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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2021.683026</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microglial Morphology Across Distantly Related Species: Phylogenetic, Environmental and Age Influences on Microglia Reactivity and Surveillance States</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Carvalho-Paulo</surname>
<given-names>Dario</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/507010"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bento Torres Neto</surname>
<given-names>Jo&#xe3;o</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="https://loop.frontiersin.org/people/320441"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Filho</surname>
<given-names>Carlos Santos</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/995124"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Oliveira</surname>
<given-names>Thais Cristina Galdino</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Sousa</surname>
<given-names>Aline Andrade</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>dos Reis</surname>
<given-names>Renata Rodrigues</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1290573"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>dos Santos</surname>
<given-names>Zaire Alves</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Lima</surname>
<given-names>Camila Mendes</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/296194"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Oliveira</surname>
<given-names>Marcus Augusto</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/296224"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Said</surname>
<given-names>Nivin Mazen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1137404"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Freitas</surname>
<given-names>Sinara Franco</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sosthenes</surname>
<given-names>Marcia Consentino Kronka</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/329654"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gomes</surname>
<given-names>Giovanni Freitas</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Henrique</surname>
<given-names>Ediely Pereira</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn002">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/379791"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pereira</surname>
<given-names>Patrick Douglas C&#xf4;rrea</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/379802"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Siqueira</surname>
<given-names>Lucas Silva</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/749514"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>de Melo</surname>
<given-names>Mauro Andr&#xe9; Damasceno</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/766677"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guerreiro Diniz</surname>
<given-names>Cristovam</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/324436"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Magalh&#xe3;es</surname>
<given-names>Nara Gyzely de Morais</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/380064"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Diniz</surname>
<given-names>Jos&#xe9; Antonio Pican&#xe7;o</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vasconcelos</surname>
<given-names>Pedro Fernando da Costa</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/498201"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Diniz</surname>
<given-names>Daniel Guerreiro</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/294386"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Anthony</surname>
<given-names>Daniel Clive</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/191351"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sherry</surname>
<given-names>David Francis</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2965"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brites</surname>
<given-names>Dora</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/6970"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pican&#xe7;o Diniz</surname>
<given-names>Cristovam Wanderley</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/45126"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Laborat&#xf3;rio de Investiga&#xe7;&#xf5;es em Neurodegenera&#xe7;&#xe3;o e Infec&#xe7;&#xe3;o, Instituto de Ci&#xea;ncias Biol&#xf3;gicas, Hospital Universit&#xe1;rio Jo&#xe3;o de Barros Barreto, Universidade Federal do Par&#xe1;</institution>, <addr-line>Bel&#xe9;m</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Faculdade de Fisioterapia e Terapia Ocupacional, Universidade Federal do Par&#xe1;</institution>, <addr-line>Bel&#xe9;m</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laborat&#xf3;rio de Biologia Molecular e Neuroecologia, Instituto Federal de Educa&#xe7;&#xe3;o Ci&#xea;ncia e Tecnologia do Par&#xe1;</institution>, <addr-line>Bragan&#xe7;a</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laborat&#xf3;rio de Microscopia Eletr&#xf4;nica, Instituto Evandro Chagas</institution>, <addr-line>Bel&#xe9;m</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Dep. de Arbovirologia e Febres Hemorr&#xe1;gicas, Instituto Evandro Chagas</institution>, <addr-line>Bel&#xe9;m</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Departamento de Patologia, Universidade do Estado do Par&#xe1;</institution>, <addr-line>Bel&#xe9;m</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Pharmacology, University of Oxford</institution>, <addr-line>Oxford</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Psychology, Advanced Facility for Avian Research, University of Western Ontario</institution>, <addr-line>London, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa</institution>, <addr-line>Lisbon</addr-line>, <country>Portugal</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Pharmaceutical Sciences and Medicines, Faculty of Pharmacy, Universidade de Lisboa</institution>, <addr-line>Lisbon</addr-line>, <country>Portugal</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yoshiro Kobayashi, Toho University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Staci D. Bilbo, Harvard University, United States; Alexei Verkhratsky, The University of Manchester, United Kingdom</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Daniel Guerreiro Diniz, <email xlink:href="mailto:danielguerreirodiniz@gmail.com">danielguerreirodiniz@gmail.com</email>
</p>
</fn>
<fn fn-type="deceased" id="fn002">
<p>&#x2020;Deceased</p>
</fn>
<fn fn-type="other" id="fn003">
<p>This article was submitted to Molecular Innate Immunity, a section of the journal Frontiers in Immunology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>683026</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>03</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>05</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Carvalho-Paulo, Bento Torres Neto, Filho, de Oliveira, de Sousa, dos Reis, dos Santos, de Lima, de Oliveira, Said, Freitas, Sosthenes, Gomes, Henrique, Pereira, de Siqueira, de Melo, Guerreiro Diniz, Magalh&#xe3;es, Diniz, Vasconcelos, Diniz, Anthony, Sherry, Brites and Pican&#xe7;o Diniz</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Carvalho-Paulo, Bento Torres Neto, Filho, de Oliveira, de Sousa, dos Reis, dos Santos, de Lima, de Oliveira, Said, Freitas, Sosthenes, Gomes, Henrique, Pereira, de Siqueira, de Melo, Guerreiro Diniz, Magalh&#xe3;es, Diniz, Vasconcelos, Diniz, Anthony, Sherry, Brites and Pican&#xe7;o Diniz</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>Microglial immunosurveillance of the brain parenchyma to detect local perturbations in homeostasis, in all species, results in the adoption of a spectrum of morphological changes that reflect functional adaptations. Here, we review the contribution of these changes in microglia morphology in distantly related species, in homeostatic and non-homeostatic conditions, with three principal goals (1): to review the phylogenetic influences on the morphological diversity of microglia during homeostasis (2); to explore the impact of homeostatic perturbations (Dengue virus challenge) in distantly related species (<italic>Mus musculus</italic> and <italic>Callithrix penicillata</italic>) as a proxy for the differential immune response in small and large brains; and (3) to examine the influences of environmental enrichment and aging on the plasticity of the microglial morphological response following an immunological challenge (neurotropic arbovirus infection). Our findings reveal that the differences in microglia morphology across distantly related species under homeostatic condition cannot be attributed to the phylogenetic origin of the species. However, large and small brains, under similar non-homeostatic conditions, display differential microglial morphological responses, and we argue that age and environment interact to affect the microglia morphology after an immunological challenge; in particular, mice living in an enriched environment exhibit a more efficient immune response to the virus resulting in earlier removal of the virus and earlier return to the homeostatic morphological phenotype of microglia than it is observed in sedentary mice.</p>
</abstract>
<kwd-group>
<kwd>age and environment influence on microglia alteration</kwd>
<kwd> brain size and microglia response cognitive performances</kwd>
<kwd>Felsenstein&#x2019;s independent phylogenetic contrast</kwd>
<kwd> microglia</kwd>
<kwd>mouse</kwd>
<kwd>bat</kwd>
<kwd>semipalmated sandpiper microglia morphology</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="202"/>
<page-count count="19"/>
<word-count count="8809"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The processes of microglia extend and retract continuously, guided by its sensome (<xref ref-type="bibr" rid="B1">1</xref>), to survey their non-overlapping territorial limits. Microglia represent the most important cellular component of the innate immune response in the central nervous system (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). However, the number of possible homeostatic functions of microglia in the healthy central nervus system (CNS) remains poorly defined and the matter of much speculations (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Microglia show regional and heterogeneous morphological features in the CNS, with large variability on their processes, cell size and gene expression, across species (<xref ref-type="bibr" rid="B6">6</xref>). Although microglia constitute approximately 7% of non-neuronal cells in different brain structures, as well as in the whole brain of all mammalian species examined to date (<xref ref-type="bibr" rid="B7">7</xref>), their diversified phenotype and extended contributions to maintain CNS homeostasis is considerable (<xref ref-type="bibr" rid="B8">8</xref>). Under homeostatic conditions, microglial ramifications survey the surrounding environment, monitor the synapses&#x2019; functional state, regulate neuronal activity in all phases of development and in adult life, and participate in the remodeling and maturation of synaptic circuits, through their contacts with the pre- and post-synaptic regions (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>); for a recent review, see (<xref ref-type="bibr" rid="B12">12</xref>). While scanning the brain parenchyma to detect local changes, microglia show a myriad of morphological and functional changes with considerable overlap (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). As a function of environmental stimuli, age or nature of the imposed insult, microglia may differentially respond to the threats (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>), establishing new relationships between form and function (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). Today, it is also known that extrinsic and intrinsic key factors, including host microbiota, influence microglia functions and states (<xref ref-type="bibr" rid="B20">20</xref>) and that microRNAs, a class of small (~22 nucleotides) single&#x2010;stranded noncoding ribonucleic acid (RNAs), are drivers of microglia phenotypic changes (<xref ref-type="bibr" rid="B21">21</xref>). Evidence also demonstrate that there are multiple reactive microglial states that are selected by the discrimination of discrete perturbations within the brain parenchyma, in both physiological and pathological conditions (<xref ref-type="bibr" rid="B22">22</xref>); each state of activation is selected to make its own distinct physiological contributions, regulated by purinergic mechanisms, to changes in the local environment.</p>
