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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2025.1649738</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>Time-course transcriptomics reveals the impact of <italic>Treponema pallidum</italic> on microvascular endothelial cell function and phenotype</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Waugh</surname> <given-names>Sean</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Goodyear</surname> <given-names>Mara C.</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Gomez</surname> <given-names>Alloysius</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Ranasinghe</surname> <given-names>Akash</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Lithgow</surname> <given-names>Karen V.</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Falsafi</surname> <given-names>Reza</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Hancock</surname> <given-names>Robert E. W.</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Lee</surname> <given-names>Amy H.</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Cameron</surname> <given-names>Caroline E.</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff4"><sup>4</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Biochemistry and Microbiology, University of Victoria</institution>, <addr-line>Victoria, BC</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Microbiology and Immunology, University of British Columbia</institution>, <addr-line>Vancouver, BC</addr-line>, <country>Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Molecular Biology and Biochemistry, Simon Fraser University</institution>, <addr-line>Burnaby, BC</addr-line>, <country>Canada</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Medicine, Division of Allergy and Infectious Disease, University of Washington</institution>, <addr-line>Seattle, WA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/50773/overview">Monica E. Embers</ext-link>, Tulane University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/139184/overview">Steven J. Norris</ext-link>, University of Texas Health Science Center at Houston, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/774582/overview">Petra Posp&#x00ED;&#x0161;ilov&#x00E1;</ext-link>, Masaryk University, Czechia</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Caroline E. Cameron, <email>caroc@uvic.ca</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1649738</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Waugh, Goodyear, Gomez, Ranasinghe, Lithgow, Falsafi, Hancock, Lee and Cameron.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Waugh, Goodyear, Gomez, Ranasinghe, Lithgow, Falsafi, Hancock, Lee and Cameron</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>Syphilis, caused by <italic>Treponema pallidum</italic> subsp. <italic>pallidum</italic>, is an urgent global public health threat. Syphilis vaccine development has been impeded by limited understanding of the molecular mechanisms that enable <italic>T. pallidum</italic> to establish and maintain infection. The vascular endothelium is critical for <italic>T. pallidum</italic> attachment, dissemination, and host immune response initiation; however, the molecular details of <italic>T. pallidum</italic>-endothelial interactions are incompletely understood. To enhance understanding, we performed time-course transcriptomic profiling on <italic>T. pallidum</italic>-exposed brain microvascular endothelial cells. These analyses showed <italic>T. pallidum</italic> exposure altered pathways related to extracellular matrix, growth factors, integrins, and Rho GTPases. The induced transcriptional response was consistent with endothelial to mesenchymal transition, a process involved in fetal development and vascular dysfunction. In cells exposed to <italic>T. pallidum</italic>, the primary transcription factor associated with this process (Snail) was increased at both the transcript and protein levels, and microscopy analyses demonstrate F-actin cellular contraction. This study provides a comprehensive understanding of the molecular responses of endothelial cells to <italic>T. pallidum</italic> and identified the host pathways that might cause syphilis disease symptoms, information that could aid in syphilis vaccine design.</p>
</abstract>
<kwd-group>
<kwd>syphilis</kwd>
<kwd>vaccine</kwd>
<kwd>transcriptomics</kwd>
<kwd>
<italic>Treponema pallidum</italic>
</kwd>
<kwd>endothelial cell</kwd>
<kwd>pathogenesis</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="108"/>
<page-count count="21"/>
<word-count count="14847"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Infectious Agents and Disease</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="sec1">
<title>Highlights</title>
<p>
<list list-type="bullet">
<list-item>
<p>Exposure of microvascular endothelial cells to <italic>Treponema pallidum</italic> subsp. <italic>pallidum</italic> significantly alters the endothelial cell transcriptome.</p>
</list-item>
<list-item>
<p>Signaling pathways related to extracellular matrix organization, growth factors, integrins, and Rho GTPases were overrepresented for genes differentially expressed in <italic>T. pallidum</italic>-exposed endothelial cells.</p>
</list-item>
<list-item>
<p>Exposure to <italic>T. pallidum</italic> induces pathways and factors consistent with endothelial to mesenchymal transition, a host process central to development that may explain the devastating effects of congenital infection.</p>
</list-item>
<list-item>
<p><italic>T. pallidum</italic> exposure induces expression of Snail, the main transcription factor associated with the process of endothelial to mesenchymal transition.</p>
</list-item>
</list>
</p>
</sec>
<sec sec-type="intro" id="sec2">
<title>Introduction</title>
<p>Infectious syphilis, caused by the sexually transmitted bacterium <italic>Treponema pallidum</italic> subsp. <italic>pallidum</italic>, is a multi-stage infection with a global burden of 49.7 million cases (<xref ref-type="bibr" rid="ref12">Chen et al., 2023</xref>) and 8 million new infections per year amongst individuals 15&#x2013;49&#x202F;years of age (<xref ref-type="bibr" rid="ref99">World Health Organization, 2024</xref>). The infection is systemic, and persists for an individual&#x2019;s lifetime in the absence of effective antibiotic treatment (<xref ref-type="bibr" rid="ref48">LaFond and Lukehart, 2006</xref>). The bacterium also causes congenital syphilis, with the number of congenital syphilis cases worldwide estimated at approximately 661,000 resulting in 355,000 adverse birth outcomes per year (<xref ref-type="bibr" rid="ref31">Gilmour and Walls, 2023</xref>). These figures likely represent an underestimation since an accurate determination of the burden of congenital syphilis worldwide is challenging, due to variations in antenatal screening coverage, access to syphilis testing during pregnancy, and availability and quality of surveillance data. As global syphilis cases have reached a 20-year high (<xref ref-type="bibr" rid="ref91">Spiteri et al., 2019</xref>; <xref ref-type="bibr" rid="ref1">Aho et al., 2022</xref>; <xref ref-type="bibr" rid="ref12">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref11">CDC, 2024</xref>), understanding the molecular basis of the <italic>T. pallidum</italic>-host interaction is crucial for developing biomedical interventions to address the escalating public health burden posed by this pathogen.</p>
<p><italic>Treponema pallidum</italic> is a highly invasive pathogen with the ability to disseminate via the bloodstream and cross endothelial, blood&#x2013;brain, and placental barriers (<xref ref-type="bibr" rid="ref48">LaFond and Lukehart, 2006</xref>). Interactions between <italic>T. pallidum</italic> and microvascular endothelial cells are central to both <italic>T. pallidum</italic> dissemination via the bloodstream and the establishment of disease manifestations. Previous studies investigating endothelial responses to <italic>T. pallidum</italic> using targeted molecular approaches have provided insights into the cellular consequences of <italic>T. pallidum</italic>-host interactions (<xref ref-type="bibr" rid="ref84">Riley et al., 1992</xref>; <xref ref-type="bibr" rid="ref28">Gao et al., 2019</xref>; <xref ref-type="bibr" rid="ref54">Lithgow et al., 2020</xref>, <xref ref-type="bibr" rid="ref55">2021</xref>; <xref ref-type="bibr" rid="ref107">Zhang and Wang, 2020</xref>). Global proteomics and immune secretomics analyses of <italic>T. pallidum-</italic>exposed human brain microvascular endothelial cells (HBMECs) revealed numerous changes in endothelial cellular signaling pathways, including pathways involved in extracellular matrix (ECM) structural changes, dysregulation of cell death/necroptosis, induction of pro-inflammatory cytokine profiles, and suppression of macrophage/monocyte activating immune responses (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). Multiple prior studies have also investigated the host cytokine response induced during <italic>T. pallidum</italic> infection using clinical samples (<xref ref-type="bibr" rid="ref46">Knudsen et al., 2009</xref>; <xref ref-type="bibr" rid="ref17">Cruz et al., 2012</xref>; <xref ref-type="bibr" rid="ref42">Kenyon et al., 2017</xref>, <xref ref-type="bibr" rid="ref43">2018</xref>; <xref ref-type="bibr" rid="ref82">Reid et al., 2024</xref>).</p>
<p>To expand on these findings and identify host signaling pathways that play a role in syphilis pathogenesis, the current study characterized the transcriptional response of the immortalized cell line HBMEC to <italic>T. pallidum</italic> exposure by time-course transcriptome sequencing (RNA-seq; <xref ref-type="fig" rid="fig1">Figure 1</xref>). These analyses reveal significant pathway convergence on endothelial to mesenchymal transition (EndMT), a dynamic process involved in various developmental, physiological, and pathological activities (<xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>; <xref ref-type="bibr" rid="ref15">Ciszewski et al., 2021</xref>) that contributes to vascular destruction in other infectious diseases, such as SARS-CoV-2 infection (<xref ref-type="bibr" rid="ref21">Eapen et al., 2020</xref>). These characteristics of EndMT suggest potential relevance to the development of symptoms associated with infectious and congenital syphilis. The systems biology approach pursued in this study provides insight into molecular signaling and cellular transformations occurring in the host that collectively shape the course of <italic>T. pallidum</italic> infection.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>RNA sequencing sample generation workflow.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the process of analyzing endothelial responses to &#x002A;T. pallidum&#x002A;. In vivo grown &#x002A;T. pallidum&#x002A; is incubated for 0.75, 4, 12, and 24 hours. RNA is extracted and enriched for PolyA. Paired-end RNA sequencing is performed to identify temporal endothelial responses. A filter sterilized &#x002A;T. pallidum&#x002A; extract is used as an infection extract control.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="methods" id="sec3">
<title>Methods</title>
<sec id="sec4">
<title><italic>Treponema pallidum</italic> growth</title>
<p>Outbred male specific pathogen-free (SPF) New Zealand White rabbits (3.0&#x2013;3.5&#x202F;kg, Charles River Laboratories, Ontario, Canada) with nonreactive syphilis serological tests (VDRL and FTA-ABS) were used for <italic>in vivo</italic> propagation of <italic>T. pallidum</italic> subsp. <italic>pallidum</italic> Nichols strain as previously described (<xref ref-type="bibr" rid="ref58">Lukehart and Marra, 2007</xref>). All rabbits were fed antibiotic-free food and water, and were housed at 18&#x2013;20&#x202F;&#x00B0;C. Animal studies were approved by the local institutional review board under protocol 2020&#x2013;024 and were conducted in strict accordance with standard accepted principles as set forth by the Canadian Council on Animal Care (CCAC), National Institutes of Health, and the United States Department of Agriculture in facilities accredited by the American Association for the Accreditation of Laboratory Animal Care and the CCAC. Institutional biosafety approval was obtained under biosafety certificate 13,170&#x2013;010. Nichols strain <italic>T. pallidum</italic> was cultured <italic>in vitro</italic> with Sf1Ep cells as previously described (<xref ref-type="bibr" rid="ref22">Edmondson et al., 2018</xref>) in a HeraCell Vios 160i incubator (Thermo Fisher Scientific, San Jose, CA), with the modification that treponemes were dissociated from Sf1Ep cells using trypsin-free dissociation media (<xref ref-type="bibr" rid="ref23">Edmondson and Norris, 2021</xref>) for 30&#x202F;min at 34&#x202F;&#x00B0;C in 1.5% O<sub>2</sub>, 5% CO<sub>2</sub>, 93.5% N<sub>2</sub> to maintain the integrity of the <italic>T. pallidum</italic> outer membrane (<xref ref-type="bibr" rid="ref22">Edmondson et al., 2018</xref>). Bacteria were quantitated by darkfield microscopy (Nikon Eclipse E600; Nikon Canada, Mississauga, Ontario) using a Petroff-Hauser counting chamber (Hauser Scientific, Horsham, PA).</p>
</sec>
<sec id="sec5">
<title>Viable <italic>T. pallidum</italic> (VTP) and infection extract control (IEC) sample preparations</title>
<p><italic>In vivo</italic> grown <italic>T. pallidum</italic> was used for RNA-seq assays, and <italic>in vitro</italic> grown <italic>T. pallidum</italic> was used for western blot and microscopy assays. <italic>In vivo Treponema pallidum</italic> subsp. <italic>pallidum</italic> was extracted in <italic>Treponema pallidum</italic> culture medium 2 (TpCM2) formulated as previously described (<xref ref-type="bibr" rid="ref22">Edmondson et al., 2018</xref>), or harvested <italic>in vitro</italic> as described above. Viable <italic>T. pallidum</italic> (VTP) and infection extract control (IEC) samples were prepared as described previously (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). Briefly, extracts were centrifuged to remove rabbit testicular material and diluted equivalent to working <italic>T. pallidum</italic> concentrations. The viable treponeme suspension contained in one supernatant [designated viable <italic>T. pallidum</italic> (VTP)] was kept for endothelial co-incubation analyses as described below. The second supernatant was further processed to remove <italic>T. pallidum</italic> through sterile filtration with a 0.22&#x202F;&#x03BC;m cellulose acetate syringe filter (Avantor, Allentown, PA) to create an optimal comparator control (designated infection extract control [IEC]) that contained a level of rabbit testicular or Sf1Ep protein background mirroring the VTP sample. Removal of <italic>T. pallidum</italic> from the IEC sample was confirmed by darkfield microscopy (Nikon Eclipse E600; Nikon Canada, Mississauga, Ontario) and <italic>T. pallidum</italic>-specific qPCR, which measured a 49x reduction in <italic>T. pallidum</italic> FlaA copies in the VTP versus IEC samples.</p>
