<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<?covid-19-tdm?>
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1404312</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of age and sex on neuroinflammation following SARS-CoV-2 infection in a murine model</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Krishna</surname> <given-names>Venkatramana D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/303354/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chang</surname> <given-names>Allison</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2703916/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Korthas</surname> <given-names>Holly</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2779564/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Var</surname> <given-names>Susanna R.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1954175/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Seelig</surname> <given-names>Davis M.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/278804/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Low</surname> <given-names>Walter C.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c003"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2295219/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Ling</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/23507/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cheeran</surname> <given-names>Maxim C. -J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/377016/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Veterinary Population Medicine, College of Veterinary Medicine, University of Minnesota</institution>, <addr-line>Saint Paul, MN</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Graduate Program in Neuroscience, University of Minnesota</institution>, <addr-line>Minneapolis, MN</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota</institution>, <addr-line>Minneapolis, MN</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Neurosurgery, University of Minnesota Medical School</institution>, <addr-line>Minneapolis, MN</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Comparative Pathology Shared Resource, Masonic Cancer Center, University of Minnesota</institution>, <addr-line>Minneapolis, MN</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Sara Louise Cosby, Agri Food and Biosciences Institute, United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Dongbo Yang, The University of Chicago, United States</p><p>Mireille Laforge, INSERM U1141 Neuroprotection du Cerveau en D&#x00E9;veloppement, France</p></fn>
<corresp id="c001">&#x002A;Correspondence: Maxim C. -J. Cheeran, <email>cheeran@umn.edu</email></corresp>
<corresp id="c002">Ling Li, <email>lil@umn.edu</email></corresp>
<corresp id="c003">Walter C. Low, <email>lowwalt@umn.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1404312</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Krishna, Chang, Korthas, Var, Seelig, Low, Li and Cheeran.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Krishna, Chang, Korthas, Var, Seelig, Low, Li and Cheeran</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>Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), the etiological agent of COVID-19, is known to infect people of all ages and both sexes. Senior populations have the greatest risk of severe COVID-19, and sexual dimorphism in clinical outcomes has been reported. Neurological symptoms are widely observed in COVID-19 patients, with many survivors exhibiting persistent neurological and cognitive impairment. The present study aims to investigate the impact of age and sex on the neuroinflammatory response to SARS-CoV-2 infection using a mouse model. Wild-type C57BL/6J mice were intranasally inoculated with SARS-CoV-2 lineage B.1.351, a variant known to infect mice. Older male mice exhibited a significantly greater weight loss and higher viral loads in the lung at 3 days post infection. Notably, no viral RNA was detected in the brains of infected mice. Nevertheless, expression of IL-6, TNF-&#x03B1;, and CCL-2 in the lung and brain increased with viral infection. RNA-seq transcriptomic analysis of brains showed that SARS-CoV-2 infection caused significant changes in gene expression profiles, implicating innate immunity, defense response to virus, and cerebrovascular and neuronal functions. These findings demonstrate that SARS-CoV-2 infection triggers a neuroinflammatory response, despite the lack of detectable virus in the brain. Aberrant activation of innate immune response, disruption of blood-brain barrier and endothelial cell integrity, and suppression of neuronal activity and axonogenesis underlie the impact of SARS-CoV-2 infection on the brain. Understanding the role of these affected pathways in SARS-CoV-2 pathogenesis helps identify appropriate points of therapeutic interventions to alleviate neurological dysfunction observed during COVID-19.</p>
</abstract>
<kwd-group>
<kwd>SARS-CoV-2</kwd>
<kwd>COVID-19</kwd>
<kwd>brain</kwd>
<kwd>neuroinflammation</kwd>
<kwd>transcriptomics</kwd>
<kwd>mouse model</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="110"/>
<page-count count="15"/>
<word-count count="11394"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Virology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the causative agent of the coronavirus disease 2019 (COVID-19) pandemic. COVID-19 symptoms range from mild flu-like illness, fever, fatigue, dry cough and dyspnea to fatal pneumonia and acute respiratory distress (<xref ref-type="bibr" rid="B32">Huang et al., 2020</xref>). Since the beginning of the pandemic in March 2020, there have been more than 775 million confirmed cases of COVID-19, with almost 7 million reported deaths (<xref ref-type="bibr" rid="B101">WHO, 2024</xref>). SARS-CoV-2 is an enveloped, single-stranded, positive sense RNA virus that belongs to the <italic>Betacoronavirus</italic> genus in the <italic>Coronaviridae</italic> family (<xref ref-type="bibr" rid="B55">Lu et al., 2020</xref>; <xref ref-type="bibr" rid="B102">Wu et al., 2020</xref>). SARS-CoV-2 consists of four structural proteins: spike (S), membrane (M), envelope (E), and nucleocapsid (N). The S protein mediates viral entry into host cells by binding to the surface receptor angiotensin-converting enzyme 2 (ACE2) (<xref ref-type="bibr" rid="B31">Hoffmann et al., 2020</xref>).</p>
<p>Although SARS-CoV-2 primarily infects cells in the respiratory tract, it affects multiple organ systems, including the central nervous system (CNS) (<xref ref-type="bibr" rid="B30">Helms et al., 2020</xref>; <xref ref-type="bibr" rid="B76">Puelles et al., 2020</xref>; <xref ref-type="bibr" rid="B103">Xydakis et al., 2020</xref>). About 10&#x2013;60% of patients (depending on cohorts studied), infected with SARS-CoV-2, experience a variety of post-acute sequela 1&#x2013;3 months after the initial infection (<xref ref-type="bibr" rid="B94">Theoharides, 2020</xref>; <xref ref-type="bibr" rid="B89">Soriano et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Davis et al., 2023</xref>; <xref ref-type="bibr" rid="B28">Hastie et al., 2023</xref>; <xref ref-type="bibr" rid="B93">Thaweethai et al., 2023</xref>; <xref ref-type="bibr" rid="B58">Makhluf et al., 2024</xref>). This long-term manifestation of COVID is defined by the World Health Organization (WHO) as &#x201C;long COVID&#x201D; when it lasts for at least 2 months with no other attributable causes for the clinical signs (<xref ref-type="bibr" rid="B100">WHO, 2022</xref>). A conservative estimate suggests that 10% (&#x003E;65 million) of SARS-CoV2 infected individuals currently live with long COVID in the world (<xref ref-type="bibr" rid="B5">Ballering et al., 2022</xref>).</p>
<p>Long COVID is characterized by numerous symptoms, including persistent fatigue and neurological issues, which may last for many months post-acute SARS-CoV-2 infection (<xref ref-type="bibr" rid="B15">Davis et al., 2021</xref>, <xref ref-type="bibr" rid="B16">2023</xref>; <xref ref-type="bibr" rid="B51">Lippi et al., 2023</xref>; <xref ref-type="bibr" rid="B93">Thaweethai et al., 2023</xref>). In fact, 20&#x2013;45% of individuals infected with SARS-CoV-2 experience an array of neurological and neurodegenerative issues and cognitive deficits (<xref ref-type="bibr" rid="B74">Patel et al., 2022</xref>; <xref ref-type="bibr" rid="B71">O&#x2019;Mahoney et al., 2023</xref>). It has been hypothesized that the presence of viral antigens and chronic inflammation, including the activation of brain mast cells, microglia, astrocytes, and other immune cells, may influence the pathogenesis and duration of long COVID (<xref ref-type="bibr" rid="B27">Hafezi et al., 2021</xref>; <xref ref-type="bibr" rid="B95">Theoharides and Kempuraj, 2023</xref>). In addition, several lines of evidence indicate that SARS-CoV-2 infection disrupts the blood-brain barrier (BBB) and compromised neurovascular function (<xref ref-type="bibr" rid="B11">Buzhdygan et al., 2020</xref>; <xref ref-type="bibr" rid="B78">Raghavan et al., 2021</xref>; <xref ref-type="bibr" rid="B81">Reynolds and Mahajan, 2021</xref>; <xref ref-type="bibr" rid="B106">Yang et al., 2022</xref>; <xref ref-type="bibr" rid="B48">Leng et al., 2023</xref>), contributing to neuroinflammation and cognitive deficits.</p>
<p>Animal models play a crucial role in the study of COVID-19 pathogenesis. Wild type laboratory mice are not susceptible to initial lineage A variants of SARS-CoV-2 due to inefficient interaction between the S protein and mouse ACE2 receptor (<xref ref-type="bibr" rid="B80">Ren et al., 2021</xref>). To overcome this limitation, various mouse models expressing human ACE2 (hACE2) have been utilized, including K18-hACE2 transgenic mice expressing hACE2 under the control of the cytokeratin 18 promoter (<xref ref-type="bibr" rid="B61">McCray et al., 2007</xref>; <xref ref-type="bibr" rid="B108">Yinda et al., 2021</xref>), humanized ACE2 mice by replacing endogenous mouse ACE2 with hACE2 using CRISPR/Cas9 knock-in technology (<xref ref-type="bibr" rid="B91">Sun S. H. et al., 2020</xref>), Ad5-hACE2 transduced mice (<xref ref-type="bibr" rid="B90">Sun J. et al., 2020</xref>), and AAV-hACE2 transduced mice (<xref ref-type="bibr" rid="B34">Israelow et al., 2020</xref>). Mouse-adapted SARS-CoV-2 strains have also been developed by multiple laboratories enabling infection of wild type laboratory mice (<xref ref-type="bibr" rid="B18">Dinnon et al., 2020</xref>; <xref ref-type="bibr" rid="B24">Gu et al., 2020</xref>; <xref ref-type="bibr" rid="B47">Leist et al., 2020</xref>; <xref ref-type="bibr" rid="B104">Yan et al., 2022</xref>). Further characterization of mouse-adapted SARS-CoV-2 through sequencing showed that the N501Y mutation in the receptor binding domain (RBD) of S protein increased virulence in mice (<xref ref-type="bibr" rid="B24">Gu et al., 2020</xref>). Studies found that some of naturally occurring SARS-CoV-2 variants, such as B.1.1.7, B.1.351, and P.1, also possess the N501Y S protein mutation and can efficiently infect wild type laboratory mice (<xref ref-type="bibr" rid="B65">Montagutelli et al., 2021</xref>; <xref ref-type="bibr" rid="B68">Niu et al., 2021</xref>; <xref ref-type="bibr" rid="B73">Pan et al., 2021</xref>; <xref ref-type="bibr" rid="B86">Shuai et al., 2021</xref>; <xref ref-type="bibr" rid="B107">Yasui et al., 2022</xref>; <xref ref-type="bibr" rid="B110">Zhang et al., 2022</xref>).</p>
<p>Clinical studies of patients with COVID-19 have shown that increased age is associated with severe outcomes and higher mortality (<xref ref-type="bibr" rid="B29">Heald-Sargent et al., 2020</xref>; <xref ref-type="bibr" rid="B39">Kang and Jung, 2020</xref>; <xref ref-type="bibr" rid="B52">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B70">O&#x2019;Driscoll et al., 2021</xref>). Hospital admissions and mortality rates were higher in patients over 65 years old (<xref ref-type="bibr" rid="B70">O&#x2019;Driscoll et al., 2021</xref>). In addition, epidemiological and clinical studies indicate that COVID-19 severity and mortality rates were higher in men than in women (<xref ref-type="bibr" rid="B12">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Guan et al., 2020</xref>; <xref ref-type="bibr" rid="B85">Scully et al., 2020</xref>; <xref ref-type="bibr" rid="B75">Pivonello et al., 2021</xref>). The overarching goal of this study is to assess the effects of age and sex on SARS-CoV-2 infection. We hypothesize that increase in age is associated with enhanced neuroinflammation in a sex-dependent manner following SARS-CoV-2 infection, which impacts the severity of neurological outcomes in COVID-19. To test this hypothesis, the B.1.351 variant of SARS-CoV-2 was used to infect wild type C57BL/6J mice (male and female) at different ages to investigate the neuroinvasive potential of SARS-CoV-2 and associated neuroinflammation.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2 Materials and methods</title>
<sec id="S2.SS1">
<title>2.1 Cells and virus</title>
<p>Vero E6 cells (ATCC CRL-1586, Manassas, VA, USA) were grown in Dulbecco&#x2019;s modified Eagle medium (DMEM) supplemented with 5% heat inactivated fetal bovine serum (FBS). SARS-CoV-2, isolate hCoV-19/South Africa/KRISP-EC-K005321/2020, NR-54008, lineage B.1.351 was obtained from BEI Resources, NIAID, NIH (Manassas, VA, USA) and propagated in Vero E6 cells. Authenticity of the viral strain was validated by genome sequencing and compared to published sequence (GISAID Accession ID <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="EPI_ISL_678597">EPI_ISL_678597</ext-link>). Virus titers were determined by focus-forming assay on Vero E6 cells. All procedures with infectious SARS-CoV-2 were performed in certified biosafety level 3 (BSL3) facilities at the University of Minnesota (UMN) using appropriate standard operating procedures (SOPs) and protective equipment approved by the UMN Institutional Biosafety Committee.</p>
</sec>
<sec id="S2.SS2">
<title>2.2 Mice</title>
<p>C57BL/6J mice (The Jackson laboratory Stock No. 000664) and K18-hACE2 mice (The Jackson laboratory, Stock No. 034860) were propagated at the UMN and maintained in specific pathogen-free conditions. Mice were housed in groups of 3 to 5 per cage and maintained on a 12 h light/12 h dark cycle with access to water and standard chow diet <italic>ad libitum</italic>. Both male and female C57BL/6J mice at different ages (4-, 10-, and 16-months) or 4-month-old hemizygous K18-hACE2 mice were used in this study.</p>
</sec>
<sec id="S2.SS3">
<title>2.3 Infection of mice with SARS-CoV-2</title>
<p>Mice were randomly assigned to infected and uninfected groups with equal numbers of male and female mice in each group. Mice in the infected group were anesthetized with 3% isoflurane/1.5 L/min oxygen in an induction chamber and inoculated intranasally with 1 &#x00D7; 10<sup>5</sup> focus forming unit (FFU) of SARS-CoV-2 in a volume of 50 &#x03BC;L DMEM, split equally between each nostril. Mice were monitored, and their body weight measured daily for the duration of the experiment. At 3- and 7-days post infection (dpi), mice were euthanized, and lungs and brains were harvested for downstream analysis.</p>
</sec>
<sec id="S2.SS4">
<title>2.4 Viral RNA quantification by PCR</title>
<p>Approximately half of the lung and the left hemisphere of each brain were weighed and homogenized in 1 mL of DMEM supplemented with 2% FBS in GentleMACS&#x2122; M tube using GentleMACS&#x2122; Dissociator (Miltenyi Biotec) with RNA 2.01 program setting. Tissue homogenates were stored in aliquots at &#x2212;80&#x00B0;C until use. Total RNA was extracted from 250 &#x03BC;L of tissue homogenate using Trizol&#x2122; LS reagent (Thermo Fisher scientific, Waltham, MA) according to the manufacturer&#x2019;s instructions. The purity of RNA was assessed by calculating the ratio of OD<sub>260</sub>/OD<sub>280</sub>. 1 &#x03BC;g of total RNA was reverse transcribed using High-Capacity cDNA reverse transcription kit (Thermo Fisher scientific, Waltham, MA) according to manufacturer&#x2019;s instructions. RT-qPCR was performed using Fast SYBR Green master mix (Thermo Fisher scientific, Waltham, MA) in a 7500 Fast Real-time PCR system (Applied Biosystems) using the Centers for Disease Control and Prevention RT-PCR primer set targeting SARS-CoV-2 N gene, forward primer 5&#x2032;-GACCCCAAAATCAGCGAAAT-3&#x2032; (2019-nCoV_N1-F), reverse primer 5&#x2032;-TCTGGTTACTGCCAGTTGAATCTG-3&#x2032; (2019-nCoV_N1-R). The following reaction conditions were used: 95&#x00B0;C for 3 min followed by 40 cycles of 95&#x00B0;C for 10 s, 65.5&#x00B0;C for 30 s, and 72&#x00B0;C for 30 s. A standard curve was generated to determine genome copy numbers in the tissue sample by performing a RT-qPCR using synthetic SARS-CoV-2 RNA control (Twist Bioscience, Cat #104043). Viral loads are presented as copies per &#x03BC;g of total RNA.</p>
</sec>
<sec id="S2.SS5">
<title>2.5 SARS-CoV-2 focus forming assay</title>
<p>Vero E6 cells were seeded in 24-well tissue culture plates at a density of 1 &#x00D7; 10<sup>5</sup> cells/well and incubated until the monolayer was 90&#x2013;100% confluent. Four replicate wells of Vero E6 cells were infected with 100 &#x03BC;L of 10-fold serial dilution of virus or lung/brain homogenate and incubated for 1h with intermittent mixing at 37&#x00B0;C/ 5% CO<sub>2</sub>. After 1 h, 500 &#x03BC;L of overlay medium containing 1.6% microcrystalline cellulose, 2% heat-inactivated FBS in DMEM was added to each well and incubated for 48 h at 37&#x00B0;C/ 5% CO<sub>2</sub>. The cells were fixed with 4% paraformaldehyde for 30 min at room temperature. Fixed cells were washed with PBS containing 0.3% Triton X-100 (PBST), blocked with blocking buffer (1% bovine serum albumin (BSA) and 1% normal goat serum in PBST) for 1 h at room temperature, and then treated with rabbit anti- SARS-CoV-2 nucleocapsid antibody (Sino Biological; 1:2000 dilution) overnight at 4&#x00B0;C. After washing twice with PBST, cells were treated with alkaline phosphatase-conjugated goat anti-rabbit IgG (Thermo Fisher scientific, Waltham, MA; 1:1000 dilution) at room temperature for 1 h. Cells were washed twice with PBST and incubated for 20 min at room temperature in the dark with 1-Step&#x2122; NBT/BCIP substrate solution (Thermo Fisher scientific, Waltham, MA). After incubation, wells were washed with deionized water and the numbers of foci were counted. Infectious virus titer in tissue homogenate was expressed as focus forming units (FFU) per g tissue.</p>
