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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Neurosci.</journal-id>
<journal-title>Frontiers in Cellular Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5102</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fncel.2021.658992</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular Neuroscience</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>More Than Cell Markers: Understanding Heterogeneous Glial Responses to Implantable Neural Devices</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Bouadi</surname> <given-names>Ouz&#x000E9;na</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1238561/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Tay</surname> <given-names>Tuan Leng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/502442/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Faculty of Biology, University of Freiburg</institution>, <addr-line>Freiburg</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Faculty of Life Sciences, University of Strasbourg</institution>, <addr-line>Strasbourg</addr-line>, <country>France</country></aff>
<aff id="aff3"><sup>3</sup><institution>BrainLinks-BrainTools Centre, University of Freiburg</institution>, <addr-line>Freiburg</addr-line>, <country>Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Freiburg Institute of Advanced Studies, University of Freiburg</institution>, <addr-line>Freiburg</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jason R. Plemel, University of Alberta, Canada</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Qingyun Li, Washington University in St. Louis, United States; Chotima B&#x000F6;ttcher, Charit&#x000E9; &#x02013; Universit&#x000E4;tsmedizin Berlin, Germany</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Tuan Leng Tay <email>tuan.leng.tay&#x00040;biologie.uni-freiburg.de</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Non-Neuronal Cells, a section of the journal Frontiers in Cellular Neuroscience</p></fn>
<fn fn-type="present-address" id="fn002"><p>&#x02020;Present address: Tuan Leng Tay, Department of Anatomy &#x00026; Neurobiology, Boston University School of Medicine, Boston, MA, United States; Department of Biology, Boston University, Boston, MA, United States</p></fn></author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>04</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>15</volume>
<elocation-id>658992</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>03</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Bouadi and Tay.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Bouadi and Tay</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>  
<kwd-group>
<kwd>neural probe</kwd>
<kwd>microglia</kwd>
<kwd>astrocytes</kwd>
<kwd>oligodendrocytes</kwd>
<kwd>heterogeneity</kwd>
<kwd>neuroinflammation</kwd>
<kwd>acute brain injury</kwd>
<kwd>foreign body response</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="106"/>
<page-count count="8"/>
<word-count count="6231"/>
</counts>
</article-meta>
</front>
<body>

<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Recent publicity surrounding a coin-size computer chip in a pig&#x00027;s brain has placed the spotlight on the field of neurointerfaces (Lewis, <xref ref-type="bibr" rid="B55">2020</xref>). Implantable microelectrode arrays (MEAs), or neural probes, enable the study of brain activity and present promising treatment and therapeutic options for neurological conditions (Boehler et al., <xref ref-type="bibr" rid="B14">2020</xref>). These range from motor and sensory impairments such as spinal cord injuries and hearing loss, to neuropsychiatric disorders including dementia, clinical depression and insomnia. Application-specific MEAs that, for example, record field potentials and neuronal activity have been validated in non-human primates and could help understand mechanisms underlying motor functions and epilepsy (Barz et al., <xref ref-type="bibr" rid="B5">2017</xref>; Gerbella et al., <xref ref-type="bibr" rid="B36">2021</xref>). Key design considerations for biocompatibility, efficacy and longevity of microelectrodes to maintain long-term neuronal recording