</sec>
<sec id="sec6">
<title>Endothelial culture and endothelial-<italic>T. pallidum</italic> exposure conditions</title>
<p>Human cerebral brain microvascular endothelial cells (hCMEC/d3; Cedarlane, Burlington, ON), an immortalized cell line, also referred to as HBMECs, were grown to 90% confluence in 6-well tissue culture plates (Corning, Corning, NY), at 5% CO<sub>2</sub> in EndoGRO-MV complete culture medium (Millipore, Etobicoke, ON) at 37&#x202F;&#x00B0;C in 5% CO<sub>2</sub> in a Forma Series II incubator (Thermo Fisher Scientific). Each well was observed via an Olympus CKX41 inverted microscope for successful HBMEC growth prior to incubation at 34&#x202F;&#x00B0;C in a microaerophilic environment of 1.5% O<sub>2</sub>, 5% CO<sub>2</sub>, 93.5% N<sub>2</sub> with 3&#x202F;mL of either <italic>in vivo</italic> grown VTP (3.0 &#x00D7; 10<sup>7</sup> <italic>T. pallidum</italic> per well), or equivalent dilutions of IEC for 45&#x202F;min, 4, 12, and 24&#x202F;h. At each timepoint, there were 5 replicates of VTP- and 5 replicates of IEC-exposed HBMEC sample wells. Therefore, individual wells are defined as separate biological replicates. At each timepoint prior to cell lysis and RNA harvesting, <italic>T. pallidum</italic> organisms were visually observed for motility via darkfield microscopy (Nikon Eclipse E600).</p>
<p>Following treponemal viability assessment, HBMEC cells were quickly washed 3x in cold PBS and incubated in a 1:1 ratio of Qiagen RNAprotect Cell and Qiagen RNAprotect Bacteria (Qiagen, Toronto, ON) for 10&#x202F;min on ice to inactivate RNases and stabilize RNA. Cells were pelleted at 10,000&#x00D7;<italic>g</italic> for 10&#x202F;min, resuspended in 1&#x202F;mL of fresh RNAprotect cell, stored at &#x2212;80&#x202F;&#x00B0;C for downstream processing. RNA was extracted using the Qiagen RNeasy kit according to manufacturer instructions, with the addition of an on-column DNA digestion using RNase-Free DNase (Qiagen). To prevent RNA degradation, 1&#x202F;&#x03BC;L of SUPERase-In RNase inhibitor was added to the eluted RNA (Qiagen).</p>
</sec>
<sec id="sec7">
<title>RNA integrity analysis, cDNA generation, RNA sequencing, and data analysis parameters</title>
<p>Prior to cDNA library generation, RNA integrity of each sample was assessed by an Agilent Bioanalyzer 2,100 on an RNA 6000 nanochip (Agilent; Santa Clara, CA), where all RNA samples exceeded an RNA integrity value of 8. Samples then underwent PolyA enrichment using NEBNext Poly(A) mRNA Magnetic Isolation Module (catalog no.: E7409L, NEB; Ipswich, MA). Strand-specific cDNA library preparation was generated at the same time for each sample from polyA-purified RNA with a Roche KAPA HyperPrep Kit (Roche; Basel, Switzerland), followed by the addition of unique 8&#x202F;bp NGS RNA adaptors to identify samples during multiplexed sequencing (NEXTFLEX; PerkinElmer, Woodbridge, ON), generating cDNA with unique tags for each individual sample. cDNA libraries were amplified using adapter primers, followed by purification beads according to manufacturer instructions (NEXTFLEX; PerkinElmer). Amplified DNA quality was assessed on a bioanalyzer using a high sensitivity DNA chip (Agilent) to assess the fragmentation profile and confirm the absence of adaptor-specific primer dimers. cDNA library concentrations were assessed using Qubit QuantIT HS DNA kit (Thermo Fisher Scientific). Each sample was normalized to 4&#x202F;nM and pooled. Pooled samples underwent paired-end sequencing with a read length of 150&#x202F;bp on an Illumina HiSeqX (Illumina; San Diego, CA, USA) at the Michael Smith Genome Sciences Center (BC, Canada). Sequence quality was assessed using FastQC v0.12.1 and MultiQC v1.13 (<xref ref-type="bibr" rid="ref25">Ewels et al., 2016</xref>). The FASTQ sequence reads were aligned to the hg19 human genome (Ensembl GRCh38.98) using STAR v2.7.10b (<xref ref-type="bibr" rid="ref20">Dobin et al., 2013</xref>) and mapped to Ensembl GRCh38 transcripts. Read-counts were generated using htseq-count (HTSeq 2.0.2) (<xref ref-type="bibr" rid="ref2">Anders et al., 2015</xref>). All data processing and subsequent differential gene expression analyses were performed using R version 4.4.0 and DESeq2 (<xref ref-type="bibr" rid="ref56">Love et al., 2014</xref>) version 1.14.1. Genes with very low counts (with less than 10 counts) were pre-filtered and removed <italic>in silico</italic>. Differentially expressed genes were identified using paired analysis with the Wald statistics test and filtering for any genes that showed &#x00B1;1.5-fold-change (FC) with adjusted <italic>p</italic>-values &#x2264; 0.05 (cut-off at 5% false discovery rate) as the threshold. Pathway overrepresentation analyses were completed using the Reactome database (<xref ref-type="bibr" rid="ref30">Gillespie et al., 2022</xref>) annotations and Sigora (v3.1.1) (<xref ref-type="bibr" rid="ref26">Foroushani et al., 2013</xref>) pathway overrepresentation, and the molecular signature database (<xref ref-type="bibr" rid="ref52">Liberzon et al., 2015</xref>) (MSigDB) hallmark gene set analysis was performed using PathlinkR (<xref ref-type="bibr" rid="ref4">Blimkie et al., 2024</xref>). The packages maSigPro (v1.74.0) (<xref ref-type="bibr" rid="ref71">Nueda et al., 2014</xref>), and the ClusterProfiler R package (v4.10.0) (<xref ref-type="bibr" rid="ref104">Yu et al., 2012</xref>) were used for figure generation. For Sigora and MSigDB analyses, q-values were set at 0.05 using the Benjamini-Hochberg (BH) correction, and pathways or cellular compartments with a corrected <italic>p</italic>-value &#x2264; 0.05 were considered significant. Transcription factor analysis was completed using the Chea3 integrated mean ranking algorithm (<xref ref-type="bibr" rid="ref41">Keenan et al., 2019</xref>) for each timepoint.</p>
</sec>
<sec id="sec8">
<title>Western blotting</title>
<p>Confluent HBMECs in 6-well plates were exposed to <italic>in vitro</italic> grown VTP (3&#x00D7;10<sup>7</sup> <italic>T. pallidum</italic> per well), equally diluted IEC, or basal TpCM2 media for 12 and 24&#x202F;h with 3 biological replicates (defined as individual wells) per treatment condition. Cells were lysed for 30&#x202F;min on ice with gentle agitation in RIPA lysis buffer containing EDTA-free Protease inhibitor cocktail set 3 (Calbiochem, San Diego, CA) and PhosSTOP phosphatase inhibitor (Roche, Mississauga, ON) according to the manufacturer&#x2019;s instructions. For western blotting, protein concentrations were determined using a BCA assay (Thermo Fisher Scientific). Whole cell lysate (13.5&#x202F;&#x03BC;g per lane) was subjected to SDS-PAGE using Bolt 12% acrylamide gels (Thermo Fisher Scientific) and transferred to PVDF membrane (Millipore) via wet-transfer at 400&#x202F;mA for 2&#x202F;h, and blocked with Intercept TBS blocking buffer (Licor, Lincoln, NE). Rabbit Anti-Snail (CD15D3; 1:1000; Cell Signalling Technology, Danvers, MA; 3879S) and mouse anti-GAPDH (1:1000; Abcam, Ab8245) were used as primary antibodies, while the secondary antibodies used were goat anti-rabbit IgG IRDye 800CW (1:20,000) and goat anti-mouse IgG IR Dye 680RD (1:20,000; Licor). Detection and analysis were completed on a Licor Odyssey CLx using Licor Image Studio version 5.2. Data was tested for normality using a Shapiro-Wilks tests which determined that the data was consistent with normal distribution, and statistical analysis to determine increases in Snail abundance was completed using One-way ANOVA followed by Tukey&#x2019;s multiple comparisons testing.</p>
</sec>
<sec id="sec9">
<title><italic>Treponema pallidum</italic>-endothelial co-incubation and F-actin staining</title>
<p>hCMEC/d3 endothelial cells were seeded into black wall &#x03BC;Clear cell culture-treated bottom 96-well culture plates (Greiner Bio-one, Monroe, NC; 655090) at 24,000 cells/well and grown overnight as described above to achieve 90&#x2013;95% confluence. <italic>In vitro</italic> cultivated <italic>T. pallidum</italic> was cultured as described above, then VTP and IEC samples were generated as described above and diluted to 4.34&#x202F;&#x00D7;&#x202F;10<sup>6</sup> cells/mL in TpCM2 media, or equivalent dilution for IEC. For <italic>T. pallidum</italic>-HBMEC co-incubation, HBMEC media was removed, then replaced with 100&#x202F;&#x03BC;L of VTP, IEC, basal TpCM2 media, or 10&#x202F;nM bovine thrombin in TpCM2 (Thermo Fisher Scientific; RP-43104) in triplicate per condition, resulting in a multiplicity of infection (MOI) of 30 for VTP samples or equivalent dilution for IEC. Incubations were completed for 15&#x202F;min, 30&#x202F;min, or 2&#x202F;h after the addition of <italic>T. pallidum</italic>, and all incubations were performed at 34&#x202F;&#x00B0;C in a microaerophilic environment of 1.5% O<sub>2</sub>, 5% CO<sub>2</sub>, 93.5% N<sub>2</sub> in a HERAcell vios 160i incubator (Thermo Fisher Scientific). At the specified timepoints, <italic>T. pallidum-</italic>containing supernatants were removed and assessed for motility via darkfield microscopy, where <italic>T. pallidum</italic> motility remained greater than 80% for all timepoints. Simultaneously, HBMECs were washed 2x in pre-warmed PBS, fixed in 3.7% formaldehyde in PBS without methanol for 10&#x202F;min at RT, and washed 3x in pre-warmed PBS. Cells were permeabilized in 0.1% Triton 100-X for 5&#x202F;min, washed 3x in pre-warmed PBS, and blocked in PBS 1% bovine serum albumin (Thermo Fisher Scientific) for 1&#x202F;h at 37&#x202F;&#x00B0;C. Alexa fluor 488 Phalloidin (Thermo Fisher Scientific; A12379) stocks were resuspended in DMSO, then diluted to a 1x working solution in PBS with 3&#x202F;&#x03BC;M DAPI counterstain (4&#x2032;,6-diamidino-2-phenylindole; Sigma Aldrich). Fifty microliters of staining solution was added to each well, the plates were incubated at RT for 20&#x202F;min, washed 3x in warm PBS, and 100&#x202F;&#x03BC;L PBS was added to each well for imaging.</p>
</sec>
<sec id="sec10">
<title>Cell imaging and image processing</title>
<p>All cell imaging was performed on a Cytation 5 Imaging Reader (Agilent) with a 20x objective. For statistical analyses wells were imaged in the centre of each well in a 3&#x202F;&#x00D7;&#x202F;3 field of view square. Images underwent image pre-processing and image deconvolution, after which they were stitched into a single image using linear blending in Gen5 (Agilent; v3.12). All imaging was automated and completed at the same time, and with identical imaging conditions. HBMECs were identified (defined as &#x201C;objects&#x201D;) and were counted using the DAPI filter as a primary mask (7&#x2013;35&#x202F;&#x03BC;m). To determine HBMEC cellular boundaries, a secondary mask was set by expanding the primary DAPI mask (110&#x202F;&#x03BC;m) in the GFP (FITC; F-actin) channel using the threshold in mask method (FITC; F-actin); touching objects were split, objects contacting the border of the image were excluded, and gaps in masks were filled. Using the secondary mask, F-actin fluorescence intensity was determined within the boundaries of each object, the fluorescence intensity was calculated for each defined object, and the average object fluorescence intensity was calculated for each well. Significant increases in fluorescence intensity were determined by comparing mean object fluorescence intensity from 3 biological replicates (defined as individual wells) per sample condition. Data was tested for normality using a Shapiro-Wilks tests which determined that the data was consistent with normal distribution, and significance was determined using One-way ANOVA followed by Dunnett&#x2019;s multiple comparison, using HBMECs exposed to basal media as the baseline for statistical comparison.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<title>Results</title>
<sec id="sec12">
<title>Endothelial transcription was significantly altered during <italic>T. pallidum</italic> exposure</title>
<p>To identify HBMEC genes that were differentially expressed (DE) during <italic>T. pallidum</italic> exposure, RNA-Seq was conducted on five independent wells per treatment condition comparing a viable <italic>T. pallidum</italic> (VTP) exposure to an infection extract control (IEC) exposure at each timepoint. Briefly, these conditions corresponded to exposure to a VTP sample containing viable <italic>T. pallidum</italic> (viability confirmed by visual assessment of motile treponemes via darkfield microscopy), alongside exposure to an IEC sample where <italic>T. pallidum</italic> was removed using a centrifugation and filtration technique that retains background culture contaminants co-purified during <italic>T. pallidum</italic> harvest (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). Exposing HBMECs to <italic>T. pallidum</italic> significantly altered gene expression in the brain endothelial cells, where the number of DE genes with adjusted <italic>p</italic>-value of &#x003C; 0.05 and a fold-change (FC) cutoff of &#x00B1;1.5 were 11 at 45-min, 225 at 4-h, 490 at 12-h, and 1,753 at 24-h (<xref ref-type="fig" rid="fig2">Figures 2A</xref>&#x2013;<xref ref-type="fig" rid="fig2">D</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Considerable overlap in DE genes was observed between timepoints, where 311 genes were differentially expressed at both 12 and 24&#x202F;h, 52 genes were differentially expressed from 4&#x2013;24&#x202F;h, and 4 genes were differentially expressed at all timepoints (<xref ref-type="fig" rid="fig2">Figure 2E</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The number of DE genes in VTP versus EC-exposed cells increased with longer <italic>T. pallidum</italic> exposure times, and DE genes demonstrated significant overlap between timepoints. Volcano plots showing DE genes at <bold>(A)</bold> 45-min, <bold>(B)</bold> 4-h, <bold>(C)</bold> 12-h, and <bold>(D)</bold> 24-h exposures. Dotted lines denote a fold-change cutoff of &#x00B1;1.5, and an adjusted <italic>p</italic>-value cutoff of 0.05. Significant DE genes are blue, non-significant genes are light grey. The number of up- and downregulated genes per timepoint is shown above the plot. <bold>(E)</bold> Upset plot showing the intersection of DE genes between timepoints.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A-D display volcano plots showing gene expression changes with log2 fold-change on the x-axis and negative log10 adjusted p-value on the y-axis. Counts of downregulated and upregulated genes are indicated for each plot: A (Down: 1, Up: 10), B (Down: 142, Up: 83), C (Down: 249, Up: 241), D (Down: 856, Up: 897). Panel E presents an Upset plot illustrating intersection sizes of gene sets across four time points: forty-five minutes, four hours, twelve hours, and twenty-four hours.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec13">
