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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.2025.1538920</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessing <italic>in-vitro</italic> models for microglial development and fetal programming: a critical review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Schepanski</surname>
<given-names>Steven</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/572503"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ngoumou</surname>
<given-names>Gonza B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2951092"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Buss</surname>
<given-names>Claudia</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/54430"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Seifert</surname>
<given-names>Georg</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1118554"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Charit&#xe9; - Universit&#xe4;tsmedizin Berlin, corporate member of Freie Universit&#xe4;t Berlin and Humboldt-Universit&#xe4;t zu Berlin, Charit&#xe9; Competence Center for Traditional and Integrative Medicine (CCCTIM)</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Charit&#xe9; - Universit&#xe4;tsmedizin Berlin, corporate member of Freie Universit&#xe4;t Berlin and Humboldt-Universit&#xe4;t zu Berlin, Department of Pediatrics, Division of Oncology and Hematology</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Charit&#xe9; - Universit&#xe4;tsmedizin Berlin, Corporate Member of Freie Universit&#xe4;t Berlin, Humboldt-Universit&#xe4;t zu Berlin, Institute of Medical Psychology</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>University of California, Irvine, Development, Health and Disease Research Program</institution>, <addr-line>Irvine, CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>German Center for Child and Adolescent Health (DZKJ), Partner Site Berlin, Charit&#xe9; - Universit&#xe4;tsmedizin Berlin</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>German Center for Mental Health (DZPG), Partner Site Berlin, Charit&#xe9; - Universit&#xe4;tsmedizin Berlin</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Sandra Maria Blois, University Medical Center Hamburg-Eppendorf, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Alexandre Bonnin, University of Southern California, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Steven Schepanski, <email xlink:href="mailto:steven.schepanski@charite.de">steven.schepanski@charite.de</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share last authorship</p>
</fn>
<fn fn-type="other" id="fn004">
<p>&#x2021;ORCID: Steven Schepanski, <uri xlink:href="https://orcid.org/0000-0002-7695-1289">orcid.org/0000-0002-7695-1289</uri>; Georg Seifert, <uri xlink:href="https://orcid.org/0000-0002-7109-9277">orcid.org/0000-0002-7109-9277</uri>; Gonza B. Ngoumou, <uri xlink:href="https://orcid.org/0000-0001-6501-732X">orcid.org/0000-0001-6501-732X</uri>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1538920</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Schepanski, Ngoumou, Buss and Seifert</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Schepanski, Ngoumou, Buss and Seifert</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>This review evaluates <italic>in-vitro</italic> models for studying how maternal influences during pregnancy impact the development of offspring microglia, the immune cells of the central nervous system. The models examined include primary microglia cultures, microglia cell lines, iPSC-derived microglia, PBMC-induced microglia-like cells, 3D brain organoids derived from iPSCs, and Hofbauer cells. Each model is assessed for its ability to replicate the <italic>in-vivo</italic> environment of the developing brain, with a focus on their strengths, limitations, and practical challenges. Key factors such as scalability, genetic and epigenetic fidelity, and physiological relevance are highlighted. Microglia cell lines are highly scalable but lack genetic and epigenetic fidelity. iPSC-derived microglia provide moderate physiological relevance and patient-specific genetic insights but face operational and epigenetic challenges inherent to reprogramming. 3D brain organoids, derived from iPSCs, offer an advanced platform for studying complex neurodevelopmental processes but require extensive resources and technical expertise. Hofbauer cells, which are fetal macrophages located in the placenta and share a common developmental origin with microglia, are uniquely exposed to prenatal maternal factors and, depending on fetal barrier maturation, exhibit variable epigenetic fidelity. This makes them particularly useful for exploring the impact of maternal influences on fetal programming of microglial development. The review concludes that no single model comprehensively captures all aspects of maternal influences on microglial development, but it offers guidance on selecting the most appropriate model based on specific research objectives and experimental constraints.</p>
</abstract>
<kwd-group>
<kwd>microglia</kwd>
<kwd>brain development</kwd>
<kwd>
<italic>in-vitro</italic> models</kwd>
