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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neuroanat.</journal-id>
<journal-title>Frontiers in Neuroanatomy</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neuroanat.</abbrev-journal-title>
<issn pub-type="epub">1662-5129</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnana.2024.1348032</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Methods</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Unambiguous identification of asymmetric and symmetric synapses using volume electron microscopy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Cano-Astorga</surname> <given-names>Nicol&#x00E1;s</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><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><xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes"><name><surname>Plaza-Alonso</surname> <given-names>Sergio</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author"><name><surname>Turegano-Lopez</surname> <given-names>Marta</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Rodrigo-Rodr&#x00ED;guez</surname> <given-names>Jos&#x00E9;</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Merchan-Perez</surname> <given-names>Angel</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>DeFelipe</surname> <given-names>Javier</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Laboratorio Cajal de Circuitos Corticales, Centro de Tecnolog&#x00ED;a Biom&#x00E9;dica, Universidad Polit&#x00E9;cnica de Madrid</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>Instituto Cajal, Consejo Superior de Investigaciones Cient&#x00ED;ficas (CSIC)</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<aff id="aff3"><sup>3</sup><institution>PhD Program in Neuroscience, Autonoma de Madrid University-Cajal Institute</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<aff id="aff4"><sup>4</sup><institution>Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<aff id="aff5"><sup>5</sup><institution>Departamento de Arquitectura y Tecnolog&#x00ED;a de Sistemas Inform&#x00E1;ticos, Universidad Polit&#x00E9;cnica de Madrid</institution>, <addr-line>Madrid</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Basilis Zikopoulos, Boston University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Linnaea Ostroff, University of Connecticut, United States</p>
<p>Maria Medalla, Boston University, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Javier DeFelipe, <email>defelipe@cajal.csic.es</email></corresp>
<fn fn-type="equal" id="fn0001">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>18</volume>
<elocation-id>1348032</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Cano-Astorga, Plaza-Alonso, Turegano-Lopez, Rodrigo-Rodr&#x00ED;guez, Merchan-Perez and DeFelipe.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Cano-Astorga, Plaza-Alonso, Turegano-Lopez, Rodrigo-Rodr&#x00ED;guez, Merchan-Perez and DeFelipe</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>
<p>The brain contains thousands of millions of synapses, exhibiting diverse structural, molecular, and functional characteristics. However, synapses can be classified into two primary morphological types: Gray&#x2019;s type I and type II, corresponding to Colonnier&#x2019;s asymmetric (AS) and symmetric (SS) synapses, respectively. AS and SS have a thick and thin postsynaptic density, respectively. In the cerebral cortex, since most AS are excitatory (glutamatergic), and SS are inhibitory (GABAergic), determining the distribution, size, density, and proportion of the two major cortical types of synapses is critical, not only to better understand synaptic organization in terms of connectivity, but also from a functional perspective. However, several technical challenges complicate the study of synapses. Potassium ferrocyanide has been utilized in recent volume electron microscope studies to enhance electron density in cellular membranes. However, identifying synaptic junctions, especially SS, becomes more challenging as the postsynaptic densities become thinner with increasing concentrations of potassium ferrocyanide. Here we describe a protocol employing Focused Ion Beam Milling and Scanning Electron Microscopy for studying brain tissue. The focus is on the unequivocal identification of AS and SS types. To validate SS observed using this protocol as GABAergic, experiments with immunocytochemistry for the vesicular GABA transporter were conducted on fixed mouse brain tissue sections. This material was processed with different concentrations of potassium ferrocyanide, aiming to determine its optimal concentration. We demonstrate that using a low concentration of potassium ferrocyanide (0.1%) improves membrane visualization while allowing unequivocal identification of synapses as AS or SS.</p>
</abstract>
<kwd-group>
<kwd>cerebral cortex</kwd>
<kwd>3D-electron microscopy</kwd>
<kwd>FIB-SEM</kwd>
<kwd>excitatory and inhibitory synapses</kwd>
<kwd>potassium ferrocyanide</kwd>
<kwd>ultrastructure</kwd>
<kwd>VGAT</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="81"/>
<page-count count="14"/>
<word-count count="8829"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuroscience</meta-value>
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</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Cortical synapses exhibit a wide range of structural, molecular, and functional characteristics. Nevertheless, they can be classified into two primary morphological types: Gray&#x2019;s type I and type II (<xref ref-type="bibr" rid="ref23">Gray, 1959</xref>), corresponding to Colonnier&#x2019;s asymmetric (AS) and symmetric (SS) synapses, respectively (<xref ref-type="bibr" rid="ref12">Colonnier, 1968</xref>). The most noticeable distinction lies in the postsynaptic density: AS have a thick postsynaptic density, while SS have a thin postsynaptic density. In general, regarding all synapses in the neuropil of the cerebral cortex, AS outnumber SS approximately 95:5 (see <xref ref-type="bibr" rid="ref1">Alonso-Nanclares et al., 2023</xref>, and <xref ref-type="bibr" rid="ref9">Cano-Astorga et al., 2023</xref>, and the references therein). Importantly, it has been demonstrated that, in the cerebral cortex, most AS are excitatory (glutamatergic), while SS are inhibitory (GABAergic) (<xref ref-type="bibr" rid="ref12">Colonnier, 1968</xref>; <xref ref-type="bibr" rid="ref24">Gray, 1969</xref>; <xref ref-type="bibr" rid="ref56">Peters and Kaiserman-Abramof, 1969</xref>; <xref ref-type="bibr" rid="ref32">Houser et al., 