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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2025.1639838</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Anodal transcranial direct current stimulation does not alter GABA concentration or functional connectivity in the normal visual cortex</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Abuleil</surname>
<given-names>Dania</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Gorbet</surname>
<given-names>Diana</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>McCulloch</surname>
<given-names>Daphne L.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Cohan</surname>
<given-names>Remy</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Steeves</surname>
<given-names>Jennifer Evelyn Kate</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Bang</surname>
<given-names>Ji Won</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Chan</surname>
<given-names>Kevin C.</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Thompson</surname>
<given-names>Benjamin</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>School of Optometry and Vision Science, University of Waterloo</institution>, <addr-line>Waterloo, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Centre for Vision Research, York University</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>Spencer Center for Vision Research, Byers Eye Institute, Stanford University School of Medicine</institution>, <addr-line>Palo Alto, CA</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Centre for Eye and Vision Research, 17W Science Park</institution>, <addr-line>Hong Kong</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0004">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/437804/overview">Jiawei Zhou</ext-link>, Wenzhou Medical University, China</p>
</fn>
<fn fn-type="edited-by" id="fn0005">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/883908/overview">Sulaiman I. Abuhaiba</ext-link>, University of Coimbra, Portugal</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2054156/overview">Raul Castillo Astorga</ext-link>, University of Chile, Chile</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Dania Abuleil, <email>dania.abuleil@uwaterloo.ca</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>19</volume>
<elocation-id>1639838</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Abuleil, Gorbet, McCulloch, Cohan, Steeves, Bang, Chan and Thompson.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Abuleil, Gorbet, McCulloch, Cohan, Steeves, Bang, Chan and Thompson</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<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) and the copyright owner(s) 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>
<sec id="sec101">
<title>Introduction</title>
<p>Anodal direct current stimulation (a-tDCS) of the visual cortex is a potential rehabilitation tool for vision disorders such as amblyopia and macular degeneration. However, the underlying neural mechanisms are currently unknown. When applied to the human motor cortex, a-tDCS reduces the concentration of gamma-aminobutyric acid (GABA), an inhibitory neurotransmitter that modulates neuroplasticity. Our primary aim was to assess whether the same a-tDCS paradigm alters local GABA concentration when applied to the healthy primary visual cortex. We also measured the effect of a-tDCS on visual cortex resting-state connectivity and sought to replicate reported observations of an association between visual cortex GABA concentration and the dynamics of binocular rivalry.</p>
</sec>
<sec id="sec102">
<title>Methods</title>
<p>Fourteen participants with normal vision completed two brain imaging sessions at least 48 hours apart. In each session, binocular rivalry dynamics, primary visual cortex GABA and glutamate-glutamine (Glx) concentrations (via magnetic resonance spectroscopy (MRS)) and resting-state functional connectivity (via task-free fMRI) were measured at baseline. Real or sham a-tDCS (20 min, 2mA) was then applied to the visual cortex in a randomized sequence followed by a second set of MRS and fMRI measurements.</p>
</sec>
<sec id="sec103">
<title>Results</title>
<p>No between-session effects of a-tDCS on GABA or Glx concentration or resting-state functional connectivity were observed. A pre-planned within-session analysis revealed a significant increase in Glx following a-tDCS that did not withstand multiple comparisons correction. No consistent relationships between binocular rivalry dynamics and GABA concentration were apparent.</p>
</sec>
<sec id="sec104">
<title>Discussion</title>
<p>Together, our results suggest that a-tDCS effects on the visual cortex may differ from the GABA-associated mechanism in motor cortex.</p>
</sec>
</abstract>
<kwd-group>
<kwd>MRS</kwd>
<kwd>tDCS</kwd>
<kwd>binocular rivalry</kwd>
<kwd>GABA</kwd>
<kwd>Glx</kwd>
</kwd-group>
<contract-sponsor id="cn1">NSERC<named-content content-type="fundref-id">10.13039/501100000038</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="9"/>