<title><italic>Treponema pallidum</italic> exposure altered expression of transcription factors associated with cellular differentiation</title>
<p>Next, we completed Transcription factor (TF) enrichment and co-regulatory analyses (<xref ref-type="bibr" rid="ref41">Keenan et al., 2019</xref>) on each of the study timepoints to identify TFs that may be responsible for the observed changes in gene expression in HBMECs during <italic>T. pallidum</italic> exposure. Using an integrated mean ranking algorithm (<xref ref-type="bibr" rid="ref41">Keenan et al., 2019</xref>), local TF co-regulatory networks were generated for the top 10 TFs predicted to be most influential in regulating the expression of the DE genes at each timepoint (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">D</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Tables 2</xref><xref ref-type="supplementary-material" rid="SM3"/><xref ref-type="supplementary-material" rid="SM4">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM5">5</xref>). These analyses identified highly connected co-regulatory TF networks at each timepoint, all of which featured AP-1 (Activating Protein-1) subunits such as Fos, FosB, and Jun (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">D</xref>). Notably, the transcripts for <italic>FOS</italic>, <italic>FOSB</italic>, <italic>JUN</italic>, <italic>JUNB</italic>, and <italic>JUND</italic> were upregulated at one or more timepoints in this study (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). NR4A1 (Nuclear Receptor subfamily 4 group A member 1) and NR4A3 were also enriched at the 12- and 24-h timepoints, and transcripts encoding these TFs were significantly upregulated at all timepoints in the study (<xref ref-type="table" rid="tab1">Table 1</xref>). Transcription factors involved in the cellular differentiation processes of EndMT and Epithelial to mesenchymal transition (EMT) were also enriched at all timepoints, including HEY1 (Hes-related family bHLH transcription factor with YRPW motif 1), HEY2, BHLHE40 (Basic Helix&#x2013;Loop&#x2013;Helix Family Member e40), EGR1 (Early Growth Response 1), and EGR2 (<xref ref-type="table" rid="tab1">Table 1</xref>). Snail, the primary TF driving EndMT (<xref ref-type="bibr" rid="ref47">Kokudo et al., 2008</xref>; <xref ref-type="bibr" rid="ref19">Derada Troletti et al., 2019</xref>; <xref ref-type="bibr" rid="ref62">Ma et al., 2021</xref>) ranked among the top 10 most enriched TFs for all timepoints (<xref ref-type="supplementary-material" rid="SM2">Supplementary Tables 2</xref><xref ref-type="supplementary-material" rid="SM3"/><xref ref-type="supplementary-material" rid="SM4">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM5">5</xref>). Significantly increased <italic>SNAI1</italic> transcripts were observed in VTP-exposed HBMECs from 12- to 24-h (3.08, 3.11 FC, respectively), contrasting with minimal alteration of <italic>SNAI1</italic> transcripts in IEC-exposed HBMECs over the same period (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="fig" rid="fig4">Figure 4A</xref>). Western blot validation confirmed <italic>T. pallidum</italic> exposure induced Snail protein upregulation, with significantly higher protein abundance at 24&#x202F;h and increased protein abundance at 12&#x202F;h (VTP-versus IEC-exposed cells; <xref ref-type="fig" rid="fig4">Figures 4B</xref>,<xref ref-type="fig" rid="fig4">C</xref>). Collectively, these findings identify the early and sustained alteration of EndMT-associated TFs and their influence on HBMEC transcriptional responses to <italic>T. pallidum</italic> exposure.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Fold change of genes encoding transcription factors ranked by transcription factor enrichment analysis to be among the top 10 most influential transcription factors at one or more timepoints.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Gene</th>
<th align="center" valign="top">45&#x202F;min FC</th>
<th align="center" valign="top">5&#x202F;h FC</th>
<th align="center" valign="top">12&#x202F;h FC</th>
<th align="center" valign="top">24&#x202F;h FC</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle"><italic>ARID5A</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">2.55</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>ATF3</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">3.45</td>
<td align="center" valign="bottom">7.83</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>BHLHE40</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.75</td>
<td align="center" valign="bottom">1.54</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>CENPA</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.56</td>
<td align="center" valign="bottom">&#x2212;1.61</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>CREB5</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">3.02</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CSRNP1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">2.02</td>
<td align="center" valign="bottom">3.12</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>EGR1</italic></td>
<td align="center" valign="bottom">&#x2212;1.50</td>
<td/>
<td align="center" valign="bottom">10.44</td>
<td align="center" valign="bottom">2.13</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>FOS</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">6.25</td>
<td align="center" valign="bottom">1.75</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>FOSB</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">2.76</td>
<td align="center" valign="bottom">2.28</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>HEY2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">3.24</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>JUN</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.58</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle"><italic>NR4A1</italic></td>
<td align="center" valign="bottom">1.50</td>
<td align="center" valign="bottom">2.30</td>
<td align="center" valign="bottom">4.76</td>
<td align="center" valign="bottom">3.21</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NR4A3</italic></td>
<td align="center" valign="bottom">3.97</td>
<td align="center" valign="bottom">1.74</td>
<td align="center" valign="bottom">2.68</td>
<td align="center" valign="bottom">2.93</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>RELB</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.79</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>SNAI1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">3.08</td>
<td align="center" valign="bottom">3.11</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>TWIST1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.84</td>
<td align="center" valign="bottom">&#x2212;2.05</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Transcription factor enrichment revealed the top 10 most enriched TFs at each timepoint form highly connected co-regulatory networks. Shown are Chea3 transcription factor enrichment integrated mean analyses for the timepoints <bold>(A)</bold> 45-min, <bold>(B)</bold> 4-h, <bold>(C)</bold> 12-h, <bold>(D)</bold> 24-h. Edge (line) width represents the strength of interaction from chromatin immunoprecipitation sequencing (ChIPseq), co-expression, and co-occurrence data. Black arrowheads indicate the direction of co-regulation where ChIP-seq supports the direction of regulation, and undirected (no arrows) where only co-occurrence or co-expression data is available.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Gene regulatory network diagrams for four time intervals: A) 45 minutes, B) 4 hours, C) 12 hours, and D) 24 hours. Nodes represent genes and arrows indicate regulatory connections. Line width signifies connection strength. The arrangement and connections vary over time, illustrating dynamic changes in gene interactions.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p><italic>SNAI1</italic> gene and Snail protein expression was increased in HBMECs exposed to <italic>T. pallidum</italic>. <bold>(A)</bold> <italic>SNAI1</italic> (Snail) longitudinal expression plot showing log-transformed expression values at each timepoint for viable <italic>T. pallidum</italic> exposed cells (VTP; Blue) versus infection extract control (IEC; Red). Each data point represents an individual biological replicate. Analysis and figure generation completed using maSigPro (v1.74.0). <bold>(B)</bold> Temporal analysis of Snail protein expression in endothelial cells exposed to VTP, IEC, and Basal Media conditions. Each condition comprises three biological replicates, defined as individual tissue culture wells exposed to the treatment conditions. GAPDH was used as a loading control and for normalization. The 12- and 24-h timepoints were run on separate gels. Empty lanes separating different sample conditions (Basal, IEC, and VTP) were removed. <bold>(C)</bold> Quantification of Snail protein abundance normalized to GAPDH as a loading control. Quantitation was completed on a Licor Odyssey CLx using Licor Image Studio version 5.2. Significant differences in Snail abundance determined by one-way ANOVA followed by Tukey&#x2019;s multiple comparisons test, where comparisons were considered significant with a <italic>p</italic>-value&#x202F;&#x2264;&#x202F;0.05. indicates a <italic>p</italic>-value&#x202F;&#x2264;&#x202F;0.05, &#x002A;&#x002A; indicates a <italic>p</italic>-value&#x202F;&#x2264;&#x202F;0.01, &#x002A;&#x002A;&#x002A; indicates a <italic>p</italic>-value&#x202F;&#x2264;&#x202F;0.001, and &#x002A;&#x002A;&#x002A;&#x002A; indicates a <italic>p</italic>-value&#x202F;&#x2264;&#x202F;0.0001.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Graph A shows Snai1 gene expression over time, with VTP line increasing significantly and IEC line remaining constant. Image B depicts Western blots for GAPDH and Snail at 12 and 24 hours across Basal, IEC, and VTP conditions. In chart C, bar graphs illustrate Snail band intensity normalized to GAPDH, with VTP showing significantly higher intensity at both time points. Significant differences are marked by asterisks.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec14">
<title><italic>Treponema pallidum</italic> exposure altered pathways within the categories of gene expression, extracellular matrix organization, immune system, programmed cell death, and signal transduction</title>
<p>We next performed Sigora pathway overrepresentation analysis (<xref ref-type="bibr" rid="ref26">Foroushani et al., 2013</xref>) on up- and down-regulated genes at each timepoint to investigate pathways that are significantly overrepresented in <italic>T. pallidum</italic>-exposed HBMECs. Sigora uses Reactome database annotations (<xref ref-type="bibr" rid="ref30">Gillespie et al., 2022</xref>) and contextualizes pathway overrepresentation by weighting DE gene pairs that occur uniquely in a single pathway. The number of overrepresented pathways increased with time, with 1, 15, 19, and 46 significantly overrepresented pathways at 45-min, 4-, 12-, and 24-h, respectively. These investigations identified overrepresented cellular pathways within the categories of gene expression, extracellular matrix (ECM) organization, immune system, programmed cell death, disease, and signal transduction, and key pathways from these categories are highlighted below (<xref ref-type="fig" rid="fig5">Figures 5A</xref>&#x2013;<xref ref-type="fig" rid="fig5">D</xref>; <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM9">9</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p><italic>Treponema pallidum</italic> exposure altered transcription of genes involved in the categories of gene expression, extracellular matrix organization, immune system, programmed cell death, and signal transduction. Shown is a subset of overrepresented pathways in HBMECs exposed to <italic>T. pallidum</italic> that were upregulated (&#x0394;) and downregulated (&#x2207;) at the timepoints of <bold>(A)</bold> 45-min, <bold>(B)</bold> 4-h, <bold>(C)</bold> 12-h, <bold>(D)</bold> 24-h. The total number of genes for each timepoint is listed under each table. White stars on the pathway indicate that the pathway was both up- and downregulated, with the direction of arrow indicating the most statistically significant direction of regulation. The subset of overrepresented pathways included align with overarching functional categories described in the results. The full list of overrepresented pathways are listed in <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM9">9</xref>.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Clusters of biological processes are displayed in four panels (A, B, C, D) with triangular markers indicating upregulation or downregulation. Processes include gene expression, immune system functions, signal transduction, and others. Each panel represents the effects of varying exposure times of VTP versus IEC. The triangles vary in color and direction based on regulation type and significance levels, with panel D showing the most comprehensive data over a 24-hour exposure period.</alt-text>
</graphic>
</fig>
<p>Within the category of gene expression, we observed overrepresentation of pathways related to p53-mediated cell death and p53-mediated transcriptional regulation at the 4- to 24-h timepoints (<xref ref-type="fig" rid="fig5">Figures 5B</xref>&#x2013;<xref ref-type="fig" rid="fig5">D</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Tables 7</xref><xref ref-type="supplementary-material" rid="SM8">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM9">9</xref>). At the 12-h timepoint, pathways related to EndMT were upregulated, such as &#x201C;SMAD2/SMAD3: SMAD4 transcriptional regulation&#x201D; and &#x201C;regulation of PTEN gene expression&#x201D; (<xref ref-type="fig" rid="fig5">Figure 5B</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Table 7</xref>). We also observed dysregulation of pathways involved in ECM organization, with &#x201C;integrin signaling&#x201D; first downregulated at 4-h, followed by upregulation of additional ECM pathways (&#x201C;non-integrin membrane-ECM interactions,&#x201D; &#x201C;molecules associated with elastic fibres,&#x201D; and &#x201C;signaling by receptor tyrosine kinases&#x201D;) at 24-h (<xref ref-type="fig" rid="fig4">Figures 4D</xref>, <xref ref-type="fig" rid="fig5">5B</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Tables 7</xref>, <xref ref-type="supplementary-material" rid="SM9">9</xref>). Within the category of immunity, we observed downregulation of pathways in &#x201C;chemokine receptors bind chemokines&#x201D; and TNF and IFN signaling (4- and 12-h), suggesting inflammatory pathway downregulation (<xref ref-type="fig" rid="fig5">Figures 5B</xref>,<xref ref-type="fig" rid="fig5">C</xref>). While &#x201C;chemokine receptor signaling&#x201D; remained downregulated at 24-h, pathways involving TNF and IFN signaling were upregulated, indicating differential temporal regulation of these immune pathways in HBMECs exposed to <italic>T. pallidum</italic> (<xref ref-type="fig" rid="fig5">Figure 5D</xref>).</p>