</sec>
<sec id="S2.SS6">
<title>2.6 Histopathology</title>
<p>Lung samples were immersion-fixed with 4% paraformaldehyde (PFA) for 48 h and washed 3 times with PBS. Samples were routinely processed and embedded in paraffin. From each paraffin block, which contained representative tissue sections from 3 animals, 5 micron sections were cut and stained with hematoxylin and eosin (H&#x0026;E). Each section was evaluated by a board-certified veterinary pathologist to provide a semi-quantitative assessment of lung injury and a descriptive narrative of lung pathology. The lung injury parameters (perivascular inflammation, interstitial inflammation, interstitial / perivascular edema, alveolar edema, thrombosis, and hemorrhage) were scored (in 0.5 increments) on a 5-point injury scale of increasing severity and extent of tissue involvement. Inflammation was further characterized according to the nature of the cellular infiltrate (i.e., neutrophilic, eosinophilic, mononuclear, histiocytic, or mixed).</p>
</sec>
<sec id="S2.SS7">
<title>2.7 Immunohistochemistry</title>
<p>Mouse brain hemispheres were immersion-fixed with 4% PFA for 48 h and washed 3 times with 1X PBS. Brains were embedded in Tissue-Tek OCT (Andwin Scientific, IL) on dry ice. Frozen blocks were stored at &#x2212;80&#x00B0;C until sectioning. Embedded brains were cut into sagittal sections at 10 &#x03BC;m thickness using a Cryostat (Leica Biosystems Inc). Sections were washed with wash buffer (0.3% Triton-X 100 in 1X PBS) and blocked with blocking buffer (1% normal goat serum, 0.3% Triton-X 100 in 1X PBS) for 60 min at room temperature. Tissue sections were incubated overnight at 4&#x00B0;C with primary antibody against the SARS-CoV-2 nucleocapsid protein (1:1000, Sino Biologicals US Inc, Wayne, PA). After washing 3 times with wash buffer, sections were incubated with goat anti-rabbit IgG-Alexa Fluor&#x2122; 594 (1:1000, Thermo Fisher Scientific, Waltham, MA) for 60 min at room temperature. DAPI (4&#x2032;,6-diamidino-2-phenylindole, Thermo Fisher Scientific, Waltham, MA) was used to label nuclei. Images were captured using Leica DMi8 inverted microscope and Leica LAS software.</p>
</sec>
<sec id="S2.SS8">
<title>2.8 RNA-seq analysis</title>
<p>RNA was extracted from homogenized tissue as described above. Isolated RNA samples were submitted to the UMN Genomics Center core facility for library preparation and sequencing as previously described (<xref ref-type="bibr" rid="B36">Jeong et al., 2021</xref>; <xref ref-type="bibr" rid="B77">Qu et al., 2023</xref>). Briefly, RNA quantities were determined by RiboGreen RNA Quantification assay (Thermo Fisher Scientific, Waltham, MA) and RNA quality was assessed using the Agilent Bioanalyzer (Agilent Technologies). Library preparation was performed using a TruSeq Stranded mRNA Library Prep Kit (Illumina) according to the manufacturer&#x2019;s instructions. Sequencing was performed on a NovaSeq 6000 platform (Illumina), generating 20 million 150-bp paired-end reads per sample.</p>
<p>Raw sequencing reads were evaluated and trimmed using Trimmomatic (<xref ref-type="bibr" rid="B9">Bolger et al., 2014</xref>). Trimmed reads were mapped to the mouse reference genome GRCm38 using HISAT2.<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> RNA-seq raw counts for each gene were extracted using FeatureCounts (<xref ref-type="bibr" rid="B50">Liao et al., 2014</xref>). Exploratory data analysis using PCA was performed on normalized data for outlier detection. One outlier (uninfected, male) was detected and excluded from subsequent analyses (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>). Differential gene expression (DGE) analysis was conducted using DESeq2 (1.38.2) (<xref ref-type="bibr" rid="B54">Love et al., 2014</xref>). Default DESeq2 normalization and filtering methods were applied.</p>
<p>Data from both sexes (male and female) were analyzed in pairwise comparisons between infected and uninfected males and females, in addition to pairwise comparisons between infected and uninfected mice using the Wald test (design = &#x223C; sex + infection). Additionally, to assess potential differences in the infection effect between sexes, we performed analyses using design = &#x223C; sex + infection + sex:infection. Significance for gene differences between groups was determined using an adjusted <italic>p</italic>-value of &#x003C;0.05 after Benjamini-Hochberg correction. GO gene enrichment analysis was performed using the gseGO function in the ClusterProfiler package (4.6.0) (<xref ref-type="bibr" rid="B109">Yu et al., 2012</xref>). Volcano plots were generated using ggplot2 (3.4.0). Hierarchical cluster analysis of the differentially expressed genes (DEGs) was performed using pheatmap (1.0.12) with default parameters (clustering_distance_cols = euclidean, clustering_method = complete). All DEG and pathway enrichment analyses were performed in R (4.2.1).</p>
<sec id="S2.SS8.SSS1">
<title>2.8.1 Profiling cell type composition</title>
<p>The CIBERSORTx web tool was used to determine the cell type composition from the deconvolution analysis of bulk RNA-seq data<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> (<xref ref-type="bibr" rid="B67">Newman et al., 2019</xref>). Single cell RNA-seq data containing CD45+ cells from mouse cortex and hippocampus (<xref ref-type="bibr" rid="B13">Chen et al., 2023</xref>) were downloaded from an online dataset (GSE221856). Cells were clustered and labeled using SingleR (2.4.1) and celldex::MouseRNAseqData as a reference, followed by direct manual curation. Labeled cells were used to construct a single-cell reference matrix using default parameters. Imputed cell fractions were generated using relative mode with default settings and 100 permutations. A two-tailed t-test was used to compare differences in immune cell type proportions between SARS-CoV-2 and control groups. An adjusted <italic>p</italic>-value &#x003C; 0.05 was deemed significant.</p>
</sec>
</sec>
<sec id="S2.SS9">
<title>2.9 Real-time quantitative polymerase chain reaction (RT-qPCR)</title>
<p>Total RNA was extracted from lung and brain homogenates and cDNA was synthesized from 1 &#x03BC;g total RNA as described above. The cDNA was amplified by RT-qPCR using Fast SYBR Green master mix (Thermo Fisher scientific, Waltham, MA) in a 7500 Fast Real-time PCR system (Applied Biosystems) using gene specific primers (<xref ref-type="table" rid="T1">Table 1</xref>). The specificity of RT-qPCR was assessed by analyzing the melting curves of PCR products. Ct values were normalized to RPL27 gene, and the fold change was determined by comparing virus-infected mice to uninfected controls using 2<sup>&#x2013;&#x0394;&#x0394;Ct</sup> method (<xref ref-type="bibr" rid="B53">Livak and Schmittgen, 2001</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Sequences of primers used for RT-qPCR.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="center" colspan="2" style="color:#ffffff;background-color: #7f8080;">Primer name</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Sequence (5&#x2032; &#x2192; 3&#x2032;)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2">RPL27</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">GCAAAGCTGTCATCGTGAAGAA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">CTTGTGGGCATTAGGTGATTGT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">IL-6</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">AGATAACAAGAAAGACAAAGCCAGAG</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">GCATTGGAAATTGGGGTAGGAAG</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">TNF-&#x03B1;</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">CATCTTCTCAAAATTCGAGTGACAA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">TGGGAGTAGACAAGGTACAACCC</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Ifit1</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">CTGAGATGTCACTTCACATGGAA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">GTGCATCCCCAATGGGTTCT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Ifit2</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">AGTACAACGAGTAAGGAGTCACT</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">AGGCCAGTATGTTGCACATGG</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Tlr7</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">ATGTGGACACGGAAGAGACAA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">GGTAAGGGTAAGATTGGTGGTG</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Lyz2</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">ATGGAATGGCTGGCTACTATGG</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">ACCAGTATCGGCTATTGATCTGA</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">B 2m</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">TTCTGGTGCTTGTCTCACTGA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">CAGTATGTTCGGCTTCCCATTC</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Mpeg1</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">TCCTGTGTGCCTAGTGGAAAA</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">CAAGCGGTTCATCAAGTAGGAT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2">Gbp7</td>
<td valign="top" align="left">Forward</td>
<td valign="top" align="left">CTGGATGATAATAGCGTGTGCT</td>
</tr>
<tr>
<td valign="top" align="left">reverse</td>
<td valign="top" align="left">CAAGACAGGTAGTTTCAGGGC</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS10">
<title>2.10 Statistical analyses</title>
<p>Statistical analyses were performed using Prism version 9.5.1 (GraphPad, La Jolla, CA). A two-way Analysis of Variance (ANOVA) with Sidak&#x2019;s multiple comparison test was used to determine the significance of the difference in body weight changes. A two-way ANOVA with Tukey&#x2019;s multiple comparison test was used to analyze viral load and relative gene expression of RT-qPCR data. A p-value of less than 0.05 was considered significant.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3 Results</title>
<sec id="S3.SS1">
<title>3.1 Older male mice exhibited greater loss of body weight following infection with SARS-CoV-2</title>
<p>Previous studies have shown that SARS-CoV-2 B.1.351 and other variants with the N501Y mutation in the viral spike protein efficiently infected wild type laboratory mice (<xref ref-type="bibr" rid="B65">Montagutelli et al., 2021</xref>; <xref ref-type="bibr" rid="B73">Pan et al., 2021</xref>; <xref ref-type="bibr" rid="B86">Shuai et al., 2021</xref>; <xref ref-type="bibr" rid="B107">Yasui et al., 2022</xref>; <xref ref-type="bibr" rid="B110">Zhang et al., 2022</xref>). To determine whether different age groups showed differences in susceptibility to SARS-CoV-2 infection, 4-, 10-, and 16-month-old wild type C57BL/6J mice were infected intranasally with 1 &#x00D7; 10<sup>5</sup> FFU of SARS-CoV-2 B.1.351 variant (South Africa/KRISP-EC-K005321/20204) and monitored for 7 days, with uninfected age/sex-matched mice as controls. No significant loss of body weight was observed in 4-month-old mice infected with SARS-CoV-2 compared to uninfected mice. However, body weight loss was significantly greater in infected, older male mice at 10- and 16-month of age, than in female mice of the same age (<xref ref-type="fig" rid="F1">Figure 1</xref>). Loss of body weight peaked at 4 dpi in older male mice (male 6.45 &#x00B1; 1.15% vs female 0 &#x00B1; 1.49% in 10-month-old; <italic>p</italic> &#x003C; 0.01 and male 3.7 &#x00B1; 1.01% vs female 0.25 &#x00B1; 1.18% in 16-month-old; <italic>p</italic> &#x003C; 0.05), whereas female mice showed no significant loss in body weight compared to uninfected animals. Further loss in body weight was not observed in male mice after 4 dpi and all mice survived until the experimental end point of 7 dpi.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>SARS-CoV-2 lineage B.1.135 induced weight loss is higher in older male mice. Male and female C57BL/6J mice at 4, 10, and 16 months of age were infected with 1 &#x00D7; 10<sup>5</sup> FFU of SARS-CoV-2 lineage B.1.351 via intranasal route. Change in body weight was monitored for 7 days. Error bars indicate standard error of mean (SEM) (<italic>n</italic> = 3 to 4 in each group).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g001.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>3.2 Older male C57BL/6J mice exhibited prolonged SARS-CoV-2 lung infection compared to younger mice</title>
<p>The level of viral RNA and infectious virus titer in the lung homogenate of mice were assessed at 3 dpi and 7 dpi. As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, viral RNA was detected by RT-qPCR in the lungs of all SARS-CoV-2 infected mice at 3 dpi. Viral RNA was also detectable in most of the lungs of SARS-CoV-2 infected mice at 7 dpi except for one 4-month-old and one 16-month-old mouse. However, the viral RNA load in the lung at 7 dpi was lower compared to 3 dpi. Significantly higher copies of viral RNA were detected at 3 dpi in the lungs of 16-month-old mice compared to 4-month-old mice (<xref ref-type="fig" rid="F2">Figure 2A</xref>), albeit there was no difference in viral RNA levels between different age groups at 7 dpi. Analysis of data based on sex showed that the older male mice at 16 months of age had significantly higher levels of viral RNA in the lung at 3 dpi compared to 4-month-old male mice (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Of note, the viral RNA load in the lungs of female mice was lower than that in male mice at comparable ages at 3 dpi, although the difference did not reach statistical significance except in 16-month-old mice (<italic>p</italic> = 0.036) (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Infectious viral load in the lung was measured by focus forming assay on Vero E6 cells. Although the infectious virus was detected in lungs of SARS-CoV-2 infected mice of all age groups at 3 dpi, infectious virus was infrequent in the lung at 7 dpi (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Additionally, lung virus load was significantly higher at 3 dpi in 10-month-old mice compared to 4-month-old mice. At 7 dpi infectious virus was occasionally detected in the lung of younger mice with 14% of 4-month-old (1 out of 7) and 12.5% of 10-month-old (1 out of 8) mice having detectable virus. In contrast, 75% (6 out of 8) of 16-month-old mice harbored detectable levels of infectious virus in the lung at 7 dpi (<xref ref-type="fig" rid="F2">Figure 2C</xref>), suggesting that the virus clearance is slower in older mice. Analysis of sex-disaggregated data showed that 10-month-old male mice had significantly higher infectious viral load in the lung at 3 dpi compared to 4-month-old male mice. Viral load in the lung of female mice at 3 dpi were lower than male mice in all age groups studied, although the difference was statistically significant only in 10-month-old mice (<xref ref-type="fig" rid="F2">Figure 2D</xref>). At 7 dpi, 25% male (1 out of 4) 4-month-old and 25% female (1 out of 4) 10-month-old mice had detectable virus. While all the 16-month-old male mice had infectious virus in the lung, only 50% (2 out of 4) of female mice showed detectable virus in this age group at 7 dpi (<xref ref-type="fig" rid="F2">Figure 2D</xref>). Collectively, these results indicate that older male mice take more time to clear infectious virus from the lung compared to younger mice.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Older male mice are more susceptible to SARS-CoV-2 lung infection. Viral load in the lung homogenate was quantified at 3 dpi and 7 dpi by panel <bold>(A,B)</bold> RT-qPCR for SARS-CoV-2 N gene and expressed as copies of N gene per &#x03BC;g of total RNA, and <bold>(C,D)</bold> by focus forming assay on Vero E6 cells. Error bars indicate standard error of mean (SEM). The dotted line indicates the limit of detection of the assay (<italic>n</italic> = 3 to 4 per group).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>3.3 SARS-CoV-2 infection induced lung inflammation that is most severe in 10-month-old mice with no consistent sex differences</title>
<p>Regardless of age or sex, the lungs from all SARS-CoV-2 infected mice revealed a similar spectrum and, with rare exception, a similar severity of pathology. The infected mice demonstrated multifocal perivascular and interstitial pulmonary inflammation with edema and alveolar histiocytosis (<xref ref-type="fig" rid="F3">Figure 3</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>). In both the male and female mice, the inflammation was most severe in the 10-month-old mice, least severe in the 4-month-old mice, and intermediate in the 16-month-old mice. When considering sex, there was a trend toward more severe inflammation in the female mice compared to male mice at 16 months of age and there was no overall difference between the sexes at 10 and 4 months of age.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Pulmonary inflammation in SARS-CoV-2 infected mice. Representative images of H&#x0026;E stained sections. All infected male <bold>(A&#x2013;C)</bold> and female <bold>(E&#x2013;G)</bold> mice demonstrated perivascular and interstitial inflammation that was not observed in their uninfected counterparts <bold>(D,H</bold>, respectively). The inflammatory foci were multifocal (black arrows), composed predominantly of lymphocytes and plasma cells and surrounding small and medium-sized vessels (black star, insets) (<italic>n</italic> = 3 males and 3 females in SARS-CoV-2 infected and uninfected group). <bold>(A&#x2013;H)</bold> = 40X and insets = 400X.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4 SARS-CoV-2 infection induced neuroinflammatory responses at 7 dpi despite lack of detectable virus in the brain</title>