<word-count count="7074"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Visual Neuroscience</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Anodal transcranial direct current stimulation (a-tDCS) is a non-invasive brain stimulation technique that involves delivery of a direct electrical current to targeted brain regions using head-mounted electrodes (<xref ref-type="bibr" rid="ref39">Nitsche and Paulus, 2000</xref>). When applied to the visual cortex of individuals with normal vision, a-tDCS can improve contrast sensitivity (<xref ref-type="bibr" rid="ref31">Kraft et al., 2010</xref>) and vernier acuity (<xref ref-type="bibr" rid="ref48">Reinhart et al., 2016</xref>), reduce crowding in peripheral vision (<xref ref-type="bibr" rid="ref17">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref47">Raveendran et al., 2020</xref>), and increase the amplitude of visually evoked potentials (<xref ref-type="bibr" rid="ref5">Antal et al., 2004</xref>; <xref ref-type="bibr" rid="ref10">Bello et al., 2023</xref>; <xref ref-type="bibr" rid="ref29">Kim et al., 2019</xref>). Enhanced visual perceptual learning has also been observed when training is combined with a-tDCS in typical individuals (<xref ref-type="bibr" rid="ref44">Pirulli et al., 2013</xref>) and in individuals with amblyopia (<xref ref-type="bibr" rid="ref54">Spiegel et al., 2013b</xref>). The potential of a-tDCS as a vision rehabilitation tool has also been explored (<xref ref-type="bibr" rid="ref40">Park and Thompson, 2024</xref>). A single session of visual cortex a-tDCS improves contrast sensitivity in adults with amblyopia (<xref ref-type="bibr" rid="ref20">Ding Z, et al., 2016</xref>), an effect that is accompanied by increased visual cortex excitability (<xref ref-type="bibr" rid="ref20">Ding Z, et al., 2016</xref>) and by equalization of the cortical response to inputs from the amblyopic and fellow eyes (<xref ref-type="bibr" rid="ref53">Spiegel et al., 2013a</xref>). Comparable results have been found using animal models of amblyopia (<xref ref-type="bibr" rid="ref14">Casta&#x00F1;o-Casta&#x00F1;o et al., 2017</xref>; <xref ref-type="bibr" rid="ref13">Casta&#x00F1;o-Casta&#x00F1;o et al., 2019a</xref>; <xref ref-type="bibr" rid="ref15">Casta&#x00F1;o-Casta&#x00F1;o et al., 2019b</xref>). Preliminary evidence indicates that a single session of visual cortex a-tDCS can reduce lateral inhibition (a phenomenon linked to crowding) at the preferred retinal locus in patients with macular degeneration (<xref ref-type="bibr" rid="ref46">Raveendran et al., 2021</xref>), and can differentially affect reading of English and Chinese characters in individuals with macular degeneration (<xref ref-type="bibr" rid="ref52">Silva et al., 2022</xref>). Single session a-tDCS also improves visual field sensitivity and increases visually evoked potential amplitude in patients with glaucoma (<xref ref-type="bibr" rid="ref34">Mei et al., 2024</xref>). Although the behavioral effects of visual cortex a-tDCS are well documented, the underlying neural mechanisms are not well understood. This contrasts with the use of a-tDCS to modulate motor cortex function. Reduced concentration of the inhibitory neurotransmitter gamma-aminobutyric acid (GABA) has been identified as a key mechanism through which motor cortex a-tDCS enhances cortical excitability and neuroplasticity (<xref ref-type="bibr" rid="ref7">Bachtiar et al., 2015</xref>; <xref ref-type="bibr" rid="ref30">Kim et al., 2014</xref>; <xref ref-type="bibr" rid="ref42">Patel et al., 2017</xref>, <xref ref-type="bibr" rid="ref41">2019</xref>). It is conceivable that a-tDCS exerts a similar effect when applied to the visual cortex. In animal studies, there is evidence that anodal and cathodal tDCS of the visual cortex alters cortical excitability measured using visually evoked potentials (VEPs), an effect that is linked to modulation of GABA and glutamate concentrations. In a recent study in cats, cathodal tDCS resulted in a decreased VEP amplitude in, interpreted as reduced neural activity related to changes in glutamate concentration (<xref ref-type="bibr" rid="ref62">Zhao et al., 2020</xref>). Anodal tDCS had the opposite effect. A recent systemic review and meta-analysis by <xref ref-type="bibr" rid="ref10">Bello et al. (2023)</xref> reported a significant effect of transcranial electrical stimulation on VEP amplitudes in healthy adult humans whereby anodal tDCS (<xref ref-type="bibr" rid="ref21">Ding F, et al., 2016</xref>; <xref ref-type="bibr" rid="ref22">Dong et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Lau et al., 2021</xref>) or transcranial alternating current stimulation (tACS; <xref ref-type="bibr" rid="ref38">Nakazono et al., 2020</xref>) enhanced VEP amplitude.</p>
<p>GABA is an important modulator of visual cortex neuroplasticity (<xref ref-type="bibr" rid="ref50">Sale, 2010</xref>; <xref ref-type="bibr" rid="ref58">Stryker and L&#x00F6;wel, 2018</xref>) and changes in GABA concentration could explain vision improvements in patient populations following visual cortex a-tDCS (<xref ref-type="bibr" rid="ref59">Thompson, 2021</xref>). Binocular rivalry dynamics may serve as an indirect measure of visual cortex GABA concentration. Binocular rivalry occurs when conflicting images are presented to each eye. The two images compete for perceptual dominance resulting in periods of complete suppression of one eye or the other (dominance) interspersed with periods of regional dominance of each eye (piecemeal) and fused (mixed) percepts. Higher concentrations of visual cortex GABA concentration have been associated with longer periods of dominance and pharmacological manipulations that increase GABA inhibition increase dominance durations (<xref ref-type="bibr" rid="ref36">Mentch et al., 2019</xref>; <xref ref-type="bibr" rid="ref45">Pitchaimuthu et al., 2017</xref>; <xref ref-type="bibr" rid="ref60">van Loon et al., 2013</xref>). Therefore, if visual cortex a-tDCS reduces GABA concentration, shorter periods of dominance during binocular rivalry would be expected after stimulation. However, we found no effect of a-tDCS on binocular rivalry dynamics (<xref ref-type="bibr" rid="ref1">Abuleil et al., 2021</xref>). This may have been because visual cortex a-tDCS does not influence GABA concentration or because binocular rivalry dynamics do not provide a reliable measure of visual cortex GABA concentration. Prior studies did not measure GABA directly or compare GABA concentrations with binocular rivalry dynamics following a-tDCS.</p>