and stimulation are highly dependent on brain tissue response (Polikov et al., <xref ref-type="bibr" rid="B79">2005</xref>). The functional capacities of a biosensor depend on the number of surrounding neurons in a given radius (50&#x02013;350 &#x003BC;m) (He et al., <xref ref-type="bibr" rid="B42">2020</xref>). Probe insertions generate inflammatory responses to acute tissue injuries and the introduction of foreign bodies, known as &#x0201C;foreign body response&#x0201D; (FBR). Chronic neuroprosthetic implants in rats at 16 weeks in contrast to 8 weeks have been shown to increase neuronal and dendritic loss, correlate with tau hyperphosphorylation seen in Alzheimer&#x00027;s disease and other tauopathies, and impede regeneration and recording of activity surrounding the device (McConnell et al., <xref ref-type="bibr" rid="B67">2009</xref>). Assessments of acute proinflammatory events and chronic progression have largely centered on histological analyses of non-neuronal central nervous system (CNS) cells such as microglia, astrocytes and oligodendroglia, including their contribution to neuroinflammation and glial scars (Kozai et al., <xref ref-type="bibr" rid="B50">2015</xref>; Prodanov and Delbeke, <xref ref-type="bibr" rid="B81">2016</xref>). However, immunohistochemistry provides qualitative answers and rarely discriminates between heterogeneous cellular states (Wellman et al., <xref ref-type="bibr" rid="B101">2019</xref>). Here we highlight developments that expand our knowledge of context-dependent heterogeneity of glia and blood-brain barrier cells, proposing new approaches to examine the diverse contributions of non-neuronal CNS cells after probe implantation. Having a holistic understanding of multiple glial responses will advance neuroengineering that temper neuroinflammation and tissue scarring, thereby improving functional neuroprosthetic integration.</p>
</sec>
<sec id="s2">
<title>Microglia at the Brain-Machine Interface</title>
<p>Microglia are myeloid cells of extra-embryonic origin that form the brain-resident macrophages (Ginhoux et al., <xref ref-type="bibr" rid="B37">2010</xref>). Tissue damage triggers microglia-driven repair mechanisms including phagocytosis of cellular debris, chemotaxis, and initiation of cell death pathways through cytokine release (Prinz et al., <xref ref-type="bibr" rid="B80">2019</xref>). As first responders of the CNS that potentially contribute to sustained neuroinflammation, microglial reactivity is widely assessed after microelectrode implantation to examine changes elicited by insertion injury and FBR (Kozai et al., <xref ref-type="bibr" rid="B52">2012</xref>). Intracortical implantation of non-functional microelectrodes in rats has led to the elevation of oxidative stress markers (Ereifej et al., <xref ref-type="bibr" rid="B30">2018</xref>). Microglia have been shown to increase acidosis and inflammation by the release of reactive oxygen species (ROS) in a controlled cortical impact (CCI) mouse model for neurotrauma (Ritzel et al., <xref ref-type="bibr" rid="B82">2021</xref>). ROS can be detrimental to long-term functionality of an implanted sensor (Takmakov et al., <xref ref-type="bibr" rid="B92">2015</xref>). Prolonged microglial reactivity or adherence to the electrode surface could threaten device efficacy and longevity in the recipient brain and diminish recording quality (Huang et al., <xref ref-type="bibr" rid="B45">2020</xref>). Moreover, microglia secretion of proinflammatory cytokines such as tumor necrosis factor (TNF) and interleukin 1 (IL-1) may induce neurotoxic reactive astrocytes (Liddelow et al., <xref ref-type="bibr" rid="B58">2017</xref>) to envelope the implant. Together with cell recruitment, glial scar formation and electrode encapsulation, proinflammatory microglia have earned the reputation of being noxious (Kozai et al., <xref ref-type="bibr" rid="B51">2016</xref>). Yet depletion of microglia was shown to be unfavorable for scar formation, wound healing and survival of neurons and oligodendrocytes (Bellver-Landete et al., <xref ref-type="bibr" rid="B10">2019</xref>), supporting the notion that they promote the stable integration of implanted MEAs. Microglial heterogeneity in the healthy, developing and diseased brain is very well-described (Stratoulias et al., <xref ref-type="bibr" rid="B90">2019</xref>; Masuda et al., <xref ref-type="bibr" rid="B65">2020</xref>), even if mammalian microglia mostly originate from a single erythromyeloid progenitor source in the embryonic yolk sac (Alliot et al., <xref ref-type="bibr" rid="B2">1999</xref>; Ginhoux et al., <xref ref-type="bibr" rid="B38">2013</xref>). However, prevailing studies of MEAs do not reveal the spectrum of neuroprotective or neurotoxic microglial subtypes.</p>
