid="B216">b</xref>). Abnormalities in visually elicited high-frequency oscillations are consistent with reduced beta/gamma-band activity during auditory (Kwon et al., <xref ref-type="bibr" rid="B118">1999</xref>) and somatosensory perception (Arnfred et al., <xref ref-type="bibr" rid="B9">2011</xref>). Together these findings suggest that cortical circuits in ScZ may be characterized by a comprehensive impairment in the mechanisms responsible for the generation and coordination of adequate high-frequency activity that is present in multiple regions and networks.</p>
<sec>
<title>High-frequency oscillations, the visual system and ScZ</title>
<p>Psychophysical evidence has shown that ScZ-patients are characterized by several deficits in visual processing which include a deficit in stimuli involving the magnocellular pathway (Butler et al., <xref ref-type="bibr" rid="B24">2008</xref>; Javitt, <xref ref-type="bibr" rid="B99">2009</xref>), reduced contextual integration (Yoon et al., <xref ref-type="bibr" rid="B241">2010</xref>; Dias et al., <xref ref-type="bibr" rid="B37">2011</xref>; Yang et al., <xref ref-type="bibr" rid="B239">2013</xref>) and dysfunctions in perceptual organization (Uhlhaas and Silverstein, <xref ref-type="bibr" rid="B219">2005</xref>). Given that the amplitude and the frequency of beta/gamma-band oscillations are closely related to stimulus properties during normal brain functioning (see Box <xref ref-type="boxed-text" rid="box02">2</xref>), a combination of precise manipulation of stimulus parameters and electrophysiological approaches may yield novel insights into the relationship between visuo-perceptual dysfunctions and high-frequency oscillations in ScZ.</p>
<p>A reported core deficit underlying visual dysfunction in ScZ is the gain control of visual neuronal responses in ScZ (Butler et al., <xref ref-type="bibr" rid="B24">2008</xref>). Gain control refers to the ability of neurons to modulate their response amplitude and constitutes a general feature of cortical computations (Salinas and Thier, <xref ref-type="bibr" rid="B170">2000</xref>). Impairments in gain control in ScZ are supported by reduced contrast sensitivity (Yang et al., <xref ref-type="bibr" rid="B239">2013</xref>), impaired motion perception (Kim et al., <xref ref-type="bibr" rid="B109">2006</xref>; Chen, <xref ref-type="bibr" rid="B33">2011</xref>) and contextual effects (Tadin et al., <xref ref-type="bibr" rid="B197">2006</xref>; Yang et al., <xref ref-type="bibr" rid="B239">2013</xref>; see also Butler et al., <xref ref-type="bibr" rid="B24">2008</xref> for a review). Moreover, neurophysiological studies have provided psychophysical evidence that these stimulus parameters, which are differentially processed in ScZ, modulate high-frequency activity. For example, increasing the contrast of visual stimuli enhances the frequency of the gamma-band rhythm in V1 (Ray and Maunsell, <xref ref-type="bibr" rid="B161">2010</xref>) and V2 (Roberts et al., <xref ref-type="bibr" rid="B165">2013</xref>). Similar findings have been observed for motion whereby static gratings are associated with lower peak frequencies than moving gratings (Gray et al., <xref ref-type="bibr" rid="B66">1990</xref>; Swettenham et al., <xref ref-type="bibr" rid="B196">2009</xref>; Muthukumaraswamy and Singh, <xref ref-type="bibr" rid="B144">2013</xref>; see Box <xref ref-type="boxed-text" rid="box02">2</xref>). Given these robust relationships, one option for future studies is to parametrically manipulate stimulus contrast and velocity and assess changes in high-frequency oscillations which could yield insights into the integrity of visual circuits in ScZ to support the occurrence and amplitude tuning of beta/gamma-band oscillations.</p>
<p>While such experiments are potentially important for probing dysfunctions in early visual regions, oscillatory dynamics are also crucially involved in mediating the influences of neuronal activity generated in anterior brain regions over the early stages of visual processing, such as during attention (Womelsdorf and Fries, <xref ref-type="bibr" rid="B234">2007</xref>). Of relevance, evidence supporting the facilitatory effects of attention processes, particularly spatial attention, on visually induced high-frequency oscillations constitutes an additional example of gain control whereby neuronal responses to stimuli at attended locations are increased relatively to non-attended locations (Hillyard et al., <xref ref-type="bibr" rid="B91">1998</xref>). This gain in neural response could be mediated through changes in the synchrony of inhibitory networks (Tiesinga et al., <xref ref-type="bibr" rid="B208">2004a</xref>,<xref ref-type="bibr" rid="B209">b</xref>).</p>
