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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1732805</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Advancements in understanding neuropsychiatric lupus: deciphering immune heterogeneity with single-cell resolution</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Fan</surname>
<given-names>Zhou</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Hai</surname>
<given-names>Wang</given-names>
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<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Xianyi</surname>
<given-names>Zeng</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Baozhao</surname>
<given-names>Xie</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jichun</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of General Practice, The First People's Hospital of Qinzhou</institution>, <city>Qinzhou</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Rheumatology and Immunology, Yue Bei People's Hospital</institution>, <city>Shaoguan</city>, <country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>China Unicom Digital Intelligence Medical Technology Co, Ltd.</institution>, <city>Guangzhou</city>, <country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Rheumatology and Immunology, The Seventh Affiliated Hospital of Guangxi Medical University (Wuzhou Gongren Hospital)</institution>, <city>Wuzhou</city>, <country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Ganzhou Hospital-Nanfang Hospital, Southern Medical University (Ganzhou People's Hospital)</institution>, <city>Ganzhou</city>, <state>Jiangxi</state>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Xie Baozhao, <email xlink:href="mailto:13471716560@163.com">13471716560@163.com</email></corresp>
<corresp id="c002">Yan Jichun, <email xlink:href="mailto:yjc99436@163.com">yjc99436@163.com</email></corresp>
<fn fn-type="equal" id="fn0001"><label>&#x2020;</label><p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-13">
<day>13</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1732805</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>23</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Fan, Hai, Xianyi, Baozhao and Jichun.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Fan, Hai, Xianyi, Baozhao and Jichun</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-13">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Neuropsychiatric Systemic Lupus Erythematosus (NPSLE) represents one of the most severe and enigmatic manifestations of SLE, contributing significantly to disease morbidity and mortality. Its clinical presentation is profoundly heterogeneous, encompassing 19 distinct syndromes that pose considerable diagnostic and therapeutic challenges. While historical estimates of its prevalence varied widely, contemporary prospective studies suggest that approximately 56% of SLE patients experience a neuropsychiatric event, with 30&#x2013;50% of these events being directly attributable to SLE-related pathogenic mechanisms. A comprehensive understanding of its multifactorial pathogenesis is critical for developing targeted therapies. The pathogenesis of NPSLE is an integrated neuroimmune process initiated by the disruption of the blood&#x2013;brain and blood-CSF barriers. This breach permits peripheral autoimmune mediators-including pathogenic autoantibodies (e.g., anti-NMDAR, anti-ribosomal P), pro-inflammatory cytokines (e.g., Type I IFN, IL-6), and innate immune cells such as neutrophils forming Neutrophil Extracellular Traps (NETs)-to enter the central nervous system (CNS). Within the CNS, these insults trigger a robust response from resident glial cells. Microglia polarize to a pro-inflammatory M1 phenotype, driving neuroinflammation and pathological synaptic stripping, while astrocytes transition to a neurotoxic A1 phenotype, losing their neurosupportive functions. These inflammatory pathways are intricately linked with an ischemic/thrombotic pathway, often mediated by antiphospholipid antibodies, creating a complex pathogenic landscape. The adaptive immune system plays a crucial role in perpetuating the autoimmune attack within the CNS compartment. This involves the infiltration of pathogenic T cell subsets, as identified in animal models like the MRL/lpr strain, including T follicular helper (Tfh)-like cells in the choroid plexus and senescent/exhausted Eomes+ double-negative T cells within the brain parenchyma. Furthermore, the CNS can become an active site for B cell responses, supporting the intrathecal clonal expansion of B cells and plasma cells, leading to local production of pathogenic autoantibodies. Deconstructing this cellular and molecular complexity requires high-resolution technologies. Single-cell genomics (scRNA-seq, CITE-seq, scBCR-seq) and spatial transcriptomics are providing unprecedented insights into the specific cell types and states driving the disease. While direct analysis of human NPSLE brain tissue remains rare, a powerful framework is emerging from synthesizing mechanistic data from diverse animal models (e.g., MRL/lpr and NZB/W&#x202F;F1) with findings from human CSF in related neuroinflammatory conditions. The translation of these molecular insights into clinical practice is the ultimate goal. This research paves the way for moving beyond descriptive syndromic classifications toward a mechanism-based stratification using &#x201C;immune endophenotypes.&#x201D; Such an approach promises to enhance biomarker discovery (e.g., NfL, GFAP, CXCL13) and guide the development of targeted therapies, such as Type I IFN receptor blockade and specific B cell-directed agents. By bridging high-resolution discovery with clinical reality, we can advance toward an era of precision medicine for the management of NPSLE.</p>
</abstract>
<kwd-group>
<kwd>diagnostic challenges</kwd>
<kwd>heterogeneous manifestations</kwd>
<kwd>neuropsychiatric lupus (NPSLE)</kwd>
<kwd>pathogenic mechanisms</kwd>
<kwd>targeted therapies</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="53"/>
<page-count count="11"/>
<word-count count="8205"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Rheumatology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec1">
<label>1</label>
<title>Introduction to neuropsychiatric systemic lupus erythematosus</title>
<sec id="sec2">
<label>1.1</label>
<title>The clinical challenge of SLE and its neuropsychiatric manifestations</title>
<p>Systemic Lupus Erythematosus (SLE) is a quintessential systemic autoimmune disease defined by a profound loss of self-tolerance, leading to the production of a wide array of autoantibodies and subsequent multi-organ inflammation and damage (<xref ref-type="bibr" rid="ref1">1</xref>). Nervous system involvement represents one of the most severe and least understood challenges in the management of the disease.</p>