<p>SARS-CoV-2 respiratory infection affects other organ systems, including the central nervous system. To investigate the presence of viral RNA in the brain of C57BL/6J mice infected with SARS-CoV-2 B.1.135 variant, RT-qPCR was performed on total brain RNA at 3 dpi and 7 dpi. Viral RNA was occasionally detected in the brain of SARS-CoV-2 infected mice. At 3 dpi one 10-month-old female (1 out of 3) and one 16-month-old male (1 out of 3) had detectable viral RNA in the brain. At 7 dpi very low viral RNA copies (100&#x2013;150 copies) were detected in two 4-month-old male (2 out of 4), one 10-month-old female (1 out of 4), one 16-month-old male (1 out of 4), and two 16-month-old female (2 out of 4) mice (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Viral RNA was not detectable in the brains of the majority of mice infected with SARS-CoV-2. Moreover, no infectious virus was detected in the brain of C57BL/6J mice in any of the age groups studied (data not shown). In contrast, we found abundant viral RNA and nucleocapsid protein in brains of 4-month-old K18-hACE2 mice infected with 1 &#x00D7; 10<sup>4</sup> FFU of SARS-CoV-2 (<xref ref-type="fig" rid="F4">Figures 4B, C</xref>), consistent with previous reports (<xref ref-type="bibr" rid="B37">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="B44">Kumari et al., 2021</xref>; <xref ref-type="bibr" rid="B88">Song et al., 2021</xref>; <xref ref-type="bibr" rid="B22">Fumagalli et al., 2022</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Viral RNA is undetectable in the brain of the majority of C57BL/6J mice. <bold>(A)</bold> Viral RNA in the brain homogenate of C57BL/6J mice infected with 1 &#x00D7; 10<sup>5</sup> FFU of SARS-CoV-2 was quantified at 3 dpi and 7dpi by RT-qPCR for SARS-CoV-2 N gene and expressed as copies of N gene per &#x03BC;g of total RNA. The dotted line indicates the limit of detection of the assay (<italic>n</italic> = 3 to 4 per group). <bold>(B)</bold> Viral RNA in the lung and brain homogenate of K18-hACE2 mice (<italic>n</italic> = 3) infected with 1 &#x00D7; 10<sup>4</sup> FFU of SARS-CoV-2 was determined at 7dpi by RT-qPCR for SARS-CoV-2 N gene. <bold>(C)</bold> Representative immunofluorescence image of sagittal brain section of K18-hACE2 mice infected with SARS-CoV-2. Brain sections (<italic>n</italic> = 3 infected and 2 uninfected mice) were immunostained with rabbit polyclonal antibody to SARS-CoV-2 nucleocapsid (N) protein followed by Alexa Fluor 594 conjugated goat anti-rabbit IgG (red). Nucleus were stained with DAPI (blue).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g004.tif"/>
</fig>
<p>Inflammatory cytokine and chemokine mRNA expression levels at 3 dpi and 7 dpi were measured in lungs and brains by RT-qPCR, including IL-6, TNF-&#x03B1;, and CCL2 (<xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2</xref>). As expected, cytokine expression levels in the lung were higher in infected animals at all age groups (<xref ref-type="fig" rid="F5">Figure 5A</xref>). A higher level of IL-6 mRNA expression was observed in lung of older mice compared to 4-month-old mice. While there was no difference in expression of TNF-&#x03B1; at different age groups, 10-month-old mice showed increased CCL-2 expression compared to 4-month and 16-month-old mice (<xref ref-type="fig" rid="F5">Figure 5A</xref>). Analysis of data based on sex revealed differential expression of IL-6 in male and female mice, which was not consistent with age. A significant upregulation of IL-6 mRNA was observed in the lung of 4-month and 10-month-old male mice at both 3 dpi and 7 dpi, compared to age-matched female mice. In contrast, IL-6 expression was significantly higher in the lung of female 16-month-old mice at 3 dpi (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2A</xref>). Differential expression of TNF-&#x03B1; and CCL2 mRNA in the lung of male and female mice were observed only in 10-month-old mice. Higher level of expression of TNF-&#x03B1; was observed in 10-month-old female mice at both 3 dpi and 7 dpi. CCL2 expression in the lung of 10-month-old mice was higher in males at 3 dpi in contrast to females at 7 dpi (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2A</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>SARS-CoV-2 lineage B.1.135 infection induces an inflammatory response in the brain of C57BL/6J mice despite the absence of virus in the brain at 7 dpi. Relative mRNA expression levels of IL-6, TNF-&#x03B1;, and CCL2 in the <bold>(A)</bold> lung and <bold>(B)</bold> brain of C57BL/6J mice infected with SARS-CoV-2 were analyzed by RT-qPCR. The &#x0394;CT values were normalized to Rpl27 gene expression and represented as fold change (2<sup>&#x0394;&#x0394;CT</sup>) over uninfected control. Error bars indicate standard error of mean (SEM). The dotted line represents the mean expression level in uninfected control (<italic>n</italic> = 3 to 4 per group).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g005.tif"/>
</fig>
<p>In the brain at 3 dpi, IL-6 expression was observed only in 16-month-old mice whereas at 7 dpi, IL-6 expression increased in the brain of infected animals of all age groups compared to uninfected age matched controls (<xref ref-type="fig" rid="F5">Figure 5B</xref>). Interestingly, IL-6 expression level in the brain at 7 dpi decreased with increase in age of infected mice. Although there was upregulation of TNF-&#x03B1; expression in the brain of infected mice at 3 dpi compared to uninfected control, there was no difference in the expression levels between different age groups. Higher CCL-2 expression was observed only in the brain of 10-month-old mice (<xref ref-type="fig" rid="F5">Figure 5B</xref>). There was no significant difference in the level of expression of IL-6, TNF-&#x03B1;, and CCL2 in the brain between male and female mice at 7 dpi. However, there was an age dependent decrease in the expression of IL-6 in the brain in male mice at 7 dpi (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2B</xref>). A significant increase in IL-6 expression in the brain at 3 dpi was observed only in 16-month-old male mice. Additionally, elevated levels of TNF-&#x03B1; in the brain of 4-month-old female mice and CCL2 in 16-month-old male mice were observed at 3 dpi (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 2B</xref>).</p>
</sec>
<sec id="S3.SS5">
<title>3.5 SARS-CoV-2 infection induced a widespread innate immune response in the brain</title>
<p>To examine the global effects of SARS-CoV-2 infection on the brain transcriptome, RNA sequencing was performed on brain tissue homogenate collected at 7 dpi from 10-month-old SARS-CoV-2-infected (<italic>n</italic> = 6) and uninfected C57BL/6J mice (<italic>n</italic> = 5). Differential gene expression analysis revealed 1067 differentially expressed genes (DEGs). Of these, 478 genes were significantly upregulated (log FC &#x003E; 1 and adjusted <italic>p</italic> &#x003C; 0.05) and 589 genes were significantly downregulated (log FC &#x003C; 1 and adjusted <italic>p</italic> &#x003C; 0.05) in SARS-CoV-2-infected mice (<xref ref-type="fig" rid="F6">Figure 6A</xref>). Hierarchical clustering analysis of significant DEGs (adjusted <italic>p</italic>-value &#x003C; 0.05) revealed distinct transcriptional profiles corresponding with SARS-CoV-2 infection (<xref ref-type="fig" rid="F6">Figure 6B</xref>). Differential gene expression analyses aimed at assessing the influence of sex revealed a minimal number of DEGs, suggesting a limited impact of sex on the overall brain transcriptome.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Brain transcriptional response to SARS-CoV-2 infection. <bold>(A)</bold> Volcano plot indicating differentially expressed genes (DEGs) (adjusted <italic>p</italic> &#x003C; 0.05) in the brains of mice infected with SARS-CoV-2 vs. control. Upregulated DEGs in SARS-CoV-2 infected mice are indicated in red, and downregulated DEGs in SARS-CoV-2 infected mice are indicated in blue. The dotted line corresponds to adjusted <italic>p</italic> = 0.05. <bold>(B)</bold> Hierarchical clustering heatmap view of DEGs. DEGs are presented in the dendrogram along the <italic>Y</italic>-axis. Each column contains expression values for an individual mouse, with groups indicated by the color bars along the <italic>X</italic>-axis. The expression levels from low to high are represented as a color gradient from blue to red, respectively. <bold>(C)</bold> Barplot visualization of the top 8 (by adjusted <italic>p</italic>-value) enriched GO biological process pathways. The significance level is indicated as -Log10 (adjusted <italic>p</italic>-value). <bold>(D)</bold> Cnetplot visualization of the genes in the top 8 (by adjusted <italic>p</italic>-value) enriched GO biological process pathways. Connections between genes and pathway nodes are color coded. The size of each node represents the number of overlapped genes in each GO term and the color represents log-fold change of each gene between groups.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g006.tif"/>
</fig>
<p>We performed gene set enrichment analysis (GSEA) to identify the major pathways responsible for the differences between groups (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 2</xref>). The top upregulated Gene Ontology (GO) biological process terms in SARS-CoV-2 mice were associated with defense response to virus and other organisms. Among these pathways, common genes included <italic>Tlr7, Ifit1, Ifit2, Ifih1</italic>, and <italic>Gbp7</italic>, all of which play a role in the innate immune response. The top downregulated GO biological process terms in SARS-CoV-2 mice were associated with neuroreceptor activity, axon development, and cell junction organization (<xref ref-type="fig" rid="F6">Figures 6C, D</xref>). These findings provide a foundation for further investigations into the functional implications of these transcriptomic changes in the context of SARS-CoV-2 infection.</p>
<p>To validate the bulk RNA-seq data, selected immune pathway genes that were upregulated in SARS-CoV-2 infected mice compared to controls (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 3</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 3</xref>) were tested by RT-qPCR. The mRNA expression levels of <italic>Ifit1, Ifit2, Tlr7, Lyz2, B2m, Mpeg1</italic>, and <italic>Gbp7</italic> were evaluated in 4-, 10-, and 16-month-old mice (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4</xref>). Consistent with the RNA-seq data, RT-qPCR results showed significant upregulation of <italic>Ifit1, Lyz2</italic>, and <italic>Mpeg1</italic> mRNA in the brain of 10-month-old SARS-CoV-2 infected mice compared to uninfected controls. Although, the expression levels of <italic>Ifit2, Tlr7</italic>, and <italic>B2m</italic> were higher than controls, they did not reach statistical significance. There was no change in the expression of <italic>Gbp7</italic> compared to uninfected controls. Further analysis of gene expression data from different age groups of male and female mice revealed that there was age-dependent decrease in expression of <italic>Ifit1</italic>and <italic>Lyz2</italic> genes in male mice (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4</xref>). While no age dependent change was observed for <italic>Lyz2</italic> expression in female mice, a non-significant trend toward higher <italic>Ifit1</italic> expression levels was observed in older female mice. Interestingly, the expression levels of both <italic>Ifit1</italic> and <italic>Lyz2</italic> were greater in 16-month-old female mice compared to age-matched male mice. <italic>Mpeg1</italic> expression was elevated only in 10-month-old female mice. These results demonstrate that age and sex modify the expression of innate immunity-related genes in the brain in response to SARS-CoV-2 infection.</p>
<p>To dissect specific immune cell subsets from the bulk RNA-seq data, we used CIBERSORTx algorithms to determine immune cell type proportions in each sample (<xref ref-type="bibr" rid="B67">Newman et al., 2019</xref>). Among the identified cell types, microglia constituted the majority of cells (SARS-CoV-2 76.2% &#x00B1; 6.2%, Uninfected 76.0% &#x00B1; 5.3%), followed by T cells (SARS-CoV-2 15.4% &#x00B1; 4.9%, Uninfected 19.4% &#x00B1; 5.6%), macrophages (SARS-CoV-2 7.1% &#x00B1; 1.2%, Uninfected 3.8% &#x00B1; 1.7%), monocytes (SARS-CoV-2 1.1% &#x00B1; 0.43%, Uninfected 0.77% &#x00B1; 0.46%), and natural killer (NK) cells (SARS-CoV-2 0.28% &#x00B1; 0.44%, Uninfected 0.050% &#x00B1; 0.11%) (<xref ref-type="fig" rid="F7">Figures 7A, B</xref>). Intriguingly, the proportion of macrophages was significantly higher in SARS-CoV-2 infected mice compared to uninfected controls (<italic>p</italic> = 0.0372) (<xref ref-type="fig" rid="F7">Figure 7C</xref>). These findings underscore the impact of SARS-CoV-2 infection on immune cell composition within the brain microenvironment, highlighting the special recruitment of macrophages.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Relative composition of immune cell types in the brain derived from deconvolution analysis of the RNA-seq data using CIBERSORTx. <bold>(A)</bold> Stacked bar plots indicating the cell type proportion in each sample (left), and <bold>(B)</bold> average cell type proportion (right). <bold>(C)</bold> Bar plots comparing immune cell proportions between infected and uninfected mice. Values are means &#x00B1; SEM.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1404312-g007.tif"/>
</fig>
</sec>
<sec id="S3.SS6">
<title>3.6 SARS-CoV-2 infection induced downregulation of vascular-related pathways in the brain</title>
<p>Among the downregulated pathways, GO enrichment analysis showed that pathways related to cell junction organization and regulation of vasculogenesis were altered in SARS-CoV-2-infected brains. Several genes/proteins involved in maintaining the blood-brain barrier (BBB) integrity were downregulated, including Cldn5, a member of the claudin family. Claudins are key components of tight junctions between adjacent endothelial cells that regulate the permeability of the BBB (<xref ref-type="bibr" rid="B66">Morita et al., 1999</xref>; <xref ref-type="bibr" rid="B56">Luissint et al., 2012</xref>). Multiple proteins with functions related to regulation of endothelial cell-matrix adhesion or cell-cell junction organization (Ajm and Pard6a, Nectin1, Rcc2, Cbln1) were also expressed at significantly lower levels in infected brains. Consistent with the GO analysis observations, we also found a significant decrease in expression of cadherin proteins (Cdh1, Cdh22, Cdh15, Cdh19) in SARS-CoV-2 infected brains. Cadherins are transmembrane proteins that mediate cell&#x2013;cell adhesion and cell-cell junction organization (<xref ref-type="bibr" rid="B96">Togashi et al., 2009</xref>; <xref ref-type="bibr" rid="B57">Ma&#x00EE;tre and Heisenberg, 2013</xref>). These results suggest that SARS-CoV2 infection may lead to disruption of BBB integrity and neurovascular function, in addition to triggering the innate immune response in the brain. Further studies are required to experimentally demonstrate BBB permeability after SARS-CoV-2 infection.</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4 Discussion</title>
<p>Increased age is considered as one of the major risk factors for severe COVID-19 outcomes (<xref ref-type="bibr" rid="B19">Dudley and Lee, 2020</xref>; <xref ref-type="bibr" rid="B29">Heald-Sargent et al., 2020</xref>; <xref ref-type="bibr" rid="B39">Kang and Jung, 2020</xref>; <xref ref-type="bibr" rid="B52">Liu et al., 2020</xref>). Epidemiological studies suggest that patients over 65 years of age account for 80% of COVID-19 hospitalizations with a 20-fold higher mortality rate compared to those under 65 years (<xref ref-type="bibr" rid="B70">O&#x2019;Driscoll et al., 2021</xref>). However, comorbidities such as cardiovascular disease, diabetes, and chronic lung diseases also increase with age and may influence the severity of COVID-19 outcome in older patients. Emerging evidence also indicate that COVID-19 severity and mortality are higher among men than women (<xref ref-type="bibr" rid="B12">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="B23">Gebhard et al., 2020</xref>; <xref ref-type="bibr" rid="B25">Guan et al., 2020</xref>; <xref ref-type="bibr" rid="B85">Scully et al., 2020</xref>; <xref ref-type="bibr" rid="B75">Pivonello et al., 2021</xref>). In the present study, we investigated the effect of age on SARS-CoV-2 pathogenesis by comparing the response to infection in 4-, 10-, and 16-months old C57BL/6J mice. Using age/sex-disaggregated data from SARS-CoV-2 infected mice, we assessed the impact of age and sex on SARS-CoV-2 pathogenesis. We used a naturally occurring isolate of SARS-CoV-2 beta variant, B.1.135, capable of infecting wild type laboratory mice to induce severe pathological lesions and inflammatory response in the lung (<xref ref-type="bibr" rid="B73">Pan et al., 2021</xref>; <xref ref-type="bibr" rid="B86">Shuai et al., 2021</xref>; <xref ref-type="bibr" rid="B107">Yasui et al., 2022</xref>).</p>