<kwd>neuroimmunology and microglia</kwd>
<kwd>neurodevelopmental disorders</kwd>
<kwd>neuropsychiatry</kwd>
<kwd>developmental origin of health and diseases</kwd>
<kwd>fetal programming</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="100"/>
<page-count count="8"/>
<word-count count="3319"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Immunological Tolerance and Regulation</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The concept of fetal programming refers to the idea that changes within the intrauterine environment can contribute to the offspring&#x2019;s vulnerability to developing diseases later in life by shaping their responses to future internal and external stimuli (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Various maternal challenges such as stress (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>), infection (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>), and exposure to environmental pollutants (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>) can alter gestational biology and thereby reshaping the intrauterine environment. These alterations, especially during critical windows of fetal development, have been associated with an increased risk of neurodevelopmental disorders and other long-term health consequences in the offspring (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>Microglia, the resident macrophages of the central nervous system (CNS), have garnered increasing interest as key mediators of neurodevelopmental processes during these sensitive periods in the womb and afterwards. In the developing brain, microglia exhibit a high degree of responsiveness to extracellular stimuli (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>), which enables them to shape neural circuits through mechanisms such as synaptic pruning (<xref ref-type="bibr" rid="B14">14</xref>), clearing of apoptotic cells (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>), and supporting neurogenesis (<xref ref-type="bibr" rid="B18">18</xref>). Originating from yolk sac progenitor cells, microglial cells colonize the CNS as early as the fourth week of gestation (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>) and continue to perform essential functions throughout life. In the mature brain, microglia are maintained through self-renewal over the entire lifespan (<xref ref-type="bibr" rid="B21">21</xref>) and are essential for homeostasis, neuroplasticity (<xref ref-type="bibr" rid="B22">22</xref>), and responses to pathogens (<xref ref-type="bibr" rid="B23">23</xref>). Beyond that, microglia are implicated in cognitive functions (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>), underscoring their dual role in supporting healthy brain function and contributing to neuropathology when dysregulated.</p>
<p>Research, primary from animal models, has demonstrated that maternal-derived factors, such as elevated maternal glucocorticoids (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>), cytokines (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>) or immune cells (<xref ref-type="bibr" rid="B30">30</xref>), and exposure to environmental pollutants such as diesel exhaust particles (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>), can interfere with fetal microglial development. These maternal factors can affect fetal microglia development either through being directly transferred across the placenta or by triggering placental responses that alter the intrauterine environment. Such environmental changes have been associated with dysregulated microglial reactivity, manifesting as either heightened sensitivity with excessive synaptic pruning or diminished responsiveness resulting in less pruning (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). However, recent evidence suggests that microglia may not be universally required for experience-dependent neural circuit maturation (<xref ref-type="bibr" rid="B37">37</xref>). Given microglia&#x2019;s central role in neural circuit formation, disruptions in microglia function due to these prenatal maternal factors have been associated with an increased risk of neurodevelopmental disorders in the offspring.</p>
<p>While findings from animal models have substantially expanded our understanding of how intrauterine conditions shape fetal microglial development, translating these findings to humans remains challenging (<xref ref-type="bibr" rid="B38">38</xref>). Differences in the biology of murine and human microglia (<xref ref-type="bibr" rid="B39">39</xref>), along with the lack of animal models for certain human CNS disorders, limit the applicability of these insights. Additionally, restricted access to human fetal brain tissue hinders direct investigation at cellular and molecular levels. As a result, <italic>in-vitro</italic> models have become essential tools for exploring the mechanisms of neurodevelopment.</p>
<p>This review critically evaluates the suitability of various <italic>in-vitro</italic> models for studying how variation in maternal-derived intrauterine factors affects fetal brain development, assessing their ability to replicate key physiological, genetic, and epigenetic conditions relevant to human development, and discussing their potential for translating findings from animal research into meaningful insights for human studies.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Critical analysis of <italic>in-vitro</italic> microglia models</title>