<p>The nomenclature used to describe this condition has evolved in parallel with our understanding of its pathology. Historically, terms such as &#x201C;lupus cerebritis&#x201D; or &#x201C;lupus sclerosis&#x201D; were employed, particularly when central nervous system (CNS) inflammation was presumed to be the primary driver (<xref ref-type="bibr" rid="ref1">1</xref>). However, these terms are now considered outdated as they fail to capture the full mechanistic diversity of the condition. The modern, accepted term is Neuropsychiatric SLE (NPSLE), which serves as a broad umbrella for the entire spectrum of neurological and psychiatric syndromes affecting both the central and peripheral nervous systems (<xref ref-type="bibr" rid="ref1">1</xref>). This terminological shift reflects a critical paradigm change-away from a singular focus on inflammation (&#x201C;-itis&#x201D;) and toward a more sophisticated appreciation of a multifactorial syndrome encompassing vascular, metabolic, and neurotoxic mechanisms that are not always overtly inflammatory. This review will use the term NPSLE throughout, specifying CNS or peripheral nervous system (PNS) involvement where appropriate. Regardless of nomenclature, NPSLE contributes significantly to disease-related morbidity, mortality, and a profoundly diminished quality of life for patients (<xref ref-type="bibr" rid="ref2">2</xref>).</p>
</sec>
<sec id="sec3">
<label>1.2</label>
<title>Epidemiology and attribution: a realistic appraisal of prevalence and impact</title>
<p>The true frequency of NPSLE has been a subject of considerable debate, with historical estimates varying dramatically from as low as 12% to as high as 95% (<xref ref-type="bibr" rid="ref3">3</xref>). This wide range is largely a product of methodological differences between studies, including retrospective versus prospective designs, inconsistencies in case definitions, and the inclusion of both major and minor, non-specific syndromes (<xref ref-type="bibr" rid="ref2">2</xref>). More recent, rigorous meta-analyses of prospective studies have provided a more realistic estimate, indicating that approximately 56% of systemic lupus erythematosus (SLE) patients will experience at least one neuropsychiatric event during their disease course. Among these events, common manifestations such as headache, mood disorders, and cognitive dysfunction are the most frequent contributors to this figure (<xref ref-type="bibr" rid="ref4">4</xref>).</p>
<p>Critically, a neuropsychiatric event occurring in an SLE patient is not synonymous with NPSLE. The concept of attribution is paramount; rigorous clinical evaluation is required to determine whether a given event is a direct consequence of SLE-related pathogenic mechanisms or is attributable to other causes, such as medication side effects, infections, or comorbid conditions. In daily clinical practice, attribution remains largely a diagnosis of exclusion, typically relying on multidisciplinary consensus to rule out &#x201C;mimics&#x201D; (e.g., infections, metabolic derangements) rather than solely on research-based attribution algorithms. Large, prospective cohort studies have consistently shown that only a fraction of these events-estimated to be between 30 and 50%-can be directly attributed to SLE itself (<xref ref-type="bibr" rid="ref5">5</xref>). This distinction is not merely academic; it is fundamental to appropriate management, as misattribution can lead to unnecessary and potentially harmful immunosuppression.</p>
</sec>
<sec id="sec4">
<label>1.3</label>
<title>The heterogeneity of NPSLE: from ACR syndromes to pathogenic mechanisms</title>
<p>The clinical heterogeneity of NPSLE is formally captured by the 19 distinct syndromes defined by the American College of Rheumatology (ACR) in 1999, which are broadly divided into 12 affecting the CNS and seven affecting the PNS (<xref ref-type="bibr" rid="ref2">2</xref>). These syndromes can be further categorized based on their clinical presentation as either focal or diffuse (<xref ref-type="bibr" rid="ref2">2</xref>). Focal manifestations, such as stroke, transverse myelitis, or seizures, are characterized by neurological deficits that can be localized to a specific neuroanatomical area. In contrast, diffuse manifestations, including cognitive dysfunction, psychosis, mood disorders, and acute confusional states, involve more widespread brain dysfunction.</p>
<p>This clinical distinction provides a foundational framework for considering the underlying pathophysiology, which is broadly divisible into two major mechanistic pathways: ischemic/thrombotic and autoimmune/inflammatory (<xref ref-type="bibr" rid="ref6">6</xref>). Ischemic events are frequently driven by a prothrombotic state, often in the context of antiphospholipid antibodies (aPL), leading to vasculopathy and thrombosis. The inflammatory pathway is more complex, involving the direct or indirect effects of autoantibodies, pro-inflammatory cytokines, and infiltrating immune cells on neuronal and glial function. It is now clear that these pathways are not mutually exclusive and often interact, creating a complex pathogenic landscape that underlies the diverse clinical presentations of NPSLE and poses significant diagnostic and therapeutic challenges (<xref ref-type="bibr" rid="ref7">7</xref>). <xref ref-type="table" rid="tab1">Table 1</xref> provides an overview of key NPSLE syndromes and their primary pathogenic considerations.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Key neuropsychiatric syndromes in SLE and their primary pathogenic considerations.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">NPSLE syndrome</th>
<th align="left" valign="top">Common clinical features</th>
<th align="left" valign="top">Predominant proposed pathogenesis</th>
<th align="left" valign="top">Key associated autoantibodies/biomarkers</th>
<th align="center" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Psychosis</td>
<td align="left" valign="top">Hallucinations, delusions, thought disorder</td>
<td align="left" valign="top">Inflammatory/Autoantibody-mediated</td>
<td align="left" valign="top">Anti-Ribosomal P, Anti-NMDAR (NR2 subunit), IFN-&#x03B1; in CSF, IL-6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Seizures</td>
<td align="left" valign="top">Generalized or focal; convulsions, altered consciousness</td>
<td align="left" valign="top">Inflammatory/Autoantibody-mediated, Ischemic</td>
<td align="left" valign="top">aPL, Anti-MAP-2, CSF IL-6</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref47">47</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Cognitive dysfunction</td>
<td align="left" valign="top">Impairment in memory, attention, executive function, processing speed</td>
<td align="left" valign="top">Diffuse Inflammatory/Autoantibody-mediated, Microvascular</td>
<td align="left" valign="top">Anti-NMDAR, Anti-Ribosomal P, various cytokines (e.g., IL-6, TNF-&#x03B1;), aPL</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Stroke/TIA</td>
<td align="left" valign="top">Focal neurological deficits (weakness, sensory loss, aphasia, visual changes)</td>
<td align="left" valign="top">Ischemic/Thrombotic (often aPL-mediated)</td>
<td align="left" valign="top">Antiphospholipid antibodies (aPL) (Lupus Anticoagulant, anti-Cardiolipin, anti-&#x03B2;2GPI)</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref3">3</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Aseptic meningitis</td>
<td align="left" valign="top">Headache, fever, nuchal rigidity, CSF pleocytosis (non-infectious)</td>
<td align="left" valign="top">Inflammatory</td>
<td align="left" valign="top">Elevated CSF proteins/cells</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Demyelinating syndrome</td>
<td align="left" valign="top">Optic neuritis, transverse myelitis, MS-like lesions; vision loss, weakness, sensory loss</td>