<p>Common markers for microglia and microglial reactivity, such as ionized calcium-binding adaptor molecule 1 (IBA-1), integrin alpha M (ITGAM, or CD11b) and CD68 (also ED-1), are frequently used in immunohistochemical analysis of the brain-electrode interface as readout for tissue damage caused by implantation trauma and FBR (McConnell et al., <xref ref-type="bibr" rid="B67">2009</xref>; Luan et al., <xref ref-type="bibr" rid="B61">2017</xref>; Huang et al., <xref ref-type="bibr" rid="B45">2020</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Transmembrane protein 119 (TMEM119) (Bennett et al., <xref ref-type="bibr" rid="B13">2016</xref>) and purinergic receptor P2Y12 (P2RY12) (Butovsky et al., <xref ref-type="bibr" rid="B22">2014</xref>) are excellent markers for homeostatic microglia, but are thus far rarely used for neurointerfaces. Neuroengineers considered the normalized intensity of microglial cell markers to proportionately represent the degree of inflammation (Lo et al., <xref ref-type="bibr" rid="B60">2018</xref>). For instance, signal intensities of microglial cell markers surrounding insertion sites of explanted probes were examined at acute (1&#x02013;3 days) or sub-chronic (up to 28 days) phases to evaluate the brain-machine interface (Lind et al., <xref ref-type="bibr" rid="B59">2013</xref>; Wellman et al., <xref ref-type="bibr" rid="B101">2019</xref>). Studies on neurotrauma and FBR showed that microglia could upregulate proinflammatory inducible nitric oxide synthase (iNOS) (Madathil et al., <xref ref-type="bibr" rid="B62">2018</xref>) or anti-inflammatory arginase 1 (Arg1) (Sawyer et al., <xref ref-type="bibr" rid="B84">2014</xref>). Descriptions of microglial cell morphologies in the assessment of FBR after implantation of MEAs include &#x0201C;ramifying&#x0201D; and &#x0201C;amoeboid,&#x0201D; which are, respectively, associated with steady and reactive states (Huang et al., <xref ref-type="bibr" rid="B45">2020</xref>). Additional classifications such as &#x0201C;primed,&#x0201D; &#x0201C;hypertrophic&#x0201D; and &#x0201C;hypo- or hyper-ramified&#x0201D; are also relevant for the phenotypic characterization of neuroprotective or neurotoxic microglia in pathological conditions (Verdonk et al., <xref ref-type="bibr" rid="B96">2016</xref>). Current immunohistochemical analyses however mostly disregards microglial diversity at the implantation site.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Summary of acute glial responses to implantation of neural microprobes in the mammalian brain and proposed approaches to study glial heterogeneity. Common markers (black) and additional markers (gray) for histological analyses of each glial type and blood-brain barrier integrity around the implants are listed. Black arrows indicate secreted molecules. Created with <ext-link ext-link-type="uri" xlink:href="https://BioRender.com">BioRender.com</ext-link>.</p></caption>
<graphic xlink:href="fncel-15-658992-g0001.tif"/>
</fig>
</sec>
<sec id="s3">
<title>Astrocytes and Scarring at Neurointerfaces</title>