<sec id="s2_1">
<label>2.1</label>
<title>Primary microglia cultures</title>
<p>Primary microglia cultures are derived directly from brain tissue, typically sourced from rodent embryos, neonates, or, less commonly, human fetal postmortem tissue (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B41">41</xref>). The isolation process involves dissecting specific brain regions, dissociating tissues, and purifying microglia using techniques such as density gradient centrifugation, magnetic-activated cell sorting (MACS) (<xref ref-type="bibr" rid="B42">42</xref>), fluorescence-activated cell sorting (FACS) (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>), or orbital shaking (<xref ref-type="bibr" rid="B45">45</xref>). Because these cells are promptly isolated from fresh tissue sources, they retain essential microglial phenotypes and immune functions, allowing for physiological relevance in culture. This preservation of immune characteristics and cellular integrity makes primary microglia valuable for studying baseline microglial responses to various stimuli in a controlled environment.</p>
<p>Despite their physiological relevance, primary microglia cultures face limitations when used to model prenatal <italic>in-utero</italic> conditions. One major challenge is the impact of postmortem changes in brain cell structure. Studies (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>) on postmortem brain tissue have shown that cell morphometry can be significantly altered depending on the postmortem interval. Cell death through oncotic necrosis, resulting from adenosine triphosphate depletion, leads to cell swelling, vacuolization, and loss of membrane integrity (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B49">49</xref>). These changes can impair critical cellular functions, such as metabolic activity or signaling responsiveness (<xref ref-type="bibr" rid="B50">50</xref>), reducing the physiological relevance of isolated microglia for primary cultures. Additionally, fluid shifts and vacuolization during the postmortem interval can distort brain tissue structure (<xref ref-type="bibr" rid="B46">46</xref>), potentially inducing cellular stress responses that affect microglial behavior <italic>in-vitro</italic>.</p>
<p>In addition to degradation concerns, variability in prenatal exposures, such as maternal stress or infection history, introduces heterogeneity in microglial immune responsiveness and phenotypic characteristics, complicating reproducibility when facing limited availability of human fetal tissue. This further restricts the ability to obtain appropriately powered sample sizes and limits scalability for high-throughput studies. Moreover, practical and ethical constraints, alongside the labor-intensive nature of microglial isolation and culture, make primary microglia cultures less feasible for large-scale research.</p>
<p>In summary, while primary microglia cultures maintain physiological relevance and can capture certain baseline features of prenatal exposures, challenges related to postmortem cellular degradation, variability in intrauterine exposure, limited scalability, and ethical constraints reduce their suitability for comprehensively modeling mechanisms of fetal brain development.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Microglia cell lines</title>
<p>Microglia cell lines are widely used in neuroimmunological research due to their ease of handling, reproducibility, and scalability. These cell lines are typically derived from primary microglia obtained from brain or spinal cord tissues and are immortalized using viral transduction with oncogenes (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>) to ensure continuous proliferation. While this immortalization process allows for large-scale studies and consistent experimental outcomes, it introduces significant limitations that hinder their ability to accurately model the physiological, genetic, and epigenetic conditions necessary for understanding mechanisms of fetal brain development.</p>
<p>From a physiological perspective, microglia cell lines retain some core microglial functions, including adenosine triphosphate responsiveness, expression of macrophage/microglia marker, and basic phagocytic abilities (<xref ref-type="bibr" rid="B52">52</xref>). However, critical differences have been reported between primary microglia and cell lines in their responses to inflammatory stimuli (<xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B55">55</xref>). For example, the HMO6 cell line, developed by transducing embryonic microglia from telencephalon with a v-myc retroviral vector, showed limited ability to secrete a diverse range of inflammatory proteins upon exposure to lipopolysaccharide (LPS) or amyloid-&#x3b2; (<xref ref-type="bibr" rid="B52">52</xref>). Specifically, HMO6 cells showed limited secretion of interleukin (IL)-1&#x3b2;, IL-6, and macrophage inflammatory protein-1 &#x3b1; (MIP-&#x3b1;) compared to primary microglia (<xref ref-type="bibr" rid="B52">52</xref>). These functional deficits, likely attributable to the immortalization process, limit the utility of microglia cell lines for modeling the dynamic immune responses in the developing brain. Other cell lines, such as HMC3 (<xref ref-type="bibr" rid="B51">51</xref>) and C13NJ (<xref ref-type="bibr" rid="B56">56</xref>), are derived from the CHME-5 lineage, which has been suggested to originate from non-human sources, raising concerns about their validity for human-centered research (<xref ref-type="bibr" rid="B57">57</xref>).</p>