<td align="left" valign="top">Inflammatory/Autoantibody-mediated</td>
<td align="left" valign="top">Anti-AQP4 (NMO-IgG) in some cases, other anti-myelin or anti-neuronal antibodies</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref49">49</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Acute confusional state</td>
<td align="left" valign="top">Delirium; altered consciousness, attention deficits, disorganized thinking</td>
<td align="left" valign="top">Diffuse Inflammatory/Metabolic</td>
<td align="left" valign="top">Elevated CSF IL-6, Q albumin; often associated with high systemic disease activity</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref50">50</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Mood disorder (depression/anxiety)</td>
<td align="left" valign="top">Persistent sadness, anhedonia, worry, irritability</td>
<td align="left" valign="top">Diffuse Inflammatory/Neurochemical/Psychological</td>
<td align="left" valign="top">Anti-Ribosomal P (depression), various cytokines; often multifactorial</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref51">51</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec5">
<label>2</label>
<title>The multifactorial pathogenesis of NPSLE: an integrated view</title>
<p>The pathogenesis of NPSLE is not simply a peripheral immune attack on a passive CNS. Rather, it is a dynamic, bidirectional process involving a compromised neurovascular unit, an actively responding resident CNS immune system, and a sustained assault from peripheral autoimmune mediators. This integrated view reframes NPSLE as a true neuroimmune disorder, where interactions between the brain and the systemic immune system are central to the disease process (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The integrated pathogenesis of neuropsychiatric systemic lupus erythematosus (NPSLE).</p>
</caption>
<graphic xlink:href="fmed-12-1732805-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram illustrating the impact of vascular injury and auto-antibodies on brain function. Vascular injury and aPL antibodies lead to impaired neuroplasticity and neuronal injury, with effects on microglia and astrocytes. Disruption of the blood-brain barrier (BBB) is linked to cytokine release and immune system activation. Auto-antibodies and environmental stressors like infections exacerbate these conditions, potentially leading to clinical phenotypes such as cognitive dysfunction, psychosis, or stroke.</alt-text>
</graphic>
</fig>
<p>The pathogenesis of NPSLE is not simply a peripheral immune attack on a passive CNS. Rather, it is a dynamic, bidirectional process involving a compromised neurovascular unit, an actively responding resident CNS immune system, and a sustained assault from peripheral autoimmune mediators. This integrated view reframes NPSLE as a true neuroimmune disorder, where interactions between the brain and the systemic immune system are central to the disease process.</p>
<sec id="sec6">
<label>2.1</label>
<title>Breaching the fortress: the central role of blood&#x2013;brain and blood-CSF barrier disruption</title>
<p>The CNS is protected by highly specialized barriers, primarily the blood&#x2013;brain barrier (BBB) formed by tight junctions between endothelial cells, and the blood-cerebrospinal fluid (CSF) barrier located at the choroid plexus (<xref ref-type="bibr" rid="ref8">8</xref>). Disruption of these barriers is a critical initiating event in many forms of NPSLE, as it permits the entry of circulating autoantibodies, inflammatory cytokines, and immune cells from the periphery into the brain microenvironment (<xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>Evidence for BBB permeability in NPSLE comes from multiple sources. Analysis of CSF often reveals an elevated albumin quotient (Qalb), which indicates leakage of this high-molecular-weight serum protein into the CNS (<xref ref-type="bibr" rid="ref9">9</xref>). More advanced neuroimaging techniques, such as dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI), provide a quantitative measure of this disruption. Studies using DCE-MRI have demonstrated increased permeability, reflected by a higher volume transfer constant (Ktrans), particularly in the hippocampus of SLE patients, even in the absence of overt neuropsychiatric symptoms (<xref ref-type="bibr" rid="ref8">8</xref>). The integrity of these barriers can be compromised by systemic inflammation, the direct action of cytokines like IL-6, and autoantibody-mediated endothelial injury, creating a gateway for the peripheral immune system to access and damage the CNS (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
</sec>
<sec id="sec7">
<label>2.2</label>
<title>The brain&#x2019;s own immune response: microglia and astrocytes as key drivers of neuroinflammation</title>
<p>Once the BBB is breached, the resident immune cells of the CNS-microglia and astrocytes-are not passive bystanders. They become key amplifiers and drivers of the neuroinflammatory cascade, shaping the nature and severity of the neurological deficit.</p>
<p>Microglia, the brain&#x2019;s resident macrophages, are exquisitely sensitive to disturbances in CNS homeostasis. In NPSLE, they undergo a profound activation, polarizing towards a pro-inflammatory M1 phenotype (<xref ref-type="bibr" rid="ref10">10</xref>). This is evidenced by increased levels of M1-associated cytokines (e.g., IL-1, IL-6, TNF-<italic>&#x03B1;</italic>) in the CSF of NPSLE patients and in the brains of MRL/lpr lupus mice (<xref ref-type="bibr" rid="ref10">10</xref>). A key intracellular platform for this pro-inflammatory response is the NLRP3 inflammasome, which, upon activation in microglia, processes pro-IL-1 into its highly inflammatory mature form (<xref ref-type="bibr" rid="ref11">11</xref>). Transcriptomic analysis of microglia from lupus models reveals the upregulation of genes associated not only with inflammation but also with phagocytosis (<xref ref-type="bibr" rid="ref12 ref13 ref14 ref15">12&#x2013;15</xref>). This enhanced phagocytic activity leads to a pathological process known as synaptic stripping, where activated microglia engulf and eliminate synapses, a mechanism directly implicated in the cognitive deficits and anxiety-like behaviors observed in animal models of NPSLE (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>Astrocytes, the most abundant glial cells in the CNS, also play a dual role (<xref ref-type="bibr" rid="ref16">16</xref>). Under pathological conditions like NPSLE, they can become reactive and adopt different phenotypes. Pro-inflammatory signals from activated M1 microglia, such as IL-1, TNF-<italic>&#x03B1;</italic>, and C1q, can induce astrocytes to polarize into a neurotoxic A1 phenotype. A1 astrocytes lose their normal neurosupportive functions and release factors that are directly toxic to neurons and oligodendrocytes (<xref ref-type="bibr" rid="ref17">17</xref>). Evidence of astrocytic injury in NPSLE is robust, primarily through the measurement of glial fibrillary acidic protein (GFAP), an astrocyte-specific intermediate filament protein. Elevated levels of GFAP in the CSF of NPSLE patients are a reliable marker of astrocytic damage and correlate with disease activity and abnormalities on conventional MRI (<xref ref-type="bibr" rid="ref18">18</xref>). More recently, serum GFAP has emerged as a promising, less invasive biomarker that is also elevated in active major NPSLE, reflecting this ongoing glial pathology (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