<p>Within the category of signal transduction, we observed the pathway &#x201C;negative regulation of MAPK (Mitogen-Activated Protein Kinase)&#x201D; to be upregulated at 4- and 12-h, and &#x201C;RAF/MAP kinase cascade&#x201D; to be downregulated at 12-h, indicating the involvement of MAPK signaling in the endothelial response to <italic>T. pallidum.</italic> At the 24-h timepoint, overrepresented pathways within the category of signal transduction included &#x201C;downregulation of TGF&#x03B2; receptor signaling,&#x201D; and upregulation of &#x201C;NOTCH4 intracellular domain regulates transcription,&#x201D; &#x201C;signaling by receptor tyrosine kinases,&#x201D; and &#x201C;diseases of signal transduction,&#x201D; indicating the potential for <italic>T. pallidum</italic> to modulate a range of endothelial signaling pathways during exposure (<xref ref-type="fig" rid="fig5">Figure 5D</xref>). Further, pathways related to Rho GTPase activity were downregulated at 4- and 24-h, however the downregulated genes in these pathways are primarily GTPase-activating proteins (GAPs) which negatively regulate Rho GTPases (<xref ref-type="supplementary-material" rid="SM7">Supplementary Tables 7</xref>, <xref ref-type="supplementary-material" rid="SM9">9</xref>). Relatedly, the Rho GTPase-mediated pathway &#x201C;Sema4D induced cell migration and growth cone collapse&#x201D; and &#x201C;Rho GTPase activates NADPH oxidases&#x201D; were upregulated at 12- and 24-h, respectively (<xref ref-type="fig" rid="fig5">Figures 5C</xref>,<xref ref-type="fig" rid="fig5">D</xref>).</p>
<p>To identify temporal connections between overrepresented pathways, we next performed pathway network analysis at each timepoint, to identify pathway clusters and connections based on overlapping DE genes (<xref ref-type="fig" rid="fig6">Figures 6A</xref>&#x2013;<xref ref-type="fig" rid="fig6">D</xref>). Through this analysis we determined that the relationships between overrepresented pathways became more connected with longer <italic>T. pallidum</italic> exposures (<xref ref-type="fig" rid="fig6">Figures 6A</xref>&#x2013;<xref ref-type="fig" rid="fig6">D</xref>). At earlier timepoints, pathways formed distinct clusters which were separated into categories such as immune responses and signal transduction (<xref ref-type="fig" rid="fig6">Figures 6A</xref>&#x2013;<xref ref-type="fig" rid="fig6">C</xref>). The 24-h network showed the most connections within and between clusters of pathways, including connections between clusters belonging to different categories (<xref ref-type="fig" rid="fig6">Figure 6D</xref>), suggesting a converging transcriptional trajectory in <italic>T. pallidum</italic>-exposed HBMECs.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Overrepresented pathways in <italic>T. pallidum</italic>-exposed HBMECs became more connected with increased exposure duration. Visualization of networks of overrepresented Reactome pathways at <bold>(A)</bold> 45-min, <bold>(B)</bold> 4-h, <bold>(C)</bold> 12-h, <bold>(D)</bold> 24-h of exposure. Pathway connection is determined using the overlap of the genes assigned to each pathway to determine their similarity to one other. Each node represents a pathway, and the connection/edge connecting nodes was determined using a maximum Jaccard distance of 0.85. Significantly overrepresented pathways are represented by a solid-colored node and have an associated pathway title. The nodes with a colored border and white core are not significantly overrepresented. Nodes are colour-coded according to the legend by top-level pathway. The connections between pathways are represented by the thickness of the edge connecting each node.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Network diagrams display biological pathways over time labeled A, B, C, and D, corresponding to 45 minutes, 4 hours, 12 hours, and 24 hours. Each pathway is color-coded to represent functions like cell process, cell replication, signaling, tissue function, immune/homeostasis, metabolism, gene expression, and disease. A legend on the right clarifies the color codes for pathway functions.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec15">
<title><italic>Treponema pallidum</italic> exposure resulted in overrepresentation of hallmark gene sets in the categories of development, immune responses, cellular signaling, and cellular stress</title>
<p>To identify higher-order overrepresented transcriptional profiles in HBMECs exposed to <italic>T. pallidum</italic>, we performed hallmark molecular signature enrichment analysis using the MSigDB database (<xref ref-type="bibr" rid="ref52">Liberzon et al., 2015</xref>) on each study timepoint. Hallmark gene sets are curated and contextual, whereby gene function is considered for direction of regulation. Due to this context, and the higher-order approach to pathway analysis, hallmark gene sets can be both up- and downregulated at single timepoints. Through these analyses, we identified hallmark gene set overrepresentation within the categories of development, immune, signaling, and stress (<xref ref-type="fig" rid="fig7">Figures 7A</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>), supporting the results of the Sigora pathway overrepresentation analysis. Consistent with the pathway analysis, hallmark gene set enrichment also identified inflammatory gene sets to be downregulated. Additionally, the gene set &#x201C;TNF-<italic>&#x03B1;</italic> signaling through NF-&#x03BA;B&#x201D; was simultaneously up- and downregulated at all timepoints, resulting from concurrent differential regulation of genes belonging to these pathways (<xref ref-type="fig" rid="fig7">Figures 7A</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>). Further, the &#x201C;apoptosis&#x201D; gene set was overrepresented at all timepoints, although the direction of regulation varied (<xref ref-type="fig" rid="fig7">Figures 7B</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>). We also observed overrepresented gene sets within the signaling category, including downregulation of &#x201C;KRAS signaling UP&#x201D; from 4- to 24-h, and upregulation of both &#x201C;Wnt &#x03B2;-catenin signaling&#x201D; and &#x201C;NOTCH signaling&#x201D; at 24-h (<xref ref-type="fig" rid="fig7">Figures 7B</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Hallmark gene categories of development, immune responses, cellular signaling, and stress were enriched in <italic>T. pallidum</italic>-exposed HBMECs. Shown is a subset of overrepresented hallmark gene sets in HBMECs exposed to <italic>T. pallidum</italic> that were upregulated (&#x0394;) and downregulated (&#x2207;) at the timepoints of <bold>(A)</bold> 45-min, <bold>(B)</bold> 4-h, <bold>(C)</bold> 12-h, <bold>(D)</bold> 24-h. The total number of genes for each timepoint is listed under each table. White stars on the pathway indicate that the pathway was both up- and downregulated, with the direction of arrow indicating the direction of regulation with the lowest adjusted <italic>p</italic>-value. The subset of gene sets included align with overarching functional categories described in the results. The full list of overrepresented hallmark genesets are listed in <xref ref-type="supplementary-material" rid="SM10">Supplementary Tables 10</xref><xref ref-type="supplementary-material" rid="SM11"/><xref ref-type="supplementary-material" rid="SM12">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM13">13</xref>.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g007.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Clusters of hallmark molecular signatures are displayed in four panels (A, B, C, D) with triangular markers indicating upregulation or downregulation. Processes include Development, Immune, Signaling, and Stress. Each panel represents the effects of varying exposure times of VTP versus IEC. The triangles vary in color and direction based on regulation type and significance levels, with panel D showing the most comprehensive data over a 24-hour exposure period.</alt-text>
</graphic>
</fig>
<p>In support of the overrepresented TGF&#x03B2; and SMAD signaling pathways identified by Sigora pathway analysis, in the hallmark gene set &#x201C;TGF&#x03B2; signaling&#x201D; was also upregulated from 45-min to 12-h (<xref ref-type="fig" rid="fig7">Figures 7A</xref>&#x2013;<xref ref-type="fig" rid="fig7">C</xref>). Notably, the &#x201C;epithelial to mesenchymal transition (EMT)&#x201D; gene set was both up- and downregulated from 4- to 24-h, with upregulation being most significant at these timepoints (<xref ref-type="fig" rid="fig7">Figures 7A</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>). This bi-directional regulation reflects the dynamic regulation of this cellular process. Currently, there is no hallmark gene set for EndMT; however, EMT and EndMT have shared regulatory pathways (<xref ref-type="bibr" rid="ref85">Saito, 2013</xref>), and thus this analysis provides insight into the regulatory factors common to both pathways. Additional EMT- and EndMT-related hallmark gene sets were overrepresented at the 24-h timepoint, such as &#x201C;myogenesis&#x201D; and &#x201C;angiogenesis&#x201D; (<xref ref-type="fig" rid="fig7">Figure 7D</xref>; <xref ref-type="supplementary-material" rid="SM13">Supplementary Table 13</xref>). These data reinforce that EndMT-inducing pathways and gene sets, such as TGF&#x03B2;, SMAD, and NOTCH signaling, and <italic>SNAI1</italic> transcription/Snail protein expression were induced in HBMECs exposed to <italic>T. pallidum</italic>.</p>
<p>We observed that many genes involved in EndMT-related processes were DE, including upregulation of the SMAD negative regulator <italic>PMEPA1</italic> (Prostate transmembrane Protein Androgen Induced 1) and inhibitory <italic>SMAD7</italic>, as well as downregulation of activating <italic>SMAD3</italic>. Genes associated with <italic>SNAI1</italic> overexpression (<xref ref-type="bibr" rid="ref75">Pinto et al., 2018</xref>) were also DE, such as upregulation of the EndMT-promoting ECM component <italic>FBLN5</italic> (Fibulin-5), and downregulation of adhesion molecules (<xref ref-type="bibr" rid="ref51">Li et al., 2021</xref>) <italic>ICAM-1</italic> (Intercellular Adhesion Molecule 1), <italic>VCAM-1</italic> (Vascular Cell Adhesion Protein 1), as well as genes encoding junctional proteins, including <italic>CLDN1</italic> (Claudin-1), <italic>OCLN</italic> (Occludin), and <italic>ZO-2</italic> [Zona Occludens-2 (also known as <italic>TJP2</italic>)] (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). <italic>vWF</italic> (von Willebrand Factor), a secreted factor important for endothelial inflammation, angiogenesis, endothelial dysfunction, and adhesion of platelets and leukocytes to endothelial cells (<xref ref-type="bibr" rid="ref81">Randi and Laffan, 2017</xref>), was upregulated at the 12- and 24-h timepoints (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Mesenchymal marker transcripts (<xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>) were increased, including upregulation of <italic>SM22-&#x03B1;</italic> [Smooth Muscle Protein 22 Alpha (also called <italic>TAGLN</italic>)], <italic>&#x03B1;-SMA</italic> [Smooth Muscle Actin Alpha 2 (also called <italic>ACTA2</italic>)], <italic>Integrin-&#x03B2;3</italic>, <italic>ACTC1</italic> (Actin Alpha Cardiac Muscle 1), <italic>COL3A1</italic> (Collagen type III A1), <italic>COL4A1</italic>, <italic>COL4A2</italic>, <italic>POSTN</italic> (Periostin), and <italic>FN1</italic> (Fibronectin) (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). These data demonstrate that HBMECs exposed to <italic>T. pallidum</italic> undergo significant transcriptional alterations consistent with the process of EndMT, and identified the involvement of Snail in the host endothelial response to <italic>T. pallidum</italic>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Fold change of differentially expressed genes involved in EndMT and growth factor signaling.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Gene symbol</th>
<th align="center" valign="top">45&#x202F;min FC</th>
<th align="center" valign="top">4&#x202F;h FC</th>
<th align="center" valign="top">12&#x202F;h FC</th>
<th align="center" valign="top">24&#x202F;h FC</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom"><italic>ACTA2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.98</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ACTC1</italic></td>
<td/>
<td align="center" valign="bottom">4.03</td>
<td align="center" valign="bottom">4.46</td>
<td align="center" valign="bottom">3.76</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>BAMBI</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.61</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CCN2</italic></td>
<td/>
<td align="center" valign="bottom">1.60</td>
<td align="center" valign="bottom">1.98</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CLDN1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.76</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL3A1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.55</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL4A1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.84</td>
<td align="center" valign="bottom">2.09</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL4A2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.72</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>DUSP2</italic></td>
<td/>
<td align="center" valign="bottom">6.56</td>
<td align="center" valign="bottom">3.64</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>DUSP8</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.73</td>
<td align="center" valign="bottom">2.39</td>
<td align="center" valign="bottom">9.88</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>EDN1</italic></td>
<td/>
<td align="center" valign="bottom">1.59</td>
<td align="center" valign="bottom">3.06</td>
<td align="center" valign="bottom">2.69</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>FBLN5</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.67</td>
<td align="center" valign="bottom">2.09</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>FLT1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.61</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>FN1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.62</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ICAM1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.60</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ID1</italic></td>
<td align="center" valign="bottom">2.29</td>
<td align="center" valign="bottom">1.60</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ID2</italic></td>
<td align="center" valign="bottom">1.89</td>