<p>To search for morphological differences across phylogenetically distantly related species we reexamined our previous morphometric findings based on microglia three-dimensional reconstructions and compared data obtained in the dentate gyrus of mouse (<italic>Mus musculus</italic>) (<xref ref-type="bibr" rid="B23">23</xref>) and hippocampus V area of the semipalmated sandpiper (<italic>Calidris pusilla</italic>) (<xref ref-type="bibr" rid="B24">24</xref>), with those of microglia of the dentate gyrus of the lesser bulldog bat (<italic>Noctilio albiventris</italic>, unpublished results). The species selected allow the comparison of similar body weights and brain volumes for the microglia morphological categorization in the dentate gyrus, associated to contrasting locomotor and cognitive performances and distinct phylogenetic histories. Using phylogenetic trees generated by nuclear recombination-activating gene (RAG-1) and mitochondrial cytochrome oxidase (COI) markers of these three species, and that of the capuchin monkey (<italic>Sapajus apella</italic>), we explored Felsenstein&#x2019;s independent phylogenetic contrast approach (<xref ref-type="bibr" rid="B25">25</xref>) to measure the influence of phylogeny on microglial morphology.</p>
<p>To investigate microglia shape changes in a reactive state (non-homeostatic conditions) in small and large brains, we compared <italic>M. musculus</italic> (unpublished results) and <italic>C. penicillata</italic> (<xref ref-type="bibr" rid="B26">26</xref>) models of antibody-dependent enhancement of dengue disease, and reanalyzed the influences of an exacerbated inflammatory response following a peripheral virus infection on microglia morphological responses of these two species.</p>
<p>Finally, we re-evaluated our previous findings that explored the morphological response of microglia associated with sublethal encephalitis induced by RNA arbovirus in <italic>M. musculu</italic>s; we determined the influence of age and environmental enrichment on the neuroinvasion, virus clearance and damage to the CNS in relation to microglial morphology (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B27">27</xref>).</p>
</sec>
<sec id="s2">
<title>Morphological Diversity of Surveillant Microglia Across Species Under Homeostatic Conditions</title>
<p>Comparative morphological studies are now supported by molecular approaches, especially phylogenetics, which are increasing our understanding on morphophysiology and evolution of adaptive responses to environmental challenges (<xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>The modern integrative biologist now faces the challenging task of understanding multiple physiological and genetic systems&#xa0;of the organisms they study, and there is an increasing need to look beyond established areas of expertise and drawn upon the experience of the wider scientific community (<xref ref-type="bibr" rid="B29">29</xref>). Unravelling microglia morphophysiology under homeostatic and non-homeostatic conditions is a good example of these new challenging times.</p>
<p>In all species investigated to date, microglia under homoeostatic conditions show delicate and ramified branches oriented radially from a small elliptical soma (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Microglia do not have a diversity of shapes, which can undergo back and forth morpho-functional changes, that they face to support neuronal and distinct immune functions under homeostatic and disrupted conditions (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Recently, it was demonstrated that the density of microglial cells in brains of different species and in the different structures of each individual brain are similar (<xref ref-type="bibr" rid="B7">7</xref>). These authors suggested that due to this constant density, microglia may have a similar average size in the evolution of mammals, with the same volume of tissue being monitored by each cell. However, others have shown that in a large number of species, microglia morphology varies across them with a conserved core program of orthologous genes, from rodents to humans (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Here, we examined microglia morphology in three species with similar body weights and brain volumes, i.e. the mouse (<italic>Mus musculus</italic>) as a terrestrial species, the lesser bulldog bat (<italic>Noctilio albiventris</italic>), and semipalmated sandpiper (<italic>Calidris pusilla</italic>) with aerial locomotion.</p>
<p>Although previous studies demonstrated that bats&#x2019; and birds&#x2019; have separate evolutionary origins, they share aerial mobility, smaller body weight and brain size, and differential adaptative phenotype responses for flying (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). In contrast to birds and bats, mice do not need to meet the weight and volume constrains imposed by flying (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>).</p>
<p>Based on three-dimensional reconstructions of microglia immunolabeled with antibodies for ionized calcium binding adaptor molecule 1 (Iba1), as a marker for microglia and macrophages across species (<xref ref-type="bibr" rid="B39">39</xref>), a comparative analysis of the three-dimensional morphometric features of microglia of dentate gyrus of <italic>C. pusilla</italic> (<xref ref-type="bibr" rid="B24">24</xref>), <italic>N. albiventris</italic> (unpublished results) and <italic>M. musculus</italic> (<xref ref-type="bibr" rid="B23">23</xref>), with correspondent 3D microglia reconstructions of the cell closest to the &#x201c;mean cell&#x201d; of each species is shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. To choose the representative mean cell of each species, we used the distance matrix (distance between microglia pairs) to obtain the sum of the distances of each cell in relation to all the others. We assumed that the cell that best represents each group shows the least sum of distances. The matrices were constructed using all morphometric variables with the combination of all cells of a given group, followed by the weighted calculation of a scalar Euclidean distance between the cells. We used STATISTICA data analysis software system, version 12. StatSoft, Inc. (2014) to get the Euclidean distance matrices (distance between microglia pairs) and the sum of distances of each cell in relation to all the others (See <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1 </bold>
</xref>for total number of cells in each species).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Graphical representation of the comparative analysis of morphometric features between species. Top, schematic illustration of <italic>M. musculus</italic> <bold>(A)</bold>, <italic>N. albiventris</italic> <bold>(B)</bold> <italic>C. pusilla</italic> <bold>(C)</bold> with correspondent three-dimensional reconstructions of microglia performed in the dentate gyrus of mammals and in the hippocampal V region of  <italic>C. pusilla</italic>. 3D representative reconstructions of microglia are closest to the &#x201c;mean cell&#x201d; of each species. All morphometric features comparisons between species are significantly different (p &lt; 0.05), except those indicated as non-significant (ns), and reproducing the color of the species being compared with <italic>C. pusilla</italic>. Three distinct mean values of each morphometric variable, one for each species, are exhibited on each line over three distinct colored areas as follows: orange, gray and yellow shaded areas corresponding to <italic>M. musculus</italic>, <italic>N. albiventris</italic> and <italic>C. pusilla</italic>, respectively. Note that the extent of each color shaded area on each line are the mean percentual values of each species. Scale bar = 25 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g001.tif"/>
</fig>
<p>From <italic>M. musculus</italic> to <italic>C. pusilla</italic>, a progressive decrease in the&#xa0;number of branches is observed, with the microglia of <italic>N.&#xa0;albiventris</italic> occupying an intermediate position between the most branched microglia in <italic>M. musculus</italic> and the minimally branched in <italic>C. pusilla</italic> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Note that all, but few, of the comparisons of morphometric features in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> were significantly different.</p>
<p>Morphological features with no statistical differences were only observed for Mean Branch Surface Area between <italic>C. pusilla</italic> and <italic>M. musculus</italic>, and for Number of Trees between <italic>C. pusilla</italic> and <italic>N. albiventris</italic>. It is important to highlight that, on average, the microglia of <italic>M. musculus</italic> survey a Convex Hull Volume of tissue that is almost twice that of <italic>N. albiventris</italic> and three times the one of <italic>C. pusilla</italic>. The <italic>M. musculus</italic> microglia exhibit on average of 2.5 and 16.7 fold greater Morphological Complexity than microglia of <italic>N. albiventris</italic> and <italic>C. pusilla</italic> respectively, and with a Number of segments that are on average 1.8 and 4.4 fold greater than for <italic>N. albiventris</italic> and for <italic>C. pusilla</italic>. These morphological differences may have important implications for the physiology of microglia across species of similar body weight and brain volumes. For example, the relative energetic cost per surveilled unit of tissue volume may not be the same across species, imposing a differential tradeoff between the contribution to neural physiology and the immune surveillance (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> is a graphic representation of canonical discriminant functions of all microglia morphological features of <italic>M. musculus</italic>, <italic>N. albiventris</italic> and <italic>C. pusilla</italic>. Three different ellipsoids, each one corresponding to a different species, occupy distinct regions of the Euclidian space. The ellipsoid representing the microglia of <italic>N. albiventris</italic> shows small, but asymmetric intersections with the ellipsoids of <italic>C. pusilla</italic> and <italic>M. musculus</italic>, sharing a greater region with the ellipsoid of <italic>C. pusilla</italic>. Thus, taking the <italic>M. musculus</italic> ellipsoid as a reference point to the other species, the greater Squared Mahalanobis Distance (which measures multivariate distances between the ellipsoids in arbitrary units) was found in <italic>C. pusilla</italic>, and the smaller one in <italic>N. albiventris</italic>. All distances between ellipsoids were statistically significant and the smaller distance occurred between <italic>N. albiventris</italic> and <italic>C. pusilla</italic>. For detailed statistical analysis see <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Material SM1</bold>