<p>Astrocytes are star-shaped, heterogeneous glial cells that provide significant neurotrophic support through their interaction with every component of the CNS parenchyma (Verkhratsky and Nedergaard, <xref ref-type="bibr" rid="B97">2018</xref>). They support synapse formation, maturation and pruning, and modulate pre- and post-synaptic transmission in homeostatic CNS (Sofroniew and Vinters, <xref ref-type="bibr" rid="B88">2010</xref>). Tissue damage unleashes reactive astrocytes that adopt neuroprotective or neurodegenerative properties (Liddelow and Barres, <xref ref-type="bibr" rid="B57">2017</xref>). Glial fibrillary acidic protein (GFAP) is the most frequently used immunohistochemical marker for reactive astrocytes in analyses of brain-electrode interface and is positively correlated to astrogliosis and glial scar formation (Polikov et al., <xref ref-type="bibr" rid="B79">2005</xref>; Seymour and Kipke, <xref ref-type="bibr" rid="B85">2007</xref>; Kozai et al., <xref ref-type="bibr" rid="B50">2015</xref>; Prodanov and Delbeke, <xref ref-type="bibr" rid="B81">2016</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). GFAP<sup>&#x0002B;</sup> astrocytes contribute to scarring through secretion of extracellular matrix chondroitin sulfate proteoglycans (CSPGs) such as neurocan, phosphacan and brevican (Fawcett and Asher, <xref ref-type="bibr" rid="B33">1999</xref>; Matsui et al., <xref ref-type="bibr" rid="B66">2002</xref>). CSPGs are inhibitors of axonal growth and remyelination that are frequently found in multiple sclerosis lesions where they reduce adherence of oligodendrocyte precursor cells (OPCs) for myelin repair (Galtrey and Fawcett, <xref ref-type="bibr" rid="B35">2007</xref>; Lau et al., <xref ref-type="bibr" rid="B54">2012</xref>). Inserting pieces of nitrocellulose filter into adult rat brain cortices induced infiltration of GFAP<sup>&#x0002B;</sup> astrocytes into the implants and continued release of CSPGs even at 1 month after tissue injury (McKeon et al., <xref ref-type="bibr" rid="B70">1991</xref>, <xref ref-type="bibr" rid="B69">1999</xref>). Reactive astrocytes formed the principal cell type that increasingly compacted around and encapsulated a silicon microprobe implanted for up to 12 weeks in rats (Turner et al., <xref ref-type="bibr" rid="B95">1999</xref>). This was similarly observed in a marmoset brain carrying an array with 32 Teflon-coated 50-&#x003BC;m-large microelectrodes for 7 months (Budoff et al., <xref ref-type="bibr" rid="B21">2019</xref>). High levels of CSPGs were concomitantly observed with neuronal loss after an uncoated silicon neural probe was implanted in rat brains (Zhong and Bellamkonda, <xref ref-type="bibr" rid="B106">2007</xref>). Recording performance of multichannel, 16-shank, silicon &#x0201C;Utah&#x0201D; MEAs embedded year-long in feline sensorimotor cortex reportedly dropped when neuronal action potentials were recorded (McCreery et al., <xref ref-type="bibr" rid="B68">2016</xref>). This implicates astrocytic glial scar and neuronal death in the loss of biosensor performance. However, reactive astrocytes unlikely lead to only destructive outcomes. Conditional ablation of astrocytes after CCI, stab or crush injuries augmented lesion formation, demyelination and death of neurons and oligodendrocytes (Faulkner et al., <xref ref-type="bibr" rid="B32">2004</xref>; Myer et al., <xref ref-type="bibr" rid="B73">2006</xref>). The multifaceted roles of astrocytes suggest they are also vital promoters of repair.</p>
<p>Elucidating long-term changes in astrocytic FBR and scarring at neuroprosthetic implantation sites requires an understanding of astrocyte heterogeneity. Astrocytic diversity is well-described in healthy, developing and diseased CNS (Khakh and Sofroniew, <xref ref-type="bibr" rid="B49">2015</xref>; Chai et al., <xref ref-type="bibr" rid="B25">2017</xref>; Lanjakornsiripan et al., <xref ref-type="bibr" rid="B53">2018</xref>; Clavreul et al., <xref ref-type="bibr" rid="B27">2019</xref>; Pestana et al., <xref ref-type="bibr" rid="B78">2020</xref>) and cannot be represented by the GFAP marker. Markers for homeostatic astrocytes include aldehyde dehydrogenase 1 family member L1 (ALDH1L1) (Cahoy et al., <xref ref-type="bibr" rid="B24">2008</xref>), glutamate aspartate transporter 1 (GLAST-1, also known as excitatory amino acid transporter 1, EAAT-1) (Hurwitz et al., <xref ref-type="bibr" rid="B46">1993</xref>) and aquaporin-4 (AQP4) found in astrocytic end feet (Yoneda et al., <xref ref-type="bibr" rid="B102">2001</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). A newly described population of human induced pluripotent stem cells-derived, proinflammatory cytokine-stimulated reactive astrocytes specifically upregulate CD49f (Barbar et al., <xref ref-type="bibr" rid="B3">2020</xref>). From gray matter protoplasmic astrocytes to white matter fibrous astrocytes, diverse astrocytic morphologies in the healthy and diseased brain are well-documented (Zhang and Barres, <xref ref-type="bibr" rid="B105">2010</xref>; Molofsky et al., <xref ref-type="bibr" rid="B72">2012</xref>; Bardehle et al., <xref ref-type="bibr" rid="B4">2013</xref>; Bayraktar et al., <xref ref-type="bibr" rid="B8">2014</xref>). Immunohistochemical analyses to date however exclude the heterogeneity of astrocytes surrounding an implant.</p>