<td align="center" valign="bottom">2.17</td>
<td/>
<td align="center" valign="bottom">1.66</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ID3</italic></td>
<td align="center" valign="bottom">1.70</td>
<td align="center" valign="bottom">1.61</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>IL11</italic></td>
<td align="center" valign="bottom">1.56</td>
<td align="center" valign="bottom">2.42</td>
<td align="center" valign="bottom">2.17</td>
<td align="center" valign="bottom">2.50</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ITGB3</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.52</td>
<td align="center" valign="bottom">1.57</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NECTIN4</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">6.42</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NEDD9</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">3.15</td>
<td align="center" valign="bottom">2.40</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NOX4</italic></td>
<td/>
<td align="center" valign="bottom">1.55</td>
<td align="center" valign="bottom">2.25</td>
<td align="center" valign="bottom">2.01</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>OCLN</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.68</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PDGFB</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">4.96</td>
<td align="center" valign="bottom">2.32</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PGF</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.81</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PMAIP1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.88</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PMEPA1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">2.97</td>
<td align="center" valign="bottom">3.15</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>POSTN</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.66</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>SMAD3</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.63</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>SMAD7</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.94</td>
<td align="center" valign="bottom">1.84</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>SNAI1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">3.08</td>
<td align="center" valign="bottom">3.11</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TAGLN</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.52</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TGFBR2</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.53</td>
<td align="center" valign="bottom">&#x2212;1.67</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TGFBR3</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;2.11</td>
<td align="center" valign="bottom">&#x2212;2.13</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TJP2</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.58</td>
<td align="center" valign="bottom">&#x2212;1.61</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>VCAM1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.41</td>
<td align="center" valign="bottom">&#x2212;3.94</td>
<td align="center" valign="bottom">&#x2212;2.53</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>VEGFA</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.67</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>VWF</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.52</td>
<td align="center" valign="bottom">1.72</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16">
<title>Growth factor pathways and genes involved in EndMT are altered in HBMECs exposed to <italic>T. pallidum</italic></title>
<p>We found that HBMECs exposed to <italic>T. pallidum</italic> demonstrated transcriptional alteration indicative of TGF&#x03B2; and SMAD signaling, as well as pathways that modify TGF&#x03B2; signaling such as NOTCH1, Wnt/&#x03B2;-catenin, and receptor tyrosine kinase (RTK) signaling, all of which contribute to EndMT (<xref ref-type="fig" rid="fig5">Figures 5</xref>, <xref ref-type="fig" rid="fig7">7</xref>; <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8"/><xref ref-type="supplementary-material" rid="SM9"/><xref ref-type="supplementary-material" rid="SM10"/><xref ref-type="supplementary-material" rid="SM11"/><xref ref-type="supplementary-material" rid="SM12">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM13">13</xref>). Importantly, TGF&#x03B2; signaling is controlled through feedback loops, particularly negative feedback, where genes induced by TGF&#x03B2; signal activation both attenuate the activity of TGF&#x03B2; signaling proteins and repress transcription of genes involved in TGF&#x03B2; signaling (<xref ref-type="bibr" rid="ref102">Yan et al., 2018</xref>). The findings in the current study are consistent with the activation and downstream regulation of TGF&#x03B2; signaling. Specifically, Sigora pathway analysis identified upregulation of the pathway &#x201C;SMAD2/SMAD3: SMAD4 heterotrimer regulates transcription&#x201D; at 12-h, which is the primary transcriptional response induced by TGF&#x03B2; signal activation (<xref ref-type="bibr" rid="ref102">Yan et al., 2018</xref>) (<xref ref-type="fig" rid="fig6">Figure 6C</xref>). Negative feedback was also evident through upregulation of the pathway &#x201C;downregulation of TGF&#x03B2; receptor signaling&#x201D; at 24-h, where the DE genes in this pathway are upregulated as a negative feedback response to TGF&#x03B2; signal activation (<xref ref-type="fig" rid="fig7">Figure 7D</xref>). Further, hallmark gene set analysis, which accounts for the context and function of DE genes, identified upregulation of TGF&#x03B2; signaling from 45-min to 12-h (<xref ref-type="fig" rid="fig7">Figures 7A</xref>&#x2013;<xref ref-type="fig" rid="fig7">C</xref>). These data indicate the activation and regulation of TGF&#x03B2; signaling pathways in the endothelial response to <italic>T. pallidum</italic>.</p>
<p>To further investigate these findings, we assessed the transcript level changes of specific growth factor genes involved in EndMT-activating and regulatory pathways. Specific DE genes within TGF&#x03B2; signaling include the downregulation of <italic>TGFBR</italic> (TGF&#x03B2; Receptor)-<italic>2</italic> and &#x2212;<italic>3</italic> at 12- and 24-h, and <italic>SMAD3</italic>, a prominent activating TF downstream of TGF&#x03B2; signaling, at the 4- and 12-h timepoints (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Expression of TGFBRs is negatively regulated by genes induced by TGF&#x03B2; signaling, such as the inhibitory <italic>SMAD</italic>7, which is induced by the SMAD2/SMAD3: SMAD4 dimer as a negative feedback mechanism (<xref ref-type="bibr" rid="ref101">Yan and Chen, 2011</xref>; <xref ref-type="bibr" rid="ref102">Yan et al., 2018</xref>) and was upregulated in this study (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Upregulation of additional TGF&#x03B2;-induced negative regulators (<xref ref-type="bibr" rid="ref102">Yan et al., 2018</xref>) was observed, including <italic>BAMBI</italic> (BMP and Activin Membrane Bound Inhibitor) at 24-h, and <italic>PMEPA1</italic> at 12- and 24-h (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Additional upregulated TGF&#x03B2;-induced genes (<xref ref-type="bibr" rid="ref96">Watanabe et al., 2010</xref>; <xref ref-type="bibr" rid="ref62">Ma et al., 2021</xref>) include <italic>ID</italic> (Inhibitor of DNA binding)<italic>-1</italic>, &#x2212;<italic>2</italic>, and &#x2212;<italic>3</italic>, and fibrosis regulator (<xref ref-type="bibr" rid="ref68">Nakerakanti et al., 2011</xref>) <italic>CCN2</italic> (Cellular Communication Network Factor 2) (<xref ref-type="table" rid="tab2">Table 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Upregulated genes that enhance TGF&#x03B2; and EndMT include <italic>EDN1</italic> (Endothelin-1) at 4- to 12-h, and <italic>POSTN</italic> (Periostin) that is involved in TGF&#x03B2;-induced EndMT/EMT through integrin-&#x03B2;3 signaling (<xref ref-type="bibr" rid="ref105">Yue et al., 2021</xref>), which was upregulated at 24-h (<xref ref-type="table" rid="tab2">Table 2</xref>). These data demonstrate the activation and regulation of TGF&#x03B2; signaling in HBMECs exposed to <italic>T. pallidum</italic>.</p>
<p>TGF&#x03B2; can also signal independently of SMADs, including through pathways involving MAPK cascades, GTPases, and Wnt/&#x03B2;-catenin (<xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>). In the current study, we observed significant overrepresentation of these signaling pathways at one or more timepoints, as determined by both Sigora and hallmark gene set overrepresentation analyses (<xref ref-type="fig" rid="fig5">Figures 5</xref>, <xref ref-type="fig" rid="fig7">7</xref>; <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8"/><xref ref-type="supplementary-material" rid="SM9"/><xref ref-type="supplementary-material" rid="SM10"/><xref ref-type="supplementary-material" rid="SM11"/><xref ref-type="supplementary-material" rid="SM12">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM13">13</xref>). Among these pathways, <italic>DUSP2</italic> (Dual Specificity Phosphatase 2) and <italic>DUSP8</italic> were among the most upregulated genes, indicating negative feedback of MAPK signaling (<xref ref-type="table" rid="tab2">Table 2</xref>). Other regulators in the EndMT and non-canonical TGF&#x03B2; pathways include the upregulation of <italic>NECTIN4</italic> and <italic>IL-11</italic>, the latter of which contributes to fibrosis and EndMT and was upregulated at all timepoints (<xref ref-type="table" rid="tab2">Table 2</xref>) (<xref ref-type="bibr" rid="ref88">Schafer et al., 2017</xref>; <xref ref-type="bibr" rid="ref67">Milara et al., 2022</xref>). Correspondingly, <italic>NOX4</italic> (NADPH oxidase 4), which mediates fibrosis and cellular differentiation downstream of IL-11 and TGF&#x03B2; (<xref ref-type="bibr" rid="ref18">Cucoranu et al., 2005</xref>), was upregulated from 4- to 12-h (<xref ref-type="table" rid="tab2">Table 2</xref>). Additionally, <italic>NEDD9</italic> (neural precursor cell expressed, developmentally down-regulated 9), a focal adhesion scaffold protein involved in transducing cell adhesion and integrin signaling through RTKs, as well as promoting EMT and cancer metastasis (<xref ref-type="bibr" rid="ref38">Jin et al., 2014</xref>), was significantly upregulated at 12 and 24&#x202F;h (<xref ref-type="table" rid="tab2">Table 2</xref>). Other growth factor signaling genes that contribute to EndMT were also upregulated, including <italic>PDGFB</italic> (Platelet-Derived Growth Factor B), <italic>VEGFA</italic> (Vascular Endothelial Growth Factor A), <italic>PGF</italic> (Placental Growth Factor), and <italic>FLT1</italic>, which encodes VEGF Receptor 1 (VEGFR1) (<xref ref-type="table" rid="tab2">Table 2</xref>). In alignment with the differential expression of growth factors and overrepresentation of growth factor signaling pathways and hallmark gene sets, RTK signaling pathways were significantly overrepresented at the 24-h timepoint (<xref ref-type="fig" rid="fig5">Figure 5D</xref>). Collectively, these data demonstrate the alteration and regulation of growth-factor signaling genes and pathways in HBMECs during <italic>T. pallidum</italic> contact.</p>
</sec>
<sec id="sec17">
<title>ECM regulatory factors, components, and pathways were dysregulated during <italic>T. pallidum</italic> exposure</title>
<p>In the current study, we found <italic>T. pallidum</italic>-exposed HBMECs exhibited significant transcriptional alterations of ECM constituents and regulatory proteins, accompanied by overrepresentation of ECM organization and signaling pathways at several timepoints (<xref ref-type="fig" rid="fig5">Figures 5B,D</xref>; <xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="supplementary-material" rid="SM7">Supplementary Tables 7</xref>, <xref ref-type="supplementary-material" rid="SM9">9</xref>). ECM components that were DE included upregulation of collagen subtypes <italic>3</italic>, <italic>4</italic>, <italic>5</italic>, <italic>7</italic> and <italic>27</italic>, and downregulation of <italic>COL5A3</italic> (<xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). The collagen receptor and EMT positive regulator (<xref ref-type="bibr" rid="ref95">Walsh et al., 2011</xref>), <italic>DDR2</italic> (Discoidin Domain Receptor 2), was also upregulated at 24-h, as were the ECM components <italic>LAMA1</italic> (Laminin subunit alpha 1) and <italic>FN1</italic> (Fibronectin) that have previously been shown to facilitate <italic>T. pallidum</italic> attachment to the endothelium (<xref ref-type="bibr" rid="ref8">Cameron, 2003</xref>; <xref ref-type="bibr" rid="ref9">Cameron et al., 2004</xref>; <xref ref-type="bibr" rid="ref6">Brinkman et al., 2008</xref>) (<xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Fold change of differentially expressed genes involved in ECM regulation and cell structure.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Gene symbol</th>
<th align="center" valign="top">45&#x202F;min FC</th>
<th align="center" valign="top">4&#x202F;h FC</th>
<th align="center" valign="top">12&#x202F;h FC</th>
<th align="center" valign="top">24&#x202F;h FC</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom"><italic>ADAM12</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.65</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ADAM32</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.72</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ADAM8</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.61</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ADAMTS10</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.81</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ADAMTS12</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.54</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ADAMTSL5</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.79</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CDC42BPG</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">4.61</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL27A1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.51</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL3A1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.55</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL4A1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.84</td>
<td align="center" valign="bottom">2.09</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL4A2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.72</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL5A1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.55</td>