</sec>
<sec id="sec8">
<label>2.3</label>
<title>The peripheral assault: autoantibodies, cytokines, and the innate immune system</title>
<p>The inflammatory cascade within the CNS is initiated and sustained by a continuous influx of pathogenic mediators from the systemic circulation.</p>
<p>Autoantibodies are central to this process. Several specific autoantibodies have been strongly implicated in NPSLE through direct pathogenic mechanisms:</p>
<list list-type="bullet">
<list-item>
<p>Anti-N-methyl-D-aspartate receptor (NMDAR) antibodies, a subset of anti-dsDNA antibodies that cross-react with the NR2 subunit of the NMDAR, can cause excitotoxic neuronal death upon entering the brain, leading to cognitive and behavioral deficits (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
</list-item>
<list-item>
<p>Anti-ribosomal P protein antibodies have a controversial but persistent association with lupus psychosis and depression. Evidence suggests they can bind to a neuronal surface protein, triggering calcium influx and apoptosis, and may directly contribute to memory impairment (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
</list-item>
<list-item>
<p>Antiphospholipid antibodies (aPL) are the primary mediators of the ischemic pathway in NPSLE, promoting a prothrombotic state that leads to stroke and transient ischemic attacks. However, emerging evidence also suggests they may exert direct, non-thrombotic effects on neuronal cells (<xref ref-type="bibr" rid="ref22">22</xref>).</p>
</list-item>
</list>
<p>Pro-inflammatory cytokines produced systemically can cross a compromised BBB or be produced intrathecally, further driving neuroinflammation:
</p>
<list list-type="bullet">
<list-item>
<p>Type I Interferons (IFN-<italic>&#x03B1;</italic>) are a hallmark of SLE pathogenesis, creating a systemic &#x201C;IFN signature.&#x201D; In the context of NPSLE, IFN-&#x03B1; is a potent activator of microglia, can induce synaptic pruning, and is strongly associated with the development of psychosis (<xref ref-type="bibr" rid="ref3">3</xref>).</p>
</list-item>
<list-item>
<p>Interleukin-6 (IL-6) is another key cytokine whose levels are markedly elevated in the CSF of patients with active NPSLE, particularly in those with acute confusional states. IL-6 can promote inflammation through both classic and trans-signaling pathways and can contribute to BBB dysfunction (<xref ref-type="bibr" rid="ref1">1</xref>).</p>
</list-item>
</list>
<p>Neutrophils, key cells of the innate immune system, also contribute significantly. In SLE, neutrophils are prone to forming Neutrophil Extracellular Traps (NETs), web-like structures of decondensed chromatin and granular proteins. These NETs are a potent source of autoantigens (e.g., dsDNA, histones) and pro-inflammatory mediators (e.g., neutrophil elastase). By promoting endothelial cell damage and thrombosis, NETs can contribute to both BBB disruption and the ischemic manifestations of NPSLE (<xref ref-type="bibr" rid="ref23">23</xref>).</p>
</sec>
<sec id="sec9">
<label>2.4</label>
<title>Ischemic vs. inflammatory pathways: an integrated perspective</title>
<p>The traditional dichotomy between ischemic and inflammatory NPSLE is an oversimplification that fails to capture the intricate interplay between these pathways. Systemic inflammation, driven by cytokines and activated innate immune cells, creates a prothrombotic state by activating endothelial cells and platelets (<xref ref-type="bibr" rid="ref15">15</xref>). Conversely, vascular damage and ischemia can further disrupt the BBB, creating a feed-forward loop that facilitates the entry of more inflammatory mediators and immune cells into the CNS (<xref ref-type="bibr" rid="ref6">6</xref>). This integration of mechanisms explains why some patients present with &#x201C;mixed&#x201D; phenotypes and underscores the need for therapies that can address both arms of NPSLE pathogenesis. <xref ref-type="table" rid="tab2">Table 2</xref> summarizes the key immune cell populations involved in this integrated model.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Key immune cell populations in NPSLE pathogenesis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Cell type</th>
<th align="left" valign="top">Key markers/features</th>
<th align="left" valign="top">Location (CNS/periphery)</th>
<th align="left" valign="top">Proposed pathogenic role</th>
<th align="center" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">M1 microglia</td>
<td align="left" valign="top">CD86, iNOS, NLRP3 inflammasome activation, IL-1 production</td>
<td align="left" valign="top">CNS (resident)</td>
<td align="left" valign="top">Neuroinflammation, synaptic stripping, neuronal death</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref10">10</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">A1 astrocytes</td>
<td align="left" valign="top">C3 expression, GFAP release</td>
<td align="left" valign="top">CNS (resident)</td>
<td align="left" valign="top">Neurotoxic factor release, loss of neurosupportive function, neuronal death</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref38">38</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Neutrophils</td>
<td align="left" valign="top">NET formation, Myeloperoxidase (MPO), Neutrophil Elastase</td>
<td align="left" valign="top">Periphery &#x2192; CNS</td>
<td align="left" valign="top">Endothelial damage, BBB disruption, thrombosis, source of autoantigens</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref52">52</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">CD4&#x202F;+&#x202F;T follicular helper (Tfh)-like cells</td>
<td align="left" valign="top">Bcl-6, IL-21, IFN-&#x03B3;, ICOS+, PD-1+</td>
<td align="left" valign="top">Periphery &#x2192; Choroid Plexus</td>
<td align="left" valign="top">B cell help, promotion of intrathecal autoantibody production, local inflammation</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref53">53</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Th17 cells</td>
<td align="left" valign="top">IL-17 production</td>
<td align="left" valign="top">Periphery &#x2192; CNS</td>
<td align="left" valign="top">Pro-inflammatory cytokine production, BBB disruption, tissue inflammation</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref25">25</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Eomes+ double-negative T cells (DNTs)</td>
<td align="left" valign="top">Eomes, CD3+, CD4-, CD8-</td>
<td align="left" valign="top">Periphery &#x2192; Brain Parenchyma</td>
<td align="left" valign="top">Cellular senescence/exhaustion, interaction with glia, neuroinflammation</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Intrathecal plasma cells</td>
<td align="left" valign="top">CD138+, CD27high, IgG1 production</td>
<td align="left" valign="top">CNS (intrathecal)</td>
<td align="left" valign="top">Local production of pathogenic autoantibodies, perpetuation of CNS inflammation</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Age-Associated B Cells (ABCs)</td>
<td align="left" valign="top">T-bet+, CD11c+</td>
<td align="left" valign="top">Periphery</td>