<p>In addition to physiological differences, the immortalization process may fundamentally alter the genetic and epigenetic landscape of microglia cell lines. Studies on cancer cell lines expressing SV40 T-antigen and oncogenic H-RAS demonstrate significant genetic and epigenetic changes over time, including disrupted tumor suppressor pathways, <italic>de novo</italic> DNA methylation at gene promoters, and transcriptional reprogramming (<xref ref-type="bibr" rid="B58">58</xref>). These changes lead to silencing of differentiation-associated genes, activation of cancer-associated signaling pathways, and acquisition of abnormal growth properties. While these findings are specific to cancer cells, the reliance on similar oncogenic transformation processes suggests that microglial cell lines may exhibit comparable alterations, including disrupted chromatin landscapes and gene expression, further reducing their suitability.</p>
<p>Such limitations compromise the utility of microglial cell lines for studying mechanisms of fetal programming, where precise epigenetic regulation is critical for understanding microglial roles in the developing brain. These shortcomings underscore the need for careful interpretation of results and the importance of combining microglia cell lines with other models, such as primary cultures or <italic>in-vivo</italic> systems, to better capture the complexity of prenatal brain development.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Stem cell-derived microglia</title>
<p>Stem cell technology offers promising opportunities for generating microglial cells in large quantities for <italic>in-vitro</italic> research. Microglia can be derived from embryonic stem cells (ESCs), harvested from the inner cell mass of a blastocyst, or induced pluripotent stem cells (iPSCs), reprogrammed from somatic cells (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>). Differentiating ESCs or iPSCs into microglia is a multi-step process, completed in around 30 days and often using co-culture systems with astrocytes to support microglial maturation (<xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>). However, stem cell-derived microglia often display immature phenotypes, limiting their physiological relevance for modeling prenatal environments. This is of particular importance because it has been previously shown that fetal microglia exposed to maternal inflammation, in a model of maternal immune activation, undergo accelerated maturation (<xref ref-type="bibr" rid="B63">63</xref>), a process that in this case stem cell-derived models may not fully replicate.</p>
<p>Further, the reprogramming and differentiation steps alter the cells&#x2019; epigenetic landscape (<xref ref-type="bibr" rid="B64">64</xref>, <xref ref-type="bibr" rid="B65">65</xref>), which may impact their ability to accurately model <italic>in-vivo</italic> conditions. This poses a significant challenge for research on fetal programming, where maternal health and environmental exposures are associated with epigenetic modifications that affect long-term brain development. Consequently, stem cell-derived microglia may fail to capture these specific epigenetic changes, thereby limiting their suitability.</p>
<p>Despite these limitations, iPSC-derived microglia offer significant advantages, including patient-specific genetic backgrounds and precise experimental control. These models enable detailed studies of how genetic mutations, such as those associated with schizophrenia, influence microglial behavior, providing insights into neurodevelopmental disorders (<xref ref-type="bibr" rid="B66">66</xref>&#x2013;<xref ref-type="bibr" rid="B68">68</xref>). However, operational challenges such as differentiation protocols are labor-intensive, costly, and require specialized conditions, limiting their scalability for high-throughput studies (<xref ref-type="bibr" rid="B60">60</xref>).</p>
<p>In summary, while iPSC-derived microglia are valuable tools for investigating molecular pathways and genetic variations, their occasional immature phenotypes, altered epigenetic profiles, and operational challenges limit their use in modeling the complex effects of maternal health and prenatal environmental factors on fetal brain development.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Three-dimensional brain organoids</title>