<p>Our results on SARS-CoV-2 infection in a wild-type mouse model reflects the age and sex dependent increase in disease severity reported in humans. We found that the severity of disease outcomes increased in older male mice compared to young or female mice as evidenced by the significant loss of body weight at 3 to 4 dpi, increased viral RNA load in the lung at 3 dpi, and higher percentage of older male mice harboring infectious virus in the lung at 7 dpi. Corroborating our work, earlier studies reported no significant weight loss in 8-week-old young adult C57BL/6 mice infected with the B.1.135 variant, despite the presence of pathological lung lesions and inflammatory responses (<xref ref-type="bibr" rid="B65">Montagutelli et al., 2021</xref>; <xref ref-type="bibr" rid="B73">Pan et al., 2021</xref>; <xref ref-type="bibr" rid="B86">Shuai et al., 2021</xref>). However, <xref ref-type="bibr" rid="B107">Yasui et al. (2022)</xref> reported weight loss in infected 8-week-old Balb/c mice or when infected at higher viral dose (1 &#x00D7; 10<sup>6</sup> pfu) in C57BL/6 mice. These authors also reported increased weight loss and fatality in aged Balb/c mice (<xref ref-type="bibr" rid="B107">Yasui et al., 2022</xref>). These reports suggest that in addition to age and sex, the strain/genetic background of mice could be an important component of the SARS-CoV2 murine models.</p>
<p>Neurotropism of SARS-CoV-2 is still under debate. Several <italic>in vitro</italic> studies showed that the cells of the CNS, particularly astrocytes and neurons, support SARS-CoV-2 replication (<xref ref-type="bibr" rid="B10">Bullen et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Jacob et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Ramani et al., 2020</xref>; <xref ref-type="bibr" rid="B98">Wang et al., 2021</xref>; <xref ref-type="bibr" rid="B3">Andrews et al., 2022</xref>; <xref ref-type="bibr" rid="B14">Crunfli et al., 2022</xref>; <xref ref-type="bibr" rid="B82">Roczkowsky et al., 2023</xref>). In contrast, viral RNA was either absent (<xref ref-type="bibr" rid="B41">Khan et al., 2021</xref>; <xref ref-type="bibr" rid="B45">Lee et al., 2021</xref>, <xref ref-type="bibr" rid="B46">2022</xref>; <xref ref-type="bibr" rid="B105">Yang et al., 2021</xref>) or present in low levels in a subset of the autopsy brain samples from fatal COVID-19 patients (<xref ref-type="bibr" rid="B40">Kantonen et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Matschke et al., 2020</xref>; <xref ref-type="bibr" rid="B76">Puelles et al., 2020</xref>; <xref ref-type="bibr" rid="B87">Solomon et al., 2020</xref>; <xref ref-type="bibr" rid="B64">Meinhardt et al., 2021</xref>; <xref ref-type="bibr" rid="B82">Roczkowsky et al., 2023</xref>). Consistent with these findings in humans, SARS-CoV-2 RNA was not detected in the brain of majority of infected wild-type mice, with some brains containing very low levels of viral RNA, and no infectious virus was detected in brains of mice in the present study.</p>
<p>COVID-19 is characterized by pronounced inflammation, excess cytokine production, and alterations in both the innate and adaptive immune responses (<xref ref-type="bibr" rid="B69">O&#x2019;Connell and Aldhamen, 2020</xref>). Although the underlying mechanisms contributing to brain pathology are not fully understood, we observed significant changes in the transcriptome of SARS-CoV-2 infected brains that point to the involvement of the innate immune system. DEG and GSEA analysis identified upregulation of several genes that modulate the innate immune response. Notable among them is <italic>Tlr7</italic>, a type of toll-like receptor, which is responsible for activation of innate immune responses and regulation of cytokine production (<xref ref-type="bibr" rid="B38">Jung and Lee, 2021</xref>). TLR7 was identified as a cellular detector of ssRNA of SARS-CoV-2, which leads to inflammasome activation and production of pro-inflammatory cytokines and interferons via NF-&#x03BA;B activation (<xref ref-type="bibr" rid="B8">Bender et al., 2020</xref>; <xref ref-type="bibr" rid="B42">Khanmohammadi and Rezaei, 2021</xref>; <xref ref-type="bibr" rid="B83">Salvi et al., 2021</xref>; <xref ref-type="bibr" rid="B59">Manik and Singh, 2022</xref>). Recent reports link genetic <italic>Tlr7</italic> deficiencies with more severe COVID-19 infection in young individuals, connecting TLR7 with host resistance and disease outcome (<xref ref-type="bibr" rid="B97">van der Made et al., 2020</xref>; <xref ref-type="bibr" rid="B4">Asano et al., 2021</xref>; <xref ref-type="bibr" rid="B2">Abolhassani et al., 2022</xref>).</p>
<p>Using a mouse-adapted SARS-CoV-2, <xref ref-type="bibr" rid="B6">Beer et al. (2022)</xref> showed that the age-dependent increase in disease severity is due to impaired interferon response in older mice. IFIT1 and IFIT2 (also known as ISG56 and ISG54, respectively) are interferon induced proteins primarily known for their roles in antiviral defense by restricting viral replication and modulating immune responses to combat viral infections (<xref ref-type="bibr" rid="B21">Fensterl and Sen, 2015</xref>). <italic>Ifit1</italic> and <italic>Ifit2</italic> are induced in response to dsRNA, type I and type II IFNs, and infection by various viruses (<xref ref-type="bibr" rid="B26">Guo et al., 2000</xref>). These factors have been shown to inhibit virus replication by binding to eIF3 and limiting translation of viral mRNA (<xref ref-type="bibr" rid="B33">Hui et al., 2005</xref>; <xref ref-type="bibr" rid="B92">Terenzi et al., 2006</xref>). IFIT1 and IFIT2 exert antiviral activity against the SARS-CoV-2 virus by binding directly to capped viral mRNA to inhibit translation or replication (<xref ref-type="bibr" rid="B62">Mears and Sweeney, 2018</xref>). Although we did not assess the level of expression in the lung, <italic>Ifit1</italic> expression was higher in the brain of infected 10-month-old mice compared to controls, implicating IFIT in modulating the host immune response. Furthermore, we found an age-dependent decrease in gene expression of <italic>Ifit1</italic> in the brain of male mice when assessed by RT-qPCR. <italic>Ifit1</italic> expression was lowest in 16-month-old male mice, the group that had maximum viral load in the lung, suggesting impaired <italic>Ifit1</italic> expression in older male mice. Intriguingly, age-dependent reduction in <italic>Ifit1</italic> expression was not observed in female mice.</p>
<p>Furthermore, several genes including <italic>Mpeg1</italic> and <italic>Cd84</italic> are involved in macrophage activation and phagocytosis (<xref ref-type="bibr" rid="B20">Ellett et al., 2011</xref>; <xref ref-type="bibr" rid="B72">Orecchioni et al., 2019</xref>). Macrophages act as important sentinel cells in peripheral organs where they monitor surrounding tissue for invading pathogens, ingest and kill pathogens, and produce and secrete cytokines/chemokines to regulate the immune response (<xref ref-type="bibr" rid="B43">Kosyreva et al., 2021</xref>). Many recent studies highlight the role of macrophages in the pathogenesis of SARS-CoV-2 virus infection in the lungs (<xref ref-type="bibr" rid="B1">Abassi et al., 2020</xref>; <xref ref-type="bibr" rid="B43">Kosyreva et al., 2021</xref>; <xref ref-type="bibr" rid="B63">Meidaninikjeh et al., 2021</xref>; <xref ref-type="bibr" rid="B49">Lian et al., 2022</xref>). However, there remains a gap in the understanding of neuroinflammatory responses associated with COVID-19 in the brain. Taken together, our results imply that macrophages might play a crucial role in the progression of SARS-CoV-2 infection in the brain; however, further investigation is required to elucidate the exact factors driving macrophage activation and underlying molecular events governing their phenotype at various stages of infection.</p>
<p>Previous studies have demonstrated that SARS-CoV-2 spike protein can disrupt the function and integrity of the blood&#x2013;brain barrier (BBB) (<xref ref-type="bibr" rid="B17">DeOre et al., 2021</xref>; <xref ref-type="bibr" rid="B99">Wang et al., 2023</xref>). Notably, reports of BBB disruption and leakage were documented in 58% of COVID-19 patients across 31 case studies involving individuals with neurological manifestations. In 60% of these patients, abnormal macrophages as well as microglial activation were present in the brain, indicating BBB disruption and leading to expression of proinflammatory molecules (<xref ref-type="bibr" rid="B7">Bellon et al., 2021</xref>). Importantly, SARS-CoV-2 induced disruption of the BBB and its link to neuroinflammation are supported by our transcriptomic analysis, which showed the downregulation of pathways related to endothelial cell junction organization and regulation of vasculogenesis, along with the upregulation of innate immune response, in the brain following SARS-CoV-2 infection. Furthermore, deconvolution analysis of our bulk transcriptomic data revealed a higher macrophage proportion in the brains of infected mice compared to uninfected controls, suggesting infiltration of peripheral macrophages into the brain parenchyma through disrupted BBB. These infiltrating macrophages can produce pro-inflammatory cytokines that act on resident microglia, which could contribute to the observed neuroinflammatory response. The increased macrophage proportion aligns with previous reports of macrophage infiltration in the brain of individuals with COVID-19 (<xref ref-type="bibr" rid="B45">Lee et al., 2021</xref>, <xref ref-type="bibr" rid="B46">2022</xref>; <xref ref-type="bibr" rid="B84">Schwabenland et al., 2021</xref>). Collectively, these findings support the possibility of BBB disruption, subsequent peripheral immune cell infiltration, and activation of the innate immune response in the brain following SARS-CoV-2 infection. These processes likely contribute to neuroinflammation and neuronal cell death, as indicated by the suppression of axonogenesis and neurotransmitter receptor activity pathways.</p>
<p>The results of the present study are consistent with previous <italic>in vitro</italic> experiments and clinical studies that demonstrate that SARS-CoV-2 disrupts the BBB (<xref ref-type="bibr" rid="B11">Buzhdygan et al., 2020</xref>; <xref ref-type="bibr" rid="B78">Raghavan et al., 2021</xref>; <xref ref-type="bibr" rid="B81">Reynolds and Mahajan, 2021</xref>; <xref ref-type="bibr" rid="B106">Yang et al., 2022</xref>). We have shown transcriptional <italic>in vivo</italic> evidence that cerebrovascular changes and inflammation occur upon infection, which provide insights into the mechanisms underlying the neurological symptoms of COVID-19. A comprehensive investigation into mechanisms by which SARS-CoV-2 induces BBB disruption and immune dysfunction may offer novel avenues for therapeutic interventions in the management of COVID-19.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5 Conclusion</title>
<p>In summary, our findings indicate that SARS-CoV-2 variant B.1.135 infection induces a neuroinflammatory response despite the lack of detectable virus in the brain. Age and sex modify the susceptibility and severity of SARS-CoV-2 infection, highlighting the importance of considering these factors in the context of COVID-19 research. An activated innate immune response, compromised BBB integrity, and suppressed neuronal activities underlie the pathogenic impact of SARS-CoV-2 infection on the brain and is indicative of indirect mechanisms that impact CNS outcomes despite the absence of virus replication in the brain. Further studies are required to determine the long-term neuropathological changes due to SARS-CoV2 infection and to elucidate the underlying mechanisms that drive the neurological manifestations of COVID-19.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found here: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/geo/">https://www.ncbi.nlm.nih.gov/geo/</ext-link>, accession number: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="GSE237092">GSE237092</ext-link>.</p>
</sec>
<sec id="S7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by the University of Minnesota Institutional Animal Care and Use Committee. The study was conducted in accordance with the Federal/State legislation and institutional requirements.</p>
</sec>
<sec id="S8" sec-type="author-contributions">
<title>Author contributions</title>
<p>VK: Investigation, Methodology, Data curation, Formal analysis, Visualization, Writing &#x2013; original draft. AC: Methodology, Data curation, Formal analysis, Visualization, Writing &#x2013; original draft. HK: Methodology, Writing &#x2013; original draft. SV: Methodology, Writing &#x2013; original draft. DS: Methodology, Formal analysis, Visualization, Writing &#x2013; original draft. LL: Conceptualization, Funding acquisition, Supervision, Methodology, Writing &#x2013; review and editing. WL: Conceptualization, Funding acquisition, Supervision, Methodology, Writing &#x2013; review and editing. MC: Conceptualization, Funding acquisition, Supervision, Methodology, Writing &#x2013; review and editing.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported in part by grants from the National Institutes of Health/National Institute on Aging (NIH/NIA; RF1AG077772, RF1AG058081, and R01AG081426) and the SURRGE award program of the College of Pharmacy at the University of Minnesota. AC and HK are supported by the NIH/NIA training grant T32AG029796.</p>
</sec>
<ack><p>We thank the UMN BLS-3 management team, including Thien Sam, Jordan Merhar, Aubree Kees, and Paige Horsch for their assistance in high containment work and Dr. Declan Schroeder, Veterinary Population Medicine department, College of Veterinary Medicine, University of Minnesota, for verifying the virus isolate by sequencing. We also thank Yejun Tan for his assistance in the deconvolution analysis of the transcriptomic data. We also acknowledge the technical help from Swathi Radha, Andrea Gram, Manojkumar Narayanan, and Tuhinur Arju for experiments described in this manuscript. The SARS-CoV2 isolate hCoV-19/South Africa/KRISP-EC-K005321/2020, NR-54008 was obtained through BEI Resources, NIAID, NIH, contributed by Alex Sigal and Tulio de Oliveira. We thank the University of Minnesota Informatics Institute Juan E. Abrahante Llor&#x00E9;ns, and Ying Zhang for assisting with RNA-seq data analysis.</p>
</ack>
<sec id="S10" 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. 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="S11" 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>
</sec>
<sec id="S12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2024.1404312/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1404312/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/nmeth.3317">https://doi.org/10.1038/nmeth.3317</ext-link></p></fn>
<fn id="footnote2">
<label>2</label>
<p><ext-link ext-link-type="uri" xlink:href="https://cibersortx.stanford.edu">https://cibersortx.stanford.edu</ext-link></p></fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abassi</surname> <given-names>Z.</given-names></name> <name><surname>Knaney</surname> <given-names>Y.</given-names></name> <name><surname>Karram</surname> <given-names>T.</given-names></name> <name><surname>Heyman</surname> <given-names>S. N.</given-names></name></person-group> (<year>2020</year>). <article-title>The lung macrophage in SARS-CoV-2 infection: a friend or a foe?</article-title> <source><italic>Front. Immunol.</italic></source> <volume>11</volume>:<issue>1312</issue>. <pub-id pub-id-type="doi">10.3389/fimmu.2020.01312</pub-id> <pub-id pub-id-type="pmid">32582222</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abolhassani</surname> <given-names>H.</given-names></name> <name><surname>Vosughimotlagh</surname> <given-names>A.</given-names></name> <name><surname>Asano</surname> <given-names>T.</given-names></name> <name><surname>Landegren</surname> <given-names>N.</given-names></name> <name><surname>Boisson</surname> <given-names>B.</given-names></name> <name><surname>Delavari</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>X-Linked TLR7 deficiency underlies critical COVID-19 Pneumonia in a male patient with ataxia-telangiectasia.</article-title> <source><italic>J. Clin. Immunol.</italic></source> <volume>42</volume> <fpage>1</fpage>&#x2013;<lpage>9</lpage>.</citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andrews</surname> <given-names>M. G.</given-names></name> <name><surname>Mukhtar</surname> <given-names>T.</given-names></name> <name><surname>Eze</surname> <given-names>U. C.</given-names></name> <name><surname>Simoneau</surname> <given-names>C. R.</given-names></name> <name><surname>Ross</surname> <given-names>J.</given-names></name> <name><surname>Parikshak</surname> <given-names>N.</given-names></name></person-group> (<year>2022</year>). <article-title>Tropism of SARS-CoV-2 for human cortical astrocytes.</article-title> <source><italic>Proc. Natl. Acad. Sci. U S A.</italic></source> <volume>119</volume>:<issue>e2122236119</issue>.</citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asano</surname> <given-names>T.</given-names></name> <name><surname>Boisson</surname> <given-names>B.</given-names></name> <name><surname>Onodi</surname> <given-names>F.</given-names></name> <name><surname>Matuozzo</surname> <given-names>D.</given-names></name> <name><surname>Moncada-Velez</surname> <given-names>M.</given-names></name> <name><surname>Maglorius Renkilaraj</surname> <given-names>M. R. L.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>&#x002A;X-linked recessive TLR7 deficiency in &#x223C;1% of men under 60 years old with life-threatening COVID-19.</article-title> <source><italic>Sci. Immunol.</italic></source> <volume>6</volume>. <pub-id pub-id-type="doi">10.1126/sciimmunol.abl4348</pub-id> <pub-id pub-id-type="pmid">34413140</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ballering</surname> <given-names>A. V.</given-names></name> <name><surname>Van Zon</surname> <given-names>S. K. R.</given-names></name> <name><surname>Olde Hartman</surname> <given-names>T. C.