<p>Previous psychophysical research in ScZ has implicated deficits in the utilization of top-down mediated cues (Silverstein et al., <xref ref-type="bibr" rid="B182">1996</xref>) as well as dysfunctions in bottom-up driven processing in early visual pathways (Uhlhaas and Silverstein, <xref ref-type="bibr" rid="B219">2005</xref>; Butler et al., <xref ref-type="bibr" rid="B23">2007</xref>), suggesting that effects of attention on neural oscillations could be relevant in order to disentangle the contribution of feed-forward mediated vs. top-down processes toward visual deficits in ScZ. Recent studies from invasive electrophysiology (Fries et al., <xref ref-type="bibr" rid="B57">2001</xref>; Ray et al., <xref ref-type="bibr" rid="B162">2013</xref>) as well as from EEG/MEG (Wyart and Tallon-Baudry, <xref ref-type="bibr" rid="B235">2008</xref>) have demonstrated that attention can lead to an increase in both the amplitude as well as the frequency shift of gamma-band activity (Kahlbrock et al., <xref ref-type="bibr" rid="B104">2012</xref>; Koelewijn et al., <xref ref-type="bibr" rid="B113">2013</xref>). These effects occur in early visual areas (Koelewijn et al., <xref ref-type="bibr" rid="B113">2013</xref>) as well as at higher brain areas (Tallon-Baudry et al., <xref ref-type="bibr" rid="B203">2005</xref>) and are accompanied by changes in the coherence of oscillations between early and higher visual regions (Siegel et al., <xref ref-type="bibr" rid="B181">2008</xref>; Bosman et al., <xref ref-type="bibr" rid="B15">2012</xref>). Therefore, detailed probing of attention effects on high-frequency oscillations could potentially offer insights into the differential (e.g., anatomical and frequency-specific) contribution of both bottom-up and top-down processes toward visual processing abnormalities in ScZ.</p>
</sec>
<sec>
<title>Visual perception, high-frequency oscillations in ScZ and translational research</title>
<p>One important issue concerns the possibility of distinct roles of beta and gamma-band oscillations during visual processing. Recent research have highlighted that beta-band oscillations mediate mainly top down activity and hence are critically involved in the prediction of upcoming sensory events while gamma-band oscillations, at least in sensory cortices, are involved in feed-forward signalling (Buschman and Miller, <xref ref-type="bibr" rid="B21">2007</xref>; Arnal and Giraud, <xref ref-type="bibr" rid="B8">2012</xref>). This distinction is supported by the differential laminar expression of beta and gamma-band oscillations. <italic>In vitro</italic> and <italic>in vivo</italic> recordings show that gamma-band activity is prominently generated in superficial layers 2/3 of the cortex (Buffalo et al., <xref ref-type="bibr" rid="B19">2011</xref>), the main origin of feed- forward connections, and dependent upon fast, transient excitation of fast-spiking interneurons via metabotropic glutamate receptors (Whittington et al., <xref ref-type="bibr" rid="B233">1995</xref>). In contrast, beta oscillations are mainly found in infragranular layers, from which feed-back projections originate preferentially. Interestingly, the generation of beta-band oscillations can be independent from excitatory or inhibitory synaptic transmission (Roopun et al., <xref ref-type="bibr" rid="B168">2008</xref>). These observations provide potential hypotheses for future studies to investigate the differential contribution of beta/gamma-band oscillations during visual processing in ScZ. In particular, these investigations could be combined with the investigation of attention effects to address the potentially distinct roles of feed-forward vs. top-down mediated neuronal activity in perceptual dysfunctions in the disorder.</p>
<p>In addition to the modulation of beta/gamma-band power and synchrony, changes in the oscillatory peak-frequency may also be useful in establishing links between non-invasive EEG/MEG-measures and E/I-balance parameters (see Spencer et al., <xref ref-type="bibr" rid="B188">2004</xref>; Ferrarelli et al., <xref ref-type="bibr" rid="B46">2012</xref>). It is conceivable that the frequency at which a network oscillates may more closely mirror biophysical parameters of the underlying network. For example, the deactivation kinetics of different GABAergic receptors strongly impact on the generation of fast vs. slow GABAergic currents which in turn are an important parameters for the frequency of oscillations (Wang and Buzs&#x000E1;ki, <xref ref-type="bibr" rid="B228">1996</xref>). Additionally, the peak-frequency of visually induced gamma-band activity in MEG-data has been shown to be under close genetic control (van Pelt et al., <xref ref-type="bibr" rid="B223">2012</xref>), indicating that the frequency of gamma-band oscillations could be linked to genetically determined differences in channel-subunits.</p>