<td align="left" valign="top">Precursors to autoantibody-secreting cells, pro-inflammatory cytokine production</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec10">
<label>3</label>
<title>The adaptive immune response in the CNS compartment</title>
<p>While the innate immune system and resident glial cells establish the neuroinflammatory milieu, the adaptive immune system-comprising T and B lymphocytes-provides the specificity and sustained drive for the autoimmune attack within the CNS.</p>
<sec id="sec11">
<label>3.1</label>
<title>T cell heterogeneity in NPSLE: pathogenic effectors, regulatory imbalance, and exhaustion</title>
<p>T lymphocytes are critical orchestrators of the autoimmune response in SLE, and their infiltration into the CNS is a key feature of inflammatory NPSLE (<xref ref-type="bibr" rid="ref7">7</xref>). A fundamental aspect of this pathology is an imbalance between effector and regulatory T cell populations.</p>
<p>Regulatory T cells (Tregs), which are essential for maintaining self-tolerance, are often numerically deficient or functionally impaired in SLE, allowing autoreactive T cells to escape control and proliferate (<xref ref-type="bibr" rid="ref24">24</xref>). Concurrently, pro-inflammatory T helper subsets, including IFN-<italic>&#x03B3;</italic>-producing Th1 cells and IL-17-producing Th17 cells, are expanded and contribute to tissue damage and BBB breakdown (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>Animal models have been instrumental in dissecting the heterogeneity of pathogenic T cells within the CNS. In the MRL/lpr mouse model, two distinct populations have been identified as key contributors:</p>
<list list-type="order">
<list-item>
<p>T follicular helper (Tfh)-like cells: A unique subset of CD4&#x202F;+&#x202F;T cells expressing the transcription factor Bcl-6 and producing high levels of IL-21 and IFN-<italic>&#x03B3;</italic> has been found to accumulate specifically in the choroid plexus. This strategic location at the blood-CSF barrier suggests they play a pivotal role in providing &#x201C;help&#x201D; to B cells, thereby orchestrating a local, intrathecal autoantibody response (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
</list-item>
<list-item>
<p>Eomes+ Double-Negative T cells (DNTs): A population of T cells lacking both CD4 and CD8 co-receptors but expressing the transcription factor Eomesodermin has been identified within the brain parenchyma. These cells display transcriptional signatures of cellular senescence and exhaustion, a state of dysfunction arising from chronic antigen stimulation. Their interactions with glial cells suggest a role in perpetuating a state of chronic, low-grade neuroinflammation (<xref ref-type="bibr" rid="ref1">1</xref>). This theme of T cell exhaustion is not unique to the mouse model; it is also observed in clonally expanded T cells within the human CSF in other chronic neuroinflammatory conditions, suggesting it may be a common pathway for T cells responding to persistent inflammation within the CNS (<xref ref-type="bibr" rid="ref26">26</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec12">
<label>3.2</label>
<title>B cells and intrathecal antibody production: clonal expansion and local niches</title>
<p>The presence of autoantibodies in the CSF of NPSLE patients has long implicated B cells in the disease process. It is now increasingly clear that the CNS is not merely a passive recipient of peripherally produced antibodies. Instead, it can become an active site of B cell responses, supporting local differentiation, clonal expansion, and intrathecal antibody production (<xref ref-type="bibr" rid="ref1">1</xref>).</p>
<p>Studies of CSF from patients with various neuroinflammatory disorders have consistently shown an enrichment of B cells and, most notably, antibody-secreting cells (ASCs) like plasma cells and plasmablasts (<xref ref-type="bibr" rid="ref26">26</xref>). These intrathecal B cell populations are often clonally expanded and have undergone immunoglobulin class-switching and somatic hypermutation, hallmarks of a mature, antigen-driven immune response occurring within the CNS compartment (<xref ref-type="bibr" rid="ref26">26</xref>). This local immune activity is fostered by a supportive microenvironment, which includes the production of the potent B cell chemoattractant CXCL13 and B cell survival factors such as BAFF and APRIL (<xref ref-type="bibr" rid="ref27">27</xref>). Pathogenic B cell subsets that are expanded systemically in SLE, such as Age-Associated B Cells (ABCs), are also likely contributors to the pool of autoreactive cells that can enter and function within the CNS (<xref ref-type="bibr" rid="ref28">28</xref>).</p>
<p>Flow cytometric studies of CSF from patients with neuropsychiatric connective tissue diseases (N-CTD), including NPSLE, have provided important diagnostic context. While one key study by Heming et al. found no single CSF parameter that could reliably distinguish N-CTD from non-neuropsychiatric CTD, it made a crucial observation: an expansion of plasma cells in the peripheral blood was highly effective at differentiating N-CTD patients from those with multiple sclerosis (MS) (<xref ref-type="bibr" rid="ref29">29</xref>). This highlights that while intrathecal B cell activity is a feature of neuroinflammation, specific signatures in the peripheral blood may hold greater differential diagnostic power, reflecting the systemic nature of the disease driving CNS pathology.</p>
</sec>
<sec id="sec13">
<label>3.3</label>
<title>Insights from animal models: contrasting the MRL/lpr and NZB/W F1 strains</title>
<p>Spontaneous mouse models of lupus have been invaluable for mechanistic studies, though it is crucial to recognize that no single model perfectly recapitulates the human disease. A balanced perspective requires considering insights from multiple strains.</p>
<p>The MRL/lpr mouse is perhaps the most widely studied model for NPSLE. These mice develop an aggressive, accelerated autoimmune disease due to a mutation in the <italic>Fas</italic> gene, leading to defective lymphocyte apoptosis. They exhibit a prominent neurobehavioral phenotype, including depression- and anxiety-like behaviors and cognitive deficits, which often appear early in the disease course (<xref ref-type="bibr" rid="ref30">30</xref>). As discussed, their CNS pathology is characterized by early and robust T cell infiltration into the choroid plexus and widespread microglial activation (<xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>The New Zealand Black/White (NZB/W) F1 mouse represents another key spontaneous model. In contrast to MRL/lpr mice, NZB/W&#x202F;F1 mice develop a more indolent disease with a later onset of neuropsychiatric symptoms (<xref ref-type="bibr" rid="ref31">31</xref>). Their behavioral phenotype is also distinct, primarily characterized by impaired learning and memory and increased anxiety, rather than the prominent depressive-like features of the MRL/lpr strain (<xref ref-type="bibr" rid="ref31">31</xref>). The neuropathology in NZB/W&#x202F;F1 mice often involves diffuse lymphoproliferative infiltrates in the meninges, choroid plexus, and perivascular spaces, along with evidence of immune complex deposition (<xref ref-type="bibr" rid="ref32">32</xref>).</p>