</xref>. Note that the morphology of microglia within each species is relatively homogeneous and this is reflected in cell spatial distribution concentrated within each ellipsoid (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The separation between the ellipsoids of each species reflects the interspecific morphological differences. In fact, the microglia of <italic>C. pusilla</italic> monitors, on average, less tissue volume per microglial unit, and shows simpler trees, which facilitates the mobility of their branches and the penetration into areas of compact tissue. At the other extreme are those of the mouse, with more complex trees, which makes the penetration of their branches into regions&#xa0;of compact tissue more difficult. In contrast, as mouse microglial trees fill a larger volume, their capacity for monitoring by volume unit of brain tissue is greater. These differences may imply differential metabolic costs per unit of tissue sampled by every microglial cell of each species. The morphometric properties of&#xa0;the bat microglia seem to occupy an intermediate situation,&#xa0;despite exhibiting characteristics closer to the mouse microglial morphology.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Graphic representation of the canonical discriminant function analysis of three-dimensional microglia reconstructions in the dentate gyrus of <italic>N. albiventris</italic> <bold>(A)</bold>, <italic>M. musculus</italic> <bold>(B)</bold> and hippocampal V region of <italic>C. pusilla</italic> <bold>(C)</bold>. Open color circles illustrate the microglia distribution in each species. The ellipsoid for <italic>N. albiventris</italic> (gray circles) intercepts both <italic>M. musculus</italic> (orange) and <italic>C. pusilla</italic> (yellow), with a greater overlap with <italic>C. pusilla</italic> Function 1, explains 82.0% of the variance (for details of statistical analysis see <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Material SM1</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g002.tif"/>
</fig>
</sec>
<sec id="s3">
<title>Phylogenetically Independent Contrast and Microglia Morphometric Features</title>
<p>To integrate the increasing availability of phylogenetic trees with comparative biology, Felsenstein (<xref ref-type="bibr" rid="B25">25</xref>) developed phylogenetic independent contrasts (PIC). The PIC approach provides a specific evolutionary scenario that allows researchers to conduct statistically robust regression analyses for trait comparisons using information for all species in the phylogenetic analysis, instead of only the sister species comparisons (<xref ref-type="bibr" rid="B25">25</xref>). Bird and mammal phylogenies have been successfully reconstructed using deoxyribonucleic acid (DNA) sequences of the subunit I of the mitochondrial enzyme of COI (<xref ref-type="bibr" rid="B41">41</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>) and nuclear DNA sequences of RAG-1 (<xref ref-type="bibr" rid="B44">44</xref>&#x2013;<xref ref-type="bibr" rid="B46">46</xref>). Because these genes show different rates of evolution, we used both data sets to improve resolving power and increasing the coverage of our analysis (<xref ref-type="bibr" rid="B47">47</xref>) considered tree topology and branch lengths in a phylogeny based on mitochondrial and nuclear genes. Once obtained, these parameters provide a set of independent contrast values between species that can be used in statistical regression and/or correlation procedures. A similar approach was successfully adopted in recent studies related to the morphological complexity of astrocytes in shorebirds (<xref ref-type="bibr" rid="B48">48</xref>).</p>
<p>To fulfill the requirements of Felsentein&#x2019;s approach we added another distantly related species with a larger brain and arboreal locomotion, the capuchin monkey (<italic>Sapajus apella)</italic>, a New World monkey with remarkable cognitive capacities (<xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). The microglia morphology of semipalmated sandpiper (<italic>C. pusilla</italic>), mouse (<italic>M. musculus</italic>), lesser bulldog bat (<italic>N. albiventris</italic>) and capuchin monkey (<italic>S. apella</italic>), together with the DNA sequences of COI and RAG-1 genes of each species, were used to search for phylogenetic influences on microglia morphology across species.</p>
<p>DNA sequences for COI (<xref ref-type="bibr" rid="B54">54</xref>) and RAG-1 (<xref ref-type="bibr" rid="B55">55</xref>) were obtained from GeneBank (accession code in <xref ref-type="supplementary-material" rid="SF1">
<bold>SM1</bold>
</xref>) for all species. Sequences were aligned using ClustalW (<xref ref-type="bibr" rid="B56">56</xref>) implemented in BioEdit 7.2.5 (<xref ref-type="bibr" rid="B57">57</xref>) and concatenated using the program SequenceMatrix 1.8 (<xref ref-type="bibr" rid="B58">58</xref>). The software PartitionFinder (<xref ref-type="bibr" rid="B59">59</xref>) was used to choose the most appropriate model of nucleotide evolution for phylogenetic analysis according to Bayesian Information Criterion (BIC). We used the &#x201c;Speciation: Yule Process&#x201d; tree prior (<xref ref-type="bibr" rid="B60">60</xref>) implemented in Beast v1.7.5 software to estimate species trees with two independent runs of 5x10<sup>8</sup> MCMC (Markov chain Monte Carlo). Sampling occurred at every 50,000 generations. The effective sample size (ESS) values were verified to determine the stationary posterior distributions of the parameters in Tracer 1.6 (<xref ref-type="bibr" rid="B61">61</xref>). Log files and trees were combined using the LogCombiner 1.7.5 application (<xref ref-type="bibr" rid="B62">62</xref>), while the Maximum Clade Credibility (MCC) tree was obtained from TreeAnnotator 1.7 (<xref ref-type="bibr" rid="B62">62</xref>) by applying a burn-in value of 10% of the total trees (1000). We calibrated two nodes in the species tree using the mammal time tree of Foley (<xref ref-type="bibr" rid="B63">63</xref>), setting a mean value of the most recent common ancestor (tmrca) of the mammals as 86.9 my, and a mean value of tmrca between Rodentia + Primates as 77.84 my. To obtain PIC values, we used the PDAP module (<xref ref-type="bibr" rid="B64">64</xref>) inside Mesquite Software Version 3.6 (<xref ref-type="bibr" rid="B65">65</xref>). The PIC analysis allowed us to test for phylogenetic influences on all 21 morphometric features of microglia three-dimensional reconstructions for all species.</p>
<p>
<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> shows the median values of morphometric features used to estimate phylogenetically independent contrasts and corresponding p values for two tail t-tests of significant phylogenetic influence. We tested 21 morphometric variables and found that phylogenetic effects cannot explain morphological differences across species. Indeed, only two out of 21 morphometric features were influenced by phylogenetic differences based on mitochondrial COI and RAG-1 genes, namely the mean branch length for COI and the mean branch surface area for RAG-1. (See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for molecular markers used for COI and RAG-1 phylogenies). The phylogenetic trees generated for COI and three-dimensional reconstructions of microglia closest to the &#x201c;mean&#x201d; cell of each species are shown on <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>Median values used to perform the Phylogenetically Independent Contrasts and the p values for each gene.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Morphometric features</th>
<th valign="top" colspan="4" align="center">Median values</th>
<th valign="top" colspan="2" align="center">PIC 2-tailed p-value</th>
</tr>
<tr>
<th valign="top" align="center">
<italic>M. musculus</italic>
</th>
<th valign="top" align="center">
<italic>C. pusilla</italic>
</th>
<th valign="top" align="center">
<italic>S. apella</italic>
</th>
<th valign="top" align="center">
<italic>N. albiventris</italic>
</th>
<th valign="top" align="center">RAG1</th>
<th valign="top" align="center">COI</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Total Segment Length (&#xb5;m)</bold>
</td>
<td valign="top" align="center">1494.500</td>
<td valign="top" align="center">451.200</td>
<td valign="top" align="center">574.600</td>
<td valign="top" align="center">887.550</td>
<td valign="top" align="center">0.886</td>
<td valign="top" align="center">0.136</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average Segment Length (&#xb5;m)</bold>
</td>
<td valign="top" align="center">4.292</td>
<td valign="top" align="center">6.144</td>
<td valign="top" align="center">5.719</td>
<td valign="top" align="center">5.216</td>
<td valign="top" align="center">0.989</td>
<td valign="top" align="center">0.028</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average Tortuosity</bold>
</td>
<td valign="top" align="center">1.267</td>
<td valign="top" align="center">1.666</td>
<td valign="top" align="center">1.138</td>
<td valign="top" align="center">1.526</td>
<td valign="top" align="center">0.895</td>
<td valign="top" align="center">0.494</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average Surface Area (&#xb5;m&#xb2;)</bold>
</td>
<td valign="top" align="center">8.933</td>
<td valign="top" align="center">8.984</td>
<td valign="top" align="center">9.945</td>
<td valign="top" align="center">8.442</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.827</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total Branch Volume (&#xb5;m&#xb3;)</bold>
</td>
<td valign="top" align="center">686.883</td>
<td valign="top" align="center">93.611</td>
<td valign="top" align="center">187.445</td>
<td valign="top" align="center">286.827</td>
<td valign="top" align="center">0.780</td>
<td valign="top" align="center">0.212</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average Branch Volume (&#xb5;m&#xb3;)</bold>
</td>
<td valign="top" align="center">2.026</td>
<td valign="top" align="center">1.303</td>
<td valign="top" align="center">1.698</td>
<td valign="top" align="center">1.580</td>
<td valign="top" align="center">0.504</td>
<td valign="top" align="center">0.817</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Base Diameter (&#xb5;m)</bold>
</td>
<td valign="top" align="center">1.009</td>
<td valign="top" align="center">0.665</td>
<td valign="top" align="center">0.860</td>
<td valign="top" align="center">0.775</td>
<td valign="top" align="center">0.414</td>
<td valign="top" align="center">0.927</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total Number of segments</bold>
</td>
<td valign="top" align="center">344.000</td>
<td valign="top" align="center">72.000</td>
<td valign="top" align="center">102.500</td>
<td valign="top" align="center">177.000</td>
<td valign="top" align="center">0.854</td>
<td valign="top" align="center">0.169</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Segments/mm</bold>