<p>Three-dimensional (3D) brain organoids, developed from iPSCs, represent a major advancement in modeling human brain development and disease (<xref ref-type="bibr" rid="B69">69</xref>). These self-organizing structures mimic key features of the human fetal brain, including cytoarchitecture, cellular diversity, and gene expression profiles, resembling the first and second trimesters of development (<xref ref-type="bibr" rid="B70">70</xref>&#x2013;<xref ref-type="bibr" rid="B75">75</xref>). Organoids can generate region-specific structures, such as the forebrain, hippocampus, and midbrain, and advances in fused assembloid systems allow researchers to model connectivity between brain regions, an essential feature for studying neurodevelopmental disorders (<xref ref-type="bibr" rid="B76">76</xref>&#x2013;<xref ref-type="bibr" rid="B80">80</xref>).</p>
<p>A major strength of 3D brain organoids is their high physiological relevance. Their spatial organization enables the investigation of neurodevelopmental processes, such as cell-cell interactions and responses to environmental influences, in a more lifelike setting. Incorporating iPSC-derived microglia enhances their complexity, allowing for the study of microglial functions, including synaptic pruning and neuroinflammation, within a neural context (<xref ref-type="bibr" rid="B81">81</xref>). This makes organoids particularly valuable for exploring how intrauterine environmental factors, like maternal stress, shape brain development.</p>
<p>However, 3D brain organoids face significant limitations. Generating them is technically demanding and resource-intensive, and there is considerable variability in size, cell composition, and maturation between batches, making standardization and reproducibility challenging (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B82">82</xref>). Additionally, the lack of systemic features like vascularization limits their capacity to sustain long-term growth and fully replicate <italic>in-vivo</italic> conditions. Additionally, while organoids inherit the genetic background of donor iPSCs, the reprogramming process alters their epigenetic landscape (<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B84">84</xref>). This reduced epigenetic fidelity poses challenges for studying maternal influences that rely on specific epigenetic modifications, such as those induced by maternal stress or inflammation, which are critical to understanding mechanisms of fetal programming.</p>
<p>In summary, 3D brain organoids offer a high degree of physiological relevance and are powerful tools for modeling neurodevelopmental processes. However, their moderate epigenetic fidelity, technical complexity, and inability to replicate systemic features necessitate cautious interpretation of findings. To address these limitations, organoids should be used alongside other <italic>in-vitro</italic> or <italic>in-vivo</italic> models for a more comprehensive investigation of how maternal health influences the developing brain of the fetus.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Induced microglia-like cells from peripheral blood mononuclear cells</title>
<p>Peripheral blood mononuclear cell (PBMC)-induced microglia-like cells offer an accessible and scalable alternative for studying CNS-resident microglia. Derived from myeloid cells in PBMCs or cord blood mononuclear cells (CBMCs), these cells are differentiated into microglia-like cells within 10&#x2013;14 days using growth factors such as macrophage colony-stimulating factor (M-CSF), granulocyte-macrophage colony-stimulating factor (GM-CSF), and IL-34 (<xref ref-type="bibr" rid="B85">85</xref>&#x2013;<xref ref-type="bibr" rid="B89">89</xref>). This method is advantageous due to the ease of obtaining PBMCs through non-invasive blood draws and the availability of CBMCs collected at birth (<xref ref-type="bibr" rid="B90">90</xref>).</p>
<p>While PBMC-induced microglia-like cells express key microglial markers such as IBA1, CX3CR1, PU.1, P2RY12, and TMEM119, their hematopoietic origin fundamentally differs from CNS-resident microglia, which derive from yolk sac progenitors during embryogenesis (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B90">90</xref>). This difference in lineage results in functional distinctions, as PBMC-derived cells resemble peripheral macrophages more closely than microglia, limiting their ability to model the unique roles of CNS microglia in prenatal brain development (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B91">91</xref>, <xref ref-type="bibr" rid="B92">92</xref>). Additionally, the epigenetic landscape of PBMC-derived cells is not CNS-specific. While cord blood-derived monocytes may retain some prenatal epigenetic marks, they likely reflect only the influence of maternal factors late in gestation and thus fail to capture the dynamic exposures and modifications occurring over time. This limits their relevance for studying the epigenetic mechanisms underlying fetal programming.</p>