1984</xref>; <xref ref-type="bibr" rid="ref57">Peters and Palay, 1996</xref>; <xref ref-type="bibr" rid="ref2">Ascoli et al., 2008</xref>). Additionally, the size of synapses is correlated with various functional aspects, including the probability of neurotransmitter release, synaptic strength, efficacy, the number of postsynaptic receptors, and plasticity (e.g., see <xref ref-type="bibr" rid="ref64">Santuy et al., 2018a</xref>, and <xref ref-type="bibr" rid="ref10">Chindemi et al., 2022</xref>, and references therein). Therefore, determining the distribution, size, density and proportion of the two major cortical types of synapses is of vital importance, not only for a better understanding of synaptic organization in terms of connectivity but also from a functional perspective. However, there are several technical challenges that complicate the study of synapses when conventional electron microscopy methods &#x2014;which provide only 2D image data&#x2014; are used. For instance, in individual sections, the synaptic cleft and the densities in the pre-and postsynaptic membranes appear blurred in a significant proportion of synaptic junctions, ranging from 40 to 60%. As previously discussed in <xref ref-type="bibr" rid="ref16">DeFelipe et al. (1999)</xref>, this is because in these single section cases, the planes of section are not passing at right angles to the synaptic junctions, with the extreme case being the <italic>en face</italic> view (plane of section parallel to the plane of the synaptic junction). Furthermore, SS are the most challenging type to identify, as AS may resemble SS in certain planes of section. Nevertheless, through the examination of the same synapse using serial sections, numerous studies have successfully distinguished these junctional complexes as either AS or SS types (e.g., <xref ref-type="bibr" rid="ref50">Merch&#x00E1;n-P&#x00E9;rez et al., 2009</xref>, and references contained therein). The challenge lies in obtaining long series of thin sections to distinguish between AS and SS and accurately estimate their density. As a result, various stereological methods have been developed over the years to estimate synapse density and the proportion of AS and SS (<xref ref-type="bibr" rid="ref16">DeFelipe et al., 1999</xref>). Fortunately, the recent introduction of automated volume electron microscopy methods has proven to be a valuable and efficient approach for identifying synapses in three dimensions, becoming the gold standard technique for this purpose for this task (<xref ref-type="bibr" rid="ref50">Merch&#x00E1;n-P&#x00E9;rez et al., 2009</xref>).</p>
<p>Another crucial factor to consider is the proper preservation of synaptic membranes, a prerequisite for effectively distinguishing between AS and SS based on their morphological differences. Various protocols for brain perfusion have been employed over the years to achieve this preservation. Importantly, the primary fixative used does not override the main feature utilized for distinguishing between AS and SS, which is the thickness of electron-dense labeling in the postsynaptic density (PSD). Various heavy metals have long been employed for post-fixation and positive staining of biological materials in electron microscopy (<xref ref-type="bibr" rid="ref25">Hall et al., 1945</xref>; <xref ref-type="bibr" rid="ref21">Gibbons and Bradfield, 1956</xref>; <xref ref-type="bibr" rid="ref74">Watson, 1958</xref>; <xref ref-type="bibr" rid="ref61">Reynolds, 1963</xref>). Among them, osmium tetroxide (OsO<sub>4</sub>) plays a key role in the fixation of lipids, proteins, lipoproteins, nucleic acids and carbohydrates, and acts as a bridge to allow the precipitation of contrasting agents such as additional osmium, uranyl or lead (<xref ref-type="bibr" rid="ref30">Hayat and Giaquinta, 1970</xref>). Later, the introduction of potassium ferrocyanide (potassium hexacyanoferrate (II); K4[Fe(CN)6]; <xref ref-type="bibr" rid="ref38">Karnovsky, 1971</xref>; <xref ref-type="bibr" rid="ref75">White et al., 1979</xref>; <xref ref-type="bibr" rid="ref44">McDonald, 1984</xref>) or potassium ferricyanide (potassium ferricyanide (III); K3[Fe(CN)6]; <xref ref-type="bibr" rid="ref62">Rivlin and Raymond, 1987</xref>) in combination with osmium tetroxide was used to enhance the visualization of cellular membranes, as well as certain aspects of cell morphology. Furthermore, it has been reported that the use of either reagent in combination with osmium tetroxide work equally well (<xref ref-type="bibr" rid="ref62">Rivlin and Raymond, 1987</xref>), increasing the quality of electron microscopy images. However, it should be noted that the use of potassium ferrocyanide or ferricyanide is not necessary for the morphological identification of synapses (see, for example, <xref ref-type="bibr" rid="ref58">Peters et al., 1991</xref>).</p>
<p>Here, we describe a protocol for the preparation of brain tissue fixed with paraformaldehyde to be studied with Focused Ion Beam Milling and Scanning Electron Microscopy (FIB-SEM). This technology was chosen because it enables automated serial sectioning of large volumes of tissue, without any mechanical interaction with the sample (e.g., see <xref ref-type="bibr" rid="ref40">Knott et al., 2008</xref>; <xref ref-type="bibr" rid="ref50">Merch&#x00E1;n-P&#x00E9;rez et al., 2009</xref>; <xref ref-type="bibr" rid="ref69">Titze and Genoud, 2016</xref>; <xref ref-type="bibr" rid="ref41">Kubota et al., 2018</xref>; <xref ref-type="bibr" rid="ref63">Rollenhagen et al., 2020</xref>). In this study, we describe in detail the brain tissue preparation for electron microscopy, the FIB-SEM serial imaging procedure, and the identification and segmentation of synapses. We focus on the unambiguous identification of AS and SS, based on morphological criteria. In a prior study, we conducted pre-embedding immunocytochemical labeling of the vesicular GABA transporter (VGAT) in fixed sections of mouse brain tissue. Subsequently, we used FIB-SEM to image cortical regions with VGAT-positive puncta, identifying synapses based on VGAT-positive boutons and unlabeled terminals. This material was prepared without potassium ferrocyanide, and the AS and SS were clearly identified and distinguished from one another (<xref ref-type="bibr" rid="ref70">Tur&#x00E9;gano-L&#x00F3;pez et al., 2021</xref>). However, volume electron microscopy studies have commonly employed potassium ferrocyanide (<xref ref-type="bibr" rid="ref28">Harris and Stevens, 1988</xref>, <xref ref-type="bibr" rid="ref29">1989</xref>; <xref ref-type="bibr" rid="ref26">Harris et al., 1992</xref>, <xref ref-type="bibr" rid="ref27">2015</xref>; <xref ref-type="bibr" rid="ref48">Medalla et al., 2007</xref>; <xref ref-type="bibr" rid="ref34">Hua et al., 2015</xref>) or potassium ferricyanide (<xref ref-type="bibr" rid="ref68">Tapia et al., 2012</xref>). These compounds facilitate the reconstruction of cellular processes and the automatic segmentation of electron microscope images. To confirm that the SS observed with our FIB-SEM protocol (which includes potassium ferrocyanide) were indeed GABAergic, we conducted a series of experiments with different concentrations of potassium ferrocyanide, aiming to determine the optimal concentration.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Equipment</title>