<td align="center" valign="bottom">1.85</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>COL5A3</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.51</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>DDR2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.77</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>FN1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.62</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ITGAX</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;3.80</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ITGB3</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.52</td>
<td align="center" valign="bottom">1.57</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>ITGB8</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.29</td>
<td align="center" valign="bottom">&#x2212;2.91</td>
<td align="center" valign="bottom">&#x2212;2.12</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>LAMA1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.56</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>MMP1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.51</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>MMP25</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.47</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PLAT</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.79</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>RHOB</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">2.51</td>
<td align="center" valign="bottom">2.03</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>RHOD</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.56</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>RHOJ</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.57</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>RND1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.69</td>
<td align="center" valign="bottom">1.87</td>
<td align="center" valign="bottom">3.65</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>SERPINB2</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.77</td>
<td align="center" valign="bottom">&#x2212;3.46</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>SERPINE1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.79</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>We also observed genes encoding ECM modifying proteins to be both up- and downregulated, indicating the dysregulation of endothelial ECM homeostasis during <italic>T. pallidum</italic> exposure. These genes include those belonging to the primary ECM modifying protein families such as MMP (Matrix Metalloproteinase), <italic>ADAM</italic> (A Disintegrin And Metalloproteinases), <italic>ADAMTS</italic> (A Disintegrin And Metalloproteinases with ThromboSpondin Motifs), and <italic>ADAMTSL</italic> (ADAMTS-Like proteinases) (<xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). We also observed dysregulation of the plasmin regulation, including upregulation of the endothelial plasminogen activator <italic>PLAT</italic> [Tissue-type plasminogen activator (also known as <italic>tPA</italic>)]. Other related genes included downregulation of the inhibitor of <italic>tPA SERPINB2</italic> [Plasminogen activator inhibitor-2 (also known as PAI-2)], and upregulation of <italic>SERPINE1</italic> [plasminogen activator inhibitor-1 (also known as PAI-1)] (<xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Notably, <italic>SERPINE1</italic> (PAI-1) expression is induced by TGF&#x03B2; and Rho/ROCK activation (<xref ref-type="bibr" rid="ref86">Samarakoon et al., 2008</xref>). Conversely, <italic>SERPINB2</italic> is downregulated in response to TGF&#x03B2; (<xref ref-type="bibr" rid="ref24">Elsafadi et al., 2017</xref>). These findings demonstrate that <italic>T. pallidum</italic> exposure induces significant alterations in transcript levels of key ECM components, regulators of ECM deposition and degradation, and activators/inhibitors of the blood plasminogen/plasmin system. Further, these data highlight the importance of the ECM as a signaling and regulatory interface during <italic>T. pallidum</italic>-host interactions.</p>
</sec>
<sec id="sec18">
<title><italic>Treponema pallidum</italic> exposure dysregulated cytoskeletal and junction regulatory pathways and altered HBMEC cellular morphology</title>
<p>In our dataset we observed that pathways involving Rho GTPase activity, as well as those that interact with or modulate Rho signaling, such as RTK, ECM, and integrin signaling, were significantly overrepresented at one or more timepoints (<xref ref-type="fig" rid="fig5">Figures 5</xref>, <xref ref-type="fig" rid="fig7">7D</xref>; <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM9">9</xref>, <xref ref-type="supplementary-material" rid="SM13">13</xref>). Consistent with the overrepresented Rho signaling pathways, Rho GTPases <italic>RHOB</italic>, <italic>RHOD</italic>, <italic>RND1</italic> (Rho family GTPase 1) were upregulated, and <italic>RHOJ</italic> was downregulated (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Cdc42 regulators were also DE, including upregulation of the Cdc42-activating protein <italic>CDC42BPG</italic> (Cdc42 binding protein kinase gamma). Several integrins were DE, including upregulation of <italic>ITG&#x0392;3</italic> at 12- and 24-h, and downregulation of <italic>ITGAX</italic> and <italic>ITG&#x0392;8</italic> (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). These findings highlight the dysregulation of Rho GTPases, integrins, and regulators of endothelial junctional dynamics during <italic>T. pallidum</italic> contact.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Fold change of differentially expressed genes involved in immunity and cell death.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">
<italic>Gene symbol</italic>
</th>
<th align="center" valign="top">45&#x202F;min FC</th>
<th align="center" valign="top">4&#x202F;h FC</th>
<th align="center" valign="top">12&#x202F;h FC</th>
<th align="center" valign="top">24&#x202F;h FC</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom"><italic>BBC3</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.75</td>
<td/>
<td align="center" valign="bottom">3.03</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>BCL2A1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.74</td>
<td align="center" valign="bottom">&#x2212;1.91</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>BCL2L11</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">1.63</td>
<td align="center" valign="bottom">2.18</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CASP1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.60</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CASP8</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.76</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CCL2</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.03</td>
<td align="center" valign="bottom">&#x2212;2.84</td>
<td align="center" valign="bottom">&#x2212;7.57</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CCL20</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.13</td>
<td align="center" valign="bottom">&#x2212;1.70</td>
<td align="center" valign="bottom">&#x2212;1.86</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CSF1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.57</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CSF2</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;3.85</td>
<td align="center" valign="bottom">&#x2212;1.98</td>
<td align="center" valign="bottom">&#x2212;2.39</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>CSF3</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.31</td>
<td align="center" valign="bottom">&#x2212;1.96</td>
<td align="center" valign="bottom">&#x2212;2.53</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>IFNB1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">3.94</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>IKBKE</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.60</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>IRF1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;2.13</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NFKB1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.71</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>NFKB2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.56</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>PMEPA1</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">2.97</td>
<td align="center" valign="bottom">3.15</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TCIM</italic></td>
<td/>
<td align="center" valign="bottom">2.20</td>
<td align="center" valign="bottom">4.33</td>
<td align="center" valign="bottom">5.12</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFRSF10C</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">2.38</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFRSF1B</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.93</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFRSF9</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.97</td>
<td align="center" valign="bottom">&#x2212;1.78</td>
<td align="center" valign="bottom">2.23</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF10</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;2.04</td>
<td align="center" valign="bottom">&#x2212;2.10</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF11</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;2.14</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF13B</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;2.21</td>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF15</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.99</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF18</italic></td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;2.05</td>
<td align="center" valign="bottom">&#x2212;2.83</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF4</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.63</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TNFSF9</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.79</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TP53INP1</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.51</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TRAF1</italic></td>
<td/>
<td align="center" valign="bottom">&#x2212;1.91</td>
<td/>
<td align="center" valign="bottom">3.85</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TRAF2</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.59</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TRAF4</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">1.60</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>TRAF5</italic></td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2212;1.58</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To further investigate the activation of Rho GTPase signaling in endothelial cells during <italic>T. pallidum</italic> exposure, we performed fluorescent F-actin staining of <italic>T. pallidum</italic>-exposed HBMECs (<xref ref-type="fig" rid="fig8">Figure 8</xref>). A subset of HBMECs exposed to <italic>T. pallidum</italic> for 15 and 30&#x202F;min exhibited a contracted cellular morphology, featuring prominent cortical actin rings and slight membrane blebbing (<xref ref-type="fig" rid="fig8">Figures 8A</xref>,<xref ref-type="fig" rid="fig8">B</xref>). Mean F-actin fluorescence intensity per cell was significantly higher in HBMECs exposed to <italic>T. pallidum</italic> compared to those exposed to basal media. Similarly, HBMECs treated with a biologically relevant concentration of thrombin showed a trend toward increased fluorescence intensity and displayed a contracted morphology with cortical actin ring formation, resembling the response observed in <italic>T. pallidum</italic>-exposed cells (<xref ref-type="fig" rid="fig8">Figures 8A</xref>&#x2013;<xref ref-type="fig" rid="fig8">D</xref>). HBMECs exposed to IEC exhibited moderate contraction and a trend toward increased fluorescence intensity, indicating a cellular response to background components in the <italic>T. pallidum</italic> culture media. These findings highlight the pronounced response of HBMECs to viable <italic>T. pallidum.</italic> These alterations had dissipated at the 2-h timepoint, suggesting a temporal and reversible cellular response to <italic>T. pallidum</italic> engagement (<xref ref-type="fig" rid="fig8">Figure 8C</xref>). Additionally, the observed changes in cellular morphology precede alterations in transcription of cell-structure related genes and pathways, which was first observed at the 4-h timepoint. In summary, our transcriptomic analyses identified integrin/non-integrin, ECM, RTK, and Rho GTPase signaling pathways as significantly overrepresented in <italic>T. pallidum</italic>-exposed HBMECs. Microscopy analyses supported these findings by demonstrating HBMEC F-actin contraction during <italic>T. pallidum</italic> exposure, with viable <italic>T. pallidum</italic> inducing endothelial actin cytoskeletal alterations within minutes of contact.</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>HBMECs exposed to <italic>T. pallidum</italic> displayed a temporal contraction of F-actin, and increased F-actin fluorescence intensity. <bold>(A&#x2013;C)</bold> Fluorescent phalloidin F-actin (Green) staining of HBMECs exposed to basal TpCM2 media, or 10&#x202F;nM bovine thrombin, infection extract control (IEC), and viable <italic>T. pallidum</italic> (VTP). Exposures occurred for <bold>(A)</bold> 15&#x202F;min, <bold>(B)</bold> 30&#x202F;min, <bold>(C)</bold> 2&#x202F;h. HBMECs were counterstained with DAPI (Blue). Images were taken in the center of each well using a 20&#x00D7; objective lens. In the lower left side of each panel an inset shows a magnified region of the image, and the location of the original image used for magnification is shown by a dotted box. Scale bar represents 200&#x202F;&#x03BC;m. <bold>(D,E)</bold> Plots showing image quantitation; images were taken in an automated 3&#x202F;&#x00D7;&#x202F;3 grid in the center of each well using a 20&#x00D7; objective lens, then stitched linearly to form a single image. Quantified mean object F-actin fluorescence intensity of HBMECs at <bold>(D)</bold> 15- and <bold>(E)</bold> 30-min of exposure. Each data point represents a biological replicate, which is defined here as an independently treated and imaged well. Significant differences were determined by one-way ANOVA followed by Dunnetts multiple comparison between each condition and the basal media-exposed condition. <italic>p</italic>-values &#x003C; 0.05 were considered significant. Error bars indicate the mean with standard deviation. ns&#x202F;=&#x202F;not significant, &#x002A; indicates a <italic>p</italic>-value &#x2264; 0.05.</p>
</caption>