</td>
<td valign="top" align="center">233.005</td>
<td valign="top" align="center">162.704</td>
<td valign="top" align="center">174.905</td>
<td valign="top" align="center">191.671</td>
<td valign="top" align="center">0.882</td>
<td valign="top" align="center">0.100</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Number of trees</bold>
</td>
<td valign="top" align="center">6.000</td>
<td valign="top" align="center">4.000</td>
<td valign="top" align="center">6.000</td>
<td valign="top" align="center">5.000</td>
<td valign="top" align="center">0.735</td>
<td valign="top" align="center">0.704</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Surface (&#xb5;m&#xb2;)</bold>
</td>
<td valign="top" align="center">3101.710</td>
<td valign="top" align="center">636.142</td>
<td valign="top" align="center">1055.990</td>
<td valign="top" align="center">1392.895</td>
<td valign="top" align="center">0.752</td>
<td valign="top" align="center">0.232</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Complexity</bold>
</td>
<td valign="top" align="center">425034.000</td>
<td valign="top" align="center">21374.500</td>
<td valign="top" align="center">35488.200</td>
<td valign="top" align="center">150908.500</td>
<td valign="top" align="center">0.795</td>
<td valign="top" align="center">0.265</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Planar angle</bold>
</td>
<td valign="top" align="center">65.873</td>
<td valign="top" align="center">65.390</td>
<td valign="top" align="center">49.480</td>
<td valign="top" align="center">66.003</td>
<td valign="top" align="center">0.444</td>
<td valign="top" align="center">0.700</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Convex Hull Volume (&#xb5;m&#xb3;)</bold>
</td>
<td valign="top" align="center">38174.900</td>
<td valign="top" align="center">10479.100</td>
<td valign="top" align="center">10519.150</td>
<td valign="top" align="center">23164.550</td>
<td valign="top" align="center">0.911</td>
<td valign="top" align="center">0.160</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Convex Hull Surface (&#xb5;m&#xb2;)</bold>
</td>
<td valign="top" align="center">6989.170</td>
<td valign="top" align="center">2897.745</td>
<td valign="top" align="center">5396.140</td>
<td valign="top" align="center">4674.515</td>
<td valign="top" align="center">0.166</td>
<td valign="top" align="center">0.876</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Convex Hull Area (&#xb5;m&#xb2;)</bold>
</td>
<td valign="top" align="center">2392.000</td>
<td valign="top" align="center">909.438</td>
<td valign="top" align="center">2555.740</td>
<td valign="top" align="center">1492.625</td>
<td valign="top" align="center">0.917</td>
<td valign="top" align="center">0.577</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Convex Hull Perimeter (&#xb5;m)</bold>
</td>
<td valign="top" align="center">187.450</td>
<td valign="top" align="center">120.900</td>
<td valign="top" align="center">196.850</td>
<td valign="top" align="center">150.050</td>
<td valign="top" align="center">0.880</td>
<td valign="top" align="center">0.631</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>k-Dim</bold>
</td>
<td valign="top" align="center">1.217</td>
<td valign="top" align="center">1.115</td>
<td valign="top" align="center">1.088</td>
<td valign="top" align="center">1.172</td>
<td valign="top" align="center">0.776</td>
<td valign="top" align="center">0.335</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total Vertex A</bold>
</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">0.838</td>
<td valign="top" align="center">0.135</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total Vertex B</bold>
</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">0.757</td>
<td valign="top" align="center">0.258</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total Vertex C</bold>
</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">0.745</td>
<td valign="top" align="center">0.257</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Red values indicate that the variable was statistically significant in PIC analysis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Molecular markers used for Cytochrome <italic>c</italic> oxidase subunit 1 (COI) and Recombination activating gene 1 (RAG-1) phylogenies with GenBank/The Barcode of Life Database accession numbers.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Species</th>
<th valign="top" align="center">COI</th>
<th valign="top" align="center">RAG-1</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Mus musculus</italic>
</td>
<td valign="top" align="left">AB444046.1</td>
<td valign="top" align="left">AY011883.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Calidris pusilla</italic>
</td>
<td valign="top" align="left">AY666224.1</td>
<td valign="top" align="left">KC969130.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sapajus apella</italic>
</td>
<td valign="top" align="left">KY173083.1</td>
<td valign="top" align="left">HM759116.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Noctilio albiventris</italic>
</td>
<td valign="top" align="left">MH886531.1</td>
<td valign="top" align="left">AF447509.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogenetic trees based on the DNA sequences of the mitochondrial COi <bold>(A)</bold> and nuclear <bold>(B)</bold> genes for <italic>Calidris pusilla</italic>, <italic>Sapajus apella</italic>, <italic>Mus musculus</italic> and <italic>Noctilio albiventris</italic> with corresponding three-dimensional reconstructions of microglia. The representative cell is closest to the &#x201c;average&#x201d; cell for each species. To select them, the distance matrix was used to obtain the sum of the distances of each cell in relation to all the others. We assumed that the cell that best represents each group would have the least sum of distances. See <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for molecular markers used for phylogenies based on COi and RAG-1. COi, cytochrome oxidase subunit 1; RAG-1, Recombination activating gene 1. Scale bars for phylogeny A = 20Ma, B = 30Ma; scale bar for microglia reconstructions = 40 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g003.tif"/>
</fig>
<p>Although our detailed 3D reconstructions of microglia showed distinct morphometries in distantly related species, these morphological differences could not be explained by phylogenetic influences. It is therefore relevant to examine other factors that may explain differential morphology between species (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B66">66</xref>&#x2013;<xref ref-type="bibr" rid="B68">68</xref>). Here, we discuss the hypothesis that microglial morphological differences may be associated, at least in part, with different cognitive capacities.</p>
</sec>
<sec id="s4">
<title>Microglia Morphology and Cognitive Performances</title>
<p>Microglia and their gene expression are key mediators of neuronal circuitry formation, function, and plasticity during normal physiological conditions (<xref ref-type="bibr" rid="B69">69</xref>). During the process of consolidating learning and memory, selective neuronal groups are recruited for learning, based on their level of excitation and synaptic activation, and this process is followed by subsequent strengthening of pre-existing synapses, formation of new connections and elimination of unnecessary ones (<xref ref-type="bibr" rid="B70">70</xref>). Shape, function and plasticity of the synapses underlying learning are especially interrelated in the hippocampus, a region whose integrity consolidation conditions episodic memory (<xref ref-type="bibr" rid="B71">71</xref>&#x2013;<xref ref-type="bibr" rid="B73">73</xref>). As the hippocampus matures, lasting changes in the structure of synapses occur in association with long-term potentiation (LTP), replacing the intense synaptogenesis of the developmental period by enlarging and clustering mature brain synapses (<xref ref-type="bibr" rid="B74">74</xref>). These synaptic rearrangements are selective and strengthen the circuits related to the task being learned (<xref ref-type="bibr" rid="B75">75</xref>). In addition, functional magnetic resonance studies have shown that, comparing the activity of the hippocampal subfields to each other, the dentate gyrus (DG) is more active than Ammon&#x2019;s horn (CA1-CA2-CA3) and subiculum, and that in both the coding process and information retrieval, the rostral DG is more active than caudal DG (<xref ref-type="bibr" rid="B76">76</xref>). When adult rats were trained to remember the spatial location of an object, synapse remodeling was observed 6 hours later in the molecular layer of the dorsal (septal) DG (DG-Mol) (<xref ref-type="bibr" rid="B77">77</xref>), and this remodeling was dependent on microglia (<xref ref-type="bibr" rid="B78">78</xref>, <xref ref-type="bibr" rid="B79">79</xref>). Under homeostatic conditions microglia extend processes continuously and quickly, contacting synapses that are related to the ongoing experience, contributing to synaptic plasticity through the release of cytokines and growth factors (<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B80">80</xref>). In addition, coordinated regulation of gene expression leads to LTP, an essential mechanism underlying memory formation (<xref ref-type="bibr" rid="B81">81</xref>). In fact, the generation of LTP through the N-methyl-D-aspartate receptor (NMDAR) activates transcription factors that promote the expression of genes responsible for its maintenance (<xref ref-type="bibr" rid="B82">82</xref>). Indeed, it has been demonstrated that through enhanced expression of the Arc gene, a key regulator of synaptic plasticity, miR-34a regulates basal synaptic efficacy in the adult medial perforant path-evoked synaptic transmission in the DG (<xref ref-type="bibr" rid="B83">83</xref>).</p>
<p>Microglia also contribute to selective structural plasticity by eliminating synapses through phagocytic mechanisms, which are essential for maintaining normal cognitive activity (<xref ref-type="bibr" rid="B84">84</xref>). Indeed, previous reports have shown that the dynamics of microglial processes are regulated by sensory experience and neuronal activity (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B85">85</xref>); for review see (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B86">86</xref>). Recent findings show a significant association between signaling in the pathways of the immune system regulated by microglia, synaptic strength, and related behavior (<xref ref-type="bibr" rid="B87">87</xref>). It has been demonstrated that the genetic removal of microglia-derived brain-derived neurotrophic factor (BDNF) in mice, or the selective deletion of microglia, decrease the synaptic expression of mature N-methyl D-Aspartate (NMDA) receptor subunit ionotropic glutamate receptors (GluN2B). In such condition there is an increase of the receptor subunit GluN2A, without affecting the density of neurons or synapses in the cortex and hippocampus (<xref ref-type="bibr" rid="B88">88</xref>). Dendritic spines (the post synaptic membrane of most excitatory synapses) have a crucial role in synaptic transmission and plasticity underlying cognitive processes (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B75">75</xref>) and in BDNF signaling through functionally antagonistic receptors, such as the tropomyosin receptor kinase B (TrkB) and the p75<sup>NTR</sup>, over the lifetime, which are associated with proper synaptic plasticity, as well as the regulation of dendritic spine number and structure (<xref ref-type="bibr" rid="B89">89</xref>).</p>