<p>In this study, we investigated the mechanisms of visual cortex a-tDCS by directly measuring both GABA and glutamate-glutamine complex (Glx; an excitatory neurotransmitter) concentrations before and after stimulation using magnetic resonance spectroscopy. We also measured binocular rivalry dynamics at baseline to explore the reported association between visual cortex GABA concentration and rivalry dominance durations. Previous studies show that a-tDCS to motor areas can alter resting-state functional connectivity despite opposing effects (increased vs. decreased connectivity) across studies (<xref ref-type="bibr" rid="ref6">Antonenko et al., 2017</xref>; <xref ref-type="bibr" rid="ref7">Bachtiar et al., 2015</xref>). Based on these findings, resting-state functional connectivity was measured to assess whether visual cortex a-tDCS influences cortical networks. Our primary hypothesis was that real, but not sham, a-tDCS of the visual cortex would reduce visual cortex GABA concentration. Our secondary hypotheses were that binocular rivalry dominance durations would be positively associated with baseline visual cortex GABA concentration, and that real, but not sham, visual cortex a-tDCS would modulate resting-state functional connectivity within the visual cortex.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<sec id="sec3">
<title>Participants</title>
<p>Fourteen participants (mean age 27&#x202F;years; range 20&#x2013;39, 8 female) with normal or corrected-to-normal visual acuity (&#x003C; 0.1 logMAR) and stereoacuity (&#x2264; 40&#x202F;arc sec on The Fly Stereo Acuity Test&#x00AE;, Vision Assessment Corporation) took part in the study. Participants were screened for MRI and brain stimulation safety and eligibility. Exclusion criteria included neurological conditions and use of psychoactive drugs. Participants were instructed to avoid alcohol the day before the study and caffeine the day of the study. All participants provided written informed consent. The study was approved by the University of Waterloo and York University Offices of Research Ethics and conformed to the principles of the Declaration of Helsinki. The sample size was chosen based on previous studies of tDCS effects on motor cortex GABA concentration (<xref ref-type="bibr" rid="ref56">Stagg et al., 2009</xref>, <italic>n</italic>&#x202F;=&#x202F;16; <xref ref-type="bibr" rid="ref3">Allen et al., 2014</xref>, <italic>n</italic>&#x202F;=&#x202F;16).</p>
</sec>
<sec id="sec4">
<title>Study design</title>
<p>Following a within-subjects study design, participants completed two visits: one for active stimulation and one for sham stimulation. The order of visits was randomized. Each visit consisted of a binocular rivalry psychophysical task, a 40-min MRS and fMRI scan, 20-min of visual cortex a-tDCS stimulation (active or sham), and finally another 40-min MRS and fMRI scan (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Rivalry data were collected first outside the MRI room. Participants were then prepared for the MRI and given an eye mask to cover their eyes and given approximately 6&#x202F;min to dark adapt while the scanner was prepared. No behavioral task was included during the MRI due to technical limitations in our scanning environment, as well as attempting to replicate previous studies which did not include a behavioral task (<xref ref-type="bibr" rid="ref30">Kim et al., 2014</xref>). Following the baseline scan, participants were guided to the room outside the scanner where a-tDCS was performed while participants kept their eyes closed. Finally, participants were guided back to the MRI suite for post stimulation scanning. Visits were a minimum of 48&#x202F;h apart to ensure any lasting effects of stimulation were diminished.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Experimental protocol. Participants took part in one active and one sham a-tDCS visits that were separated by at least 48&#x202F;h. A-tDCS, anodal transcranial direct current stimulation; MRS, magnetic resonance spectroscopy; rsfMRI, resting-state functional magnetic resonance imaging.</p>
</caption>
<graphic xlink:href="fnins-19-1639838-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart depicting a sequence: "Binocular Rivalry" leads to "Pre a-tDCS MRI (MRS, rsfMRI)", followed by "a-tDCS", then "Post a-tDCS MRI (MRS, rsfMRI)". Arrows indicate process flow.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec5">
<title>Binocular rivalry</title>
<p>A binocular rivalry task was performed at the start of each visit using a CRT monitor to display two orthogonally oriented (45/135&#x00B0;) black and white gratings with a spatial frequency of 0.5&#x202F;cycles per degree (cpd) within a circular field subtending 6.1&#x00B0; of visual angle on a mean luminance matched gray background as previously reported (<xref ref-type="bibr" rid="ref1000">Abuleil et al., 2020</xref>). Participants viewed the gratings dichoptically through a mirror stereoscope while sitting 75&#x202F;cm away from the monitor. Participants reported their perception (45&#x00B0;, 135&#x00B0;, or piecemeal/mixed) using a keyboard. The total duration of each percept and the rate of alternation from one percept to another were analyzed.</p>