<graphic xlink:href="fmicb-16-1649738-g008.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Fluorescence microscopy images and graphs depicting cellular response over time. Panels A-C display cells treated with Basal, Thrombin, IEC, and VTP at 15 minutes, 30 minutes, and 2 hours. Insets highlight cell morphology. Graphs D and E show mean object fluorescence for 15 minutes and 30 minutes across conditions, with statistical markers indicating significance with asterisks and "ns" for non-significant differences.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec19">
<title><italic>Treponema pallidum</italic> exposure altered interferon, tumor necrosis factor, and inflammatory immune responses</title>
<p>We identified significant dysregulation of immune signaling pathways based on both Sigora and hallmark gene set analyses. Sigora pathway analysis identified the downregulation of chemokine receptor signaling from 4 to 12&#x202F;h and the downregulation of IFN gamma and TNF signaling pathways at the 4- and 12-h timepoints, followed by upregulation of TNF and IFN alpha/beta signaling at 24&#x202F;h (<xref ref-type="fig" rid="fig5">Figures 5A</xref>&#x2013;<xref ref-type="fig" rid="fig5">D</xref>). Additionally, hallmark gene set analysis identified dysregulation of inflammatory responses from 4- to 24-h (<xref ref-type="fig" rid="fig7">Figures 7B</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>). Downregulated genes within these pathways included monocyte recruiting and activating cytokines/chemokines, such as monocyte chemoattractant protein 1 (<italic>MCP-1</italic> or <italic>CCL2</italic>), <italic>CCL20</italic> (Chemokine C-C motif 20), and colony-stimulating factors (<italic>CSF</italic>)-<italic>1</italic>, <italic>CSF2</italic>, and <italic>CSF3</italic> (<xref ref-type="fig" rid="fig5">Figures 5B</xref>&#x2013;<xref ref-type="fig" rid="fig5">D</xref>). IFN immune signaling genes included downregulation of <italic>IRF1</italic> (Interferon regulatory factor 1), and upregulation of <italic>IFNB1</italic> (IFN-&#x03B2;) (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>).</p>
<p>TNF hallmark gene sets were differentially regulated at all timepoints in the present study, where the &#x201C;TNF-&#x0251; signaling through NF-&#x03BA;B&#x201D; gene set demonstrated both significant up- and downregulation, reflecting the diverse roles of differentially expressed genes within these pathways (<xref ref-type="fig" rid="fig5">Figures 5</xref>, <xref ref-type="fig" rid="fig7">7</xref>; <xref ref-type="supplementary-material" rid="SM6">Supplementary Tables 6</xref><xref ref-type="supplementary-material" rid="SM7"/><xref ref-type="supplementary-material" rid="SM8"/><xref ref-type="supplementary-material" rid="SM9"/><xref ref-type="supplementary-material" rid="SM10"/><xref ref-type="supplementary-material" rid="SM11"/><xref ref-type="supplementary-material" rid="SM12">&#x2013;</xref><xref ref-type="supplementary-material" rid="SM13">13</xref>). Indeed, genes encoding TNF receptors (TNFRs) were downregulated from 4- to 12-h and were both up- and downregulated at 24-h (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). TNFR adaptors such as the TRAF (TNF-receptor-associated factor) family exhibited differential expression, primarily at the 24-h timepoint (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Immune signaling genes downstream of both IFN and TNF, such as the NF-&#x03BA;B factors <italic>TCIM</italic> (Transcriptional and Immune Response Regulator), <italic>NFKB1</italic>, <italic>NFKB2</italic>, and <italic>RelB</italic>, were upregulated, while the NF-&#x03BA;B inhibitor <italic>IKBKE</italic> (Inhibitor of nuclear factor Kappa-B Kinase subunit Epsilon) was downregulated (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Collectively these findings indicate <italic>T. pallidum</italic> exposure alters TNF, IFN signaling, NF-&#x03BA;B signaling and the endothelial immune response to <italic>T. pallidum</italic>.</p>
</sec>
<sec id="sec20">
<title>Endothelial cell death and viability signaling is altered during <italic>T. pallidum</italic> exposure</title>
<p>In this study, we also found cell death signaling pathways to be overrepresented in both Sigora and hallmark gene set analyses. The apoptosis hallmark gene set was downregulated at 4- and 12-h and was simultaneously up- and downregulated at 24-h, though upregulation was more significant (<xref ref-type="fig" rid="fig7">Figures 7B</xref>&#x2013;<xref ref-type="fig" rid="fig7">D</xref>). Many pro-apoptotic factors within these pathways were DE, including upregulation of pro-apoptotic genes <italic>PMAIP1</italic> (Phorbol-12-Myristate-13-Acetate-Induced Protein 1 [also known as Noxa]), <italic>BBC3</italic> (Bcl-2 Binding Component 3 [also known as Puma]), and <italic>BCL2L11</italic> (Bcl-2 like 11 [also known as <italic>BIM</italic>]), and downregulation of the anti-apoptotic factor <italic>BCL2A1</italic> (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>). Sigora pathway analysis identified overrepresentation of pathways related to cell death signaling through p53 at the 24-h timepoint, where DE genes involved in p53-mediated cell death include upregulation of pro-apoptotic genes <italic>TP73</italic> (Tumor Protein 73), and <italic>TP53INP1</italic> (Tumor Protein p53 Inducible Nuclear Protein 1). Finally, key apoptosis activators <italic>CASP8</italic> (Caspase 8) and <italic>CASP1</italic> were downregulated at 24-h (<xref ref-type="table" rid="tab4">Table 4</xref>). These findings demonstrate the dysregulation of apoptotic signaling through intrinsic cell death pathways, such as p53, BH3-only, and through interference with CASP8-regulated cell death signaling.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<title>Discussion</title>
<p>In this study we investigated the molecular landscape of <italic>T. pallidum</italic>-host interactions through global time-course transcriptomic analyses of HBMECs exposed to viable <italic>T. pallidum.</italic> A prominent transcriptional signature that was observed in this study was endothelial to mesenchymal transition (EndMT), a cellular transformation whereby endothelial cells transition across, or between, intermediary mesenchymal phenotypes (<xref ref-type="bibr" rid="ref69">Nieto et al., 2016</xref>; <xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>). Overrepresentation of EndMT pathways or hallmark gene sets, or factors that induce this response, were observed at all timepoints in the study. Further, hallmark gene sets of cellular processes involved in EndMT were overrepresented at the 24-h timepoint, namely angiogenesis and myogenesis. Consistent with these findings, endothelial markers were downregulated, while mesenchymal markers were upregulated in HBMECs exposed to <italic>T. pallidum</italic> (<xref ref-type="bibr" rid="ref13">Cho et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>). TF enrichment analysis, which identifies TFs that may be responsible for the observed changes in gene expression, indicated that highly connected networks of EndMT-related TFs were enriched across all timepoints. These networks include the essential EndMT-driving TF Snail (<xref ref-type="bibr" rid="ref47">Kokudo et al., 2008</xref>; <xref ref-type="bibr" rid="ref19">Derada Troletti et al., 2019</xref>), which was increased in expression on both the transcript and protein levels in HBMECs exposed to <italic>T. pallidum</italic>. Snail upregulation has been shown to promote endothelial permeability and barrier traversal of other bloodborne pathogens (<xref ref-type="bibr" rid="ref44">Kim et al., 2015</xref>; <xref ref-type="bibr" rid="ref103">Yang et al., 2016</xref>), and the processes of EndMT and EMT have been proposed to be critical for disrupting endothelial barrier integrity during infectious disease-induced inflammatory conditions (<xref ref-type="bibr" rid="ref34">Hofman and Vouret-Craviari, 2012</xref>; <xref ref-type="bibr" rid="ref13">Cho et al., 2018</xref>). In a non-infectious disease context, EndMT promotes tumor cell metastasis during, and prior to, tumor cell-endothelial engagement, facilitating invasion of tumor cells into tissues (<xref ref-type="bibr" rid="ref73">Peinado et al., 2017</xref>). Shared mechanisms of dissemination between the metastasis of cancer cells and invasive bacteria have been proposed previously (<xref ref-type="bibr" rid="ref8">Cameron, 2003</xref>; <xref ref-type="bibr" rid="ref49">L&#x00E4;hteenm&#x00E4;ki et al., 2005</xref>; <xref ref-type="bibr" rid="ref14">Church et al., 2019</xref>), and it is plausible that <italic>T. pallidum</italic> employs convergent mechanisms to disseminate.</p>
<p>Fibrosis and endothelial fibrotic dysregulation, as observed in obliterative endarteritis (<xref ref-type="bibr" rid="ref10">Carlson et al., 2011</xref>) or syphilis-induced vasculitis (Heubner&#x2019;s arteritis) (<xref ref-type="bibr" rid="ref35">Holland et al., 1986</xref>; <xref ref-type="bibr" rid="ref3">Asdaghi et al., 2007</xref>), are common manifestations of syphilis that can lead to vascular occlusion, tissue ischemia, and infarction (<xref ref-type="bibr" rid="ref10">Carlson et al., 2011</xref>). Fibrotic dysregulation of endothelial sites (<xref ref-type="bibr" rid="ref64">Mao et al., 2018</xref>; <xref ref-type="bibr" rid="ref16">Corr&#x00EA;a et al., 2023</xref>) and retinal vasculitis/fibrosis (<xref ref-type="bibr" rid="ref66">Mendelsohn and Jampol, 1984</xref>; <xref ref-type="bibr" rid="ref5">Bollemeijer et al., 2016</xref>) are frequently reported during meningovascular syphilis. Endothelial phenotype modifications have also been documented, where corneal endothelial cells develop a fibroblast-like phenotype with an altered ECM composition (<xref ref-type="bibr" rid="ref40">Kawaguchi et al., 2001</xref>). EndMT is an important contributor to vascular and fibrotic disease (<xref ref-type="bibr" rid="ref106">Zeisberg et al., 2007</xref>; <xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>), including through dysregulation of the ECM. The identification of an overarching EndMT transcriptional profile in this study supports clinical observations of endothelial fibrotic involvement during syphilis and identifies a potential functional role for EndMT in weakening cell&#x2013;cell junctions, <italic>T. pallidum</italic> dissemination, and syphilis disease manifestations.</p>
<p>Pathway overrepresentation analysis revealed significant alterations in EndMT-inducing signaling pathways and hallmark gene sets, including canonical and non-canonical TGF&#x03B2;, SMAD, &#x03B2;-catenin, NOTCH, NF-&#x03BA;B, and RTK pathways. Indicators of TGF&#x03B2; activation that induce or potentiate EndMT (<xref ref-type="bibr" rid="ref98">Wermuth et al., 2016</xref>; <xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>; <xref ref-type="bibr" rid="ref105">Yue et al., 2021</xref>) were upregulated, including <italic>NOTCH1</italic>, <italic>IL-11</italic>, <italic>POSTN</italic>, and <italic>EDN1</italic>. Also upregulated were <italic>Nectin-4</italic>, an adherens junction component that promotes EMT through &#x03B2;-catenin/Wnt (<xref ref-type="bibr" rid="ref70">Noyce et al., 2011</xref>; <xref ref-type="bibr" rid="ref90">Siddharth et al., 2017</xref>), and <italic>TCIM</italic> that positively regulates &#x03B2;-catenin, endothelial permeability, and MAPK immune signaling (<xref ref-type="bibr" rid="ref45">Kim et al., 2009</xref>). TGF&#x03B2; negative-feedback regulation, which is activated downstream of TGF&#x03B2; pathway activation (<xref ref-type="bibr" rid="ref102">Yan et al., 2018</xref>), was evident through elevated transcripts of inhibitory <italic>SMAD7</italic>, SMAD negative regulators <italic>PMEPA1</italic>, <italic>ID1</italic>, <italic>ID2</italic>, and <italic>ID3</italic>, and decreased transcript levels for TGF&#x03B2; activators <italic>SMAD3</italic>, <italic>TGFBR2</italic>, and <italic>TGFBR3</italic>. In parallel, upregulation of <italic>PDGFB</italic>, <italic>PGF</italic>, and <italic>VEGFA</italic> indicated that growth factor activity is altered during <italic>T. pallidum</italic>-endothelial engagement.</p>
<p>The observation of TGF&#x03B2; activation is consistent with a prior study showing a slight upregulation of TGF&#x03B2; transcripts in skin biopsies from individuals with secondary syphilis compared to healthy controls (<xref ref-type="bibr" rid="ref17">Cruz et al., 2012</xref>). The altered hallmark gene sets observed in the current study are also consistent with previous investigations showing that individual <italic>T. pallidum</italic> proteins induce EndMT-related signaling pathways within host cells. Responses include Tp1038 (TpF1) eliciting VEGF/growth-factor-like activity on human umbilical vein endothelial cells (HUVECs) (<xref ref-type="bibr" rid="ref77">Pozzobon et al., 2016</xref>), and Tp0136 inducing fibronectin-mediated integrin-&#x03B2;1 signaling and subsequent microvascular endothelial cell migration (<xref ref-type="bibr" rid="ref61">Luo et al., 2020</xref>). Immune secretion studies have also shown that HBMECs exposed to <italic>T. pallidum</italic> demonstrate increased VEGF secretion (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). These findings contextualize the observation that rabbits immunized with a tri-antigen vaccine cocktail comprised of vascular adhesin Tp0751 (<xref ref-type="bibr" rid="ref39">Kao et al., 2017</xref>) and conserved regions of select <italic>T. pallidum</italic> repeat (Tpr) proteins (<xref ref-type="bibr" rid="ref29">Giacani et al., 2010</xref>) exhibit decreased TGF&#x03B2; transcripts in primary chancres and reduced <italic>T. pallidum</italic> dissemination following <italic>T. pallidum</italic> challenge, compared to challenged unimmunized rabbits (<xref ref-type="bibr" rid="ref59">Lukehart et al., 2022</xref>). Reduced TGF&#x03B2; expression would dampen EndMT-promoting signaling at primary chancre sites, thereby reducing the pathology associated with inflammation and endothelial remodeling and attenuating <italic>T. pallidum</italic> dissemination in immunized animals.</p>
<p>Genes and pathways that regulate ECM organization were significantly enriched in the current study, including genes encoding the MMP, ADAM, and ADAML family of matrix proteinases. Previous investigations reported that <italic>T. pallidum</italic> influences the MMP/Tissue inhibitors of metalloproteinases (TIMP) equilibrium in differentiated THP-1 cells (<xref ref-type="bibr" rid="ref53">Lin et al., 2019</xref>), and that <italic>T. pallidum</italic> proteins Tp0136 and Tp0574 (Tp47) alter the MMP/TIMP balance in human dermal vascular smooth muscle cells (HDVSMCs) (<xref ref-type="bibr" rid="ref7">Cai et al., 2022</xref>) and HUVECs (<xref ref-type="bibr" rid="ref28">Gao et al., 2019</xref>). Notably, Tp0136 was shown to alter MMP expression through the PI3K and MAPK signaling cascades (<xref ref-type="bibr" rid="ref7">Cai et al., 2022</xref>), pathways involved in non-canonical TGF&#x03B2; signaling (<xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>) that were also found to be altered in the present study. These findings also support the previous report that HBMECs exposed to <italic>T. pallidum</italic> displayed reduced abundance of multiple ECM proteins (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>).</p>