<p>The main equipment used to set up the technique was as follows: Vibratome (Leica VT 1200S); Variable Wattage Microwave (PELCO BioWave Pro 36,500&#x2013;230); Ultramicrotome (Leica EM UC6); Diamond Knive (Diatome Histo #5961); Sputter Coater (Quorum Emitech SC7620); and Focused Ion Beam &#x2013; Scanning Electron Microscope (FIB-SEM; Zeiss, CrossBeam 540).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Solutions</title>
<p>0.1&#x2009;M phosphate buffer solution (PB): the solution contains 2.65&#x2009;g of sodium di-hydrogen phosphate 1-hydrate (PanReac #131965) and 14&#x2009;g of di-potassium hydrogen phosphate (PanReac #121512) in 1&#x2009;L of distilled H2O; pH 7.4.</p>
<p>Perfusion fixation solution: 4% paraformaldehyde (PFA; Electron Microscopy Sciences #15714-S) in PB. The solution must be prepared just before use in a fume hood.</p>
<p>First postfixation solution: 4% PFA in PB. Prepare just before use in a fume hood.</p>
<p>Sectioning solution: 10% sucrose (PanReac #57501) in PB.</p>
<p>Cryoprotection solution: 30% sucrose in PB.</p>
<p>Preincubation solution: 3% bovine serum albumin (BSA; Sigma #A4503-50G) in PB.</p>
<p>Primary antibody solution: rabbit anti-Vesicular GABA Transporter Antibody (VGAT; Synaptic Systems #131003; 1:2000) and 3% BSA in PB.</p>
<p>Positive control of primary antibody solution: rabbit anti-parvoalbumin (PV; ABCAM #AB11427; 1:1000) and 3% BSA in PB.</p>
<p>Secondary antibody solution: biotinylated goat anti-rabbit IgG antibody (Vector Laboratories #BA-1000; 1:200) and 3% BSA in PB.</p>
<p>Avidin-Biotin Complex (ABC)-based detection method: the solution contains 0.008% reagent A (Avidin; ABC Elite) and 0.008% reagent B (biotinylated HRP, ABC Elite) from the ABC kit (Vector Laboratories #PK-6100) in PB. Prepare 30&#x2009;min before use.</p>
<p>Preincubation solution of 3,3&#x2032;-Diaminobenzidine (DAB): 0.05% DAB (Sigma #D5905) in PB. Prepare immediately before use in a fume hood and protect from light. Filter with a syringe filter (Acrodisc 0.2&#x2009;&#x03BC;m, #4612) before use.</p>
<p>Incubation solution of DAB: immediately before use, add 0.01% hydrogen peroxide (H2O2; Merck # 1.07209.1000) to the DAB solution described above and mix well.</p>
<p>Second postfixation solution: freshly prepared 4% PFA, 0.2% glutaraldehyde (GA; TAAB #G002), and 0.003% calcium chloride (CaCl2; Sigma #C-2661) in 0.1&#x2009;M cacodylate buffer (Sigma #C0250). Prepare in a fume hood.</p>
<p>Microwave postfixation solution: freshly prepared 2% PFA, 2.5% GA, and 0.003% CaCl2 in 0.1&#x2009;M cacodylate buffer. Prepare in a fume hood.</p>
<p>First osmium solution &#x2014; prepared with or without potassium ferrocyanide: 1% OsO4 (Sigma #O5500), 0, 0.1% or 1% potassium ferrocyanide (Probus #23345) and 0.003% CaCl2 in 0.1&#x2009;M cacodylate buffer. Always handle osmium and potassium ferrocyanide in a fume hood, with protective glasses and double gloves.</p>
<p>Second osmium solution: 1% OsO4 and 0.003% CaCl2 in 0.1&#x2009;M cacodylate buffer. Always handle osmium in a fume hood, with protective glasses and double gloves.</p>
<p>Uranyl acetate solution for en bloc staining: the solution contains 1% uranyl acetate (Electron Microscopy Sciences #22400) in 50, 70, 90 and 100% ethanol. Filter with a syringe filter (Acrodisc 0.2&#x2009;&#x03BC;m, #4612).</p>
<p>Silver paint (Electron Microscopy Sciences, #12630).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Animals, perfusion fixation, and vibratome sectioning</title>
<p>We used four adult female mice (C57BL/6, 8&#x2009;weeks old) for the technique outlined in this study. Two of these mice were utilized to assess various concentrations of potassium ferrocyanide, with one mouse assigned to each condition. The remaining two mice were dedicated to VGAT validation &#x2014; one with potassium ferrocyanide (0.1%) and the other without potassium ferrocyanide. All animal handling procedures were conducted in accordance with the guidelines for animal research outlined in the European Community Directive 2010/63/EU, and all procedures were approved by the Local Ethics Committee of the Spanish National Research Council (CSIC).</p>
<p>To begin the procedure, anesthetize the animals with an intraperitoneal injection of pentobarbital (40&#x2009;mg/kg) and then intracardially perfuse with 100&#x2009;mL of freshly prepared fixation solution (4% PFA in 0.1&#x2009;M&#x2009;PB). Postfix the brains for 6 to 16&#x2009;h (overnight) in the postfixation solution (4% PFA in 0.1&#x2009;M&#x2009;PB). Then, cut the brains into sections (150&#x2009;&#x03BC;m thick) using a vibratome and collect them in a sectioning solution (sucrose 10%, in 0.1&#x2009;M&#x2009;PB) in 24-well flat-bottom plates.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Postfixation and osmication</title>
<p>This part of the procedure was carried out as follows: (1). Postfix the sections for 48&#x2009;h at 4&#x00B0;C in the second postfixation solution (4% PFA, 0.2% GA and 0.003% CaCl2 in 0.1&#x2009;M cacodylate buffer). (2) Wash the sections (three times, 10&#x2009;min each) in 0.1&#x2009;M cacodylate buffer. (3) Perform microwave postfixation by placing the sections in the microwave postfixation solution (2% PFA, 2.5% GA, and 0.003% CaCl2 in 0.1&#x2009;M cacodylate buffer) for 1&#x2009;min at 50&#x00B0;C using the variable wattage microwave at 150&#x2009;W power. Carefully add the fixative using a plastic Pasteur pipette without agitating the sections to prevent curling or folding. This step should be conducted in a fume hood. (4) Wash the sections three times in 0.1&#x2009;M cacodylate buffer, 10&#x2009;min each wash. (5) Osmicate the sections for 1&#x2009;h in the first osmium solution in a fume hood. Slowly add and remove the osmium solution using a plastic Pasteur pipette to avoid folding or breaking the sections. Note that during osmication, sections become brittle and should be handled with care, using a small spatula or weighing spoon. (6) Wash the sections three times in 0.1&#x2009;M cacodylate buffer, 10&#x2009;min each wash. (7) Osmicate the sections again for 1&#x2009;h with the second osmium solution in a fume hood.</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Dehydration, en bloc staining and embedding</title>