</sec>
<sec id="s4">
<title>Impact of Neuroprosthetics on Oligodendrocytes and Their Progenitors</title>
<p>Differentiation of OPCs, also known as NG2-glia, gives rise to oligodendrocytes that produce and maintain myelin sheaths, which provide neurotrophic support and optimize brain electrical signaling (Bradl and Lassmann, <xref ref-type="bibr" rid="B19">2010</xref>; Nave and Werner, <xref ref-type="bibr" rid="B74">2014</xref>). OPCs and newly derived oligodendrocytes are essential for remyelination and CNS repair following demyelinating diseases or brain injury (Young et al., <xref ref-type="bibr" rid="B103">2013</xref>; Bechler et al., <xref ref-type="bibr" rid="B9">2015</xref>). Immunohistochemical analyses of oligodendrocytes at neurointerfaces have involved markers including 2&#x02032;,3&#x02032;-Cyclic-nucleotide3&#x02032;-phosphodiesterase (CNP) (Chen et al., <xref ref-type="bibr" rid="B26">2021</xref>) and CC1 (a monoclonal antibody against adenomatous polyposis coli) for mature oligodendrocytes, oligodendrocyte transcription factor 2 (Olig2) for immature oligodendrocytes, and myelin basic protein (MBP) for myelinating oligodendrocytes (Wellman et al., <xref ref-type="bibr" rid="B98">2018</xref>, <xref ref-type="bibr" rid="B101">2019</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). TMEM10, a type 1 transmembrane glycoprotein, was recently verified to be specific for mammalian CNS myelin (Golan et al., <xref ref-type="bibr" rid="B39">2008</xref>; de Faria et al., <xref ref-type="bibr" rid="B29">2019</xref>).</p>
<p>With limited antioxidant capacity and high iron content, oligodendrocytes are sensitive to elevated ROS and reactive nitrogen species (RNS) levels arising from glial response to acute implantation injury and FBR (Smith et al., <xref ref-type="bibr" rid="B87">1999</xref>). Similar to GFAP<sup>&#x0002B;</sup> astrocytes, OPCs and oligodendrocytes release axonal growth-inhibiting CSPGs including NG2 and myelin-associated glycoprotein (Fawcett and Asher, <xref ref-type="bibr" rid="B33">1999</xref>). Studies on passive multi-channel, four-shank &#x0201C;Michigan&#x0201D; MEAs in murine visual cortex revealed acute oligodendrocyte injury and degeneration, myelin degradation, and reactive swarming of OPCs toward the implant within 12 h (Wellman and Kozai, <xref ref-type="bibr" rid="B100">2018</xref>; Chen et al., <xref ref-type="bibr" rid="B26">2021</xref>). Severe reduction of electrophysiological recording quality from neurons at various tissue depths and observations of decreased neuronal firing in a mouse model of demyelination highlighted the importance of myelin integrity for microelectrode function (Wellman et al., <xref ref-type="bibr" rid="B99">2020</xref>). A clearer picture of the renewal, maturation and function of various oligodendroglia at implantation sites will allow to determine the degree of cohesiveness at the brain-machine interface.</p>
</sec>
<sec id="s5">
<title>Impact of Neuroprosthetics on Blood-Brain Barrier Integrity</title>