</given-names></name> <name><surname>Rosmalen</surname> <given-names>J. G. M.</given-names></name></person-group> <collab>Lifelines Corona and Research Initiative</collab> (<year>2022</year>). <article-title>Persistence of somatic symptoms after COVID-19 in the Netherlands: an observational cohort study.</article-title> <source><italic>Lancet</italic></source> <volume>400</volume> <fpage>452</fpage>&#x2013;<lpage>461</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(22)01214-4</pub-id> <pub-id pub-id-type="pmid">35934007</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beer</surname> <given-names>J.</given-names></name> <name><surname>Crotta</surname> <given-names>S.</given-names></name> <name><surname>Breithaupt</surname> <given-names>A.</given-names></name> <name><surname>Ohnemus</surname> <given-names>A.</given-names></name> <name><surname>Becker</surname> <given-names>J.</given-names></name> <name><surname>Sachs</surname> <given-names>B.</given-names></name></person-group> (<year>2022</year>). <article-title>Impaired immune response drives age-dependent severity of COVID-19.</article-title> <source><italic>J. Exp. Med.</italic></source> <volume>219</volume>:<issue>e20220621</issue>. <pub-id pub-id-type="doi">10.1084/jem.20220621</pub-id> <pub-id pub-id-type="pmid">36129445</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bellon</surname> <given-names>M.</given-names></name> <name><surname>Schweblin</surname> <given-names>C.</given-names></name> <name><surname>Lambeng</surname> <given-names>N.</given-names></name> <name><surname>Cherpillod</surname> <given-names>P.</given-names></name> <name><surname>Vazquez</surname> <given-names>J.</given-names></name> <name><surname>Lalive</surname> <given-names>P. H.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Cerebrospinal fluid features in severe acute respiratory syndrome Coronavirus 2 (SARS-CoV-2) reverse transcription polymerase chain reaction (RT-PCR) positive patients.</article-title> <source><italic>Clin. Infect Dis.</italic></source> <volume>73</volume> <fpage>e3102</fpage>&#x2013;<lpage>e3105</lpage>.</citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bender</surname> <given-names>A. T.</given-names></name> <name><surname>Tzvetkov</surname> <given-names>E.</given-names></name> <name><surname>Pereira</surname> <given-names>A.</given-names></name> <name><surname>Wu</surname> <given-names>Y.</given-names></name> <name><surname>Kasar</surname> <given-names>S.</given-names></name> <name><surname>Przetak</surname> <given-names>M. M.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>TLR7 and TLR8 differentially activate the IRF and NF-&#x03BA;B pathways in specific cell types to promote inflammation.</article-title> <source><italic>Immunohorizons</italic></source> <volume>4</volume> <fpage>93</fpage>&#x2013;<lpage>107</lpage>.</citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bolger</surname> <given-names>A. M.</given-names></name> <name><surname>Lohse</surname> <given-names>M.</given-names></name> <name><surname>Usadel</surname> <given-names>B.</given-names></name></person-group> (<year>2014</year>). <article-title>Trimmomatic: a flexible trimmer for Illumina sequence data.</article-title> <source><italic>Bioinformatics</italic></source> <volume>30</volume> <fpage>2114</fpage>&#x2013;<lpage>2120</lpage>.</citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bullen</surname> <given-names>C. K.</given-names></name> <name><surname>Hogberg</surname> <given-names>H. T.</given-names></name> <name><surname>Bahadirli-Talbott</surname> <given-names>A.</given-names></name> <name><surname>Bishai</surname> <given-names>W. R.</given-names></name> <name><surname>Hartung</surname> <given-names>T.</given-names></name> <name><surname>Keuthan</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Infectability of human BrainSphere neurons suggests neurotropism of SARS-CoV-2.</article-title> <source><italic>Altex</italic></source> <volume>37</volume> <fpage>665</fpage>&#x2013;<lpage>671</lpage>. <pub-id pub-id-type="doi">10.14573/altex.2006111</pub-id> <pub-id pub-id-type="pmid">32591839</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buzhdygan</surname> <given-names>T. P.</given-names></name> <name><surname>Deore</surname> <given-names>B. J.</given-names></name> <name><surname>Baldwin-Leclair</surname> <given-names>A.</given-names></name> <name><surname>Bullock</surname> <given-names>T. A.</given-names></name> <name><surname>Mcgary</surname> <given-names>H. M.</given-names></name> <name><surname>Khan</surname> <given-names>J. A.</given-names></name></person-group> (<year>2020</year>). <article-title>The SARS-CoV-2 spike protein alters barrier function in 2D static and 3D microfluidic in-vitro models of the human blood-brain barrier.</article-title> <source><italic>Neurobiol. Dis.</italic></source> <volume>146</volume>:<issue>105131</issue>.</citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>N.</given-names></name> <name><surname>Zhou</surname> <given-names>M.</given-names></name> <name><surname>Dong</surname> <given-names>X.</given-names></name> <name><surname>Qu</surname> <given-names>J.</given-names></name> <name><surname>Gong</surname> <given-names>F.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan. China: a descriptive study.</article-title> <source><italic>Lancet</italic></source> <volume>395</volume> <fpage>507</fpage>&#x2013;<lpage>513</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(20)30211-7</pub-id> <pub-id pub-id-type="pmid">32007143</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>X.</given-names></name> <name><surname>Firulyova</surname> <given-names>M.</given-names></name> <name><surname>Manis</surname> <given-names>M.</given-names></name> <name><surname>Herz</surname> <given-names>J.</given-names></name> <name><surname>Smirnov</surname> <given-names>I.</given-names></name> <name><surname>Aladyeva</surname> <given-names>E.</given-names></name></person-group> (<year>2023</year>). <article-title>Microglia-mediated T cell infiltration drives neurodegeneration in tauopathy.</article-title> <source><italic>Nature</italic></source> <volume>615</volume> <fpage>668</fpage>&#x2013;<lpage>677</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-023-05788-0</pub-id> <pub-id pub-id-type="pmid">36890231</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crunfli</surname> <given-names>F.</given-names></name> <name><surname>Carregari</surname> <given-names>V. C.</given-names></name> <name><surname>Veras</surname> <given-names>F. P.</given-names></name> <name><surname>Silva</surname> <given-names>L. S.</given-names></name> <name><surname>Nogueira</surname> <given-names>M. H.</given-names></name> <name><surname>Antunes</surname> <given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Morphological, cellular, and molecular basis of brain infection in COVID-19 patients.</article-title> <source><italic>Proc. Natl. Acad. Sci. U S A.</italic></source> <volume>119</volume>:<issue>e2200960119</issue>.</citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>H. E.</given-names></name> <name><surname>Assaf</surname> <given-names>G. S.</given-names></name> <name><surname>Mccorkell</surname> <given-names>L.</given-names></name> <name><surname>Wei</surname> <given-names>H.</given-names></name> <name><surname>Low</surname> <given-names>R. J.</given-names></name> <name><surname>Re&#x2019;em</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Characterizing long COVID in an international cohort: 7 months of symptoms and their impact.</article-title> <source><italic>EClinicalMedicine</italic></source> <volume>38</volume>:<issue>101019</issue>. <pub-id pub-id-type="doi">10.1016/j.eclinm.2021.101019</pub-id> <pub-id pub-id-type="pmid">34308300</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>H. E.</given-names></name> <name><surname>Mccorkell</surname> <given-names>L.</given-names></name> <name><surname>Vogel</surname> <given-names>J. M.</given-names></name> <name><surname>Topol</surname> <given-names>E. J.</given-names></name></person-group> (<year>2023</year>). <article-title>Long COVID: major findings, mechanisms and recommendations.</article-title> <source><italic>Nat. Rev. Microbiol.</italic></source> <volume>21</volume> <fpage>133</fpage>&#x2013;<lpage>146</lpage>.</citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>DeOre</surname> <given-names>B. J.</given-names></name> <name><surname>Tran</surname> <given-names>K. A.</given-names></name> <name><surname>Andrews</surname> <given-names>A. M.</given-names></name> <name><surname>Ramirez</surname> <given-names>S. H.</given-names></name> <name><surname>Galie</surname> <given-names>P. A.</given-names></name></person-group> (<year>2021</year>). <article-title>SARS-CoV-2 spike protein disrupts blood-brain barrier integrity via RhoA activation.</article-title> <source><italic>J. Neuroimmune Pharmacol.</italic></source> <volume>16</volume> <fpage>722</fpage>&#x2013;<lpage>728</lpage>. <pub-id pub-id-type="doi">10.1007/s11481-021-10029-0</pub-id> <pub-id pub-id-type="pmid">34687399</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dinnon</surname> <given-names>K. H.</given-names></name> <name><surname>Leist</surname> <given-names>S. R.</given-names></name> <name><surname>Sch&#x00E4;fer</surname> <given-names>A.</given-names></name> <name><surname>Edwards</surname> <given-names>C. E.</given-names></name> <name><surname>Martinez</surname> <given-names>D. R.</given-names></name> <name><surname>Montgomery</surname> <given-names>S. A.</given-names></name></person-group> (<year>2020</year>). <article-title>A mouse-adapted model of SARS-CoV-2 to test COVID-19 countermeasures.</article-title> <source><italic>Nature</italic></source> <volume>586</volume> <fpage>560</fpage>&#x2013;<lpage>566</lpage>.</citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dudley</surname> <given-names>J. P.</given-names></name> <name><surname>Lee</surname> <given-names>N. T.</given-names></name></person-group> (<year>2020</year>). <article-title>Disparities in age-specific morbidity and mortality from SARS-CoV-2 in China and the Republic of Korea.</article-title> <source><italic>Clin. Infect Dis.</italic></source> <volume>71</volume> <fpage>863</fpage>&#x2013;<lpage>865</lpage>. <pub-id pub-id-type="doi">10.1093/cid/ciaa354</pub-id> <pub-id pub-id-type="pmid">32232322</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ellett</surname> <given-names>F.</given-names></name> <name><surname>Pase</surname> <given-names>L.</given-names></name> <name><surname>Hayman</surname> <given-names>J. W.</given-names></name> <name><surname>Andrianopoulos</surname> <given-names>A.</given-names></name> <name><surname>Lieschke</surname> <given-names>G. J.</given-names></name></person-group> (<year>2011</year>). <article-title>mpeg1 promoter transgenes direct macrophage-lineage expression in zebrafish.</article-title> <source><italic>Blood</italic></source> <volume>117</volume> <fpage>e49</fpage>&#x2013;<lpage>e56</lpage>. <pub-id pub-id-type="doi">10.1182/blood-2010-10-314120</pub-id> <pub-id pub-id-type="pmid">21084707</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fensterl</surname> <given-names>V.</given-names></name> <name><surname>Sen</surname> <given-names>G. C.</given-names></name></person-group> (<year>2015</year>). <article-title>Interferon-induced Ifit proteins: their role in viral pathogenesis.</article-title> <source><italic>J. Virol.</italic></source> <volume>89</volume> <fpage>2462</fpage>&#x2013;<lpage>2468</lpage>.</citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fumagalli</surname> <given-names>V.</given-names></name> <name><surname>Rav&#x00E0;</surname> <given-names>M.</given-names></name> <name><surname>Marotta</surname> <given-names>D.</given-names></name> <name><surname>Di Lucia</surname> <given-names>P.</given-names></name> <name><surname>Laura</surname> <given-names>C.</given-names></name> <name><surname>Sala</surname> <given-names>E.</given-names></name></person-group> (<year>2022</year>). <article-title>Administration of aerosolized SARS-CoV-2 to K18-hACE2 mice uncouples respiratory infection from fatal neuroinvasion.</article-title> <source><italic>Sci. Immunol.</italic></source> <volume>7</volume>:<issue>eabl9929</issue>. <pub-id pub-id-type="doi">10.1126/sciimmunol.abl9929</pub-id> <pub-id pub-id-type="pmid">34812647</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gebhard</surname> <given-names>C.</given-names></name> <name><surname>Regitz-Zagrosek</surname> <given-names>V.</given-names></name> <name><surname>Neuhauser</surname> <given-names>H. K.</given-names></name> <name><surname>Morgan</surname> <given-names>R.</given-names></name> <name><surname>Klein</surname> <given-names>S. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Impact of sex and gender on COVID-19 outcomes in Europe.</article-title> <source><italic>Biol. Sex Differ.</italic></source> <volume>11</volume>:<issue>29</issue>.</citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gu</surname> <given-names>H.</given-names></name> <name><surname>Chen</surname> <given-names>Q.</given-names></name> <name><surname>Yang</surname> <given-names>G.</given-names></name> <name><surname>He</surname> <given-names>L.</given-names></name> <name><surname>Fan</surname> <given-names>H.</given-names></name> <name><surname>Deng</surname> <given-names>Y. Q.</given-names></name></person-group> (<year>2020</year>). <article-title>Adaptation of SARS-CoV-2 in BALB/c mice for testing vaccine efficacy.</article-title> <source><italic>Science</italic></source> <volume>369</volume> <fpage>1603</fpage>&#x2013;<lpage>1607</lpage>.</citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guan</surname> <given-names>W.-J.</given-names></name> <name><surname>Ni</surname> <given-names>Z.-Y.</given-names></name> <name><surname>Hu</surname> <given-names>Y.</given-names></name> <name><surname>Liang</surname> <given-names>W.-H.</given-names></name> <name><surname>Ou</surname> <given-names>C.-Q.</given-names></name> <name><surname>He</surname> <given-names>J.-X.</given-names></name></person-group> (<year>2020</year>). <article-title>Clinical characteristics of coronavirus disease 2019 in China.</article-title> <source><italic>New Engl. J. Med.</italic></source> <volume>382</volume> <fpage>1708</fpage>&#x2013;<lpage>1720</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMoa2002032</pub-id> <pub-id pub-id-type="pmid">32109013</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname> <given-names>J.</given-names></name> <name><surname>Peters</surname> <given-names>K. L.</given-names></name> <name><surname>Sen</surname> <given-names>G. C.</given-names></name></person-group> (<year>2000</year>). <article-title>Induction of the human protein P56 by interferon, double-stranded RNA, or virus infection.</article-title> <source><italic>Virology</italic></source> <volume>267</volume> <fpage>209</fpage>&#x2013;<lpage>219</lpage>.</citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hafezi</surname> <given-names>B.</given-names></name> <name><surname>Chan</surname> <given-names>L.</given-names></name> <name><surname>Knapp</surname> <given-names>J. P.</given-names></name> <name><surname>Karimi</surname> <given-names>N.</given-names></name> <name><surname>Alizadeh</surname> <given-names>K.</given-names></name> <name><surname>Mehrani</surname> <given-names>Y.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Cytokine storm syndrome in SARS-CoV-2 infections: a functional role of mast cells.</article-title> <source><italic>Cells</italic></source> <volume>10</volume>:<issue>1761</issue>.</citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hastie</surname> <given-names>C. E.</given-names></name> <name><surname>Lowe</surname> <given-names>D. J.</given-names></name> <name><surname>Mcauley</surname> <given-names>A.</given-names></name> <name><surname>Mills</surname> <given-names>N. L.</given-names></name> <name><surname>Winter</surname> <given-names>A. J.</given-names></name> <name><surname>Black</surname> <given-names>C.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>True prevalence of long-COVID in a nationwide, population cohort study.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>14</volume>:<issue>7892</issue>. <pub-id pub-id-type="doi">10.1038/s41467-023-43661-w</pub-id> <pub-id pub-id-type="pmid">38036541</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heald-Sargent</surname> <given-names>T.</given-names></name> <name><surname>Muller</surname> <given-names>W. J.</given-names></name> <name><surname>Zheng</surname> <given-names>X.</given-names></name> <name><surname>Rippe</surname> <given-names>J.</given-names></name> <name><surname>Patel</surname> <given-names>A. B.</given-names></name> <name><surname>Kociolek</surname> <given-names>L. K.</given-names></name></person-group> (<year>2020</year>). <article-title>Age-related differences in nasopharyngeal severe acute respiratory syndrome Coronavirus 2 (SARS-CoV-2) levels in patients with mild to moderate coronavirus disease 2019 (COVID-19).</article-title> <source><italic>JAMA Pediatr.</italic></source> <volume>174</volume> <fpage>902</fpage>&#x2013;<lpage>903</lpage>. <pub-id pub-id-type="doi">10.1001/jamapediatrics.2020.3651</pub-id> <pub-id pub-id-type="pmid">32745201</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helms</surname> <given-names>J.</given-names></name> <name><surname>Kremer</surname> <given-names>S.</given-names></name> <name><surname>Merdji</surname> <given-names>H.</given-names></name> <name><surname>Clere-Jehl</surname> <given-names>R.</given-names></name> <name><surname>Schenck</surname> <given-names>M.</given-names></name> <name><surname>Kummerlen</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Neurologic features in severe SARS-CoV-2 infection.</article-title> <source><italic>N. Engl. J. Med</italic>.</source> <volume>382</volume> <fpage>2268</fpage>&#x2013;<lpage>2270</lpage>.</citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hoffmann</surname> <given-names>M.</given-names></name> <name><surname>Kleine-Weber</surname> <given-names>H.</given-names></name> <name><surname>Schroeder</surname> <given-names>S.</given-names></name> <name><surname>Kr&#x00FC;ger</surname> <given-names>N.</given-names></name> <name><surname>Herrler</surname> <given-names>T.</given-names></name> <name><surname>Erichsen</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>SARS-CoV-2 cell entry depends on ACE2 and TMPRSS2 and is blocked by a clinically proven protease inhibitor.</article-title> <source><italic>Cell</italic></source> <volume>181</volume> <fpage>271</fpage>&#x2013;<lpage>280.e278</lpage>.</citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>C.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Ren</surname> <given-names>L.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name> <name><surname>Hu</surname> <given-names>Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Clinical features of patients infected with 2019 novel coronavirus in Wuhan.</article-title> <source><italic>China. Lancet</italic></source> <volume>395</volume> <fpage>497</fpage>&#x2013;<lpage>506</lpage>.</citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hui</surname> <given-names>D. J.</given-names></name> <name><surname>Terenzi</surname> <given-names>F.</given-names></name> <name><surname>Merrick</surname> <given-names>W. C.</given-names></name> <name><surname>Sen</surname> <given-names>G. C.</given-names></name></person-group> (<year>2005</year>). <article-title>Mouse p56 blocks a distinct function of eukaryotic initiation factor 3 in translation initiation.</article-title> <source><italic>J. Biol. Chem.</italic></source> <volume>280</volume> <fpage>3433</fpage>&#x2013;<lpage>3440</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M406700200</pub-id> <pub-id pub-id-type="pmid">15561726</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Israelow</surname> <given-names>B.</given-names></name> <name><surname>Song</surname> <given-names>E.</given-names></name> <name><surname>Mao</surname> <given-names>T.</given-names></name> <name><surname>Lu</surname> <given-names>P.</given-names></name> <name><surname>Meir</surname> <given-names>A.</given-names></name> <name><surname>Liu</surname> <given-names>F.</given-names></name></person-group> (<year>2020</year>). <article-title>Mouse model of SARS-CoV-2 reveals inflammatory role of type I interferon signaling.</article-title> <source><italic>J. Exp. Med.</italic></source> <volume>217</volume>:<issue>e20201241</issue>.</citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jacob</surname> <given-names>F.</given-names></name> <name><surname>Pather</surname> <given-names>S. R.</given-names></name> <name><surname>Huang</surname> <given-names>W. K.</given-names></name> <name><surname>Zhang</surname> <given-names>F.</given-names></name> <name><surname>Wong</surname> <given-names>S. Z. H.</given-names></name> <name><surname>Zhou</surname> <given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Human pluripotent stem cell-derived neural cells and brain organoids reveal SARS-CoV-2 neurotropism predominates in choroid Plexus Epithelium.</article-title> <source><italic>Cell Stem Cell</italic></source> <volume>27</volume> <fpage>937</fpage>&#x2013;<lpage>950.e939</lpage>. <pub-id pub-id-type="doi">10.1016/j.stem.2020.09.016</pub-id> <pub-id pub-id-type="pmid">33010822</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jeong</surname> <given-names>A.</given-names></name> <name><surname>Cheng</surname> <given-names>S.</given-names></name> <name><surname>Zhong</surname> <given-names>R.</given-names></name> <name><surname>Bennett</surname> <given-names>D. A.</given-names></name> <name><surname>Berg&#x00F6;</surname> <given-names>M. O.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name></person-group> (<year>2021</year>). <article-title>Protein farnesylation is upregulated in Alzheimer&#x2019;s human brains and neuron-specific suppression of farnesyltransferase mitigates pathogenic processes in Alzheimer&#x2019;s model mice.</article-title> <source><italic>Acta Neuropathol. Commun.</italic></source> <volume>9</volume>:<issue>129</issue>. <pub-id pub-id-type="doi">10.1186/s40478-021-01231-5</pub-id> <pub-id pub-id-type="pmid">34315531</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>R. D.</given-names></name> <name><surname>Liu</surname> <given-names>M. Q.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Shan</surname> <given-names>C.</given-names></name> <name><surname>Zhou</surname> <given-names>Y. W.</given-names></name> <name><surname>Shen</surname> <given-names>X. R.</given-names></name></person-group> (<year>2020</year>). <article-title>Pathogenesis of SARS-CoV-2 in transgenic mice expressing human angiotensin-converting Enzyme 2.</article-title> <source><italic>Cell</italic></source> <volume>182</volume> <fpage>50</fpage>&#x2013;<lpage>58.e58</lpage>.</citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jung</surname> <given-names>H. E.</given-names></name> <name><surname>Lee</surname> <given-names>H. K.</given-names></name></person-group> (<year>2021</year>). <article-title>Current understanding of the innate control of toll-like receptors in response to SARS-CoV-2 infection.</article-title> <source><italic>Viruses</italic></source> <volume>13</volume>:<issue>2132</issue>.</citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kang</surname> <given-names>S. J.</given-names></name> <name><surname>Jung</surname> <given-names>S. I.</given-names></name></person-group> (<year>2020</year>). <article-title>Age-related morbidity and mortality among patients with COVID-19.</article-title> <source><italic>Infect. Chemother.</italic></source> <volume>52</volume> <fpage>154</fpage>&#x2013;<lpage>164</lpage>.</citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kantonen</surname> <given-names>J.</given-names></name> <name><surname>Mahzabin</surname> <given-names>S.</given-names></name> <name><surname>M&#x00E4;yr&#x00E4;np&#x00E4;&#x00E4;</surname> <given-names>M. I.</given-names></name> <name><surname>Tynninen</surname> <given-names>O.</given-names></name> <name><surname>Paetau</surname> <given-names>A.</given-names></name> <name><surname>Andersson</surname> <given-names>N.</given-names></name></person-group> (<year>2020</year>). <article-title>Neuropathologic features of four autopsied COVID-19 patients.</article-title> <source><italic>Brain Pathol</italic>.</source> <volume>30</volume> <fpage>1012</fpage>&#x2013;<lpage>1016</lpage>.</citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khan</surname> <given-names>M.</given-names></name> <name><surname>Yoo</surname> <given-names>S. J.</given-names></name> <name><surname>Clijsters</surname> <given-names>M.</given-names></name> <name><surname>Backaert</surname> <given-names>W.</given-names></name> <name><surname>Vanstapel</surname> <given-names>A.</given-names></name> <name><surname>Speleman</surname> <given-names>K.</given-names></name></person-group> (<year>2021</year>). <article-title>Visualizing in deceased COVID-19 patients how SARS-CoV-2 attacks the respiratory and olfactory mucosae but spares the olfactory bulb.</article-title> <source><italic>Cell</italic></source> <volume>184</volume> <fpage>5932</fpage>&#x2013;<lpage>5949.e5915</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2021.10.027</pub-id> <pub-id pub-id-type="pmid">34798069</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khanmohammadi</surname> <given-names>S.</given-names></name> <name><surname>Rezaei</surname> <given-names>N.</given-names></name></person-group> (<year>2021</year>). <article-title>Role of Toll-like receptors in the pathogenesis of COVID-19.</article-title> <source><italic>J. Med. Virol.</italic></source> <volume>93</volume> <fpage>2735</fpage>&#x2013;<lpage>2739</lpage>.</citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kosyreva</surname> <given-names>A.</given-names></name> <name><surname>Dzhalilova</surname> <given-names>D.</given-names></name> <name><surname>Lokhonina</surname> <given-names>A.</given-names></name> <name><surname>Vishnyakova</surname> <given-names>P.</given-names></name> <name><surname>Fatkhudinov</surname> <given-names>T.</given-names></name></person-group> (<year>2021</year>). <article-title>The role of macrophages in the pathogenesis of SARS-CoV-2-associated acute respiratory distress syndrome.</article-title> <source><italic>Front. Immunol.</italic></source> <volume>12</volume>:<issue>682871</issue>. <pub-id pub-id-type="doi">10.3389/fimmu.2021.682871</pub-id> <pub-id pub-id-type="pmid">34040616</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kumari</surname> <given-names>P.</given-names></name> <name><surname>Rothan</surname> <given-names>H. A.</given-names></name> <name><surname>Natekar</surname> <given-names>J. P.</given-names></name> <name><surname>Stone</surname> <given-names>S.</given-names></name> <name><surname>Pathak</surname> <given-names>H.</given-names></name> <name><surname>Strate</surname> <given-names>P. G.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Neuroinvasion and encephalitis following intranasal inoculation of SARS-CoV-2 in K18-hACE2 Mice.</article-title> <source><italic>Viruses</italic></source> <volume>13</volume>:<issue>132</issue>. <pub-id pub-id-type="doi">10.3390/v13010132</pub-id> <pub-id pub-id-type="pmid">33477869</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>M. H.</given-names></name> <name><surname>Perl</surname> <given-names>D. P.</given-names></name> <name><surname>Nair</surname> <given-names>G.</given-names></name> <name><surname>Li</surname> <given-names>W.</given-names></name> <name><surname>Maric</surname> <given-names>D.</given-names></name> <name><surname>Murray</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Microvascular injury in the brains of patients with Covid-19.</article-title> <source><italic>N. Engl. J. Med.</italic></source> <volume>384</volume> <fpage>481</fpage>&#x2013;<lpage>483</lpage>.</citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>M. H.</given-names></name> <name><surname>Perl</surname> <given-names>D. P.</given-names></name> <name><surname>Steiner</surname> <given-names>J.</given-names></name> <name><surname>Pasternack</surname> <given-names>N.</given-names></name> <name><surname>Li</surname> <given-names>W.</given-names></name> <name><surname>Maric</surname> <given-names>D.</given-names></name></person-group> (<year>2022</year>). <article-title>Neurovascular injury with complement activation and inflammation in COVID-19.</article-title> <source><italic>Brain</italic></source> <volume>145</volume> <fpage>2555</fpage>&#x2013;<lpage>2568</lpage>.</citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leist</surname> <given-names>S. R.</given-names></name> <name><surname>Dinnon</surname> <given-names>K. H.</given-names></name> <name><surname>Sch&#x00E4;fer</surname> <given-names>A.</given-names></name> <name><surname>Tse</surname> <given-names>L. V.</given-names></name> <name><surname>Okuda</surname> <given-names>K.</given-names></name> <name><surname>Hou</surname> <given-names>Y. J.</given-names></name></person-group> (<year>2020</year>). <article-title>A mouse-adapted SARS-CoV-2 induces acute lung injury and mortality in standard laboratory mice.</article-title> <source><italic>Cell</italic></source> <volume>183</volume> <fpage>1070</fpage>&#x2013;<lpage>1085.e1012</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2020.09.050</pub-id> <pub-id pub-id-type="pmid">33031744</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leng</surname> <given-names>A.</given-names></name> <name><surname>Shah</surname> <given-names>M.</given-names></name> <name><surname>Ahmad</surname> <given-names>S. A.</given-names></name> <name><surname>Premraj</surname> <given-names>L.</given-names></name> <name><surname>Wildi</surname> <given-names>K.</given-names></name> <name><surname>Li Bassi</surname> <given-names>G.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>Pathogenesis underlying neurological manifestations of long COVID syndrome and potential therapeutics.</article-title> <source><italic>Cells</italic></source> <volume>12</volume>:<issue>816</issue>.</citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lian</surname> <given-names>Q.</given-names></name> <name><surname>Zhang</surname> <given-names>K.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Duan</surname> <given-names>F.</given-names></name> <name><surname>Guo</surname> <given-names>L.</given-names></name> <name><surname>Luo</surname> <given-names>W.</given-names></name></person-group> (<year>2022</year>). <article-title>Differential effects of macrophage subtypes on SARS-CoV-2 infection in a human pluripotent stem cell-derived model.</article-title> <source><italic>Nat. Commun.</italic></source> <volume>13</volume>:<issue>2028</issue>. <pub-id pub-id-type="doi">10.1038/s41467-022-29731-5</pub-id> <pub-id pub-id-type="pmid">35440562</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liao</surname> <given-names>Y.</given-names></name> <name><surname>Smyth</surname> <given-names>G. K.</given-names></name> <name><surname>Shi</surname> <given-names>W.</given-names></name></person-group> (<year>2014</year>). <article-title>featureCounts: an efficient general purpose program for assigning sequence reads to genomic features.</article-title> <source><italic>Bioinformatics</italic></source> <volume>30</volume> <fpage>923</fpage>&#x2013;<lpage>930</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btt656</pub-id> <pub-id pub-id-type="pmid">24227677</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lippi</surname> <given-names>G.</given-names></name> <name><surname>Sanchis-Gomar</surname> <given-names>F.</given-names></name> <name><surname>Henry</surname> <given-names>B. M.</given-names></name></person-group> (<year>2023</year>). <article-title>COVID-19 and its long-term sequelae: what do we know in 2023?</article-title> <source><italic>Pol. Arch. Intern. Med.</italic></source> <volume>133</volume>:<issue>6402</issue>.</citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>K.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Lin</surname> <given-names>R.</given-names></name> <name><surname>Han</surname> <given-names>K.</given-names></name></person-group> (<year>2020</year>). <article-title>Clinical features of COVID-19 in elderly patients: a comparison with young and middle-aged patients.</article-title> <source><italic>J. Infect.</italic></source> <volume>80</volume> <fpage>e14</fpage>&#x2013;<lpage>e18</lpage>. <pub-id pub-id-type="doi">10.1016/j.jinf.2020.03.005</pub-id> <pub-id pub-id-type="pmid">32171866</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Livak</surname> <given-names>K. J.</given-names></name> <name><surname>Schmittgen</surname> <given-names>T. D.</given-names></name></person-group> (<year>2001</year>). <article-title>Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) method.</article-title> <source><italic>Methods</italic></source> <volume>25</volume> <fpage>402</fpage>&#x2013;<lpage>408</lpage>.</citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Love</surname> <given-names>M. I.</given-names></name> <name><surname>Huber</surname> <given-names>W.</given-names></name> <name><surname>Anders</surname> <given-names>S.</given-names></name></person-group> (<year>2014</year>). <article-title>Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2.</article-title> <source><italic>Genome Biol.</italic></source> <volume>15</volume>:<issue>550</issue>. <pub-id pub-id-type="doi">10.1186/s13059-014-0550-8</pub-id> <pub-id pub-id-type="pmid">25516281</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>R.</given-names></name> <name><surname>Zhao</surname> <given-names>X.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Niu</surname> <given-names>P.</given-names></name> <name><surname>Yang</surname> <given-names>B.</given-names></name> <name><surname>Wu</surname> <given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding.</article-title> <source><italic>Lancet</italic></source> <volume>395</volume> <fpage>565</fpage>&#x2013;<lpage>574</lpage>.</citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luissint</surname> <given-names>A. C.</given-names></name> <name><surname>Artus</surname> <given-names>C.</given-names></name> <name><surname>Glacial</surname> <given-names>F.</given-names></name> <name><surname>Ganeshamoorthy</surname> <given-names>K.</given-names></name> <name><surname>Couraud</surname> <given-names>P. O.</given-names></name></person-group> (<year>2012</year>). <article-title>Tight junctions at the blood brain barrier: physiological architecture and disease-associated dysregulation.</article-title> <source><italic>Fluids Barriers CNS</italic></source> <volume>9</volume>:<issue>23</issue>. <pub-id pub-id-type="doi">10.1186/2045-8118-9-23</pub-id> <pub-id pub-id-type="pmid">23140302</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ma&#x00EE;tre</surname> <given-names>J. L.</given-names></name> <name><surname>Heisenberg</surname> <given-names>C. P.</given-names></name></person-group> (<year>2013</year>). <article-title>Three functions of cadherins in cell adhesion.</article-title> <source><italic>Curr. Biol.</italic></source> <volume>23</volume> <fpage>R626</fpage>&#x2013;<lpage>R633</lpage>.</citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Makhluf</surname> <given-names>H.</given-names></name> <name><surname>Madany</surname> <given-names>H.</given-names></name> <name><surname>Kim</surname> <given-names>K.</given-names></name></person-group> (<year>2024</year>). <article-title>Long COVID: long-term impact of SARS-CoV2.</article-title> <source><italic>Diagnostics</italic></source> <volume>14</volume>:<issue>711</issue>.</citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manik</surname> <given-names>M.</given-names></name> <name><surname>Singh</surname> <given-names>R. K.</given-names></name></person-group> (<year>2022</year>). <article-title>Role of toll-like receptors in modulation of cytokine storm signaling in SARS-CoV-2-induced COVID-19.</article-title> <source><italic>J. Med. Virol.</italic></source> <volume>94</volume> <fpage>869</fpage>&#x2013;<lpage>877</lpage>.</citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matschke</surname> <given-names>J.</given-names></name> <name><surname>L&#x00FC;tgehetmann</surname> <given-names>M.</given-names></name> <name><surname>Hagel</surname> <given-names>C.</given-names></name> <name><surname>Sperhake</surname> <given-names>J. P.</given-names></name> <name><surname>Schr&#x00F6;der</surname> <given-names>A. S.</given-names></name> <name><surname>Edler</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Neuropathology of patients with COVID-19 in Germany: a post-mortem case series.</article-title> <source><italic>Lancet Neurol.</italic></source> <volume>19</volume> <fpage>919</fpage>&#x2013;<lpage>929</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(20)30308-2</pub-id> <pub-id pub-id-type="pmid">33031735</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCray</surname> <given-names>P. B.</given-names></name> <name><surname>Pewe</surname> <given-names>L.</given-names></name> <name><surname>Wohlford-Lenane</surname> <given-names>C.</given-names></name> <name><surname>Hickey</surname> <given-names>M.</given-names></name> <name><surname>Manzel</surname> <given-names>L.</given-names></name> <name><surname>Shi</surname> <given-names>L.</given-names></name></person-group> (<year>2007</year>). <article-title>Lethal infection of K18-hACE2 mice infected with severe acute respiratory syndrome coronavirus.</article-title> <source><italic>J. Virol.</italic></source> <volume>81</volume> <fpage>813</fpage>&#x2013;<lpage>821</lpage>.</citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mears</surname> <given-names>H. V.</given-names></name> <name><surname>Sweeney</surname> <given-names>T. R.</given-names></name></person-group> (<year>2018</year>). <article-title>Better together: the role of IFIT protein-protein interactions in the antiviral response.</article-title> <source><italic>J. Gen. Virol.</italic></source> <volume>99</volume> <fpage>1463</fpage>&#x2013;<lpage>1477</lpage>. <pub-id pub-id-type="doi">10.1099/jgv.0.001149</pub-id> <pub-id pub-id-type="pmid">30234477</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meidaninikjeh</surname> <given-names>S.</given-names></name> <name><surname>Sabouni</surname> <given-names>N.</given-names></name> <name><surname>Marzouni</surname> <given-names>H. Z.</given-names></name> <name><surname>Bengar</surname> <given-names>S.</given-names></name> <name><surname>Khalili</surname> <given-names>A.</given-names></name> <name><surname>Jafari</surname> <given-names>R.</given-names></name></person-group> (<year>2021</year>). <article-title>Monocytes and macrophages in COVID-19: friends and foes.</article-title> <source><italic>Life Sci.</italic></source> <volume>269</volume>:<issue>119010</issue>. <pub-id pub-id-type="doi">10.1016/j.lfs.2020.119010</pub-id> <pub-id pub-id-type="pmid">33454368</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meinhardt</surname> <given-names>J.</given-names></name> <name><surname>Radke</surname> <given-names>J.</given-names></name> <name><surname>Dittmayer</surname> <given-names>C.</given-names></name> <name><surname>Franz</surname> <given-names>J.</given-names></name> <name><surname>Thomas</surname> <given-names>C.</given-names></name> <name><surname>Mothes</surname> <given-names>R.</given-names></name></person-group> (<year>2021</year>). <article-title>Olfactory transmucosal SARS-CoV-2 invasion as a port of central nervous system entry in individuals with COVID-19.</article-title> <source><italic>Nat. Neurosci.</italic></source> <volume>24</volume> <fpage>168</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.1038/s41593-020-00758-5</pub-id> <pub-id pub-id-type="pmid">33257876</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Montagutelli</surname> <given-names>X.</given-names></name> <name><surname>Prot</surname> <given-names>M.</given-names></name> <name><surname>Levillayer</surname> <given-names>L.</given-names></name> <name><surname>Salazar</surname> <given-names>E. B.</given-names></name> <name><surname>Jouvion</surname> <given-names>G.</given-names></name> <name><surname>Conquet</surname> <given-names>L.</given-names></name></person-group> (<year>2021</year>). <article-title>The B1.351 and P.1 variants extend SARS-CoV-2 host range to mice.</article-title> <source><italic>bioRxiv [Preprint]</italic></source> <pub-id pub-id-type="doi">10.1101/2021.03.18.436013</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morita</surname> <given-names>K.</given-names></name> <name><surname>Sasaki</surname> <given-names>H.</given-names></name> <name><surname>Furuse</surname> <given-names>M.</given-names></name> <name><surname>Tsukita</surname> <given-names>S.</given-names></name></person-group> (<year>1999</year>). <article-title>Endothelial claudin: claudin-5/TMVCF constitutes tight junction strands in endothelial cells.</article-title> <source><italic>J. Cell Biol.</italic></source> <volume>147</volume> <fpage>185</fpage>&#x2013;<lpage>194</lpage>. <pub-id pub-id-type="doi">10.1083/jcb.147.1.185</pub-id> <pub-id pub-id-type="pmid">10508865</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Newman</surname> <given-names>A. M.</given-names></name> <name><surname>Steen</surname> <given-names>C. B.</given-names></name> <name><surname>Liu</surname> <given-names>C. L.</given-names></name> <name><surname>Gentles</surname> <given-names>A. J.</given-names></name> <name><surname>Chaudhuri</surname> <given-names>A. A.</given-names></name> <name><surname>Scherer</surname> <given-names>F.</given-names></name></person-group> (<year>2019</year>). <article-title>Determining cell type abundance and expression from bulk tissues with digital cytometry.</article-title> <source><italic>Nat. Biotechnol.</italic></source> <volume>37</volume> <fpage>773</fpage>&#x2013;<lpage>782</lpage>.</citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Niu</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Gao</surname> <given-names>X.</given-names></name> <name><surname>Du</surname> <given-names>P.</given-names></name> <name><surname>Lu</surname> <given-names>J.</given-names></name> <name><surname>Yan</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>N501Y mutation imparts cross-species transmission of SARS-CoV-2 to mice by enhancing receptor binding.</article-title> <source><italic>Signal. Transduct. Target Ther.</italic></source> <volume>6</volume>:<issue>284</issue>. <pub-id pub-id-type="doi">10.1038/s41392-021-00704-2</pub-id> <pub-id pub-id-type="pmid">34315847</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>O&#x2019;Connell</surname> <given-names>P.</given-names></name> <name><surname>Aldhamen</surname> <given-names>Y. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Systemic innate and adaptive immune responses to SARS-CoV-2 as it relates to other coronaviruses.</article-title> <source><italic>Hum. Vaccin. Immunother.</italic></source> <volume>16</volume> <fpage>2980</fpage>&#x2013;<lpage>2991</lpage>.</citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>O&#x2019;Driscoll</surname> <given-names>M.</given-names></name> <name><surname>Ribeiro Dos, Santos</surname> <given-names>G.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Cummings</surname> <given-names>D. A. T.</given-names></name> <name><surname>Azman</surname> <given-names>A. S.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Age-specific mortality and immunity patterns of SARS-CoV-2.</article-title> <source><italic>Nature</italic></source> <volume>590</volume> <fpage>140</fpage>&#x2013;<lpage>145</lpage>.</citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>O&#x2019;Mahoney</surname> <given-names>L. L.</given-names></name> <name><surname>Routen</surname> <given-names>A.</given-names></name> <name><surname>Gillies</surname> <given-names>C.</given-names></name> <name><surname>Ekezie</surname> <given-names>W.</given-names></name> <name><surname>Welford</surname> <given-names>A.</given-names></name> <name><surname>Zhang</surname> <given-names>A.</given-names></name></person-group> (<year>2023</year>). <article-title>The prevalence and long-term health effects of Long Covid among hospitalised and non-hospitalised populations: a systematic review and meta-analysis.</article-title> <source><italic>EClinicalMedicine</italic></source> <volume>55</volume>:<issue>101762</issue>.</citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Orecchioni</surname> <given-names>M.</given-names></name> <name><surname>Ghosheh</surname> <given-names>Y.</given-names></name> <name><surname>Pramod</surname> <given-names>A. B.</given-names></name> <name><surname>Ley</surname> <given-names>K.</given-names></name></person-group> (<year>2019</year>). <article-title>Macrophage polarization: different gene signatures in M1(LPS+) vs. classically and M2(LPS-) vs. alternatively activated macrophages.</article-title> <source><italic>Front. Immunol.</italic></source> <volume>10</volume>:<issue>1084</issue>. <pub-id pub-id-type="doi">10.3389/fimmu.2019.01084</pub-id> <pub-id pub-id-type="pmid">31178859</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pan</surname> <given-names>T.</given-names></name> <name><surname>Chen</surname> <given-names>R.</given-names></name> <name><surname>He</surname> <given-names>X.</given-names></name> <name><surname>Yuan</surname> <given-names>Y.</given-names></name> <name><surname>Deng</surname> <given-names>X.</given-names></name> <name><surname>Li</surname> <given-names>R.</given-names></name></person-group> (<year>2021</year>). <article-title>Infection of wild-type mice by SARS-CoV-2 B.1.351 variant indicates a possible novel cross-species transmission route.</article-title> <source><italic>Signal. Transduct. Target. Ther.</italic></source> <volume>6</volume>:<issue>420</issue>. <pub-id pub-id-type="doi">10.1038/s41392-021-00848-1</pub-id> <pub-id pub-id-type="pmid">34907154</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patel</surname> <given-names>U. K.</given-names></name> <name><surname>Mehta</surname> <given-names>N.</given-names></name> <name><surname>Patel</surname> <given-names>A.</given-names></name> <name><surname>Patel</surname> <given-names>N.</given-names></name> <name><surname>Ortiz</surname> <given-names>J. F.</given-names></name> <name><surname>Khurana</surname> <given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Long-term neurological sequelae among severe COVID-19 patients: a systematic review and meta-analysis.</article-title> <source><italic>Cureus</italic></source> <volume>14</volume>:<issue>e29694</issue>.</citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pivonello</surname> <given-names>R.</given-names></name> <name><surname>Auriemma</surname> <given-names>R. S.</given-names></name> <name><surname>Pivonello</surname> <given-names>C.</given-names></name> <name><surname>Isidori</surname> <given-names>A. M.</given-names></name> <name><surname>Corona</surname> <given-names>G.</given-names></name> <name><surname>Colao</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Sex disparities in COVID-19 severity and outcome: are men weaker or women stronger?</article-title> <source><italic>Neuroendocrinology</italic></source> <volume>111</volume> <fpage>1066</fpage>&#x2013;<lpage>1085</lpage>.</citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Puelles</surname> <given-names>V. G.</given-names></name> <name><surname>L&#x00FC;tgehetmann</surname> <given-names>M.</given-names></name> <name><surname>Lindenmeyer</surname> <given-names>M. T.</given-names></name> <name><surname>Sperhake</surname> <given-names>J. P.</given-names></name> <name><surname>Wong</surname> <given-names>M. N.</given-names></name> <name><surname>Allweiss</surname> <given-names>L.</given-names></name></person-group> (<year>2020</year>). <article-title>&#x002A;Multiorgan and renal tropism of SARS-CoV-2.</article-title> <source><italic>N. Engl. J. Med.</italic></source> <fpage>590</fpage>&#x2013;<lpage>592</lpage>. <pub-id pub-id-type="doi">10.1056/NEJMc2011400</pub-id> <pub-id pub-id-type="pmid">32402155</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qu</surname> <given-names>W.</given-names></name> <name><surname>Jeong</surname> <given-names>A.</given-names></name> <name><surname>Zhong</surname> <given-names>R.</given-names></name> <name><surname>Thieschafer</surname> <given-names>J. S.</given-names></name> <name><surname>Gram</surname> <given-names>A.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name></person-group> (<year>2023</year>). <article-title>Deletion of small GTPase H-ras rescues memory deficits and reduces amyloid plaque-associated dendritic spine loss in transgenic Alzheimer&#x2019;s mice.</article-title> <source><italic>Mol. Neurobiol.</italic></source> <volume>60</volume> <fpage>495</fpage>&#x2013;<lpage>511</lpage>. <pub-id pub-id-type="doi">10.1007/s12035-022-03082-0</pub-id> <pub-id pub-id-type="pmid">36287323</pub-id></citation></ref>
<ref id="B78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Raghavan</surname> <given-names>S.</given-names></name> <name><surname>Kenchappa</surname> <given-names>D. B.</given-names></name> <name><surname>Leo</surname> <given-names>M. D.</given-names></name></person-group> (<year>2021</year>). <article-title>SARS-CoV-2 spike protein induces degradation of junctional proteins that maintain endothelial barrier integrity.</article-title> <source><italic>Front. Cardiovasc. Med.</italic></source> <volume>8</volume>:<issue>687783</issue>. <pub-id pub-id-type="doi">10.3389/fcvm.2021.687783</pub-id> <pub-id pub-id-type="pmid">34179146</pub-id></citation></ref>
<ref id="B79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramani</surname> <given-names>A.</given-names></name> <name><surname>M&#x00FC;ller</surname> <given-names>L.</given-names></name> <name><surname>Ostermann</surname> <given-names>P. N.</given-names></name> <name><surname>Gabriel</surname> <given-names>E.</given-names></name> <name><surname>Abida-Islam</surname> <given-names>P.</given-names></name> <name><surname>M&#x00FC;ller-Schiffmann</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>SARS-CoV-2 targets neurons of 3D human brain organoids.</article-title> <source><italic>Embo J.</italic></source> <volume>39</volume>:<issue>e106230</issue>.</citation></ref>
<ref id="B80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ren</surname> <given-names>W.</given-names></name> <name><surname>Zhu</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Shi</surname> <given-names>H.</given-names></name> <name><surname>Yu</surname> <given-names>Y.</given-names></name> <name><surname>Hu</surname> <given-names>G.</given-names></name></person-group> (<year>2021</year>). <article-title>Comparative analysis reveals the species-specific genetic determinants of ACE2 required for SARS-CoV-2 entry.</article-title> <source><italic>PLoS Pathog.</italic></source> <volume>17</volume>:<issue>e1009392</issue>. <pub-id pub-id-type="doi">10.1371/journal.ppat.1009392</pub-id> <pub-id pub-id-type="pmid">33760889</pub-id></citation></ref>
<ref id="B81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reynolds</surname> <given-names>J. L.</given-names></name> <name><surname>Mahajan</surname> <given-names>S. D.</given-names></name></person-group> (<year>2021</year>). <article-title>SARS-COV2 alters blood brain barrier integrity contributing to neuro-inflammation.</article-title> <source><italic>J. Neuroimmune Pharmacol.</italic></source> <volume>16</volume> <fpage>4</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1007/s11481-020-09975-y</pub-id> <pub-id pub-id-type="pmid">33405097</pub-id></citation></ref>
<ref id="B82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roczkowsky</surname> <given-names>A.</given-names></name> <name><surname>Limonta</surname> <given-names>D.</given-names></name> <name><surname>Fernandes</surname> <given-names>J. P.</given-names></name> <name><surname>Branton</surname> <given-names>W. G.</given-names></name> <name><surname>Clarke</surname> <given-names>M.</given-names></name> <name><surname>Hlavay</surname> <given-names>B.</given-names></name></person-group> (<year>2023</year>). <article-title>COVID-19 induces neuroinflammation and suppresses peroxisomes in the brain.</article-title> <source><italic>Ann. Neurol.</italic></source> <volume>94</volume> <fpage>531</fpage>&#x2013;<lpage>546</lpage>. <pub-id pub-id-type="doi">10.1002/ana.26679</pub-id> <pub-id pub-id-type="pmid">37190821</pub-id></citation></ref>
<ref id="B83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salvi</surname> <given-names>V.</given-names></name> <name><surname>Nguyen</surname> <given-names>H. O.</given-names></name> <name><surname>Sozio</surname> <given-names>F.</given-names></name> <name><surname>Schioppa</surname> <given-names>T.</given-names></name> <name><surname>Gaudenzi</surname> <given-names>C.</given-names></name> <name><surname>Laffranchi</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>SARS-CoV-2-associated ssRNAs activate inflammation and immunity via TLR7/8.</article-title> <source><italic>JCI Insight</italic></source> <volume>6</volume>:<issue>e150542</issue>. <pub-id pub-id-type="doi">10.1172/jci.insight.150542</pub-id> <pub-id pub-id-type="pmid">34375313</pub-id></citation></ref>