<p>Reports in the literature demonstrate that integrin, ECM signaling, and Rho GTPase regulatory pathways can be exploited by invasive pathogenic bacteria to promote epithelial or endothelial barrier traversal (<xref ref-type="bibr" rid="ref76">Popoff, 2014</xref>), whereby pathogenic bacteria utilize ECM components as bridging molecules to engage host receptors (<xref ref-type="bibr" rid="ref93">Talay et al., 2000</xref>; <xref ref-type="bibr" rid="ref89">Schwarz-Linek et al., 2003</xref>). Growth factor and ECM signaling are cooperative, since ECM constituents can coordinate integrin and RTK signaling (<xref ref-type="bibr" rid="ref63">Maldonado and Hagood, 2021</xref>). In the current study, integrin interactions, ECM organization, and Rho GTPase pathways were overrepresented in HBMECs exposed to <italic>T. pallidum</italic>. The ability of <italic>T. pallidum</italic> and its constituent proteins to bind ECM components has been well-established (<xref ref-type="bibr" rid="ref8">Cameron, 2003</xref>; <xref ref-type="bibr" rid="ref9">Cameron et al., 2004</xref>; <xref ref-type="bibr" rid="ref6">Brinkman et al., 2008</xref>; <xref ref-type="bibr" rid="ref39">Kao et al., 2017</xref>; <xref ref-type="bibr" rid="ref54">Lithgow et al., 2020</xref>; <xref ref-type="bibr" rid="ref78">Primus et al., 2020</xref>). Previous work demonstrated that <italic>T. pallidum</italic> fibronectin binding proteins can signal through integrins (<xref ref-type="bibr" rid="ref61">Luo et al., 2020</xref>), and that <italic>T. pallidum</italic> adherence to endothelial cells and fibronectin is reduced in the presence of peptides containing the arginine-glycine-aspartic acid (RGD) cell binding motif found in fibronectin (<xref ref-type="bibr" rid="ref50">Lee et al., 2003</xref>). Integrins were DE in this study, including upregulation of RGD motif-binding integrin <italic>ITGB3</italic>, which is involved in host-pathogen signal transduction (<xref ref-type="bibr" rid="ref65">McDonnell et al., 2016</xref>; <xref ref-type="bibr" rid="ref57">Ludwig et al., 2021</xref>). Relatedly, we observed that <italic>T. pallidum</italic>-exposed HBMECs displayed increased F-actin signal intensity and a rounded morphology alongside a prominent cortical actin ring, which are hallmarks of RhoA activation (<xref ref-type="bibr" rid="ref94">Vouret-Craviari et al., 1998</xref>). These morphological alterations occurred within 15-min of <italic>T. pallidum</italic> exposure, whereas cell-structure signaling pathways were first observed to be altered at 4-h. These data indicate that <italic>T. pallidum</italic> engagement with endothelial cells results in immediate alteration in cellular signaling, which is followed by transcriptional alteration during prolongued contact. Alternatively, transcriptional alterations may be initiated at the 45-min timepoint but not meet the fold change cut-off. Activation of RhoA downstream of <italic>T. pallidum</italic>-ECM interactions and subsequent enhancement of endothelial traversal has been previously proposed (<xref ref-type="bibr" rid="ref80">Quintero et al., 2015</xref>; <xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>), and it has been shown that select <italic>T. pallidum</italic> proteins induce F-actin reorganization through Rho-associated protein kinase (ROCK)-regulated signaling in HUVECs (<xref ref-type="bibr" rid="ref108">Zhang et al., 2014</xref>). In a similar study, human dermal lymphatic endothelial cells (HDLECs) exposed to the pathogenic spirochete <italic>Leptospira interrogans</italic> sv. Copenhageni displayed increased F-actin localization and intensity around the cell periphery (<xref ref-type="bibr" rid="ref87">Sato and Coburn, 2017</xref>).</p>
<p>Although <italic>RhoA</italic> was not DE in this study, multiple Rho family members were DE, including <italic>RhoB</italic> and <italic>RND1</italic> as the most significantly upregulated. RhoB functions independently to promote endothelial permeability by decreasing cell&#x2013;cell contacts, and together with RhoA induces endothelial permeability downstream of endothelial activation (<xref ref-type="bibr" rid="ref83">Reinhard et al., 2016</xref>; <xref ref-type="bibr" rid="ref79">Pronk et al., 2017</xref>). Increased RhoB expression also decreases VE-Cadherin localization and accumulation at cell junctions (<xref ref-type="bibr" rid="ref83">Reinhard et al., 2016</xref>; <xref ref-type="bibr" rid="ref79">Pronk et al., 2017</xref>). RND1, which is induced by VEGF and TGF&#x03B2; (<xref ref-type="bibr" rid="ref92">Suehiro et al., 2014</xref>; <xref ref-type="bibr" rid="ref72">Okada et al., 2015</xref>), also disrupts adherens junctions and promotes endothelial cell rounding (<xref ref-type="bibr" rid="ref32">Gottesb&#x00FC;hren et al., 2012</xref>). These observations provide mechanistic insight into the prior observation that <italic>T. pallidum</italic> modifies endothelial VE-cadherin architecture (<xref ref-type="bibr" rid="ref55">Lithgow et al., 2021</xref>), and highlights the modulatory effect that <italic>T. pallidum</italic> has on endothelial cytoskeletal and junctional signaling pathways.</p>
<p>The delayed-type hypersensitivity (DTH) response, which is dependent on activation of macrophages, is important for clearing local <italic>T. pallidum</italic> infection (<xref ref-type="bibr" rid="ref60">Lukehart et al., 1992</xref>; <xref ref-type="bibr" rid="ref10">Carlson et al., 2011</xref>). In the current study, we detected significant downregulation of <italic>MCP-1</italic> (<italic>CCL2</italic>), <italic>CSF1</italic>, <italic>CSF2</italic>, and <italic>CSF3</italic>. These observations corroborate previous findings where <italic>T. pallidum</italic>-exposed HBMECs displayed reduced secretion of MCP-1 and reduced protein expression of CSF1 (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>), and where activated THP-1 macrophages displayed reduced MCP-1 secretion following exposure to <italic>T. pallidum</italic>-derived antimicrobial peptides (<xref ref-type="bibr" rid="ref36">Houston et al., 2022</xref>). MCP-1 and CSF proteins are critical for inducing the DTH response, as these cytokines mediate monocyte recruitment from the bloodstream to sites of endothelial inflammation (<xref ref-type="bibr" rid="ref37">Hume et al., 1988</xref>; <xref ref-type="bibr" rid="ref33">Gunn et al., 1997</xref>), with subsequent maturation of monocytes to activated macrophages within tissue sites. Due to the importance of DTH responses in clearing local <italic>T. pallidum</italic> infection (<xref ref-type="bibr" rid="ref60">Lukehart et al., 1992</xref>; <xref ref-type="bibr" rid="ref10">Carlson et al., 2011</xref>), reduced expression of these cytokines during <italic>T. pallidum</italic> contact might dampen monocyte recruitment and macrophage activity, aiding in <italic>T. pallidum</italic> immune avoidance and persistence. Additionally, IFN immune responses were highly overrepresented and downregulated in the dataset. Given the importance of IFN signaling in anti-viral immunity, the observed downregulation of IFN signaling upon <italic>T. pallidum</italic> engagement with HBMECs could provide additional context for the frequent occurrence of HIV-<italic>T. pallidum</italic> co-infections (<xref ref-type="bibr" rid="ref100">Wu et al., 2021</xref>).</p>
<p>Symptoms stemming from endothelial, mucosal, and tissue destruction are observed at all stages of syphilis and have features characteristic of the process of necroptotic cell death (<xref ref-type="bibr" rid="ref48">LaFond and Lukehart, 2006</xref>; <xref ref-type="bibr" rid="ref10">Carlson et al., 2011</xref>). In the current study, apoptosis and TP53-regulated and apoptotic cell death signaling pathways were overrepresented, while necroptosis signaling pathways were not, despite a previous proteomic analysis detecting necroptosis overrepresentation when <italic>in vivo T. pallidum</italic> was exposed to HBMECs (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). However, necroptosis regulatory factors were DE, including downregulation of the key necroptosis regulator <italic>CASP8</italic> which directs apoptotic signaling to necroptosis when inhibited (<xref ref-type="bibr" rid="ref27">Fritsch et al., 2019</xref>). It is possible that the <italic>in vitro T. pallidum</italic>-endothelial cell system used in the current study lacks the full complement of factors required to induce a complete necroptotic response within endothelial cells exposed to <italic>T. pallidum</italic>, and confirmation of this prediction must await further studies.</p>
<p>Our investigations herein expand understanding of the endothelial cellular responses induced upon exposure to <italic>T. pallidum</italic>. However, there are limitations to our experimental approach. This study focused on the brain microvasculature, and endothelial cells of different anatomical origin may respond differently to <italic>T. pallidum</italic>. Pericytes, astrocytes, and other cell types contribute to the formation and function of the endothelial and blood&#x2013;brain barriers, and since the current study investigated HBMECs in monoculture, it may not be representative of the holistic response of endothelial cells to <italic>T. pallidum in vivo.</italic> Also, the immortalized hCMEC/d3 cell line was used for these studies, and the response of these immortalized cells may differ from those of primary endothelial cells. Further, delineating whether the endothelial responses observed are the result of a protective response raised by the host against <italic>T. pallidum</italic> infection, or a <italic>T. pallidum</italic>-induced manipulation of the host response to enhance pathogenesis of the bacterium, is not easily determined. Finally, the IEC media used in this study is an imperfect control, as it is more inflammatory than the background basal media (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>). This may account for lack of statistical significance in microscopy analyses in F-actin fluorescence intensity between the IEC and VTP treated groups, since inflammatory responses and residual <italic>T. pallidum</italic> components may affect endothelial cell behavior. However, due to the complex nature of the <italic>T. pallidum</italic> culture systems (<xref ref-type="bibr" rid="ref58">Lukehart and Marra, 2007</xref>; <xref ref-type="bibr" rid="ref22">Edmondson et al., 2018</xref>), this control provides the best comparator to measure cellular responses raised specifically to viable <italic>T. pallidum</italic>.</p>
<p>This study provides novel molecular insights into the global host endothelial response to <italic>T. pallidum</italic> and highlights the importance of the ECM for <italic>T. pallidum</italic> pathogenesis. Due to the importance of EMT and EndMT in fetal development and fibrotic disease (<xref ref-type="bibr" rid="ref13">Cho et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Piera-Velazquez and Jimenez, 2019</xref>), this study identifies the potential role of EndMT in syphilis disease manifestations observed in infectious and congenital syphilis. Indeed, our findings may further the understanding of HIV-syphilis co-infection since current and previous (<xref ref-type="bibr" rid="ref97">Waugh et al., 2023</xref>) observations show that <italic>T. pallidum</italic> exposure downregulates IFN responses integral to both anti-viral immunity and macrophage-mediated clearance of <italic>T. pallidum</italic>. Future multi-omic and data integration investigations focused on the disease stage-specific host response to <italic>T. pallidum</italic>, specifically investigating systemic changes in the host transcriptome, proteome, and metabolome, will further enhance understanding of <italic>T. pallidum</italic>-host interactions and may provide insight into syphilis vaccine development.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec22">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. All sequencing data are archived on GEO (accession: GSE281329) and are publicly available.</p>
</sec>
<sec sec-type="ethics-statement" id="sec23">
<title>Ethics statement</title>
<p>The animal study was approved by University of Victoria Animal Care Committee. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>SW: Data curation, Conceptualization, Investigation, Writing &#x2013; review &#x0026; editing, Formal analysis, Methodology, Writing &#x2013; original draft. MG: Writing &#x2013; review &#x0026; editing, Formal analysis. AG: Investigation, Writing &#x2013; review &#x0026; editing, Methodology. AR: Methodology, Writing &#x2013; review &#x0026; editing, Investigation. KL: Conceptualization, Writing &#x2013; review &#x0026; editing. RF: Writing &#x2013; review &#x0026; editing, Methodology. RH: Writing &#x2013; review &#x0026; editing, Methodology, Conceptualization. AL: Writing &#x2013; review &#x0026; editing, Conceptualization, Formal analysis. CC: Supervision, Formal analysis, Conceptualization, Project administration, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Funding acquisition.</p>
</sec>
<sec sec-type="funding-information" id="sec25">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by grants U19AI144133, U01AI18203 and the MERIT award R37AI051334 (CC) from the National Institute of Allergy and Infectious Diseases (NIAID) at the National Institutes of Health (NIH), as well as awards from Open Philanthropy (52345) and the Canadian Institutes for Health Research (CIHR; 506704 to CC and AL and 471857 to CC) and funding from CIHR Foundation grant FDN-154287 to RH. SW is the recipient of a CIHR Canada Graduate Scholarship-Doctoral (CGS-D), and MG is the recipient of a CIHR Postdoctoral Fellowship and a NIAID Developmental Research Project Award.</p>
</sec>
<ack>
<p>We would like to acknowledge Jenna Fleetwood for their assistance with this project. We would also like to acknowledge Travis Blimkie for their assistance with the GEO database. Additionally, we want to acknowledge Drs. Diane Edmondson and Steven Norris for their contribution to the field of syphilis research through the development of an <italic>in vitro</italic> culture system.</p>
</ack>
<sec sec-type="COI-statement" id="sec26">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec sec-type="ai-statement" id="sec27">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec28">
<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 sec-type="supplementary-material" id="sec29">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2025.1649738/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2025.1649738/full#supplementary-material</ext-link></p>
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