<p>Using a variable wattage microwave at 50&#x00B0;C, 250&#x2009;W power, dehydrate the sections in a series of uranyl acetate solutions, starting with 50% ethanol and continue with a solution of 1% uranyl acetate in increasing ethanol concentrations (50&#x2013;70%-90&#x2013;100%), finishing with absolute ethanol and clear three times in acetone (40&#x2009;s each step). Embed the sections in Araldite, with a variable wattage microwave (under vacuum conditions at 70&#x00B0;C, 350&#x2009;W power, 3&#x2009;min each step), as follows: solution of 1 part Araldite, 1 part acetone &#x2014; followed by a solution of 4 parts Araldite and 1 part acetone and finishing with a 3-step embedding with pure Araldite. Store the sections embedded in pure Araldite at 4&#x00B0;C for 8&#x2013;16&#x2009;h (overnight).</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Flat-embedding and re-sectioning</title>
<p>Temper the sections for 30&#x2009;min at room temperature. Change the Araldite to a freshly prepared mixture and leave the sections to rest for three to 4&#x2009;h. Flat-embed each section by placing them between two silicone coater slides covered with a transparent film for 48&#x2009;h at 60&#x00B0;C. To ensure that the flat-embedding is homogenous, distribute small weights over the slide.</p>
<p>Once the resin has cured, the flat-embedded sections must be examined and photographed under an optical microscope to select the region of interest. Then, trim and glue the region of interest (in this case: the primary somatosensory cortex) with cyanoacrylate onto a blank Araldite block. Use a microtome and a diamond knife to obtain serial semithin sections, until reaching the tissue. Photograph the surface of the block to establish landmarks (such as blood vessels or other morphological features), which will later be used to precisely locate the area to be imaged with the FIB-SEM.</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Focused ion beam milling and scanning electron microscopy imaging</title>
<p>Once the region of interest has been selected in the Araldite block, mount it on an SEM specimen stub with a conductive carbon sticker (Electron Microscopy Sciences, #77825&#x2013;09). To prevent charge build-up, the block must be covered with silver paint, except for the top surface. It is important not to cover or spill silver droplets on the upper surface of the block where the specimen is located. Conversely, the base of the block must be carefully painted to ensure electrical continuity between the Araldite block and the specimen stub. Allow the paint to dry for at least 24&#x2009;h in a vacuum desiccator. Charge dissipation from the upper surface of the block is achieved by gold&#x2013;palladium sputter-coating for 60&#x2009;s. Carbon, gold alone, or other metals are also suitable for sputter coating, but care must be taken not to cover the specimen with a layer that is too thick as this might obscure surface details.</p>
<p>The surface of the block is then photographed with the SEM using the secondary electron detector. The landmarks in the section that were previously identified with the optical microscope (mainly small blood vessels) are also visible with the SEM, so the region of interest can be precisely located. A viewing trench is then excavated with the FIB using a 7&#x2009;nA milling current, to provide visual access to the region that we plan to image. The front face of this trench must be located close enough to the target to allow its identification. The ion beam and the electron beam can be used simultaneously, so it is possible to monitor the progression of the trench as it is being excavated. As soon as we have identified our target, milling of the viewing trench is stopped. We then use a smaller FIB current (700 pA) to progressively mill the front face of the trench in steps of 20&#x2009;nm. During each milling step, we remove 20&#x2009;nm of material with the FIB, and then use the SEM to take a microphotograph of the freshly milled surface. In our equipment, the angle between the SEM and the FIB is 54&#x00B0;, so the angle of incidence of the SEM on the surface to be imaged is 36&#x00B0;, rather than perpendicular. The resulting perspective deformation is automatically corrected by the microscope software during acquisition (SmartSEM 6.02; Carl Zeiss Microscopy Ltd.), so no distortion is present in the final images.</p>
<p>Since the milling/imaging cycle can be fully automated, serial images of the target are obtained. We routinely use a milling step of 20&#x2009;nm (equivalent to section thickness) and a resolution in the X-Y plane of 5&#x2009;nm/pixel, so the actual voxel size is 5&#x2009;nm&#x2009;&#x00D7;&#x2009;5&#x2009;nm&#x2009;&#x00D7;&#x2009;20&#x2009;nm (<xref ref-type="bibr" rid="ref50">Merch&#x00E1;n-P&#x00E9;rez et al., 2009</xref>). Other resolutions and milling steps can also be used, depending on the particular imaging needs, and the length of the series of sections can be selected according to the researcher&#x2019;s needs.</p>
<p>Some drift may occur during the acquisition of the FIB-SEM image series. In this case, further alignment (registration) is required. For the registration process, programs such as FIJI, a distribution of ImageJ with preinstalled plugins for microscopy (<xref ref-type="bibr" rid="ref002">Schindelin et al., 2012</xref>), can be used. We recommend setting a &#x201C;rigid&#x201D; registration protocol, with translation only allowed for the alignment, as this avoids deformation and rotation of individual images. The aligned stack of images is then visualized in EspINA software (<xref ref-type="bibr" rid="ref53">Morales et al., 2011</xref>), which allows synaptic identification and segmentation through the original plane of section or the other two orthogonal planes (EspINA Interactive Neuron Analyzer, 2.9.12; <ext-link xlink:href="https://cajalbbp.csic.es/espina-2" ext-link-type="uri">https://cajalbbp.csic.es/espina-2</ext-link>).</p>