<ref id="B84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schwabenland</surname> <given-names>M.</given-names></name> <name><surname>Sali&#x00E9;</surname> <given-names>H.</given-names></name> <name><surname>Tanevski</surname> <given-names>J.</given-names></name> <name><surname>Killmer</surname> <given-names>S.</given-names></name> <name><surname>Lago</surname> <given-names>M. S.</given-names></name> <name><surname>Schlaak</surname> <given-names>A. E.</given-names></name></person-group> (<year>2021</year>). <article-title>Deep spatial profiling of human COVID-19 brains reveals neuroinflammation with distinct microanatomical microglia-T-cell interactions.</article-title> <source><italic>Immunity</italic></source> <volume>54</volume> <fpage>1594</fpage>&#x2013;<lpage>1610.e1511</lpage>. <pub-id pub-id-type="doi">10.1016/j.immuni.2021.06.002</pub-id> <pub-id pub-id-type="pmid">34174183</pub-id></citation></ref>
<ref id="B85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scully</surname> <given-names>E. P.</given-names></name> <name><surname>Haverfield</surname> <given-names>J.</given-names></name> <name><surname>Ursin</surname> <given-names>R. L.</given-names></name> <name><surname>Tannenbaum</surname> <given-names>C.</given-names></name> <name><surname>Klein</surname> <given-names>S. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Considering how biological sex impacts immune responses and COVID-19 outcomes.</article-title> <source><italic>Nat. Rev. Immunol.</italic></source> <volume>20</volume> <fpage>442</fpage>&#x2013;<lpage>447</lpage>.</citation></ref>
<ref id="B86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shuai</surname> <given-names>H.</given-names></name> <name><surname>Chan</surname> <given-names>J. F.</given-names></name> <name><surname>Yuen</surname> <given-names>T. T.</given-names></name> <name><surname>Yoon</surname> <given-names>C.</given-names></name> <name><surname>Hu</surname> <given-names>J. C.</given-names></name> <name><surname>Wen</surname> <given-names>L.</given-names></name></person-group> (<year>2021</year>). <article-title>Emerging SARS-CoV-2 variants expand species tropism to murines.</article-title> <source><italic>EBioMedicine</italic></source> <volume>73</volume>:<issue>103643</issue>.</citation></ref>
<ref id="B87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Solomon</surname> <given-names>I. H.</given-names></name> <name><surname>Normandin</surname> <given-names>E.</given-names></name> <name><surname>Bhattacharyya</surname> <given-names>S.</given-names></name> <name><surname>Mukerji</surname> <given-names>S. S.</given-names></name> <name><surname>Keller</surname> <given-names>K.</given-names></name> <name><surname>Ali</surname> <given-names>A. S.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Neuropathological Features of Covid-19.</article-title> <source><italic>N. Engl. J. Med.</italic></source> <volume>383</volume> <fpage>989</fpage>&#x2013;<lpage>992</lpage>.</citation></ref>
<ref id="B88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>E.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Israelow</surname> <given-names>B.</given-names></name> <name><surname>Lu-Culligan</surname> <given-names>A.</given-names></name> <name><surname>Prado</surname> <given-names>A. V.</given-names></name> <name><surname>Skriabine</surname> <given-names>S.</given-names></name></person-group> (<year>2021</year>). <article-title>Neuroinvasion of SARS-CoV-2 in human and mouse brain.</article-title> <source><italic>J. Exp. Med.</italic></source> <volume>218</volume>:<issue>e20202135</issue>.</citation></ref>
<ref id="B89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Soriano</surname> <given-names>J. B.</given-names></name> <name><surname>Murthy</surname> <given-names>S.</given-names></name> <name><surname>Marshall</surname> <given-names>J. C.</given-names></name> <name><surname>Relan</surname> <given-names>P.</given-names></name> <name><surname>Diaz</surname> <given-names>J. V.</given-names></name></person-group> <collab>WHO Clinical Case Definition Working Group on Post-Covid-19 Condition</collab> (<year>2022</year>). <article-title>A clinical case definition of post-COVID-19 condition by a Delphi consensus.</article-title> <source><italic>Lancet Infect. Dis.</italic></source> <volume>22</volume> <fpage>e102</fpage>&#x2013;<lpage>e107</lpage>.</citation></ref>
<ref id="B90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>J.</given-names></name> <name><surname>Zhuang</surname> <given-names>Z.</given-names></name> <name><surname>Zheng</surname> <given-names>J.</given-names></name> <name><surname>Li</surname> <given-names>K.</given-names></name> <name><surname>Wong</surname> <given-names>R. L.</given-names></name> <name><surname>Liu</surname> <given-names>D.</given-names></name></person-group> (<year>2020</year>). <article-title>Generation of a broadly useful model for COVID-19 pathogenesis, vaccination, and treatment.</article-title> <source><italic>Cell</italic></source> <volume>182</volume> <fpage>734</fpage>&#x2013;<lpage>743.e735</lpage>.</citation></ref>
<ref id="B91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>S. H.</given-names></name> <name><surname>Chen</surname> <given-names>Q.</given-names></name> <name><surname>Gu</surname> <given-names>H. J.</given-names></name> <name><surname>Yang</surname> <given-names>G.</given-names></name> <name><surname>Wang</surname> <given-names>Y. X.</given-names></name> <name><surname>Huang</surname> <given-names>X. Y.</given-names></name></person-group> (<year>2020</year>). <article-title>A mouse model of SARS-CoV-2 infection and pathogenesis.</article-title> <source><italic>Cell Host. Microbe</italic></source> <volume>28</volume> <fpage>124</fpage>&#x2013;<lpage>133.e124</lpage>.</citation></ref>
<ref id="B92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Terenzi</surname> <given-names>F.</given-names></name> <name><surname>Hui</surname> <given-names>D. J.</given-names></name> <name><surname>Merrick</surname> <given-names>W. C.</given-names></name> <name><surname>Sen</surname> <given-names>G. C.</given-names></name></person-group> (<year>2006</year>). <article-title>Distinct induction patterns and functions of two closely related interferon-inducible human genes, ISG54 and ISG56.</article-title> <source><italic>J. Biol. Chem.</italic></source> <volume>281</volume> <fpage>34064</fpage>&#x2013;<lpage>34071</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M605771200</pub-id> <pub-id pub-id-type="pmid">16973618</pub-id></citation></ref>
<ref id="B93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thaweethai</surname> <given-names>T.</given-names></name> <name><surname>Jolley</surname> <given-names>S. E.</given-names></name> <name><surname>Karlson</surname> <given-names>E. W.</given-names></name> <name><surname>Levitan</surname> <given-names>E. B.</given-names></name> <name><surname>Levy</surname> <given-names>B.</given-names></name> <name><surname>Mccomsey</surname> <given-names>G. A.</given-names></name><etal/></person-group> (<year>2023</year>). <article-title>Development of a definition of postacute sequelae of SARS-CoV-2 infection.</article-title> <source><italic>JAMA</italic></source> <volume>329</volume> <fpage>1934</fpage>&#x2013;<lpage>1946</lpage>.</citation></ref>
<ref id="B94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Theoharides</surname> <given-names>T. C.</given-names></name></person-group> (<year>2020</year>). <article-title>COVID-19, pulmonary mast cells, cytokine storms, and beneficial actions of luteolin.</article-title> <source><italic>Biofactors</italic></source> <volume>46</volume> <fpage>306</fpage>&#x2013;<lpage>308</lpage>. <pub-id pub-id-type="doi">10.1002/biof.1633</pub-id> <pub-id pub-id-type="pmid">32339387</pub-id></citation></ref>
<ref id="B95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Theoharides</surname> <given-names>T. C.</given-names></name> <name><surname>Kempuraj</surname> <given-names>D.</given-names></name></person-group> (<year>2023</year>). <article-title>Role of SARS-CoV-2 spike-protein-induced activation of microglia and mast cells in the pathogenesis of Neuro-COVID.</article-title> <source><italic>Cells</italic></source> <volume>12</volume>:<issue>688</issue>. <pub-id pub-id-type="doi">10.3390/cells12050688</pub-id> <pub-id pub-id-type="pmid">36899824</pub-id></citation></ref>
<ref id="B96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Togashi</surname> <given-names>H.</given-names></name> <name><surname>Sakisaka</surname> <given-names>T.</given-names></name> <name><surname>Takai</surname> <given-names>Y.</given-names></name></person-group> (<year>2009</year>). <article-title>Cell adhesion molecules in the central nervous system.</article-title> <source><italic>Cell Adh. Migr.</italic></source> <volume>3</volume> <fpage>29</fpage>&#x2013;<lpage>35</lpage>.</citation></ref>
<ref id="B97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van der Made</surname> <given-names>C. I.</given-names></name> <name><surname>Simons</surname> <given-names>A.</given-names></name> <name><surname>Schuurs-Hoeijmakers</surname> <given-names>J.</given-names></name> <name><surname>Van Den Heuvel</surname> <given-names>G.</given-names></name> <name><surname>Mantere</surname> <given-names>T.</given-names></name> <name><surname>Kersten</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Presence of genetic variants among young men with severe COVID-19.</article-title> <source><italic>JAMA</italic></source> <volume>324</volume> <fpage>663</fpage>&#x2013;<lpage>673</lpage>.</citation></ref>
<ref id="B98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Sievert</surname> <given-names>D.</given-names></name> <name><surname>Clark</surname> <given-names>A. E.</given-names></name> <name><surname>Lee</surname> <given-names>S.</given-names></name> <name><surname>Federman</surname> <given-names>H.</given-names></name> <name><surname>Gastfriend</surname> <given-names>B. D.</given-names></name></person-group> (<year>2021</year>). <article-title>A human three-dimensional neural-perivascular &#x2018;assembloid&#x2019; promotes astrocytic development and enables modeling of SARS-CoV-2 neuropathology.</article-title> <source><italic>Nat. Med.</italic></source> <volume>27</volume> <fpage>1600</fpage>&#x2013;<lpage>1606</lpage>. <pub-id pub-id-type="doi">10.1038/s41591-021-01443-1</pub-id> <pub-id pub-id-type="pmid">34244682</pub-id></citation></ref>
<ref id="B99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>P.</given-names></name> <name><surname>Jin</surname> <given-names>L.</given-names></name> <name><surname>Zhang</surname> <given-names>M.</given-names></name> <name><surname>Wu</surname> <given-names>Y.</given-names></name> <name><surname>Duan</surname> <given-names>Z.</given-names></name> <name><surname>Guo</surname> <given-names>Y.</given-names></name></person-group> (<year>2023</year>). <article-title>Blood-brain barrier injury and neuroinflammation induced by SARS-CoV-2 in a lung-brain microphysiological system.</article-title> <source><italic>Nat. Biomed. Eng.</italic></source> <comment>Online ahead of print</comment>. <pub-id pub-id-type="doi">10.1038/s41551-023-01054-w</pub-id> <pub-id pub-id-type="pmid">37349391</pub-id></citation></ref>
<ref id="B100"><citation citation-type="journal"><collab>WHO</collab> (<year>2022</year>). <source><italic>Post COVID-19 Condition (Long COVID).</italic></source> <publisher-loc>Geneva</publisher-loc>: <publisher-name>WHO</publisher-name>.</citation></ref>
<ref id="B101"><citation citation-type="journal"><collab>WHO</collab> (<year>2024</year>). <source><italic>WHO COVID-19 Dashboard.</italic></source> <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>.</citation></ref>
<ref id="B102"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>F.</given-names></name> <name><surname>Zhao</surname> <given-names>S.</given-names></name> <name><surname>Yu</surname> <given-names>B.</given-names></name> <name><surname>Chen</surname> <given-names>Y. M.</given-names></name> <name><surname>Wang</surname> <given-names>W.</given-names></name> <name><surname>Song</surname> <given-names>Z. G.</given-names></name></person-group> (<year>2020</year>). <article-title>A new coronavirus associated with human respiratory disease in China.</article-title> <source><italic>Nature</italic></source> <volume>579</volume> <fpage>265</fpage>&#x2013;<lpage>269</lpage>.</citation></ref>
<ref id="B103"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xydakis</surname> <given-names>M. S.</given-names></name> <name><surname>Dehgani-Mobaraki</surname> <given-names>P.</given-names></name> <name><surname>Holbrook</surname> <given-names>E. H.</given-names></name> <name><surname>Geisthoff</surname> <given-names>U. W.</given-names></name> <name><surname>Bauer</surname> <given-names>C.</given-names></name> <name><surname>Hautefort</surname> <given-names>C.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Smell and taste dysfunction in patients with COVID-19.</article-title> <source><italic>Lancet Infect Dis.</italic></source> <volume>20</volume> <fpage>1015</fpage>&#x2013;<lpage>1016</lpage>.</citation></ref>
<ref id="B104"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yan</surname> <given-names>F.</given-names></name> <name><surname>Li</surname> <given-names>E.</given-names></name> <name><surname>Wang</surname> <given-names>T.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>W.</given-names></name></person-group> (<year>2022</year>). <article-title>Characterization of two heterogeneous lethal mouse-adapted SARS-CoV-2 variants recapitulating representative aspects of human COVID-19.</article-title> <source><italic>Front. Immunol.</italic></source> <volume>13</volume>:<issue>821664</issue>. <pub-id pub-id-type="doi">10.3389/fimmu.2022.821664</pub-id> <pub-id pub-id-type="pmid">35197985</pub-id></citation></ref>
<ref id="B105"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>A. C.</given-names></name> <name><surname>Kern</surname> <given-names>F.</given-names></name> <name><surname>Losada</surname> <given-names>P. M.</given-names></name> <name><surname>Agam</surname> <given-names>M. R.</given-names></name> <name><surname>Maat</surname> <given-names>C. A.</given-names></name> <name><surname>Schmartz</surname> <given-names>G. P.</given-names></name></person-group> (<year>2021</year>). <article-title>Dysregulation of brain and choroid plexus cell types in severe COVID-19.</article-title> <source><italic>Nature</italic></source> <volume>595</volume> <fpage>565</fpage>&#x2013;<lpage>571</lpage>.</citation></ref>
<ref id="B106"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>R. C.</given-names></name> <name><surname>Huang</surname> <given-names>K.</given-names></name> <name><surname>Zhang</surname> <given-names>H. P.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name> <name><surname>Zhang</surname> <given-names>Y. F.</given-names></name> <name><surname>Tan</surname> <given-names>C.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>SARS-CoV-2 productively infects human brain microvascular endothelial cells.</article-title> <source><italic>J. Neuroinflammation</italic></source> <volume>19</volume>:<issue>149</issue>.</citation></ref>
<ref id="B107"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yasui</surname> <given-names>F.</given-names></name> <name><surname>Matsumoto</surname> <given-names>Y.</given-names></name> <name><surname>Yamamoto</surname> <given-names>N.</given-names></name> <name><surname>Sanada</surname> <given-names>T.</given-names></name> <name><surname>Honda</surname> <given-names>T.</given-names></name> <name><surname>Munakata</surname> <given-names>T.</given-names></name><etal/></person-group> (<year>2022</year>). <article-title>Infection with the SARS-CoV-2 B.1.351 variant is lethal in aged BALB/c mice.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>12</volume>:<issue>4150</issue>.</citation></ref>
<ref id="B108"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yinda</surname> <given-names>C. K.</given-names></name> <name><surname>Port</surname> <given-names>J. R.</given-names></name> <name><surname>Bushmaker</surname> <given-names>T.</given-names></name> <name><surname>Offei Owusu</surname> <given-names>I.</given-names></name> <name><surname>Purushotham</surname> <given-names>J. N.</given-names></name> <name><surname>Avanzato</surname> <given-names>V. A.</given-names></name></person-group> (<year>2021</year>). <article-title>K18-hACE2 mice develop respiratory disease resembling severe COVID-19.</article-title> <source><italic>PLoS Pathog.</italic></source> <volume>17</volume>:<issue>1009195</issue>.</citation></ref>
<ref id="B109"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yu</surname> <given-names>G.</given-names></name> <name><surname>Wang</surname> <given-names>L. G.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>He</surname> <given-names>Q. Y.</given-names></name></person-group> (<year>2012</year>). <article-title>clusterProfiler: an R package for comparing biological themes among gene clusters.</article-title> <source><italic>Omics</italic></source> <volume>16</volume> <fpage>284</fpage>&#x2013;<lpage>287</lpage>. <pub-id pub-id-type="doi">10.1089/omi.2011.0118</pub-id> <pub-id pub-id-type="pmid">22455463</pub-id></citation></ref>
<ref id="B110"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Cui</surname> <given-names>H.</given-names></name> <name><surname>Li</surname> <given-names>E.</given-names></name> <name><surname>Guo</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>T.</given-names></name> <name><surname>Yan</surname> <given-names>F.</given-names></name></person-group> (<year>2022</year>). <article-title>The SARS-CoV-2 B.1.351 variant can transmit in rats but not in mice.</article-title> <source><italic>Front. Immunol.</italic></source> <volume>13</volume>:<issue>869809</issue>. <pub-id pub-id-type="doi">10.3389/fimmu.2022.869809</pub-id> <pub-id pub-id-type="pmid">35572504</pub-id></citation></ref>
</ref-list>
</back>
</article>