<p>The differences between these models are instructive. The MRL/lpr strain, with its acute, T-cell-driven inflammation at the blood-CSF barrier, may better model the acute inflammatory or psychotic syndromes seen in human NPSLE. In contrast, the NZB/W&#x202F;F1 model, with its later onset and more diffuse, chronic immune infiltration, might be more representative of the progressive cognitive decline associated with widespread, smoldering neuroinflammation. Critically evaluating findings from both models provides a more comprehensive picture of the potential pathogenic pathways active in human disease (<xref ref-type="bibr" rid="ref30">30</xref>). However, caution is warranted when extrapolating these findings to human disease, as murine models often possess specific genetic mutations (e.g., Fas) and display simplified behavioral phenotypes that do not fully capture the complexity of human NPSLE.</p>
</sec>
</sec>
<sec id="sec14">
<label>4</label>
<title>Unraveling cellular complexity with high-resolution technologies</title>
<p>The profound cellular heterogeneity underlying NPSLE pathogenesis necessitates the use of high-resolution technologies that can dissect immune responses at the single-cell level. These approaches are beginning to move the field beyond bulk measurements toward a granular understanding of which specific cell types and states drive distinct aspects of the disease.</p>
<sec id="sec15">
<label>4.1</label>
<title>Applying single-cell genomics to decipher immune contributions in NPSLE</title>
<p>Single-cell RNA sequencing (scRNA-seq) has revolutionized immunology by enabling the transcriptomic profiling of thousands of individual cells simultaneously, revealing cellular identity, activation states, and functional potential (<xref ref-type="bibr" rid="ref33">33</xref>). Multimodal approaches like Cellular Indexing of Transcriptomes and Epitopes by Sequencing (CITE-seq) further enhance this by concurrently measuring surface protein expression, providing a more robust classification of immune cell subsets (<xref ref-type="bibr" rid="ref34">34</xref>). These technologies are indispensable for deconstructing a clinically and pathologically complex disease like NPSLE (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
<p>However, it is crucial to acknowledge the current landscape of this research accurately. Direct scRNA-seq studies on brain tissue or CSF from human NPSLE patients are exceptionally rare due to the invasive nature of sample collection. Therefore, our current high-resolution understanding is a mosaic, built from detailed mechanistic insights from animal models and inferences drawn from human CSF studies in related, and often more common, neuroinflammatory diseases like MS (<xref ref-type="bibr" rid="ref26">26</xref>). Synthesizing these disparate data sources allows for the generation of robust, testable hypotheses for NPSLE.</p>
</sec>
<sec id="sec16">
<label>4.2</label>
<title>Single-cell signatures of T cell subsets in neuroinflammation</title>
<p>The application of scRNA-seq to the MRL/lpr mouse brain has provided a detailed catalog of the T cell landscape in lupus-associated neuroinflammation, identifying the senescent/exhausted Eomes+ DNTs and other conventional T cell subsets (<xref ref-type="bibr" rid="ref7">7</xref>). To understand the potential relevance of these findings to human disease, we can turn to large-scale single-cell atlases of human CSF. These studies, while not specific to NPSLE, reveal common features of T cell responses during neuroinflammation. They consistently show that CNS-infiltrating T cells shift towards memory and effector phenotypes. Clonally expanded T cells, often cytotoxic CD8&#x202F;+&#x202F;subsets, upregulate genes associated with cytotoxicity (e.g., granzymes, perforin), CNS trafficking (e.g., CXCR3), and markers of senescence or exhaustion (<xref ref-type="bibr" rid="ref26">26</xref>). This convergence of findings-particularly the theme of T cell exhaustion in both the lupus mouse brain and inflamed human CSF-suggests that this may be a shared terminal differentiation state for T cells operating within the chronic inflammatory milieu of the CNS.</p>
</sec>
<sec id="sec17">
<label>4.3</label>
<title>Dissecting B cell clonal evolution and function with scRNA-seq and scBCR-seq</title>
<p>A particularly powerful application of single-cell technology is the combination of scRNA-seq with single-cell B cell receptor sequencing (scBCR-seq). This dual-omics approach makes it possible to directly link a B cell&#x2019;s complete transcriptional profile-revealing its activation state, functional potential, and interaction pathways-to the precise sequence of its B cell receptor (<xref ref-type="bibr" rid="ref35">35</xref>).</p>
<p>For NPSLE, this technology holds transformative potential. By applying it to B cells isolated from the CSF, researchers could definitively identify the antigen specificities of the autoreactive B cell clones operating within the CNS. Furthermore, it would enable the tracking of clonal lineages between the CSF and peripheral blood, clarifying trafficking patterns and cellular origins. This approach could ultimately reveal whether distinct NPSLE clinical subtypes (e.g., psychosis vs. cognitive dysfunction) are driven by unique CNS B cell receptor repertoires or are associated with specific B cell functional states, thereby pinpointing the &#x201C;culprit&#x201D; clones and their pathogenic mechanisms (<xref ref-type="bibr" rid="ref36">36</xref>).</p>
</sec>
<sec id="sec18">
<label>4.4</label>
<title>Mapping the neuroinflammatory landscape with spatial transcriptomics</title>
<p>A key limitation of standard scRNA-seq is that the process of tissue dissociation results in the loss of all spatial context. Spatial transcriptomics is an emerging technology that overcomes this by measuring gene expression within the intact tissue architecture (<xref ref-type="bibr" rid="ref7">7</xref>). This allows identified cell types and states to be mapped back to their precise locations, revealing cellular neighborhoods and interactions.</p>
<p>Recent pioneering studies have applied this technology to the brains of lupus mouse models. These investigations have revealed that the Type I IFN gene signature, a key pathogenic driver in NPSLE, is not uniformly distributed but is enriched in spatially distinct patches within the brain parenchyma, particularly in subcortical areas (<xref ref-type="bibr" rid="ref37">37</xref>). This finding provides strong evidence against a model of passive diffusion of peripheral IFN into the brain and instead points toward localized production or response. By integrating scRNA-seq data with these spatial maps, it becomes possible to understand how different cell types (e.g., IFN-producing glial cells and IFN-responding neurons) are organized and interact within these inflammatory foci, providing unprecedented insight into the structural basis of neuroinflammation in NPSLE. <xref ref-type="table" rid="tab3">Table 3</xref> summarizes the key findings from these and other relevant high-parameter studies, providing a comparative overview of the insights gained from different models and patient cohorts.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Insights from single-cell and high-parameter studies in NPSLE and relevant models.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Model/patient cohort</th>