</sec>
<sec id="sec6">
<title>Transcranial direct current stimulation</title>
<p>Active anodal transcranial direct current stimulation (a-tDCS) and sham stimulation were delivered using a NeuroConn DC-Stimulator MC-8. The 5&#x00D7;7 cm electrodes were covered in a saline-soaked sponge and secured on the head with a head mount. The International 10&#x2013;20 system was used for electrode placement. Both conditions (active and sham) involved placing the anodal electrode over Oz (approximately 2&#x202F;cm above the inion) and the cathodal electrode over Cz. In the active condition, participants received 20&#x202F;min of 2&#x202F;mA stimulation in addition to a 30-s ramp up and 30-s ramp down period (<xref ref-type="bibr" rid="ref17">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="ref47">Raveendran et al., 2020</xref>; <xref ref-type="bibr" rid="ref49">Rushmore et al., 2013</xref>). The sham condition consisted only of the 30-s ramp up and 30-s ramp down periods.</p>
</sec>
<sec id="sec7">
<title>MRI acquisition</title>
<p>A 3-Tesla Siemens Magnetom&#x00AE; Tim Trio magnetic resonance scanner equipped with a 32-channel high-resolution brain array coil was used to acquire anatomical, spectroscopic, and resting-state fMRI data. Soft padding was placed around the participant&#x2019;s head to minimize movement. Imaging data were acquired at rest and participants were instructed to keep their eyes closed throughout the scans. The sequence of spectroscopy and resting-state scans was counter-balanced across participants.</p>
<p>First, a three-dimensional T1-weighted magnetization prepared rapid gradient echo imaging (MPRAGE) sequence was used to acquire an anatomical volume [192 &#x00D7; 1.0&#x202F;mm sagittal slices; in-plane resolution&#x202F;=&#x202F;1&#x202F;mm<sup>2</sup>; repetition time (TR)/echo time (TE)&#x202F;=&#x202F;2300/2.26&#x202F;ms; flip angle&#x202F;=&#x202F;8&#x00B0;; field-of-view (FoV)&#x202F;=&#x202F;256&#x202F;mm; acquisition time&#x202F;=&#x202F;5.21&#x202F;min].</p>
<p>For proton (<sup>1</sup>H) magnetic resonance spectroscopy (MRS), a 2.5 &#x00D7; 2.5 &#x00D7; 2.5&#x202F;cm voxel-of- interest (VOI) was placed over the primary visual cortex (V1). The VOI was centered on the calcarine sulcus and positioned to avoid non-brain tissue such as cerebrospinal fluid and the sagittal sinus. The Mescher-Garwood point-resolved spectroscopy (MEGA-PRESS) technique (<xref ref-type="bibr" rid="ref37">Mescher et al., 1998</xref>) was used to record <sup>1</sup>H MR GABA-edited spectra (TR/TE&#x202F;=&#x202F;3000/68&#x202F;ms; spectral bandwidth&#x202F;=&#x202F;1,500&#x202F;Hz; 2048 data points with water suppression yielding 32 averages; acquisition time&#x202F;=&#x202F;~3:37). The acquisition was repeated 4 times for a total of 128 averages. Siemens standard and manual shimming were performed prior to each acquisition (details found in <xref ref-type="bibr" rid="ref57">Stoby et al., 2022</xref>). The acquisition of ON and OFF edited spectra results in peaks affected by the editing pulses with GABA at approximately 3.02&#x202F;ppm and Glx (glutamate and glutamine) at 3.80&#x202F;ppm. This allows for the separation of GABA from creatine (Cr), an amino acid with a peak at 3.0&#x202F;ppm. A water reference was acquired (1 average; acquisition time&#x202F;=&#x202F;30&#x202F;s).</p>
<p>Resting-state fMRI data were acquired using whole-brain multi-echo echo-planar imaging with a T2&#x002A;-weighted sequence (43 contiguous axial slices; in-plane resolution&#x202F;=&#x202F;3.4 &#x00D7; 3.4&#x202F;mm<sup>2</sup>; slice thickness&#x202F;=&#x202F;3.0&#x202F;mm; imaging matrix&#x202F;=&#x202F;64; TR&#x202F;=&#x202F;3,000&#x202F;ms; TE&#x202F;=&#x202F;14.00&#x202F;ms, 30.08&#x202F;ms, 46.16&#x202F;ms; flip angle&#x202F;=&#x202F;83&#x00B0;; FoV&#x202F;=&#x202F;216&#x202F;mm; volumes&#x202F;=&#x202F;205; acquisition time&#x202F;=&#x202F;10&#x202F;min 15&#x202F;s).</p>
</sec>
<sec id="sec8">
<title>MRI analysis</title>
<p><italic>Magnetic Resonance Spectroscopy:</italic> The Matlab based tool Gannet version 3.0 was used for analysis (<xref ref-type="bibr" rid="ref24">Edden et al., 2014</xref>). Standard processing was performed for each acquisition, including frequency and phase correction, fast Fourier transformation and Gaussian model fitting of the GABA and Glx peaks to improve SNR and filter spectra. The total concentrations of GABA and Glx were estimated as the areas under the curve for GABA and Glx calculated using the GannetFit function. The GannetCoRegister function was used to register the chosen VOI to the anatomical image, using the program SPM8 (Statistical Parametric Mapping, Wellcome Centre for Human Neuroimaging, London, UK).<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> GannetSegment performed segmentation of the anatomical images, and determined the relative amounts of gray matter, white matter, and CSF within the voxel, which allowed for the estimation of a CSF-corrected GABA and Glx concentration using SPM8. Lastly, GannetQuantify provided a tissue-corrected (relaxation- and alpha-corrected, voxel-average normalized) estimate of GABA and Glx concentrations. All concentrations were provided in institutional units (i.u.) relative to water. The standard deviation of the residual is used to determine the fit error of the model for each spectrum. All fit errors were &#x003C;10%.</p>