<p>A breach of the blood-brain barrier (BBB) is inevitable during implantation for microelectrodes to reach the neurons. The BBB is composed of endothelial cells, pericytes, and astrocytes, forming the neurovascular unit together with surrounding microglia and neurons (Sweeney et al., <xref ref-type="bibr" rid="B91">2016</xref>; Bennett et al., <xref ref-type="bibr" rid="B11">2019</xref>). Cerebrovascular endothelial cells are seamlessly joined by active protein complexes known as tight and adherens junctions (Tietz and Engelhardt, <xref ref-type="bibr" rid="B94">2015</xref>). Pericytes also regulate BBB permeability and are involved in neuroinflammatory response, clearance of toxic metabolites and promotion of angiogenesis (Hill et al., <xref ref-type="bibr" rid="B44">2014</xref>). Pericytes are typically identified by the colocalization of NG2 and platelet-derived growth factor receptor beta (PDGFR-&#x003B2;) markers (to differentiate them from NG2<sup>&#x0002B;</sup> OPCs) (Wellman et al., <xref ref-type="bibr" rid="B101">2019</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Vasculature integrity is commonly assessed by histological detection of immunoglobulin G leakage or Evans blue staining for plasma membrane damage (Nolta et al., <xref ref-type="bibr" rid="B75">2015</xref>; Falcone et al., <xref ref-type="bibr" rid="B31">2019</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Decreased expression of junctional proteins in the compromised BBB promotes neuroinflammation through higher expression of proinflammatory cytokines and chemokines and increased infiltration of peripheral immune cells (Marchetti and Engelhardt, <xref ref-type="bibr" rid="B63">2020</xref>). BBB leakiness, astrogliosis and neuronal death in brain tissue surrounding the implanted device were shown to reduce the number of measurable electrophysiological responses of single neurons and degrade the overall recording performance of the biosensor (Nolta et al., <xref ref-type="bibr" rid="B75">2015</xref>). High-speed pneumatic intracortical insertion of Utah MEA in rat cortex has led to down-regulation of endothelial tight and adherens junction protein markers, and correlated with increased oxidative stress and elevated inflammation levels indicated by upregulation of caspases, chemokines, interleukins and TNF (Bennett et al., <xref ref-type="bibr" rid="B12">2018</xref>, <xref ref-type="bibr" rid="B11">2019</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Notably, BBB release of ROS, RNS, and proinflammatory cytokines and chemokines likely promote microglial and astrocyte reactivity, and loss of neurons and oligodendrocytes.</p>
</sec>
<sec id="s6">
<title>Current Approaches to Study Glial Heterogeneity</title>
<p>Single-cell transcriptomic technologies that simultaneously quantify hundreds or thousands of expressed genes of individual cells in a given population have unmasked heterogeneous cellular identities and developmental trajectories, and revealed biomarker information (Aldridge and Teichmann, <xref ref-type="bibr" rid="B1">2020</xref>). These powerful methods provide unique insights into health and disease in contrast to bulk transcriptomic and classical histological analyses. Single-cell RNA-sequencing and spatial transcriptomic approaches have shown that glia isolated from healthy and disease-associated brain regions respond across broad cellular states for microglia (Tay et al., <xref ref-type="bibr" rid="B93">2018</xref>; Hammond et al., <xref ref-type="bibr" rid="B41">2019</xref>; Jord&#x000E3;o et al., <xref ref-type="bibr" rid="B48">2019</xref>; Li et al., <xref ref-type="bibr" rid="B56">2019</xref>; Masuda et al., <xref ref-type="bibr" rid="B64">2019</xref>), astrocytes (Cahoy et al., <xref ref-type="bibr" rid="B24">2008</xref>; Zamanian et al., <xref ref-type="bibr" rid="B104">2012</xref>; Boisvert et al., <xref ref-type="bibr" rid="B17">2018</xref>; Bradley et al., <xref ref-type="bibr" rid="B20">2019</xref>; Batiuk et al., <xref ref-type="bibr" rid="B6">2020</xref>; Bayraktar et al., <xref ref-type="bibr" rid="B7">2020</xref>; Das et al., <xref ref-type="bibr" rid="B28">2020</xref>), and oligodendrocytes (J&#x000E4;kel et al., <xref ref-type="bibr" rid="B47">2019</xref>; Spitzer et al., <xref ref-type="bibr" rid="B89">2019</xref>; Floriddia et al., <xref ref-type="bibr" rid="B34">2020</xref>). Advances in single-cell proteomics have also enabled the high-throughput investigation of key biological questions involving protein binding, modifications, and degradation, that cannot be assessed at the transcriptomic level (Slavov, <xref ref-type="bibr" rid="B86">2020</xref>). Multiplexed mass cytometry and multiplexed immunohistochemistry have unveiled regional and pathology-dependent heterogeneity of human peripheral