<p>A synapse is recognized according to well-established criteria (e.g., see <xref ref-type="bibr" rid="ref13">Colonnier, 1981</xref>; <xref ref-type="bibr" rid="ref58">Peters et al., 1991</xref>; <xref ref-type="bibr" rid="ref57">Peters and Palay, 1996</xref>). The identification process involves confirming the presence of specific elements, including densities on the cytoplasmic faces in the pre-and postsynaptic membranes; synaptic vesicles in the presynaptic axon terminal adjacent to the presynaptic density; and a synaptic cleft. Generally, three types of structural units are employed for synapse identification (see <xref ref-type="bibr" rid="ref43">Mayhew, 1996</xref>, for a review): terminal boutons, total apposition zones, and synaptic membrane densities. In this study, we primarily use synaptic membrane densities for synapse counting, especially when accompanied by synaptic vesicles near the presynaptic density, irrespective of the angle of section through which the synaptic junctions are viewed (i.e., whether a synaptic cleft is evident or not). Moreover, the identification of synapses relies on examining all serial sections where each individual synapse is visible. Additionally, utilizing EspINA software, the 3D course of the axons can be followed within stacks of sections to confirm the nature (AS or SS) of the synapses established in all their synaptic contacts.</p>
</sec>
<sec id="sec10">
<label>2.8</label>
<title>Pre-embedding immunohistochemistry</title>
<p>We conducted pre-embedding immunocytochemical labeling of VGAT in fixed brain tissue sections and subsequently processed the tissue for FIB/SEM, as described above, with the following modifications to investigate the synaptic contacts established by VGAT-positive boutons. After vibratome sectioning, 150&#x2009;&#x03BC;m-thick sections are cryoprotected using sucrose 30% in 0.1&#x2009;M&#x2009;PB overnight. Permeabilize sections using liquid nitrogen. Place two to three brain sections in 5&#x2009;mL Eppendorf tubes. Then, remove the remaining sucrose solution and ensure that the sections are distributed along the Eppendorf tube surface, clearly separated and stretched. Immerse the Eppendorf tubes in the liquid nitrogen solution for 2 or 3&#x2009;s. Immediately after the cryopermeabilization, store the Eppendorf tubes at 4&#x00B0;C. The sections must have a white, opaque appearance. Once the sections return to their usual transparent appearance, slowly add 0.1&#x2009;M&#x2009;PB (4&#x00B0;C) to the Eppendorf tube and store again at 4&#x00B0;C.</p>
<p>Carefully place the permeabilized section in 24-well flat-bottom plates filled with 0.1&#x2009;M&#x2009;PB. Wash the sections (three times, 10&#x2009;min each) in 0.1&#x2009;M&#x2009;PB, under agitation. Then, pre-incubate the sections with the preincubation solution (3% BSA, in 0.1&#x2009;M&#x2009;PB) for 2&#x2009;h under agitation at room temperature. Incubate with the primary antibody incubation solution (rabbit anti-Vesicular GABA Transporter Antibody, in 3% BSA - 500&#x2009;&#x03BC;L/section) for 48&#x2009;h under agitation at 4&#x00B0;C. A positive control is recommended to exclude any possible miscoupling during the antibody reaction.</p>
<p>Allow the sections to temper for 10&#x2013;15&#x2009;min at room temperature. Wash the sections (three times, 10&#x2009;min each) with 3% BSA, in 0.1&#x2009;M&#x2009;PB. Incubate the sections with the secondary biotinylated antibody solution (biotinylated goat anti-rabbit IgG antibody, in 3% BSA), for 2&#x2009;h under agitation at room temperature. Wash the sections (three times, 10&#x2009;min each) with 0.1&#x2009;M&#x2009;PB. Incubate the sections with the Avidin-Biotin Complex (ABC)-based detection kit to amplify the secondary antibody signal, for 1&#x2009;h under agitation at room temperature. Wash three times in 0.1&#x2009;M&#x2009;PB at room temperature, 10&#x2009;min each time. In a fume hood, pre-incubate the sections in DAB solution without H2O2, protected from light. Next, incubate in DAB solution with H2O2 for 1&#x2009;min. The sections will change to a brown, whiskey-like appearance, so visually monitor the color of the sections until the precipitate has reached the desired intensity. This can also be checked using an optical microscope. Stop the reaction by washing the sections three times (10&#x2009;min each) in 0.1&#x2009;M&#x2009;PB. Once the immunostaining is checked, follow the processing procedure for electron microscopy: postfixation and osmication are performed as described above, but adding 7% glucose (Merck #1.08337.0250 in the first and second osmium solutions to avoid excessive darkening of the sections). The first osmium solution contains 0.1% potassium ferrocyanide. Dehydration, en bloc staining and embedding are performed as described above.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Identification of As and SS synapses using FIB/SEM on unlabeled brain tissue</title>
<p>To assess the impact of different concentrations of potassium ferrocyanide on the appearance of synaptic junctions, we conducted the study on layers II and III. A detailed examination of 201 slices (covering a total volume of 361.68&#x2009;&#x03BC;m<sup>3</sup>) from an image stack treated with a concentration of 1% potassium ferrocyanide revealed excellent EM image quality, primarily due to clearly thickened membranes. However, identifying SS proved challenging as their thin PSD exhibited a thickness similar to the surrounding non-synaptic membranes. In the case of AS, they remained visible, but their PSD appeared thinner compared to the thicker surrounding membranes (<xref ref-type="fig" rid="fig1">Figure 1</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Figures S2.1A, S2.2A, S2.3A, S2.4A</xref>). Consequently, we explored lower concentrations of potassium ferrocyanide. We examined 299 slices (covering a total volume of 538.02&#x2009;&#x03BC;m<sup>3</sup>) from an image stack treated with a concentration of 0.1% potassium ferrocyanide. As illustrated in <xref ref-type="fig" rid="fig2">Figure 2</xref> (see also <xref ref-type="supplementary-material" rid="SM2">Supplementary Figures S2.1B, S2.2B, S2.3B, S2.4B</xref>), at a concentration of 0.1%, the quality of the EM images remained excellent, and AS and SS could be clearly distinguished through serial sections. In this image stack, we unambiguously identified 88 SS and 836 AS.