<p><italic>Resting-State Functional Connectivity:</italic> Resting-state functional MRI data were run through a series of preprocessing steps to minimize noise using multi-echo independent component analysis (ME-ICA) (<xref ref-type="bibr" rid="ref32">Kundu et al., 2013</xref>) in Analysis of Functional Neuro Images toolbox (AFNI).<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref> A high-pass filter was applied to remove temporal frequencies less than 3&#x202F;cycles/run, as well as a linear trend filter to remove scanner-related signal drift. Acquisition details can be found in our previous publication (<xref ref-type="bibr" rid="ref57">Stoby et al., 2022</xref>). One participant&#x2019;s data were discarded as they could not be processed reliably for technical reasons including excessive movement during scans.</p>
<p>MRI data were automatically parcellated into functional networks for each individual subject using Group Prior Individual Parcellation (GPIP) analysis (<xref ref-type="bibr" rid="ref18">Chong et al., 2017</xref>). First, T1 images were parcellated using the recon-all function in Freesurfer (v6.0.1).<xref ref-type="fn" rid="fn0003"><sup>3</sup></xref> Functional data were then transformed to the surface space using trilinear volume-to-surface interpolation (mri_vol2surf). Matlab was used to normalize each resting-state imaging run to a mean of 0 and a standard deviation of 1. Within GPIP, the data were initialized using the 200-parcel 7-Network Schaefer atlas (<xref ref-type="bibr" rid="ref51">Schaefer et al., 2018</xref>; <xref ref-type="fig" rid="fig2">Figure 2</xref>). The program then optimized the parcel boundary using each subject&#x2019;s resting-state functional images which were then visually inspected. Twenty iterations were performed through GPIP with increasingly refined resting-state network parcellations and the quality of GPIP parcellations was assessed by calculating homogeneity for each iteration. Homogeneity was calculated as the mean correlation coefficient of all pairs of vertices within each parcel averaged over all parcels in the brain for each subject to verify that these values increased over iterations and then plateaued in value prior to the final GPIP iteration. The mean time-series was calculated for each GPIP parcel included in the analysis. Pairwise Fisher Z values were calculated for all parcels included in the analysis.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Brain regions chosen for voxel analysis of resting-state functional connectivity using Schaefer Atlas parcellation (<xref ref-type="bibr" rid="ref51">Schaefer et al., 2018</xref>) in the right <bold>(A)</bold> and left; <bold>(B)</bold> medial hemisphere along the calcarine fissure. Colors are arbitrary.</p>
</caption>
<graphic xlink:href="fnins-19-1639838-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Illustration of brain hemispheres labeled A and B. A: Right medial hemisphere with highlighted regions in yellow and orange. B: Left medial hemisphere with highlighted regions in red and orange.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec9">
<title>Statistical analysis</title>
<p>The effect of a-tDCS on GABA concentration was assessed using a repeated measures ANOVA with factors of Condition (active vs. sham) and Time (pre vs. post). Pre-planned paired-sample t-tests were performed to assess the pre-post differences in the active and sham conditions separately. The same analysis was conducted on the Glx concentration data to test for a-tDCS effects. Pearson correlation coefficients were used to assess the relationships among binocular rivalry dynamics (alternation rate and mixed percept duration) and concentrations of GABA and Glx at baseline. The effect of a-tDCS on functional connectivity was assessed using repeated measures ANOVAs with factors of Condition and Time performed on the Fisher Z values on the average of V1 visual network connectivity along the calcarine fissure.</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<title>Results</title>
<p>The results of mean visual cortex GABA and Glx concentrations pre- and post- real or sham a-tDCS are shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. There was no interaction between Condition and Time for either GABA or Glx (<xref ref-type="fig" rid="fig3">Figure 3</xref>), although GLx concentration was higher for the sham Condition (main effect, F<sub>12</sub>&#x202F;=&#x202F;5.732, <italic>p</italic>&#x202F;=&#x202F;0.034). Pre-planned paired sample t-tests revealed a significant increase in Glx following active a-tDCS (t<sub>12</sub>&#x202F;=&#x202F;2.24, <italic>p</italic>&#x202F;=&#x202F;0.045) that did not withstand multiple comparisons correction. No other pairwise comparisons was significant.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Pre and post GABA <bold>(A)</bold> and Glx <bold>(B)</bold> concentrations in the visual cortex for both active and sham conditions. <italic>N</italic>&#x202F;=&#x202F;13. Error bars&#x202F;=&#x202F;SEM.</p>
</caption>
<graphic xlink:href="fnins-19-1639838-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Bar graphs labeled A and B compare GABA and Glx concentrations in i.u. between Active and Sham conditions, before (grey), after active treatment (red), and after sham treatment (blue). Panel A shows GABA concentrations around 3 i.u., and panel B shows Glx concentrations ranging from 7 to 9 i.u. Error bars indicate variability.</alt-text>