<p>The morphological expression of the consolidation of learning and memory depends on microglia synaptic remodeling, with more significant changes in synaptic morphology in the target layers of the entorhinal-to-DG projection (<xref ref-type="bibr" rid="B77">77</xref>). Because form precedes function, we thought that microglia morphology could reflect their activity, since microglia participate in the process of synaptic rewiring, and because LTP induced plasticity underlying learning and memory in the mature hippocampus shows significant intertwining of form and function (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>Here we re-evaluated previous findings on microglia morphology and its selective correlation with individual performance in spatial learning and memory tasks, in rostral DG. In a previous report (<xref ref-type="bibr" rid="B90">90</xref>), morphometric features of reconstructed microglia of the molecular layer of DG and of the lacunosum molecular layer of CA1 were tested for the correlation with the spatial learning and memory rate of the New World capuchin monkey (<italic>Sapajus apella</italic>), using the paired associate learning test of the Cambridge Neuropsychological Test Automated Battery &#x2013; CANTAB (<xref ref-type="bibr" rid="B90">90</xref>). CANTAB tests have been successfully used before in other primate species (<xref ref-type="bibr" rid="B91">91</xref>&#x2013;<xref ref-type="bibr" rid="B95">95</xref>), and in humans (<xref ref-type="bibr" rid="B96">96</xref>&#x2013;<xref ref-type="bibr" rid="B101">101</xref>).</p>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> shows discriminant analysis of microglia morphology of 4 different <italic>Sapajus apella</italic> individuals (S, M, F and J) with contrasting performances on the paired associates learning test (PAL) of the CANTAB battery (see <xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Material SM2</bold>
</xref> for statistical details). Two subjects (M and S) completed the task after three and four training sessions respectively, and two others (J and F), only after 13 and 19 sessions, respectively. It is important to highlight, that while microglial clusters of fast learners (M and S) do not intercept with each other, slow learners (F and J) microglial clusters, showed a larger area of interception (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), suggesting that the correlation between morphological complexity and cognitive performance in paired associated learning task is not linear. See <xref ref-type="supplementary-material" rid="SF5">
<bold>Supplementary Material SM3</bold>
</xref> for correlation between the microglial morphological complexity (K-dim) and PAL task performances of slow (F and J) and fast learners (M and S) individuals.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Graphical representation of the canonical discriminant function analysis of the morphometric characteristics of microglia obtained from three-dimensional reconstructions performed on the molecular layer of the rostral dentate gyrus of 4 individual capuchin monkeys (<italic>Sapajus apella</italic>): M, S, F and (J). Open circles of different colors illustrate the distribution of the microglia of each individual in the Euclidean space. Microglia of S <bold>(A)</bold> and M <bold>(C)</bold> with better learning rates occupy distinct regions in the left quadrants of the Euclidean space, while F <bold>(B)</bold> and J <bold>(D)</bold> individuals with lower learning rates share similar regions in the right quadrants of the Euclidean space. Function 1 and 2 explain 84.2% of variance (for statistical details see <xref ref-type="supplementary-material" rid="SF2">
<bold>Suplemmentary Material SM2</bold>
</xref>). Scale bar = 25 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g004.tif"/>
</fig>
<p>Studies showed microglia from M subject has having the lowest morphological complexity mean values, but faster spatial learning and memory performance on the paired associates learning task (PAL) (<xref ref-type="bibr" rid="B90">90</xref>). The authors evidenced that performances in the PAL task and some morphological features of microglia of rostral region of DG-Mol, presented significant correlations, whereas none were found between performance and CA1 microglial morphology. It is reasonable to speculate that the formation of synapses in the learning and spatial memory network in <italic>Sapajus apella</italic> may be associated with lower microglia morphological complexity in the rostral DG. Because significant correlations between spatial learning and memory performance and microglia morphology were limited to the rostral region of DG, the results seem to be consistent with regional specializations of rostral and caudal regions of the monkey DG (<xref ref-type="bibr" rid="B102">102</xref>&#x2013;<xref ref-type="bibr" rid="B105">105</xref>). These correlational differences between microglia structures and cognitive performance are an important observation and may suggest diverse physiological roles for microglia in the rostral and caudal DG of <italic>Sapajus apella</italic>. For detailed molecular mechanisms related to tissue-specific regulation of microglia form, function and dysfunction see (<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B106">106</xref>).</p>
<p>On the neuronal side it has been suggested that the learning process acts on microtubule dynamics at synaptic sites and these changes are critical for LTP and memory (<xref ref-type="bibr" rid="B107">107</xref>). It remains to be clarified, however, whether the learning process also requires dynamic alterations of microglia microtubules at synaptic sites of the molecular layer of rostral DG, and whether microtubule alterations lead to a reduction in microglia morphological complexity. To note that microtubules were shown to modulate the activity of Ras homologous (Rho) guanosine triphosphate (GTPases), which conversely are associated to microglia polarization (<xref ref-type="bibr" rid="B108">108</xref>). Recently, it was demonstrated that ablation of the small GTPase Rhoa in adult microglia led to spontaneous microglia activation and loss of synapses and neurons, leading to long-term synaptic plasticity impairment (<xref ref-type="bibr" rid="B109">109</xref>).</p>
<p>Thus, cytoskeleton reorganization determines changes in microglia morphology, and we may imagine that fast learners would have an increased number of microglia with lower mean values of morphological complexity than slow learners. Consistent with this view, the percentage of microglia with lower morphological complexity was asymmetrically distributed with a greater percentage in fast learner monkeys M (80.5%) and S (92.7%) than in slow learners monkeys F (31.4%) and J (66.7%) (<xref ref-type="bibr" rid="B90">90</xref>). Our findings in <italic>Sapajus apella</italic> demonstrated that within the same species and functional area, individual performance in spatial learning and memory tests were highly associated with differential morphology of microglia of the rostral DG, but not the CA1 lacunosum molecular layer, suggesting that microglia form and function in this species might be regulated in a tissue-specific fashion.</p>
<p>Taken together, our comparisons of the three-dimensional reconstructions of microglia of the DG of the capuchin monkey (<italic>Sapajus apella</italic>), mouse (<italic>Mus musculus</italic>), and hippocampal V area of semipalmated sandpiper (<italic>Calidris pusilla</italic>) with each other, and with microglia of DG of a bat (<italic>Noctilio albiventris</italic>), showed distinct morphologies across species. Using phylogenetic trees generated from DNA sequences of mitochondrial COI and RAG1 nuclear genes, Felsenstein&#x2019;s phylogenetic independent contrast approach demonstrated that phylogenetic differences do not explain microglial morphological differences, suggesting the contribution of other factors such as differential cognitive performances across species.</p>
</sec>
<sec id="s5">
<title>Microglia Response Under Arbovirus Attack and Metabolic Exchange Of Large and Small Brains</title>
<p>When the microglia react to an insult (acute or chronic), they change their functional and morphological phenotypes (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B110">110</xref>). These responses seem to be region- (<xref ref-type="bibr" rid="B111">111</xref>, <xref ref-type="bibr" rid="B112">112</xref>) and species-specific (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B113">113</xref>), and are modulated by a variety of stimuli in health and disease (<xref ref-type="bibr" rid="B114">114</xref>&#x2013;<xref ref-type="bibr" rid="B116">116</xref>). Virtually all brain diseases have their pathological progress influenced by microglial cells (<xref ref-type="bibr" rid="B2">2</xref>) that react them with multiple morphofunctional phenotypes (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B116">116</xref>). Previous detailed reviews about microglia roles in distinct physiological and pathological contexts can be found elsewhere (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B117">117</xref>&#x2013;<xref ref-type="bibr" rid="B119">119</xref>) and are out of the scope of the present review.</p>
<p>It has been suggested that when natural selection differentially favors the brain or the immune system, increasing investment in one of those, the size or performance of the other will be reduced (<xref ref-type="bibr" rid="B120">120</xref>). When the immune response is activated by an infectious agent, the most obvious manifestation of the neuroimmune tradeoff is sickness behavior (<xref ref-type="bibr" rid="B121">121</xref>), a strategy for adaptive energy reallocation (<xref ref-type="bibr" rid="B122">122</xref>).</p>
<p>Owing to the tradeoff that exists between neural and immune systems, it has been predicted that larger brains would show less efficient immune responses compared to smaller brains, and that this evolutionary trade-off applies to the innate immune response, but not to the adaptive response one (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>With this view in mind, we explored the differential response of microglia and neuroinvasion after dengue infection in <italic>C.&#xa0;penicillata</italic> and <italic>M. musculus</italic> as proxies for immune capabilities of small and larger brains.</p>