<p>Furthermore, mechanistic links between disturbed oscillations and visual perception in ScZ may also be established in combination with rhythmic stimulation through transcranial magnetic stimulation (TMS) and transcranial alternating current stimulation (tACS). Available evidence suggests that oscillatory brain processes can be entrained, enhanced or perturbed by means of external stimulation (Romei et al., <xref ref-type="bibr" rid="B167">2011</xref>; Thut et al., <xref ref-type="bibr" rid="B206">2011a</xref>,<xref ref-type="bibr" rid="B207">b</xref>; Antal and Paulus, <xref ref-type="bibr" rid="B6">2013</xref>), which raises the possibility of targeting specific oscillations frequencies in conjunction with visuo-perceptual processes in patients ScZ. The feasibility of using TMS, for example, to probe neural circuits in ScZ has been demonstrated in several recent studies (Ferrarelli et al., <xref ref-type="bibr" rid="B46">2012</xref>; Frantseva et al., <xref ref-type="bibr" rid="B52">2012</xref>).</p>
<p>Finally, future research should also consider the overlap in visually elicited high-frequency dysfunctions with related disorders, such as bipolar (BP) and autism spectrum disorders (ASDs). There is substantial evidence that ASDs are characterized by impairments in visual processing as well as deficits in high-frequency oscillations (Dakin and Frith, <xref ref-type="bibr" rid="B36">2005</xref>; Sun et al., <xref ref-type="bibr" rid="B195">2012</xref>). Similarly, there is evidence for impairments in bipolar disorder because auditory-steady state responses (O&#x00027;Donnell et al., <xref ref-type="bibr" rid="B149">2004</xref>) as well as long-range coherence (&#x000D6;zerdem et al., <xref ref-type="bibr" rid="B154">2010</xref>) at gamma-band frequencies are significantly impaired.</p>
<p>Given the substantial overlap in genes, cognitive deficits and clinical symptoms between different diagnostic categories, it also conceivable that neural oscillations can be used to assign patients into novel categories based on neural oscillations. Fingerprints of neuronal dynamics, such as alterations in the frequency, temporal precision, phase locking, and topology of neuronal oscillations, during visual processing provide a rich coding-space for the definition of discrete entities or taxon (Meehl, <xref ref-type="bibr" rid="B135">1992</xref>) within and also between diagnostic categories. As such, the close links between genes, neurobiology, and parameters (Figure <xref ref-type="fig" rid="F2">2</xref>) are perhaps well-suited to identify pathways mediated by risk genes.</p>
</sec>
<sec>
<title>Beta/gamma-band oscillations and low-frequency activity</title>
<p>While the current review focused on activity at beta/gamma-band frequencies, activity in lower frequencies ranges (e.g., delta, theta, alpha bands) may also be potential targets for understanding visual dysfunctions in ScZ. Existing evidence from EEG-studies suggests impaired amplitude and phase-locking during visual stimulation is not confined to beta/gamma-band frequencies (Haenschel et al., <xref ref-type="bibr" rid="B79">2010</xref>; Hamm et al., <xref ref-type="bibr" rid="B81">2012</xref>).</p>
<p>The alpha-band rhythm (8&#x02013;12 Hz) is particularly relevant for the understanding of visual perception as the alpha cycle modulates perceptual detection rates (Valera et al., <xref ref-type="bibr" rid="B221">1981</xref>; Dugu&#x000E9; et al., <xref ref-type="bibr" rid="B42">2011</xref>). Moreover, there is consistent evidence that oscillations in the alpha-band interact with the amplitude of gamma activity through cross-frequency coupling (Osipova et al., <xref ref-type="bibr" rid="B153">2008</xref>), raising the possibility that impairments in high-frequency activity could also result from an impaired hierarchical organization of oscillations.</p>
<p>In addition to cross-frequency interactions, there is growing consensus that lower-frequency rhythms also play an important role in coordinating sensory predictions within and between modalities (see Schroeder and Lakatos, <xref ref-type="bibr" rid="B176">2009</xref> for a review). Recent work by Lakatos et al. (<xref ref-type="bibr" rid="B122">2013</xref>) demonstrated that impaired sensory discrimination of auditory stimuli in ScZ-patients was correlated with a deficit in effectively entraining inter-trial delta phase-locking to anticipate relevant sensory processing, and a failure to suppress task-irrelevant activity. These findings highlight the potential relevance of sensory predictions for auditory processing impairments in ScZ. It remains to be investigated whether predictive mechanisms in the visual domain are similarly affected in ScZ.</p>
</sec>
<sec>
<title>Methodological implications</title>