</graphic>
</fig>
<p>There was no interaction between Condition and Time for Fischer Z values of functional connectivity for the visual networks (<italic>p</italic>&#x202F;=&#x202F;0.275).</p>
<p>Associations among GABA or Glx concentrations, binocular rivalry metrics, and visual cortex functional connectivity are shown in <xref ref-type="table" rid="tab1">Table 1</xref>. We did not correct for multiple comparisons but rather assessed whether any correlation occurred at baseline for both the active and sham a-tDCS sessions to evaluate whether such a correlation was replicated across sessions. Binocular rivalry alternation rates were not correlated with GABA or Glx concentrations. There was a positive correlation between baseline visual cortex Glx concentrations and time spent viewing mixed percept in the active baseline condition (<italic>p</italic>&#x202F;=&#x202F;0.46; <xref ref-type="fig" rid="fig4">Figure 4</xref>), but this was not replicated in the baseline condition prior to sham stimulation and therefore may have been a type 1 error. We found opposite correlations between binocular rivalry alternation rates and baseline visual cortex functional connectivity for the two conditions. There were no interactions between baseline GABA or Glx concentration and baseline visual cortex functional connectivity (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Associations among GABA or Glx concentrations, binocular rivalry metrics, and visual cortex functional connectivity for active and sham conditions before stimulation at baseline.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Baseline session</th>
<th align="left" valign="top">Correlation</th>
<th align="center" valign="top">Pearson&#x2019;s r</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="8">Active</td>
<td align="left" valign="top">GABA &#x002A; Alternation Rates</td>
<td align="center" valign="top">0.221</td>
<td align="center" valign="top">0.469</td>
</tr>
<tr>
<td align="left" valign="top">GABA &#x002A; Time Spent in Mixed Percept</td>
<td align="center" valign="top">0.386</td>
<td align="center" valign="top">0.193</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Alternation Rates</td>
<td align="center" valign="top">0.033</td>
<td align="center" valign="top">0.914</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Time Spent in Mixed Percept</td>
<td align="center" valign="top">0.561</td>
<td align="center" valign="top">0.046 &#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">GABA &#x002A; Visual Connectivity</td>
<td align="center" valign="top">&#x2212;0.074</td>
<td align="center" valign="top">0.809</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Visual Connectivity</td>
<td align="center" valign="top">0.487</td>
<td align="center" valign="top">0.091</td>
</tr>
<tr>
<td align="left" valign="top">Alternation Rates &#x002A; Visual Connectivity</td>
<td align="center" valign="top">&#x2212;0.605</td>
<td align="center" valign="top">0.029 &#x002A;</td>
</tr>
<tr>
<td align="left" valign="top">Time Spent in Mixed Percept &#x002A; Visual Connectivity</td>
<td align="center" valign="top">&#x2212;0.039</td>
<td align="center" valign="top">0.899</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="8">Sham</td>
<td align="left" valign="top">GABA &#x002A; Alternation Rates</td>
<td align="center" valign="top">&#x2212;0.007</td>
<td align="center" valign="top">0.981</td>
</tr>
<tr>
<td align="left" valign="top">GABA &#x002A; Time Spent in Mixed Percept</td>
<td align="center" valign="top">&#x2212;0.160</td>
<td align="center" valign="top">0.602</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Alternation Rates</td>
<td align="center" valign="top">&#x2212;0.360</td>
<td align="center" valign="top">0.226</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Time Spent in Mixed Percept</td>
<td align="center" valign="top">&#x2212;0.118</td>
<td align="center" valign="top">0.702</td>
</tr>
<tr>
<td align="left" valign="top">GABA &#x002A; Visual connectivity</td>
<td align="center" valign="top">0.027</td>
<td align="center" valign="top">0.930</td>
</tr>
<tr>
<td align="left" valign="top">Glx &#x002A; Visual connectivity</td>
<td align="center" valign="top">0.088</td>
<td align="center" valign="top">0.774</td>
</tr>
<tr>
<td align="left" valign="top">Alternation Rates &#x002A; Visual Connectivity</td>
<td align="center" valign="top">0.553</td>
<td align="center" valign="top">0.050</td>
</tr>
<tr>
<td align="left" valign="top">Time Spent in Mixed Percept &#x002A; Visual Connectivity</td>
<td align="center" valign="top">&#x2212;0.100</td>
<td align="center" valign="top">0.744</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Correlation plots for active and sham conditions alternations rates <bold>(A,C)</bold> and time spent viewing mixed percept <bold>(B,D)</bold> with GABA concentration, Glx concentration, and visual connectivity.</p>
</caption>
<graphic xlink:href="fnins-19-1639838-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Scatter plots showing relationships between neurotransmitter concentrations and visual connectivity against alternation rate and time in mixed percept. Panel A and B, labeled "Active," show positive and neutral correlations for GABA and Glx concentrations, and a negative correlation for visual connectivity against alternation rate and time. Panel C and D, labeled "Sham," present primarily negative or neutral correlations for GABA, Glx concentrations, and visual connectivity. Each column represents a different condition, with varying degrees of correlation visible through trend lines and data points.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="discussion" id="sec11">