<p>Although most viral infections are concentrated in peripheral tissues (non-neurotropic viruses), many viral species reach the CNS where they can alter homeostasis and induce neurological dysfunction associated with life-threatening inflammatory diseases (<xref ref-type="bibr" rid="B123">123</xref>&#x2013;<xref ref-type="bibr" rid="B126">126</xref>). Cross talk between neurons and microglia is, thus, essential for integrated actions, and small extracellular vesicles designated as exosomes have a crucial role in cell-to-cell communication, due to their content in lipids and proteins, but also in genetic material like miRNAs. There are a variety of miRNAs with key roles in microglia function and dysfunction, with aberrant expression of miRNAs being associated with microglia dysregulation and failure in sustaining CNS homeostasis; for review see (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>During virus infections a sustained increase in extracellular adenosine triphosphate (ATP) induced by neuronal damage is sensed by microglia through the purinergic receptor P2Y12 followed by their activation and recruitment towards virally infected neurons, to exert phagocytic activity in minutes to hours (<xref ref-type="bibr" rid="B127">127</xref>). The number of P2Y12 receptors on the surface of microglia increases over twofold in response to viral infections (<xref ref-type="bibr" rid="B128">128</xref>). ATP is a strong chemotactic signal for young microglia, mediating rapid migration to the injury site (<xref ref-type="bibr" rid="B129">129</xref>). However, while young microglia respond to extracellular ATP by increasing their motility and becoming more ramified, aged microglia exhibits a contrary response, with low phagocytic ability (<xref ref-type="bibr" rid="B130">130</xref>), and becoming less dynamic and ramified (<xref ref-type="bibr" rid="B131">131</xref>). Thus, purinergic signaling is essential for the modulation of microglial movement in the normal and pathological brain (<xref ref-type="bibr" rid="B132">132</xref>, <xref ref-type="bibr" rid="B133">133</xref>).</p>
<p>Facing homeostatic imbalance induced by any damaging agent (whether acute or chronic), changes in the morphology of microglia may be used as a proxy to judge about immune responses late in life, highlighting how important it is the investigation about the regulation mechanisms of microglia morphological changes (<xref ref-type="bibr" rid="B134">134</xref>). If we assume that form and function are intertwined, and that morphology precedes function both in developing (<xref ref-type="bibr" rid="B135">135</xref>) and mature brain circuits (<xref ref-type="bibr" rid="B136">136</xref>), we can examine any significant contribution from the morphometric analysis of microglia, either under homeostatic balance or imbalance (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B137">137</xref>); for recent review see (<xref ref-type="bibr" rid="B138">138</xref>).</p>
<p>In this regard, we re-examined our previous findings on the morphometric changes of microglia after a challenge with a non-neurotropic dengue arbovirus virus.</p>
<p>We explored the antibody-dependent enhancement (ADE) model of dengue infection (<xref ref-type="bibr" rid="B139">139</xref>, <xref ref-type="bibr" rid="B140">140</xref>), which is associated with an enhanced CNS inflammatory response (<xref ref-type="bibr" rid="B141">141</xref>). We compared microglial morphological responses in a neotropical primate model, the black tufted marmoset (<italic>Callithrix penicillata</italic>) (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B142">142</xref>), with that of a mouse model (unpublished results). The ADE of the host inflammatory response is a consequence of the presence of pre-existing anti-DENV antibodies, in a previously infected individual, binding and internalizing an infectious DENV viral particle of a different serotype in a subsequent infection (<xref ref-type="bibr" rid="B140">140</xref>, <xref ref-type="bibr" rid="B143">143</xref>, <xref ref-type="bibr" rid="B144">144</xref>). These subneutralizing antibodies from the primary infection cannot neutralize the virus. Instead, the antibody-virus complex binds to Fc&#x3b3; receptors (Fc&#x3b3;R) on circulating monocytes (<xref ref-type="bibr" rid="B140">140</xref>). These complexes of viruses and antibodies help the virus to infect monocytes more efficiently (<xref ref-type="bibr" rid="B145">145</xref>, <xref ref-type="bibr" rid="B146">146</xref>). The result is an increase in the overall replication of the virus and higher risk of serious illness (<xref ref-type="bibr" rid="B139">139</xref>, <xref ref-type="bibr" rid="B144">144</xref>).</p>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> shows <italic>C. penicillata</italic> and <italic>M. musculus</italic> microglia three-dimensional reconstructions from control animals and individuals subjected to antibody enhancement dengue disease. The estimated overall effect size for Convex Hull Volume, Complexity and K-dim revealed that there were significant differential morphological responses of microglia in these models of enhanced inflammation. It should be noted that there are differences between Cohen&#x2019;s effect size in the mouse and the black tufted marmoset, with 4&#x2013;7-fold higher d values in the infected monkeys. Notably, no neuroinvasion was observed in the brains of the mice, whereas dengue virus antigens were detected in many areas of the brain of <italic>C. penicillata</italic>, suggesting that there is a more efficient immune response in mice. Likewise, after induced infection with dengue virus single serotype, viral antigens were detected in the cerebral cortex and peripheral organs of <italic>C. penicillata</italic> (<xref ref-type="bibr" rid="B142">142</xref>), while no neuroinvasion was detected in mice (<xref ref-type="bibr" rid="B147">147</xref>). It remains to be clarified whether this immunological efficiency is the consequence of an evolutionary tradeoff favoring the immune system homeostatic responses over the contribution to the preservation of neural homeostasis in <italic>M. musculus</italic> compared to <italic>C. penicillata</italic>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Microglia morphological responses to dengue infection in <bold>(A)</bold> mouse (<italic>M. musculus</italic>) and <bold>(B)</bold> black tufted marmoset (<italic>C. penicillata</italic>). <bold>(C)</bold> Convex hull volume, <bold>(D)</bold> Complexity and <bold>(E)</bold> K-dim with Cohen&#x2019;s effect size that was calculated as the mean difference divided by the standard deviation of differences. 3D microglia reconstructions reflect the cell closer to the &#x201c;mean cell&#x201d; of each species. The representative (mean) distance matrix for each cell group was used in the calculation of the sum of each cell distances to all the others. We assumed the cell best representing each group by the least sum of distances. The matrices were constructed using all morphometric variables with the combination of all cells from a given group, followed by the weighted distance measure of a scalar Euclidean distance between the cells. Infected and Control designations over three-dimensional reconstructed cells indicate that microglia were reconstructed from dentate gyrus molecular layer of infected and control individuals, respectively. N indicates de total number of reconstructed microglia. Double asterisk (**) over connector bars denotes statistically significant difference p &lt; 0.01. Scale bar = 15 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g005.tif"/>
</fig>
<p>As significant differences have been described between several gene &#x2018;modules&#x2019; of the microglia of rodents and primates including phagocytic, complement and susceptibility genes to neurodegeneration (<xref ref-type="bibr" rid="B6">6</xref>), we suggest that the differential expressions of these gene modules may, at least in part, provide an explanation for the contrasting microglia morphological response observed in the distantly related mouse and black tufted marmoset. Further studies including transcriptomic analysis before and after antibody enhancement dengue infection will help to clarify this issue.</p>
</sec>
<sec id="s6">
<title>Age and Sedentary Lifestyle Reduce Microglial Morphological Reactivity Under Neurotropic Arbovirus Infection</title>
<p>The movement of multiple microglial processes during their surveillance of the brain parenchyma surveillance is guided by the sensome (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B148">148</xref>) that induces a variety of morphological identities with considerable crossover in function as they extend and retract processes (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>The morphological parameters and process motility of microglia depend from several neuromodulators (<xref ref-type="bibr" rid="B149">149</xref>), and is increased by ionotropic glutamatergic neurotransmission and decreased by ionotropic GABAergic neurotransmission (<xref ref-type="bibr" rid="B150">150</xref>). Under homeostatic conditions constitutive bidirectional signaling between the neural and immune systems regulates immune cells, and vice-versa, in concert with the levels of neural and immune activity (<xref ref-type="bibr" rid="B151">151</xref>, <xref ref-type="bibr" rid="B152">152</xref>).</p>
<p>We recently investigated the long-term influence of age and environment on the morphology of the microglia of the outer and middle thirds of the molecular layer of the DG of mice. We found that the enriched environment (EE) reduced the morphological diversity of the microglia of aged mice in such a way that a single morphotype was found in the aged mice (<xref ref-type="bibr" rid="B23">23</xref>), that it was associated with episodic-like memory preservation (<xref ref-type="bibr" rid="B153">153</xref>, <xref ref-type="bibr" rid="B154">154</xref>).</p>
<p>As environmental enrichment and physical exercise (<xref ref-type="bibr" rid="B155">155</xref>, <xref ref-type="bibr" rid="B156">156</xref>), as well as aging (<xref ref-type="bibr" rid="B156">156</xref>&#x2013;<xref ref-type="bibr" rid="B158">158</xref>), modulate microglia responsiveness, a key element in the pathological outcomes of arbovirus infections, we re-evaluated our findings related to the influence of age and environment on the microglial morphological response in a murine model of neurotropic virus infection (<xref ref-type="bibr" rid="B15">15</xref>). In <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>, we compared morphometric features of microglia in CA3 of control and infected young and aged mice when raised in contrasting environments mimicking sedentary and active lives, under Piry arbovirus sublethal encephalitis. We found evidence that under arbovirus attack, aging and sedentary-like lifestyle acting together significantly reduced microglial reactive response and associated with more severe and lasting behavioral changes.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Age and environmental influences on microglial morphological response in a mouse model of sublethal encephalitis induced with Piry arbovirus. Three-dimensional reconstructions of the &#x201c;mean cell&#x201d; of each experimental group are shown, including control and infected young mice <bold>(A)</bold>, control and infected aged mice <bold>(B)</bold>. Microglia complexity of young <bold>(C)</bold> and aged <bold>(D)</bold> control and infected mice, under the influence of impoverished and enriched environments, with corresponding Cohen&#x2019;s effect size was calculated as the mean difference divided by the standard deviation of differences. Notice that aging seems to minimize morphological changes, and effect size under neurotropic infection is greater in young mice maintained in impoverished environments. To choose the representative (mean) cell of each group, the distance matrix was used to obtain the sum of the distances of each cell in relation to all the others. We assumed that the cell that best represents each group is the one with the least sum of distances. The matrices were constructed using all morphometric variables with the combination of all cells of a given group, followed by the weighted calculation of a scalar Euclidean distance between the cells. IY, young mice raised in impoverished environment; EY, young mice raised in enriched environment; IA, aged mice raised in impoverished environment; EA, aged mice raised in enriched environment; IYinf, infected young mice raised in impoverished environment; EYinf, infected young mice raised in enriched environment; IAinf, infected aged mice raised in impoverished environment; EAinf, infected aged mice raised in enriched environment. Scale bar = 25 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> shows discriminant function analysis applied to <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> data, where distinct distributions of microglia are noticed between infected (in the right superior and inferior quadrants) and control subjects (in the central area of left quadrants). Indeed, control mice, either from impoverished or enriched environments show many similar microglial morphometric features and, therefore, share large areas of their ellipsoids in the left quadrants. By contrast, infected mice kept in enriched and impoverished environments occupy the right superior and inferior quadrants, with less intersection of their ellipsoids, thus highlighting differential morphological microglia responsiveness.