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Images obtained by FIB/SEM showing the neuropil of the somatosensory cortex of mice. The sample was treated with 1% potassium ferrocyanide and not permeabilized with liquid nitrogen. <bold>(A)</bold> Low-magnification FIB/SEM image from a stack to illustrate the good quality of the EM image. <bold>(B&#x2013;I)</bold> Various examples of synapses on different dendritic spines, which typically establish AS. However, in this material, AS are challenging to identify because the postsynaptic densities are relatively thin. Scale bar (in <bold>I</bold>) indicates 468&#x2009;nm for <bold>(A)</bold>, and 315&#x2009;nm for <bold>(B&#x2013;I)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Images obtained by FIB/SEM showing the neuropil of the somatosensory cortex of mice. The sample was treated with 0.1% potassium ferrocyanide and not permeabilized with liquid nitrogen. In <bold>(A)</bold>, an example of a low-magnification FIB/SEM image from a stack highlights AS and SS synapses with green and red arrowheads, respectively. <bold>(B&#x2013;I)</bold> Various serial sections at higher magnification of the same SS (red arrow). <bold>(J&#x2013;M)</bold> Various serial sections of the same AS (green arrow) from the image stack. The section number is indicated in the top right-hand corner of each image. Scale bar (in <bold>M</bold>) indicates 468&#x2009;nm for <bold>(A)</bold>, and 315&#x2009;nm for <bold>(B&#x2013;M)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g002.tif"/>
</fig>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>VGAT pre-embedding immunocytochemistry</title>
<p>Next, brain sections that were labeled for VGAT and processed for EM using 0.1% potassium ferrocyanide were imaged using FIB-SEM to examine the morphology of the synaptic junctions established by VGAT-positive boutons &#x2014; and to compare with the morphology of the synapses of unlabeled axon terminals. As has been shown previously (e.g., <xref ref-type="bibr" rid="ref67">Takayama and Inoue, 2010</xref>), VGAT immunoreactivity was distributed across all layers of the mouse primary somatosensory cortex, where numerous stained puncta were scattered in the neuropil (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1A</xref>). In layers II to VI, especially in layer V, positive puncta were distributed both in the neuropil and around unlabeled somata and their proximal processes (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1B</xref>).</p>
<p>We conducted FIB/SEM analyses in the region that exhibited strong VGAT-immunoreactivity using correlative light-electron microscopy methods. A viewer trench was excavated with the FIB (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1C</xref>) to image the tissue within the penetration zone of the immunostaining. In this zone, VGAT-positive axon terminals filled with dark immunostained vesicles can be visualized (<xref ref-type="fig" rid="fig3">Figure 3</xref>). The intensity of the staining in these terminals decreases as the distance to the surface of the section increases (<xref ref-type="fig" rid="fig3">Figure 3B</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>VGAT-positive axon terminals in a single SEM image from tissue treated with 0.1% potassium ferrocyanide and permeabilized with liquid nitrogen. <bold>(A)</bold> A viewer trench was excavated using FIB milling on the surface of a brain section. The asterisks indicate the interface between the embedding medium (Araldite) and the brain tissue. <bold>(B)</bold> Higher magnification of the boxed area in <bold>A</bold>, showing the neuropil. Axon terminals 1 and 2 establish synapses with a cell body that becomes more apparent through the serial sections (see <xref ref-type="fig" rid="fig5">Figure 5</xref>). The red arrow indicates a VGAT-positive terminal forming an SS (magnified in <bold>C</bold>), AT indicates another VGAT-positive terminal (magnified in <bold>D</bold>), and double asterisks indicate neuropil magnified in <bold>E</bold>. <bold>(C)</bold> Higher magnification of the VGAT-positive terminal forming an SS (red arrow), and the VGAT-positive terminal (1) forming an SS with the cell somata in further serial sections shown in <bold>B</bold>. <bold>(D)</bold> Example of a VGAT-positive terminal in which the intensity of the staining decreases as the distance to the surface of the section increases. <bold>(E)</bold> Example of a VGAT-negative terminal forming an AS. Scale bar (in <bold>E</bold>) indicates 5&#x2009;&#x03BC;m for <bold>(A)</bold>, 800&#x2009;nm for <bold>(B)</bold> and 370&#x2009;nm for <bold>(C&#x2013;E)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g003.tif"/>
</fig>
<p>These VGAT-positive terminals established SS, while VGAT-negative axon terminals established AS (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>AS <bold>(A)</bold> and SS <bold>(B)</bold> identification from FIB/SEM images in VGAT-immunostained tissue permeabilized with liquid nitrogen and treated with 0.1% potassium ferrocyanide. Sequence of FIB-SEM serial images of an AS <bold>(C&#x2013;J)</bold> and an SS <bold>(K&#x2013;R)</bold>. Numbers on the top right of each panel indicate the number of each section from the stack of FIB/SEM images. Synapse classification was performed based on the thickness of the PSD and the VGAT-positive labeling of the presynaptic terminal through the examination of full sequences of serial images. Green arrows indicate the beginning <bold>(C)</bold> and the end <bold>(J)</bold> of the AS. Red arrows indicate the beginning <bold>(K)</bold> and the end <bold>(R)</bold> of the SS. Note the VGAT-positive presynaptic staining on the SS. Scale bar (in <bold>R</bold>) indicates 250&#x2009;nm for <bold>(A,B)</bold>, and 500&#x2009;nm for <bold>(C&#x2013;R)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g004.tif"/>
</fig>
<p>Further verification of the morphology of synaptic contacts made by VGAT-positive boutons in the neuropil was obtained by examining the perisomatic innervation of pyramidal cells by VGAT-immunoreactive axon terminals, where it is known that only SS are established (<xref ref-type="bibr" rid="ref001">DeFelipe and Fari&#x00F1;as, 1992</xref>). As shown in <xref ref-type="fig" rid="fig5">Figure 5</xref>, these perisomatic axon terminals clearly established SS, as expected, and were identical to those found in the neuropil (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Identification of SS on neuronal soma from FIB/SEM images in VGAT-immunostained tissue permeabilized with liquid nitrogen and treated with 0.1% potassium ferrocyanide. White asterisk indicates the neuronal soma. <bold>(B&#x2013;I)</bold> sequence of FIB-SEM serial images of an SS established on the neuronal soma. Numbers on the top right of each panel indicate the number of each section from the stack of FIB/SEM images. Red arrows indicate the beginning <bold>(B)</bold> and the end <bold>(I)</bold> of the SS. Scale bar (in <bold>I</bold>) indicates 520&#x2009;nm for <bold>(A)</bold>, and 500&#x2009;nm for <bold>(B&#x2013;I)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g005.tif"/>