<p>While it is possible that alterations in high-frequency oscillations during visual processing may reflect dysfunctions in specific variables involved in the generation of high-frequency activity, we cannot exclude the possibility that several non-specific factors, such as the impact of antipsychotic medication, chronic stress and the non-neuronal origin of certain EEG/MEG-signal components, contribute toward findings of impaired beta/gamma-band oscillations in ScZ patients. Accordingly, advances in analytic techniques and experimental designs are essential in order to allow clearer links between changes in high-frequencies oscillations and visuo-perceptual deficits in ScZ.</p>
<p>An approach to further identify such relationships is to employ single-trial analysis of EEG/MEG-data in combination with variation of stimulus parameters. At present, EEG/MEG-studies investigating high-frequency oscillations in ScZ have predominantly concentrated on differences in amplitude and peak-frequency values calculated across conditions or groups of participants. Given the substantial variability in behavioral and electrophysiological parameters both within and between groups, analysis of single-trial EEG/MEG-data analyses could potentially yield additional information as it allows a systematic mapping between brain activity and stimulus information as well as with indexes of behavioral variability (Pernet et al., <xref ref-type="bibr" rid="B156">2011</xref>).</p>
<p>Furthermore, high-frequency oscillations during visual stimulation are accompanied by several important sources of artifacts which can resemble neuronally generated gamma band oscillations, and thus make the interpretation of EEG/MEG-signals difficult. Specifically, induced gamma-band activity coincides with the maximal frequency of micro-saccades which elicit a saccadic spike potential (SSP). Seminal work by (Yuval-Greenberg et al., <xref ref-type="bibr" rid="B242">2008</xref>) highlighted that the SSP can mimic gamma oscillations in bandpass-filtered EEG signals if artifact-correction procedures are not adequately employed (Melloni et al., <xref ref-type="bibr" rid="B137">2009</xref>). The presence of SSP-related gamma-band activity has also been recently demonstrated in MEG-recordings (Carl et al., <xref ref-type="bibr" rid="B28">2012</xref>). Additionally, muscle artifacts can constitute another non-neuronal source of high-frequency activity that, if not carefully removed, can simulate power modulations in the gamma band range over visual regions (Whitham et al., <xref ref-type="bibr" rid="B232">2007</xref>; see also Hipp and Siegel, <xref ref-type="bibr" rid="B93">2013</xref>; Muthukumaraswamy, <xref ref-type="bibr" rid="B142">2013</xref> for recent reviews of these issues).</p>
<p>In addition to the contribution of eye-movement related artifacts toward high-frequency signals, a potentially important issue is also the relationship between neural oscillations, eye-movements, and visual dysfunctions. Abnormalities in the several eye-movement parameters such as smooth pursuit, fixation stability, scan-path, and fixation dispersal during free viewing are one of the more robust domains of impairments in ScZ-patients (e.g., Benson et al., <xref ref-type="bibr" rid="B13">2012</xref>). Moreover, recent findings suggest that patterns of saccades strongly modulate the occurrence of high-frequency oscillations in V1 (Bosman et al., <xref ref-type="bibr" rid="B16">2009</xref>) and that different oscillatory frequencies are involved in the organization of eye-movement patterns (Ito et al., <xref ref-type="bibr" rid="B98">2011</xref>). Indeed, disentangling the relationship between high-frequency oscillations, eye-movements, and visual processing dysfunctions will be an important albeit challenging area of research.</p>
</sec>
</sec>
<sec>
<title>Summary</title>
<p>The findings reviewed suggest a potential link between the occurrence of beta/gamma oscillations and the pronounced deficits in visual perception in ScZ. Evidence supporting such a relationship comes from EEG/MEG studies indicating reductions in synchrony and amplitude of beta/gamma-band oscillations during basic and complex visual stimuli as well through anatomical findings that highlight impaired structure and composition of visual circuits in the disorder. Importantly, given the known mechanisms involved in the genesis of high-frequency oscillations, the evidence and clinical importance of visual dysfunctions in ScZ, as well as the opportunity to measure high-frequency oscillations non-invasively, visually elicited high-frequency oscillations in ScZ are potentially suited for translational research.</p>
<sec>
<title>Conflict of interest statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</sec>
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