myeloid cells, microglia and astrocytes (B&#x000F6;ttcher et al., <xref ref-type="bibr" rid="B18">2019</xref>; Park et al., <xref ref-type="bibr" rid="B76">2019</xref>). Furthermore, multiplexed immunohistochemistry, electron microscopy and <italic>in vivo</italic> two-photon imaging techniques are increasingly applied to study acute and chronic oligodendrocyte and OPC reactivity after microprobe implantation (Bogoslovsky et al., <xref ref-type="bibr" rid="B16">2018</xref>; Michelson et al., <xref ref-type="bibr" rid="B71">2018</xref>; Wellman and Kozai, <xref ref-type="bibr" rid="B100">2018</xref>; Chen et al., <xref ref-type="bibr" rid="B26">2021</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Clearly, advancing MEA technology requires a comprehensive examination of glial responses at neurointerfaces by integrating quantitative single-cell multi-omic analyses with assessments of cell morphology and dynamics, and electrophysiological recordings, as has been recently demonstrated in neurons (Cadwell et al., <xref ref-type="bibr" rid="B23">2016</xref>).</p>
</sec>
<sec sec-type="discussion" id="s7">
<title>Discussion</title>
<p>Implantation of single-shank or multi-shank MEAs will inevitably trigger changes in glia and the BBB due to acute tissue trauma and FBR. Microglia surrounding the lesion will immediately undergo significant state changes to limit physical damage through microgliosis, phagocytosis of dying cells and debris, and release of proinflammatory cytokines and stress-induced molecules. Microglial reactivity likely elevates the population of reactive astrocytes, which could lead to extensive unwanted glial scarring. In concert with astrocytes, degenerative oligodendrocytes also secrete growth-inhibiting extracellular matrix components, and result in electrode encapsulation and dysfunction. Loss of BBB homeostasis also exacerbates proinflammatory responses of microglia and astrocytes to favor neuronal and myelin loss. CNS repair however necessitates acute inflammatory events contributed by neuroprotective subpopulations of non-neuronal brain cells. To harness the endogenous, neuro-regenerative properties of glia and promote electrode biocompatibility and longevity (Gulino et al., <xref ref-type="bibr" rid="B40">2019</xref>), we propose to investigate context-dependent glial responses at brain-machine interfaces using combinatorial approaches in addition to immunohistochemical assays of protein markers. Probe fabrication breakthroughs in material, size and geometry have limited implantation trauma and reduced probe encapsulation (Patel et al., <xref ref-type="bibr" rid="B77">2016</xref>; Luan et al., <xref ref-type="bibr" rid="B61">2017</xref>; Rivnay et al., <xref ref-type="bibr" rid="B83">2017</xref>). Devices coated with dexamethasone to alleviate neuroinflammation (Kozai et al., <xref ref-type="bibr" rid="B51">2016</xref>; Boehler et al., <xref ref-type="bibr" rid="B15">2017</xref>), or laminin to restrict glial reactivity at implantation sites (He et al., <xref ref-type="bibr" rid="B43">2006</xref>), have shown great promise. A deeper molecular understanding of diverse glial responses at neurointerfaces will identify further candidates for promoting neuroprosthetics development.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>OB wrote the first draft of the manuscript and designed the figure. TLT supervised the project and extensively revised the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<ack><p>The authors thank C. B&#x000F6;hler and K. Sharma (IMTEK, Freiburg) for feedback.</p>
</ack>
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<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> OB received the Erasmus&#x0002B; Scholarship (Joint Master in Neuroscience). TLT was supported by the Klaus Tschira Boost Fund (KT-10), FRIAS Junior Fellowship, University of Freiburg Research Innovation Fund, Wissenschaftliche Gesellschaft Freiburg (Helmut Holzer Prize), German Research Foundation (EXC 1086), and Ministry of Economics, Science and Arts of Baden-W&#x000FC;rttemberg (Sustainability Programme for Projects of the Excellence Initiative II).</p>
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