</fig>
<p>We analyzed 266 serial images in the neuropil within the penetration zone of immunostaining, corresponding to 4,184&#x2009;&#x03BC;m<sup>3</sup>, and identified 265 AS and 23 SS. All SS (8% of total synapses) were formed by VGAT-positive terminals, while all AS (92%) were established by VGAT-negative terminals (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Identification and segmentation of synapses. <bold>(A&#x2013;D)</bold> Screenshots of the EspINA software user interface. <bold>(A)</bold> In the main window, the sections are viewed through the xy plane (as obtained by FIB/SEM microscopy). The other two orthogonal planes, yz and xz, are also shown in adjacent windows (on the right). <bold>(B)</bold> 3D view showing the three orthogonal planes and the 3D reconstruction of AS (green) and SS (red) segmented synaptic junctions. <bold>(C)</bold> 3D reconstructed synaptic junctions of both AS and SS, displayed using the same colors as in <bold>B</bold>. <bold>(D)</bold> 3D reconstructed synaptic junctions of SS. Scale bar (in <bold>D</bold>) indicates 2&#x2009;&#x03BC;m for <bold>(B&#x2013;D)</bold>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g006.tif"/>
</fig>
<p>This aligns with the findings of <xref ref-type="bibr" rid="ref70">Tur&#x00E9;gano-L&#x00F3;pez et al. (2021)</xref>, who studied VGAT-positive boutons using FIB/SEM without the use of potassium ferrocyanide. As depicted in <xref ref-type="fig" rid="fig7">Figure 7</xref>, the morphology of the synaptic junctions formed by VGAT-positive boutons in this material (without potassium ferrocyanide) is similar to those observed in brain sections using 0.1% potassium ferrocyanide (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Therefore, it is recommended to use the latter concentration of potassium ferrocyanide, i.e., 0.1%.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>AS <bold>(A)</bold> and SS <bold>(B)</bold> identification from FIB/SEM images in VGAT-immunostained tissue permeabilized with liquid nitrogen and not treated with potassium ferrocyanide. FIB-SEM serial images of an AS <bold>(C&#x2013;J)</bold> and an SS <bold>(K&#x2013;R)</bold> are shown. Numbers on the top right of each panel indicate the number of each section from the stack of FIB/SEM images. Synapse classification was performed based on the thickness of the PSD and the VGAT-positive labeling of the presynaptic terminal through the examination of full sequences of serial images. Green arrows indicate the beginning <bold>(C)</bold> and the end <bold>(J)</bold> of the AS. Red arrows indicate the beginning <bold>(K)</bold> and the end <bold>(R)</bold> of the SS. Note the VGAT-positive presynaptic staining on the SS. Scale bar (in <bold>R</bold>) indicates 230&#x2009;nm for <bold>(A)</bold>, 270&#x2009;nm for <bold>(B)</bold>, 253&#x2009;nm for <bold>(C&#x2013;J)</bold>, and 540&#x2009;nm for <bold>(K&#x2013;R)</bold>. Taken from unpublished material from <xref ref-type="bibr" rid="ref70">Tur&#x00E9;gano-L&#x00F3;pez et al. (2021)</xref>.</p>
</caption>
<graphic xlink:href="fnana-18-1348032-g007.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<p>The unambiguous identification of asymmetric (AS) and symmetric (SS) synapses is crucial to unveil the synaptic organization of the brain. It is worth noting that brain tissue fixed with glutaraldehyde allows for the differentiation between AS and SS based on the shape of synaptic vesicles. Specifically, AS typically exhibit round vesicles, whereas some SS display pleomorphic vesicles, including both round and elongated forms (e.g., <xref ref-type="bibr" rid="ref57">Peters and Palay, 1996</xref>). Nevertheless, we refrain from using glutaraldehyde as the primary fixative due to several drawbacks. Firstly, this fixative is associated with increased background fluorescence and limited antibody penetration into tissues, as demonstrated, for example, by <xref ref-type="bibr" rid="ref66">Stradleigh (2015)</xref>. Additionally, the use of glutaraldehyde can lead to loss of immunogenicity due to the denaturation of certain antigens crucial for our research objectives within the same brain tissue. Furthermore, the high concentrations of glutaraldehyde commonly employed for electron microscopy are incompatible with other methods currently utilized to examine the microanatomy of the brain, such as intracellular injections in fixed tissue. In essence, to optimize the utility of brain tissue in our studies (particularly when dealing with human brain tissue), we prefer to use 4% paraformaldehyde as the primary fixative, as this consistently yields excellent results across various microanatomical methods, including immunocytochemistry and electron microscopy (<xref ref-type="bibr" rid="ref19">Dom&#x00ED;nguez-&#x00C1;lvaro et al., 2018</xref>, <xref ref-type="bibr" rid="ref18">2021a</xref>; <xref ref-type="bibr" rid="ref5">Benavides-Piccione et al., 2020</xref>; <xref ref-type="bibr" rid="ref51">Montero-Crespo et al., 2021</xref>; <xref ref-type="bibr" rid="ref4">Benavides-Piccione et al., 2023</xref>). Nevertheless, for electron microscopy studies, after the first fixation in paraformaldehyde, sections are postfixed in solutions containing glutaraldehyde.</p>