<p>Despite these limitations, PBMC-induced microglia-like cells are highly practical for high-throughput studies due to their rapid and cost-effective generation. Their simple and scalable differentiation protocols make them accessible to labs with limited resources. However, variability in differentiation conditions can impact reproducibility, and the lack of interaction with other brain cell types, such as neurons and astrocytes, reduces their physiological relevance (<xref ref-type="bibr" rid="B93">93</xref>). While efforts to address these limitations, such as using simplified co-culture models to study synaptic interactions, have shown promise (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B94">94</xref>), these cells fall short of comprehensively model neuroimmune interactions in the developing brain.</p>
<p>In summary, PBMC-induced microglia-like cells are valuable for basic microglial studies and large-scale investigations due to their accessibility and rapid generation. However, their distinct developmental origin and limited physiological and epigenetic fidelity restrict their application in studying maternal health impacts and fetal brain development. For a more complete understanding of prenatal programming, these cells should be used in combination with complementary models like iPSC-derived microglia or organoids.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Hofbauer cells</title>
<p>Hofbauer cells (HBCs), fetal macrophages originating from yolk sac progenitors, populate the chorionic villi of the placenta throughout pregnancy and share a developmental origin with CNS-resident microglia (<xref ref-type="bibr" rid="B95">95</xref>&#x2013;<xref ref-type="bibr" rid="B97">97</xref>). Both cell types arise from the same progenitor lineage but migrate to distinct tissues, where they perform specialized immune functions. In the placenta, HBCs regulate immune responses, combat infections, and contribute to tissue remodeling, roles analogous to microglia in the developing brain (<xref ref-type="bibr" rid="B98">98</xref>, <xref ref-type="bibr" rid="B99">99</xref>). This developmental and functional overlap makes HBCs a potential surrogate for studying mechanisms of fetal programming in humans.</p>
<p>One of the primary strengths of HBCs is their direct and continuous exposure to maternal conditions throughout gestation, allowing them to reflect intrauterine changes from the earliest stages of development. However, maternal factors not crossing placental or fetal barriers may limit HBCs&#x2019; fidelity. Previous research (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B100">100</xref>) using differential gene expression (DEG) and Gene Ontology (GO) enrichment analyses has demonstrated significant alterations in HBC gene expression under maternal inflammatory conditions during pregnancy, affecting pathways related to immune signaling, metabolism, and cellular stress. Canonical pathway analyses have further shown shared responses between HBCs and fetal microglia, such as changes in glycolysis, oxidative stress responses, and inflammatory signaling under maternal obesity (<xref ref-type="bibr" rid="B95">95</xref>). These parallels highlight the potential of HBCs as proxies for investigating how maternal influences on fetal development.</p>
<p>Despite shared responses, important differences arise due to the distinct tissue environments in which HBCs and microglia reside. Microglia interact closely with neurons and CNS-specific cell types, contributing to neurodevelopmental processes like synaptic pruning and neural circuit refinement. In contrast, HBCs are influenced by placental functions, such as nutrient exchange, hormone production, and vascular development. For example, GO analyses reveal that mitochondrial metabolism and regulation of body fluid levels are uniquely enriched in HBCs, whereas microglia show enrichment in pathways related to neuron regulation and microtubule polymerization (<xref ref-type="bibr" rid="B95">95</xref>). These differences illustrate the tissue-specific adaptations of these macrophages, even under shared maternal health conditions.</p>
<p>HBCs are particularly well-suited for studying the effects of pre-conceptional maternal health, such as obesity, on fetal immune programming, as they are exposed to maternal factors from the earliest stages of development. However, they are less informative for maternal influences arising exclusively during pregnancy, as key developmental events, such as progenitor migration to the brain or placenta and blood-brain-barrier formation may have already occurred. This temporal limitation underscores the differences between HBC and fetal microglial responses to maternal health.</p>
<p>Practical challenges also restrict the broader applicability of HBCs. Their collection requires timely access to placental tissue at delivery, limiting scalability and accessibility. Furthermore, variability among placental samples, driven by maternal health factors such as infection and diet, complicates reproducibility and standardization. This heterogeneity poses challenges for studies requiring uniform cell populations or modeling precise biological processes.</p>
<p>In summary, Hofbauer cells are a valuable model for investigating how maternal health influences fetal brain development, particularly through mechanisms of immune programming shaped by pre-conceptional factors. Their high physiological relevance and potential to reflect early prenatal exposures make them well-suited for long-term developmental studies. However, limitations in scalability, reproducibility, and their ability to capture pregnancy-specific influences highlight the need for complementary models to achieve a comprehensive understanding of prenatal programming and its implications for fetal brain and immune development.</p>