<title>Discussion</title>
<p>We did not observe an effect of visual cortex a-tDCS on GABA concentration. This result contrasts with reports of reduced GABA concentration following motor cortex a-tDCS using similar experimental designs and sample sizes. Therefore, a-tDCS may have a different mechanism of action when delivered to the visual versus motor cortex. This is consistent with <xref ref-type="bibr" rid="ref16">Castrillon et al. (2020)</xref> who found that repetitive transcranial magnetic stimulation&#x2014;a different form of non-invasive brain stimulation &#x2013; decreased inhibition in the frontal cortex, but increased inhibition in the occipital cortex. The current results are also consistent with our previous observation that visual cortex a-tDCS had no influence binocular rivalry dynamics (<xref ref-type="bibr" rid="ref1">Abuleil et al., 2021</xref>).</p>
<p>Although the Glx concentration post active a-tDCS did not differ from post sham a-tDCS, pre-planned paired samples t-tests revealed a significant increase in Glx following active but not sham a-tDCS. It is possible that our study was underpowered to detect the interaction between Condition and Time, particularly as we found higher values for Glx prior to sham treatment compared with those prior to active treatment, which can only be attributed to random variation. Further investigation is indicated to substantiate an increase in visual cortex Glx concentration following active a-tDCS; such an effect would be consistent with increased visual cortex excitability following a-tDCS (<xref ref-type="bibr" rid="ref20">Ding Z, et al., 2016</xref>).</p>
<p>In contrast to studies of other cortical areas, we found no effect of a-tDCS on resting-state functional connectivity in the visual cortex. Studies have showed increased functional connectivity following anodal tDCS to the motor cortex (<xref ref-type="bibr" rid="ref4">Amadi et al., 2015</xref>; <xref ref-type="bibr" rid="ref7">Bachtiar et al., 2015</xref>; <xref ref-type="bibr" rid="ref55">Stagg et al., 2014</xref>) as well as the inferior frontal gyrus (<xref ref-type="bibr" rid="ref35">Meinzer et al., 2012</xref>). One study of the sensorimotor network demonstrated a decrease in resting-state functional coupling following a-tDCS compared to the sham condition (<xref ref-type="bibr" rid="ref6">Antonenko et al., 2017</xref>). A-tDCS may act differently when applied to the visual cortex (<xref ref-type="bibr" rid="ref19">Cohan et al., 2023</xref>).</p>
<p>We did not replicate the association between visual cortex GABA concentration and binocular rivalry dynamics that has previously been reported (<xref ref-type="bibr" rid="ref36">Mentch et al., 2019</xref>; <xref ref-type="bibr" rid="ref60">van Loon et al., 2013</xref>). The relationship between GABA and visual perception is likely to be complex. For example, another study also failed to replicate the association between visual cortex GABA concentration and binocular rivalry dynamics in young adults, but the effect emerged when data from older and young adults were combined. Further, cortical GABA concentrations and binocular rivalry dynamics vary considerably from day to day both across and within participants, with influential factors such as alcohol intake (<xref ref-type="bibr" rid="ref23">Donnelly and Miller, 1995</xref>), caffeine intake (<xref ref-type="bibr" rid="ref28">George, 1936</xref>), menstrual cycle fluctuations (<xref ref-type="bibr" rid="ref25">Epperson et al., 2005</xref>), and certain medications (<xref ref-type="bibr" rid="ref61">Vetencourt et al., 2008</xref>). Nonetheless, we controlled for many of these factors except menstrual cycle with our inclusion criteria (e.g., use of psychoactive drugs) and provided instructions to participants (e.g., avoid alcohol the night before and caffeine the day of scanning). However, we could not objectively assess these potential confounds for the relationship between visual cortex GABA concentration and binocular rivalry dynamics.</p>
<p>It is important to note the limitations of this study. Although our results were non-significant, a true null effect cannot be confirmed with a small sample size, and further investigation is required. Recent evidence points to the variability of tDCS effects across participants and patients (<xref ref-type="bibr" rid="ref27">Falcone et al., 2018</xref>) highlighting the potential importance of larger sample sizes. The interaction between condition and time was not significant, but a trend for an increase in glutamate concentration following real anodal tDCS may inform future studies. Additionally, the baseline measures for active and sham conditions were significantly different. There is no clear explanation for this aside from random variation. Our study also did not include electroencephalography (EEG) which some studies have used to assess the effects of tDCS (<xref ref-type="bibr" rid="ref20">Ding Z, et al., 2016</xref>; <xref ref-type="bibr" rid="ref22">Dong et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Lau et al., 2021</xref>; <xref ref-type="bibr" rid="ref38">Nakazono et al., 2020</xref>). This was due to physical limitations of the MRI space we used. The lack of VEP recordings limits our conclusions and analysis of the results.</p>