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Discriminant function analysis to illustrate age and environmental influences on microglial morphological response in a mouse model of sublethal encephalitis induced with Piry arbovirus. Note that in young mice <bold>(A)</bold> there is a distinct distribution of microglia of infected (red and orange color open circles) in the right superior and inferior quadrants respectively, while in controls, the green and blue color open circles are in the central area of left quadrant. In contrast, the microglia of aged mice <bold>(B)</bold>, show larger areas of intersection between infected and control mice, indicating smaller influence of environment on microglia morphological response. Orange and red circles represent infected mice; Green and blue circles indicate control mice. IY, young mice raised in impoverished environment; EY, young mice raised in enriched environment; IA, aged mice raised in impoverished environment; EA, aged mice raised in enriched environment; IYinf, infected young mice raised in impoverished environment; EYinf, infected young mice raised in enriched environment; IAinf, infected aged mice raised in impoverished environment; EAinf, infected aged mice raised in enriched environment. Square black dot = ellipsoid center of each experimental group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-12-683026-g007.tif"/>
</fig>
<p>However, when functional discriminant analysis is applied to the microglia of aged mice, they show larger areas of intersection in infected and control mice suggesting little differentiation of the microglial reactive response in mice maintained for life in either an enriched or an impoverished environment. See <xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Materials SM4, SM5</bold>
</xref> for statistical details.</p>
<p>Due to the immunomodulatory influence of age and environment on microglia morphological response to virus neuroinvasion, it is important to examine the influence of these variables on the underlying mechanisms of immunological plasticity of the adaptive immune response.</p>
<p>Previous studies have shown that there is a significant beneficial influence of a healthy human life style on immune response in which regular moderate exercise and cognitive multidomain stimulation are key components (<xref ref-type="bibr" rid="B159">159</xref>&#x2013;<xref ref-type="bibr" rid="B163">163</xref>) in the acquisition of the immune benefits (<xref ref-type="bibr" rid="B164">164</xref>); for recent reviews see (<xref ref-type="bibr" rid="B165">165</xref>, <xref ref-type="bibr" rid="B166">166</xref>). Cognitive decline in aged rodents has received less investigation, and this seems to be associated with difficulties in isolating confounding, aged-associated changes in sensory and locomotor systems in behavioral tasks (<xref ref-type="bibr" rid="B167">167</xref>).</p>
<p>There is a consensus, however, that oxidative stress, DNA damage, mitochondrial dysfunction, excessive accumulation of misfolded proteins, damage to miRNA processing and inflammation are frequent causes of aging-related cellular dysfunctions (<xref ref-type="bibr" rid="B168">168</xref>), which may underly aging cognitive and immunological declines.</p>
<p>Modeling of human active lifestyles in mice and rats use environmentally enriched cages with increasing levels of novelty and complexity, to enhance somatosensory, visuospatial, cognitive and motor stimulation through voluntary exercise (<xref ref-type="bibr" rid="B169">169</xref>, <xref ref-type="bibr" rid="B170">170</xref>). Running wheels, bridges, shelters, tunnels and toys are regularly moved inside the cage or replaced periodically, providing adequate stimuli to keep animals active, in order to achieve long term systemic beneficial effects, including higher immune responsiveness (<xref ref-type="bibr" rid="B171">171</xref>).</p>
<p>These animals, compared to sedentary animals raised in the impoverished environment of standard laboratory cages, exhibited differential immunological plasticity in both peripheral and central immune responses (<xref ref-type="bibr" rid="B172">172</xref>&#x2013;<xref ref-type="bibr" rid="B175">175</xref>). In agreement,  measurements interleukin-1&#x3b2; (IL-1&#x3b2;) and tumor necrosis factor-&#x3b1; (TNF-&#x3b1;) induction after novel object and exposure to  accessories support the existence of an anti-inflammatory effect of environmental enrichment (<xref ref-type="bibr" rid="B176">176</xref>).</p>
<p>It has been also shown that short duration moderate exercise can improve survival in mice infected with a lethal dose of influenza virus (<xref ref-type="bibr" rid="B177">177</xref>). It has been shown that environmental enrichment and physical exercise, when combined, reduce brain cytokine expression (<xref ref-type="bibr" rid="B178">178</xref>), which may contribute to this outcome. Consistent with these findings, 6-month old mice under environmental enrichment, subjected to the neurotropic Piry arbovirus infection, increase T-cell infiltration and show less CNS cell infection by the virus and/or faster virus clearance, less microgliosis, and less damage to the extracellular matrix, than infected mice maintained in standard laboratory cages (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>The signs of immunosenescence include low absolute numbers of T-cells, lower proportions of naive T-cells to differentiated effector memory T-cells, weak proliferative responses to mitogenic agents, and a ratio of CD4 to CD8 lymphocytes of less than 1.0 (<xref ref-type="bibr" rid="B179">179</xref>). Physical exercise and environmental enrichment can modulate immunity in aged humans (<xref ref-type="bibr" rid="B180">180</xref>, <xref ref-type="bibr" rid="B181">181</xref>) and in experimental models (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B178">178</xref>, <xref ref-type="bibr" rid="B182">182</xref>, <xref ref-type="bibr" rid="B183">183</xref>). Indeed, it has been suggested that exercise might exert an anti-immunosenescence effect, delaying the onset of immunological ageing and rejuvenating aged immune profiles (<xref ref-type="bibr" rid="B179">179</xref>). In the hippocampal formation of aged mice, the response to several anti-inflammatory factors, including interleukin (IL)-4 and IL-13 is reduced relatively to adult mice, though exercise seems to have limited effects on modulating this response (<xref ref-type="bibr" rid="B183">183</xref>).</p>
<p>Our previous findings using Piry arbovirus neuroinvasion demonstrated an inverse association between age, behavioral impairments, and microglial host morphological changes (<xref ref-type="bibr" rid="B15">15</xref>). In fact, infected mice of advanced age, both in enriched environment (EE) and impoverished environments (IE), showed permanent reduction of burrowing activity and loss of olfactory discrimination, but only transient abnormalities in exploratory and locomotor activities. As burrowing activity requires hippocampal integrity and because the ventral hippocampus, DG, and septal regions were targeted by Piry virus, along with the olfactory nuclei and olfactory projections, we suggested inflammatory response and/or cell death along these pathways as probable causes (<xref ref-type="bibr" rid="B15">15</xref>). Microglial morphological changes in aged mice were less marked than those in young individuals, contributing to a reduced inflammatory response in immunosenescent individuals, and then more severe encephalitis outcomes and increased number of deaths (<xref ref-type="bibr" rid="B15">15</xref>). Like Piry virus infection, the olfactory pathways were also severely damaged during vesicular stomatitis virus (VSV) virus encephalitis induced by nostril inoculation, which affected similar anatomical targets within the anatomical olfactory pathways (<xref ref-type="bibr" rid="B184">184</xref>&#x2013;<xref ref-type="bibr" rid="B187">187</xref>).</p>
<p>We can only speculate about mechsnisms that govern the underlying differential microglial 3D morphological changes under homeostatic and non-homeostatic conditions in young and in aged individuals? These three-dimensional morphological changes, which are strongly influenced by age and environment, are, of course underpinned by altered second messenger signaling. Gi-mediated decreases in cyclic adenosine monophosphate (cAMP) tone contribute to larger process extension, and Gs-coupled pathways induce process retraction (<xref ref-type="bibr" rid="B134">134</xref>). Though we have characterized the changes in the large processes of microglia, the extension of which is largely THIK-1 and P2Y12 dependent, microglial cells appear to conduct their surveillance of the homeostatic brain at the much smaller nanometer scale by means of tiny filopodia, which respond to stimuli by altering local concentrations of cAMP in a THIK-1 -independent manner; these local changes in cAMP, that are probably under the tight control of a-kinase anchor protein (AKAP), are also known to control the polarity of the microglial responses (<xref ref-type="bibr" rid="B134">134</xref>).</p>
<p>Morphological changes may associate with the time break window motility that include limited surveillance and enveloping sites of tissue damage controlled by P2Y12 activation and membrane potential (<xref ref-type="bibr" rid="B188">188</xref>). At the nanometric scale, filopodia also participate and depend on the local concentration of cAMP (<xref ref-type="bibr" rid="B134">134</xref>).</p>
<p>The microglia of mice from 18- to 20-month-old show a reduction in the number of ramifications and hypertrophy of the perinuclear cytoplasm supporting a change to a proinflammatory profile, as indicated by the elevated expression of inflammatory-response genes in transcriptomic analysis (<xref ref-type="bibr" rid="B189">189</xref>, <xref ref-type="bibr" rid="B190">190</xref>). Between 3 months and two years of age, mouse microglia gets older, with significant numerical and morphological changes, which include increased density, increased soma area, and shorter and thicker processes impairing motility of their branches (<xref ref-type="bibr" rid="B106">106</xref>, <xref ref-type="bibr" rid="B191">191</xref>, <xref ref-type="bibr" rid="B192">192</xref>). Phenotypic variation in cellular senescence was recently indicated to involve four distinct stages: initiation (proliferation arrest), early (anti-inflammatory-state), full (increased inflammation and metabolism) and late senescence (decreased inflammation and metabolism), based on metabolism and senescence-associated secretory phenotype features. Such states may be influenced by diet, hormones, and epigenetics, and surely relate with the controversial findings on the role of chronic and increased neuroinflammation associated to aging and neurodegeneration (<xref ref-type="bibr" rid="B193">193</xref>).</p>