<p>In the present study, we have described a method to unequivocally identify AS and SS based on morphological criteria of the PSD in brain tissue primary fixed with 4% paraformaldehyde. We have shown that using 0.1% potassium ferrocyanide, the morphology of synaptic contacts can be accurately identified. However, with a higher concentration of potassium ferrocyanide/ferricyanide, some membrane specializations &#x2014;such as the PSD of SS&#x2014; become difficult to identify as they may be masked masked by the thicker profiles of non-synaptic membranes. This is probably one of the reasons why many ultrastructural studies that utilized high concentrations of potassium ferrocyanide/ferricyanide (1.5&#x2013;3.0%) provided no data on SS (e.g., <xref ref-type="bibr" rid="ref29">Harris and Stevens, 1989</xref>; <xref ref-type="bibr" rid="ref31">Hayworth et al., 2014</xref>; <xref ref-type="bibr" rid="ref76">Yakoubi et al., 2019a</xref>; <xref ref-type="bibr" rid="ref78">Yin et al., 2020</xref>; <xref ref-type="bibr" rid="ref22">Gour et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">Phelps et al., 2021</xref>; <xref ref-type="bibr" rid="ref55">Peddie et al., 2022</xref>; <xref ref-type="bibr" rid="ref71">Turner et al., 2022</xref>). Several different approaches have been used to overcome the challenge of synapse identification in brain samples with a high concentration of potassium ferrocyanide/ferricyanide. The use of high-resolution transmission electron microscopy in brain samples fixed with a high concentration of glutaraldehyde may facilitate the distinction between PSD of SS and the electron density of non-synaptic membranes (<xref ref-type="bibr" rid="ref6">Bromer et al., 2018</xref>; <xref ref-type="bibr" rid="ref39">Kleinjan et al., 2023</xref>). Other studies classify excitatory and inhibitory synapses based on the immunolabeling of the presynaptic neuron (<xref ref-type="bibr" rid="ref48">Medalla et al., 2007</xref>; <xref ref-type="bibr" rid="ref79">Zikopoulos and Barbas, 2007</xref>, <xref ref-type="bibr" rid="ref80">2010</xref>, <xref ref-type="bibr" rid="ref81">2012</xref>; <xref ref-type="bibr" rid="ref45">Medalla and Barbas, 2009</xref>, <xref ref-type="bibr" rid="ref46">2010</xref>, <xref ref-type="bibr" rid="ref47">2014</xref>; <xref ref-type="bibr" rid="ref11">Collman et al., 2015</xref>; <xref ref-type="bibr" rid="ref49">Medalla and Luebke, 2015</xref>; <xref ref-type="bibr" rid="ref72">Wang and Barbas, 2018</xref>; <xref ref-type="bibr" rid="ref73">Wang et al., 2021</xref>; <xref ref-type="bibr" rid="ref35">Joyce et al., 2022</xref>). Alternatively, several other articles classify synapses as excitatory and inhibitory based on their postsynaptic targets (i.e., dendritic spines and dendritic shafts) (<xref ref-type="bibr" rid="ref54">Motta et al., 2019</xref>; <xref ref-type="bibr" rid="ref36">Karimi et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Loomba et al., 2022</xref>). A clear preference of glutamatergic axons (forming AS) for dendritic spines and GABAergic axons (forming SS) for dendritic shafts is reported in the literature (reviewed in <xref ref-type="bibr" rid="ref15">DeFelipe et al., 2002</xref>; for a recent study, see <xref ref-type="bibr" rid="ref9">Cano-Astorga et al., 2023</xref>). However, this characteristic is often misinterpreted as implying that synapses on dendritic shafts are mostly SS (<xref ref-type="bibr" rid="ref54">Motta et al., 2019</xref>; <xref ref-type="bibr" rid="ref36">Karimi et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Loomba et al., 2022</xref>). In fact, quantitative analyses of synapses in the neuropil have shown that most synapses on dendritic shafts are AS (&#x223C;80%), with relatively few being SS (&#x223C;20%) (<xref ref-type="bibr" rid="ref3">Beaulieu et al., 1992</xref>; <xref ref-type="bibr" rid="ref59">Peters et al., 2008</xref>; <xref ref-type="bibr" rid="ref33">Hsu et al., 2017</xref>; <xref ref-type="bibr" rid="ref7">Cal&#x00EC; et al., 2018</xref>; <xref ref-type="bibr" rid="ref65">Santuy et al., 2018b</xref>; <xref ref-type="bibr" rid="ref17">Dom&#x00ED;nguez-&#x00C1;lvaro et al., 2019</xref>, <xref ref-type="bibr" rid="ref18">2021a</xref>,<xref ref-type="bibr" rid="ref20">b</xref>; <xref ref-type="bibr" rid="ref77">Yakoubi et al., 2019b</xref>; <xref ref-type="bibr" rid="ref52">Montero-Crespo et al., 2020</xref>, <xref ref-type="bibr" rid="ref51">2021</xref>; <xref ref-type="bibr" rid="ref8">Cano-Astorga et al., 2021</xref>, <xref ref-type="bibr" rid="ref9">2023</xref>; <xref ref-type="bibr" rid="ref1">Alonso-Nanclares et al., 2023</xref>). Therefore, synaptic organization datasets with incorrect assumptions regarding SS identification could introduce an important source of bias.</p>
<p>In conclusion, the use of a lower concentration of potassium ferrocyanide (0.1%), as we propose here, shows an improvement in membrane visualization, while still allowing the PSD of the SS to be identified (<xref ref-type="bibr" rid="ref19">Dom&#x00ED;nguez-&#x00C1;lvaro et al., 2018</xref>, <xref ref-type="bibr" rid="ref17">2019</xref>, <xref ref-type="bibr" rid="ref18">2021a</xref>,<xref ref-type="bibr" rid="ref20">b</xref>; <xref ref-type="bibr" rid="ref52">Montero-Crespo et al., 2020</xref>, <xref ref-type="bibr" rid="ref51">2021</xref>; <xref ref-type="bibr" rid="ref8">Cano-Astorga et al., 2021</xref>, <xref ref-type="bibr" rid="ref9">2023</xref>). The fact that only VGAT-positive boutons establish SS corroborates the widely accepted correspondence between SS and inhibitory synapses, as well as between AS and excitatory synapses in the cerebral cortex, as reported in previous studies.</p>
</sec>
<sec sec-type="data-availability" id="sec15">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="sec20">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec16">
<title>Ethics statement</title>
<p>The animal study was approved by the European Community Directive 2010/63/EU and the Local Ethics Committee of the Spanish National Research Council (CSIC). The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec17">
<title>Author contributions</title>
<p>NC-A: Formal analysis, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SP-A: Formal analysis, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. MT-L: Methodology, Writing &#x2013; review &#x0026; editing. JR-R: Methodology, Writing &#x2013; review &#x0026; editing. AM-P: Conceptualization, Writing &#x2013; review &#x0026; editing. JD: Conceptualization, Funding acquisition, Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec18">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the following Grants: PID2021-127924NB-I00 funded by MCIN/AEI/10.13039/501100011033; CSIC Interdisciplinary Thematic Platform - Cajal Blue Brain (PTI-BLUEBRAIN; Spain); and CIBERNED, ISCIII, CB06/05/0066. Research Fellowships funded by MCIN/AEI/10.13039/501100011033 for NC-A. (PRE2019-089228) and SP-A. (FPU19/00007).</p>
</sec>
<ack>
<p>We would like to thank Nick Guthrie for his excellent editorial assistance.</p>
</ack>
<sec sec-type="COI-statement" id="sec19">
<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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
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<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/fnana.2024.1348032/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnana.2024.1348032/full#supplementary-material</ext-link></p>
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