<p>Some studies of tDCS effects on the visual cortex have incorporated task-related neurophysiological measures to explore a more direct link between neural activity and visual perception and to assess active visual network engagement (<xref ref-type="bibr" rid="ref2">Ahn et al., 2023</xref>; <xref ref-type="bibr" rid="ref12">Callan et al., 2016</xref>; <xref ref-type="bibr" rid="ref53">Spiegel et al., 2013a</xref>). <xref ref-type="bibr" rid="ref2">Ahn et al. (2023)</xref> recently found that visual cortex a-tDCS increases the blood-oxygenation-level-dependent (BOLD) responses to dynamic visual patterns measured with fMRI. This highlights that task related neural activity is required to reveal certain visual cortex tDCS effects. In our study design, which focussed primarily on MRS measures, we aimed to replicate previous studies that did not include fMRI-tasks (<xref ref-type="bibr" rid="ref30">Kim et al., 2014</xref>). However, the lack of an active task may have meant that we missed tDCS effects that are only evident when observing task-related neural activity within the visual cortex. Further exploration of this possibility is required. A recent systematic review has provided an overview of how to best combine tdcs and fMRI, and the benefits of doing so (<xref ref-type="bibr" rid="ref26">Esmaeilpour et al., 2020</xref>), which include using fMRI for functional localization of visual areas or other areas of interest, as well as quantifying factors that have been found to predict tDCS responsiveness across patients.</p>
<p>It is possible that a-tDCS simply does not affect the visual cortex (<xref ref-type="bibr" rid="ref11">Br&#x00FC;ckner and Kammer, 2016</xref>) since neither GABA concentration nor functional connectivity were modulated. However, visual cortex a-tDCS has been associated with behavioral changes such as modified visual perceptual learning (<xref ref-type="bibr" rid="ref43">Peters et al., 2013</xref>), improved contrast sensitivity (<xref ref-type="bibr" rid="ref9">Behrens et al., 2017</xref>; <xref ref-type="bibr" rid="ref20">Ding Z, et al., 2016</xref>; <xref ref-type="bibr" rid="ref31">Kraft et al., 2010</xref>; <xref ref-type="bibr" rid="ref53">Spiegel et al., 2013a</xref>), enhanced perception and memory of faces and objects (<xref ref-type="bibr" rid="ref8">Barbieri et al., 2016</xref>), and enhanced recovery of stereopsis in adults with amblyopia (<xref ref-type="bibr" rid="ref54">Spiegel et al., 2013b</xref>). In addition, a recent meta-analysis identified reliable effects of visual cortex non-invasive brain stimulation on crowding and contrast sensitivity (<xref ref-type="bibr" rid="ref10">Bello et al., 2023</xref>). Further exploration is required to identify the mechanisms underlying these effects.</p>
</sec>
<sec sec-type="conclusions" id="sec12">
<title>Conclusion</title>
<p>Visual cortex a-tDCS did not alter GABA concentration or resting-state functional connectivity. There was preliminary evidence of an increase in Glx following active a-tDCS. Mounting evidence implies that visual cortex compared to motor cortex is differentially affected by simulation (<xref ref-type="bibr" rid="ref19">Cohan et al., 2023</xref>; <xref ref-type="bibr" rid="ref57">Stoby et al., 2022</xref>). Our results also suggest that visual cortex a-tDCS may have a different mechanism of action than motor cortex a-tDCS.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec13">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec14">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Office of Research Ethics, University of Waterloo. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec15">
<title>Author contributions</title>
<p>DA: Formal analysis, Methodology, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. DG: Formal analysis, Methodology, Software, Writing &#x2013; review &#x0026; editing. DM: Methodology, Supervision, Writing &#x2013; review &#x0026; editing. RC: Writing &#x2013; review &#x0026; editing, Data curation, Formal analysis. JEKS: Conceptualization, Funding acquisition, Methodology, Supervision, Writing &#x2013; review &#x0026; editing. JB: Data curation, Formal analysis, Software, Writing &#x2013; review &#x0026; editing. KC: Software, Writing &#x2013; review &#x0026; editing. BT: Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec16">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research was funded by NSERC Grants RPIN-05394 and RGPAS-477166.</p>
</sec>
<sec sec-type="COI-statement" id="sec17">
<title>Conflict of interest</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 sec-type="ai-statement" id="sec18">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
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<sec sec-type="disclaimer" id="sec19">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec16a">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnins.2025.1639838/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnins.2025.1639838/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="http://www.fil.ion.ucl.ac.uk/spm" ext-link-type="uri">http://www.fil.ion.ucl.ac.uk/spm</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="http://afni.nimh.nih.gov/afni" ext-link-type="uri">http://afni.nimh.nih.gov/afni</ext-link></p></fn>
<fn id="fn0003"><p><sup>3</sup><ext-link xlink:href="http://surfer.nmr.mgh.harvard.edu/" ext-link-type="uri">http://surfer.nmr.mgh.harvard.edu/</ext-link></p></fn>
</fn-group>
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