<th align="left" valign="top">Technology used</th>
<th align="left" valign="top">Key T cell findings</th>
<th align="left" valign="top">Key B cell findings</th>
<th align="left" valign="top">Relevance/limitations for NPSLE</th>
<th align="center" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">MRL/lpr mice (brain, spleen)</td>
<td align="left" valign="top">scRNA-seq</td>
<td align="left" valign="top">Identified Eomes+ DNTs (senescent/exhausted, interact with glia); also CD4+, CD8+, Tregs.</td>
<td align="left" valign="top">B cells and plasma cells identified in brain; proportions differ from controls.</td>
<td align="left" valign="top"><italic>Relevance:</italic> Highlights specific pathogenic T cell subset (DNTs) and confirms B cell presence in a key lupus model. <italic>Limitation:</italic> Animal model may not fully recapitulate human disease.</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">MRL/lpr mice (choroid plexus, brain)</td>
<td align="left" valign="top">Multiparameter flow cytometry</td>
<td align="left" valign="top">Identified activated effector CD4&#x202F;+&#x202F;T cells; pathogenic Tfh-like subset (IL-21+, IFN-&#x03B3;+, Bcl-6+); diminished local Tregs.</td>
<td align="left" valign="top">Not the primary focus, but Tfh presence implies local B cell interaction.</td>
<td align="left" valign="top"><italic>Relevance:</italic> Pinpoints the choroid plexus as a key entry site and identifies pathogenic Tfh cells as drivers of neurobehavioral deficits. <italic>Limitation:</italic> Flow cytometry provides protein-level data, not full transcriptome.</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref53">53</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Human CSF (MS, Other Inflammatory Neurological Disorders, Infectious, Non-inflammatory)</td>
<td align="left" valign="top">scRNA-seq, lymphocyte receptor sequencing</td>
<td align="left" valign="top">T cells shift to memory/effector phenotypes; increased Tfh in inflammatory cohorts; clonal expansion of cytotoxic/senescent T cells.</td>
<td align="left" valign="top">CSF enriched with clonally expanded, class-switched B cells &#x0026; ASCs; shared transcriptional signatures in expanded memory B cells (e.g., <italic>SUB1</italic>).</td>
<td align="left" valign="top"><italic>Relevance:</italic> Provides a general landscape of human intrathecal inflammation, showing common patterns of T/B cell clonal expansion and activation potentially relevant to inflammatory NPSLE. <italic>Limitation:</italic> Not specific to NPSLE; findings are analogous.</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref32">32</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Human N-CTD (incl. NPSLE), CTD, MS, Controls (CSF, blood)</td>
<td align="left" valign="top">Flow cytometry</td>
<td align="left" valign="top">CSF: CD4+/CD8&#x202F;+&#x202F;ratio lower in N-CTD vs. MS. Blood: CD4&#x202F;+&#x202F;T cells &#x0026; CD4+/CD8&#x202F;+&#x202F;ratio elevated in N-CTD vs. CTD.</td>
<td align="left" valign="top">CSF: Increased B cells and plasma cells in N-CTD vs. controls. Blood: Plasma cells expanded in N-CTD; useful for differentiating N-CTD from MS.</td>
<td align="left" valign="top"><italic>Relevance:</italic> Suggests intrathecal B cell expansion in N-CTD and highlights the diagnostic utility of peripheral (blood) immune profiles. <italic>Limitation:</italic> Lower resolution than sequencing; CSF shows no significant difference between N-CTD and non-neuro CTD.</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref29">29</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec19">
<label>5</label>
<title>Bridging molecular insights with clinical reality</title>
<p>The ultimate goal of applying high-resolution technologies to NPSLE is to translate molecular and cellular discoveries into tangible clinical benefits. This involves using these detailed insights to refine diagnostics, stratify patients more effectively, and develop targeted therapies that address the specific pathogenic mechanisms driving an individual&#x2019;s disease.</p>
<sec id="sec20">
<label>5.1</label>
<title>Towards immune endophenotypes: linking cellular signatures to NPSLE subtypes</title>
<p>The current ACR classification system for NPSLE is descriptive and does not always align with underlying biology. Single-cell data offers the potential to move beyond this syndromic classification towards a more precise, mechanism-based stratification based on &#x201C;immune endophenotypes&#x201D; (distinct biological subgroups defined by specific immune mechanisms rather than just clinical symptoms). These endophenotypes would be defined by specific T and B cell transcriptional signatures, surface marker profiles, or unique immune receptor repertoires identified in CSF or blood. Such a biologically grounded re-classification could align more closely with pathogenic mechanisms. For example, one might hypothesize the existence of:</p>
<list list-type="bullet">
<list-item>
<p>An &#x201C;IFN-Glial Driven Psychosis&#x201D; endophenotype, characterized by a strong Type I IFN signature in CSF glial cells [as suggested by spatial transcriptomics in mice (<xref ref-type="bibr" rid="ref37">37</xref>)] and the presence of intrathecally-derived anti-Ribosomal P antibodies produced by specific plasma cell clones (<xref ref-type="bibr" rid="ref21">21</xref>).</p>
</list-item>
<list-item>
<p>A &#x201C;Microglia-Mediated Cognitive Dysfunction&#x201D; endophenotype, marked by CSF biomarkers of microglial M1 activation and synaptic stripping, perhaps in conjunction with senescent/exhausted T cell populations or low-titer anti-NMDAR antibodies (<xref ref-type="bibr" rid="ref7">7</xref>).</p>
</list-item>
<list-item>
<p>A &#x201C;Paucicellular Vasculopathic&#x201D; endophenotype, associated with ischemic events, which would exhibit a less pronounced inflammatory cell signature in the CSF but might be defined by serum markers of endothelial activation, neutrophil activity, and high-titer aPL (<xref ref-type="bibr" rid="ref38">38</xref>).</p>
</list-item>
</list>
<p>It is important to emphasize that these &#x201C;immune endophenotypes&#x201D; are currently hypothetical constructs derived largely from animal models. Their clinical validity remains to be established through &#x201C;reverse translation&#x201D; studies&#x2014;for instance, by correlating single-cell profiles from patient biospecimens with specific clinical syndromes&#x2014;to determine if they represent actionable clinical entities.</p>
</sec>
<sec id="sec21">
<label>5.2</label>
<title>Implications for biomarker discovery: from CSF proteomics to advanced neuroimaging</title>
<p>There is a critical and unmet need for reliable biomarkers to improve the diagnosis of NPSLE, which currently relies on a combination of clinical judgment and the exclusion of other conditions (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