</sec>
</sec>
<sec id="s3" sec-type="discussion">
<label>3</label>
<title>Discussion and conclusion</title>
<p>This review critically evaluates the suitability of various <italic>in-vitro</italic> models for studying the effects of maternal health conditions on fetal brain development, with a focus on their physiological relevance, genetic and epigenetic fidelity, and practical considerations such as scalability, reproducibility, and cost. Each model offers unique advantages and limitations, and none fully replicates the complex interactions between mother and child during pregnancy. Therefore, the choice of model should be guided by the specific research aims, the desired level of biological fidelity, and the available resources.</p>
<p>
<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> provides a comparative summary of these models, helping researchers select the most appropriate model for their study based on the criteria discussed. This resource highlights each model&#x2019;s strengths and limitations, facilitating informed decisions in research planning.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Practical considerations for <italic>in-vitro</italic> microglia models.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Model</th>
<th valign="top" align="left">Practical Guidance</th>
<th valign="top" align="left">Best Research Use</th>
<th valign="top" align="left">Time to Develop</th>
<th valign="top" align="left">Scalability</th>
<th valign="top" align="left">Technical Complexity</th>
<th valign="top" align="left">Costs</th>
<th valign="top" align="left">Epigenetic Fidelity</th>
<th valign="top" align="left">Physiological Relevance</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Primary Microglia Cultures</td>
<td valign="top" align="left">Ensure consistent protocols to reduce variability; validate across batches and donors</td>
<td valign="top" align="left">Neurodevelopment, direct microglial responses</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="left">High</td>
</tr>
<tr>
<td valign="top" align="left">Microglia Cell Lines</td>
<td valign="top" align="left">Regularly monitor for changes in cell behavior; supplement with primary cultures or advanced models</td>
<td valign="top" align="left">High-throughput screening, basic immune response research</td>
<td valign="top" align="left">Short (days)</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
</tr>
<tr>
<td valign="top" align="left">iPSC-Derived Microglia</td>
<td valign="top" align="left">Follow rigorous protocols; consider combining with other models; validate epigenetic markers</td>
<td valign="top" align="left">Neurodevelopment and neurodegenerative disorders</td>
<td valign="top" align="left">Long (weeks)</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Moderate</td>
</tr>
<tr>
<td valign="top" align="left">3D-Brain Organoids</td>
<td valign="top" align="left">Standardize culture conditions; account for variability</td>
<td valign="top" align="left">Complex neurodevelopment, cell-cell interaction studies</td>
<td valign="top" align="left">Long (weeks-months)</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="left">High</td>
</tr>
<tr>
<td valign="top" align="left">Induced Microglia-Like Cells from CBMCs</td>
<td valign="top" align="left">Optimize induction protocols; validate microglial markers and functional responses</td>
<td valign="top" align="left">General neuroinflammation, immune signaling pathways</td>
<td valign="top" align="left">Short (1-2 weeks)</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
</tr>
<tr>
<td valign="top" align="left">Hofbauer Cells</td>
<td valign="top" align="left">Collect placental tissue promptly; validate with CNS models; consider context specific use</td>
<td valign="top" align="left">Maternal-fetal immune interactions, placental influence on brain development</td>
<td valign="top" align="left">Short (days)</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">Medium</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Moderate</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>iPSC, induced pluripotent stem cell; CMBCs, cord blood mononuclear blood cells; 3D, three dimensional; CNS, central nervous system.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</body>
<back>
<sec id="s4" sec-type="author-contributions">
<title>Author contributions</title>
<p>SS: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization. GN: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. CB: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. GS: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s5" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Christopher Urbschat for proof reading.</p>
</ack>
<sec id="s6" 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s7" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s8" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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