<p>It has recently been suggested that in the rat hippocampus a microglia-astrocyte interaction may induce microglial branching in the presence of inflammation and that the impairment of such interaction would be associated with inefficient microglia distribution, maladaptive morphology, and reduced clearance activity in aged rats (<xref ref-type="bibr" rid="B194">194</xref>).</p>
<p>Microglial morphology has been directly correlated to gene expression within the same brains using three-dimensional microscopic reconstruction and transcriptomic analysis (<xref ref-type="bibr" rid="B195">195</xref>). It has been shown that the total area and volume of Iba1 and P2Y12 immunolabeled microglial processes in CA3 of male and female mice subjected to lipopolysaccharide (LPS) challenge showed a significant inverse correlation with a robust index of microglia maturity, based on a ratio of selective up- and down-regulated genes, with much larger impact on both measures in males than in females (<xref ref-type="bibr" rid="B195">195</xref>).</p>
<p>It remains to be clarified, however, to what extent these correlations between gene expression and microglial morphology change under neurotropic virus challenge with the influence of age and environmental influence mimicking active and sedentary lifestyles.</p>
</sec>
<sec id="s7">
<title>Non-Biological Sources of Variation</title>
<p>It is not uncommon to find contradictory results in comparative studies due to the use of different animal lineages, variations in histological procedures, different methods, or in the case of 3D reconstructions, dissimilarities in the stereological sampling approach to select cells for reconstruction and ambiguities in the definition of the objects and areas of interest (<xref ref-type="bibr" rid="B196">196</xref>). To reduce possible sources of non-biological variation in the present report, all samples of our previous findings were obtained with the same tissue processing protocols (perfusion, antigen retrieval, immunoreaction, dehydration, counterstaining, and clearing) and the specificity of the immunohistochemical pattern was confirmed using a control reaction that omitted the primary antibody (<xref ref-type="bibr" rid="B197">197</xref>&#x2013;<xref ref-type="bibr" rid="B199">199</xref>). To obtain sufficient contrast between foreground and background we improved the signal/noise ratio with glucose-oxidase-DAB-Nickel peroxidase amplification method (<xref ref-type="bibr" rid="B200">200</xref>).</p>
<p>Microscopic 3D reconstructions are affected by mechanical factors due to vibratome sectioning and tissue dehydration procedures, inducing non-uniform shrinkage in the z-axis of the sections (<xref ref-type="bibr" rid="B201">201</xref>). Thus, estimates of modifications in the x/y dimensions during tissue processing cannot be linearly extrapolated to the z dimension across section. These methodological constraints impose limitations that must be considered when interpreting the results of all morphological studies based on 3D reconstructions. However, a reliable indication of severe shrinkage in the z-axis is the curling of branches, indicating that individual processes did not shrink at the same rate as the slice in which they were located. These effects tend to be of higher amplitude at the surface, decreasing in depth along the z-axis. To minimize this effect, we took our samples from the middle region of the z-axis, where the impact of these changes is expected to be minor (<xref ref-type="bibr" rid="B15">15</xref>). In addition, it has been demonstrated that in the z-axis (perpendicular to the cutting surface), sections shrink by approximately 75% of the cut thickness after dehydration and clearing (<xref ref-type="bibr" rid="B202">202</xref>). Based on those findings, all microglial reconstructions were corrected for Z-axis shrinkage, expecting that shrinkage would be 75% of the original value. No corrections were applied to X/Y axes, as it is expected that these dimensions do not change after histological dehydration and clearing. Moreover, we used the same software and hardware approaches for sampling, reconstruction, and analysis (Stereology, Neurolucida and Neuroexplorer, MicroBrightfield, Inc.), which guarantee systematic and random sampling selection of microglia across all regions of the areas of interest. Finally, to detect possible variations in the criteria for identifying and include only complete microglia arbors inside the area of interest, we underwent checking procedures of the results by having different investigators reconstructing microglia in the same regions using the same monoclonal IBA1 antibody as a marker for microglia and macrophages.</p>
</sec>
<sec id="s8">
<title>Conclusion</title>
<p>Microglia morphological features under homeostatic conditions were found to diverge in the DG across species (<italic>C. pusilla</italic>, <italic>N. albiventris</italic>, <italic>M. musculus</italic> and <italic>S. apella</italic>) with large variation in tree branching pattern and cell size, not explained by phylogenetics differences. Other determinant factors for the differential microglia morphology across species may then include cognitive exercise, environmental stimuli, as well as aerial <italic>vs.</italic> terrestrial locomotion that may impose limits, regulating neuroimmune interactions. When microglia react to an insult (acute or chronic), they change their morphofunctional characteristics and phenotypic plasticity, with differential morphological responses in small and large brained species and these responses are influenced by age and environmental stimuli, with region and species-specific modulatory influences.</p>
</sec>
<sec id="s9">
<title>Author Contributions</title>
<p>All authors contributed to the article and approved the submitted version. CP, DB, DA and DS participated in the data interpretation and writing of the final version.</p>
</sec>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>Funda&#xe7;&#xe3;o de Amparo &#xe0; Pesquisa do Par&#xe1; &#x2013; FADESP/Pr&#xf3;-Reitoria de Pesquisa e P&#xf3;s-Gradua&#xe7;&#xe3;o da Universidade Federal do Par&#xe1; &#x2013; PROPESP Edital 2020-PIAPA; Coordena&#xe7;&#xe3;o de Aperfei&#xe7;oamento de Pessoal de N&#xed;vel Superior &#x2013; CAPES &#x2013; Pr&#xf3;-Amaz&#xf4;nia, Grant No. 3311/2013; Programa Ci&#xea;ncias do Mar II; The Canadian Bureau for International Education (CBIE); Brazilian Research Council &#x2013; CNPq Grant No. 307749/2004-5 and 471077/2007-0 for CP, Funda&#xe7;&#xe3;o Amaz&#xf4;nia de Amparo a Estudos e Pesquisas do Par&#xe1; &#x2013; FAPESPA, ICAAF No. 039/2017. DB was supported by Funda&#xe7;&#xe3;o para a Ci&#xea;ncia e a Tecnologia (PTDC/MED-NEU/31395/2017, LISBOA-01-0145-FEDER-031395 and UID/DTP/04138/2018-2021), as well as by Santa Casa da Miseric&#xf3;rdia (ALS Research Grant). PV was supported by Brazilian National Research Council - CNPq grants No 573739/2008-0, 457664/2013-4 and 303999/2016-0.</p>
</sec>
<sec id="s11" sec-type="COI-statement">
<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>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2021.683026/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2021.683026/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.tif" id="SF1" mimetype="image/tiff">
<label>Supplementary Figure 1</label>
<caption>
<p>Detailed statistical analysis of canonical discriminant function analysis of three-dimensional microglia morphological features in the dentate gyrus of <italic>N. albiventris</italic> (grey circles), <italic>M. musculus</italic> (orange circles) and hippocampal V region of <italic>C. pusilla</italic> (yellow). Function 1 explained 82% of the variance. Functions 1 and 2 are indicated on Structure Matrix Table.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_2.tif" id="SF2" mimetype="image/tiff">
<label>Supplementary Figure 2</label>
<caption>
<p>Detailed statistical analysis of canonical discriminant function analysis of three-dimensional microglia morphological reconstructions performed on the molecular layer of the rostral dentate gyrus of 4 individual capuchin monkeys (<italic>Sapajus apella</italic>), F (flo &#x2013; orange circles), J (jac &#x2013; green), M (mad &#x2013; pink) and S (sme &#x2013; purple). Microglia of S and M with better learning rates occupy distinct regions in the left quadrants, while F and J individuals with lower learning rates share similar regions in the right quadrants. Function 1 and 2 are indicated in the Structure Matrix Table and explain 84.2% of variance.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_3.tif" id="SF3" mimetype="image/tiff">
<label>Supplementary Figure 3</label>
<caption>
<p>Pearson&#x2019;s correlation analysis between morphological complexity (K-Dim) of microglia of molecular layer of rostral region of dentate gyrus and PAL performances of slow (F and J) and fast (M and S) learner monkeys. Color circles and letters distinguish data from different individuals.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_4.tif" id="SF4" mimetype="image/tiff">
<label>Supplementary Figure 4</label>
<caption>
<p>Detailed statistical analysis of canonical discriminant function analysis of three-dimensional morphological reconstruction of microglia morphological response in young mice subjected to sublethal encephalitis induced with Piry arbovirus. Note a distinct distribution of microglia of infected (red and orange color open circles) in the right superior and inferior quadrants respectively, while in controls, the green and blue color open circles are in the central area of left quadrant.  Function 1 to 3 are indicated in the Structure Matrix Table and Function 1 explain 83.0% of variance. Blue circle = IY, impoverished environment young control mice; Orange circle = IYinf, impoverished environment infected mice; Green circle = EY, enriched environment young control mice; Red circle = EYinf, enriched environment young infected mice; Square black dot = ellipsoid center of each experimental group.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Image_5.tif" id="SF5" mimetype="image/tiff">
<label>Supplementary Figure 5</label>
<caption>
<p>Detailed statistical analysis of canonical discriminant function analysis of three-dimensional morphological reconstruction of microglia morphological response in aged mice subjected to sublethal encephalitis induced with Piry arbovirus. The microglia of aged mice, show larger areas of intersection between infected and control mice, indicating less influence of the environment on microglia response of aged mice. Function 1 to 3 are indicated in the Structure Matrix Table and Function 1 explain 86.6% of variance. Blue and green circles represent microglia of control mice whereas red and orange represent microglia of aged infected mice. IA, impoverished environment aged control mice; IAinf, impoverished environment aged infected mice; EA, enriched environment aged control mice; EAinf, enriched environment aged infected mice; Square black dot = ellipsoid center of each experimental group.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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