<p>Fluid biomarkers from CSF and blood are a major focus of this effort. Markers of neuronal and glial injury, such as neurofilament light chain (NfL) and GFAP, have shown significant promise. Studies have demonstrated that both CSF and serum levels of NfL and GFAP are elevated in patients with active major NPSLE, and serum NfL in particular shows excellent discriminatory power in distinguishing NPSLE from non-NPSLE controls (<xref ref-type="bibr" rid="ref19">19</xref>). Other promising candidates include the B cell chemoattractant CXCL13, which is elevated in the CSF during neuroinflammation and may reflect intrathecal B cell activity, and novel markers identified through unbiased proteomics screens of CSF (<xref ref-type="bibr" rid="ref39">39</xref>). However, widespread clinical adoption faces practical hurdles. While potentially discriminatory, these markers currently lack standardized commercial assays with defined, age-adjusted cutoffs for SLE populations. Furthermore, as markers of general neuronal injury rather than specific lupus pathology, they must be interpreted cautiously alongside clinical features.</p>
<p>Advanced neuroimaging offers a non-invasive window into brain pathology. Beyond conventional MRI, which is often normal or shows non-specific findings, advanced techniques can detect subtle microstructural and functional changes:</p>
<list list-type="bullet">
<list-item>
<p>Diffusion Tensor Imaging (DTI) can quantify the integrity of white matter tracts, often revealing reduced fractional anisotropy (FA) and increased mean diffusivity (MD) in NPSLE patients, indicative of microstructural damage (<xref ref-type="bibr" rid="ref40">40</xref>).</p>
</list-item>
<list-item>
<p>Magnetic Resonance Spectroscopy (MRS) measures the concentration of brain metabolites, such as N-acetylaspartate (a marker of neuronal health), providing a biochemical snapshot of neuronal function and injury (<xref ref-type="bibr" rid="ref41">41</xref>).</p>
</list-item>
<list-item>
<p>Positron Emission Tomography (PET), using radioligands that bind to targets like the translocator protein (TSPO), can visualize and quantify neuroinflammation, particularly microglial activation <italic>in vivo</italic> (<xref ref-type="bibr" rid="ref42">42</xref>).</p>
</list-item>
</list>
</sec>
<sec id="sec22">
<label>5.3</label>
<title>Future therapeutic avenues: targeting specific cells and pathways</title>
<p>A more granular understanding of NPSLE pathogenesis is essential for moving beyond broad immunosuppression towards targeted therapies (<xref ref-type="bibr" rid="ref43">43</xref>). While conventional immunosuppressants like cyclophosphamide and mycophenolate mofetil (MMF) remain important for severe, inflammatory NPSLE, their use is based on broad efficacy in SLE rather than specific evidence in NPSLE (<xref ref-type="bibr" rid="ref44">44</xref>).</p>
<p>The advent of biologic therapies offers the potential to target specific pathogenic pathways identified in NPSLE:</p>
<list list-type="bullet">
<list-item>
<p>B cell-directed therapies, such as the B cell-depleting agent rituximab and the BAFF inhibitor belimumab, are logical choices given the role of B cells and autoantibodies. While case series support the use of rituximab in refractory NPSLE, large clinical trials of biologics have often excluded patients with severe, active CNS disease, leaving their efficacy in this population an open question (<xref ref-type="bibr" rid="ref45">45</xref>).</p>
</list-item>
<list-item>
<p>Type I IFN receptor blockade with anifrolumab is a highly promising strategy, given the central role of the IFN signature in both systemic SLE and NPSLE pathogenesis. As with other biologics, dedicated trials are needed to confirm its efficacy for neuropsychiatric manifestations (<xref ref-type="bibr" rid="ref46">46</xref>).</p>
</list-item>
</list>
<p>A significant hurdle in validating these targeted therapies is the historical exclusion of patients with active, severe CNS involvement from major randomized clinical trials, resulting in a scarcity of high-level evidence for this specific population. Future therapeutic development could target even more specific mechanisms highlighted by recent research, such as inhibitors of microglial activation, antagonists of the IL-6 receptor or IL-6 trans-signaling, or agents that selectively target pathogenic T cell subsets or restore Treg function.</p>
</sec>
</sec>
<sec id="sec23">
<label>6</label>
<title>Conclusion and outlook</title>
<p>Neuropsychiatric SLE remains one of the most formidable challenges in rheumatology, characterized by profound clinical heterogeneity and a complex, multifactorial pathogenesis. Single-cell sequencing and other high-resolution technologies are beginning to deconstruct this complexity, moving the field beyond broad concepts of &#x201C;neuroinflammation&#x201D; toward a granular map of the specific cellular players and molecular pathways involved.</p>
<p>While direct application of these technologies to human NPSLE brain tissue is still in its infancy, a powerful framework for understanding the disease is emerging from the synthesis of data across different platforms and models. High-resolution studies in animal models have provided critical mechanistic blueprints, identifying novel pathogenic cell subsets like choroid plexus Tfh cells and senescent DNTs. Concurrently, analyses of human CSF in related neuroinflammatory conditions have confirmed that core processes, such as intrathecal B cell clonal expansion and T cell exhaustion, are relevant features of the human CNS immune response. The integration of these findings provides a series of robust, testable hypotheses to guide future research in NPSLE.</p>
<p>The identification of specific cellular and molecular signatures associated with distinct clinical syndromes holds the promise of developing reliable biomarkers for diagnosis, patient stratification, and monitoring of therapeutic response. This will enable a shift from the current, syndromic classification of NPSLE to a more precise, mechanism-based stratification based on distinct &#x201C;immune endophenotypes.&#x201D; Such a biologically grounded framework is the essential foundation for the development of targeted therapies that can selectively neutralize the specific pathogenic pathways active in an individual patient. By bridging the gap between high-resolution molecular discovery and clinical reality, we can usher in an era of precision medicine for this severe and often devastating complication of SLE.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>ZF: Data curation, Investigation, Project administration, Software, Writing &#x2013; original draft. WH: Data curation, Investigation, Project administration, Software, Writing &#x2013; original draft. ZX: Project administration, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing. XB: Conceptualization, Data curation, Investigation, Project administration, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YJ: Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="COI-statement" id="sec25">
<title>Conflict of interest</title>
<p>ZX was employed by China Unicom Digital Intelligence Medical Technology Co, Ltd.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec26">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec27">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2004535/overview">Po Cheng Shih</ext-link>, Changhua Christian Hospital, Taiwan</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/505100/overview">Carla Marie Cuda</ext-link>, Northwestern University, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2365790/overview">Teng Chieh Hsu</ext-link>, China Medical University Hospital, Taiwan</p>
</fn>
</fn-group>
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</article>