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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article"><?properties manuscript?><front><journal-meta><journal-id journal-id-type="nlm-journal-id">8906443</journal-id><journal-id journal-id-type="pubmed-jr-id">2701</journal-id><journal-id journal-id-type="nlm-ta">Clin Exp Allergy</journal-id><journal-id journal-id-type="iso-abbrev">Clin. Exp. Allergy</journal-id><journal-title-group><journal-title>Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology</journal-title></journal-title-group><issn pub-type="ppub">0954-7894</issn><issn pub-type="epub">1365-2222</issn></journal-meta><article-meta><article-id pub-id-type="pmid">27473664</article-id><article-id pub-id-type="pmc">5042847</article-id><article-id pub-id-type="doi">10.1111/cea.12783</article-id><article-id pub-id-type="manuscript">HHSPA807316</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Influence of <italic>Aspergillus fumigatus</italic> conidia viability on murine pulmonary microRNA and mRNA expression following subchronic inhalation exposure</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Croston</surname><given-names>Tara L.</given-names></name><degrees>Ph.D.</degrees><xref ref-type="aff" rid="A1">a</xref><xref rid="FN1" ref-type="author-notes">*</xref></contrib><contrib contrib-type="author"><name><surname>Nayak</surname><given-names>Ajay P.</given-names></name><degrees>Ph.D.</degrees><xref ref-type="aff" rid="A1">a</xref></contrib><contrib contrib-type="author"><name><surname>Lemons</surname><given-names>Angela R.</given-names></name><degrees>M.S.</degrees><xref ref-type="aff" rid="A1">a</xref></contrib><contrib contrib-type="author"><name><surname>Goldsmith</surname><given-names>W. T.</given-names></name><degrees>BSCpE</degrees><xref ref-type="aff" rid="A2">b</xref></contrib><contrib contrib-type="author"><name><surname>Gu</surname><given-names>Ja Kook</given-names></name><degrees>M.S.</degrees><xref ref-type="aff" rid="A3">c</xref></contrib><contrib contrib-type="author"><name><surname>Germolec</surname><given-names>Dori R.</given-names></name><degrees>Ph.D.</degrees><xref ref-type="aff" rid="A4">d</xref></contrib><contrib contrib-type="author"><name><surname>Beezhold</surname><given-names>Donald H.</given-names></name><degrees>Ph.D.</degrees><xref ref-type="aff" rid="A5">e</xref></contrib><contrib contrib-type="author"><name><surname>Green</surname><given-names>Brett J.</given-names></name><degrees>Ph.D.</degrees><xref ref-type="aff" rid="A1">a</xref></contrib></contrib-group><aff id="A1"><label>a</label>Allergy and Clinical Immunology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV 26505</aff><aff id="A2"><label>b</label>Engineering and Control Technology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV 26505</aff><aff id="A3"><label>c</label>Biostatistics and Epidemiology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV 26505</aff><aff id="A4"><label>d</label>Toxicology Branch, DNTP/NIEHS, Research Triangle Park, NC 27709</aff><aff id="A5"><label>e</label>Office of the Director, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Morgantown, WV 26505</aff><author-notes><corresp id="FN1"><label>*</label>Corresponding author: Tara L. Croston, Ph.D., Allergy and Clinical Immunology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, 1095 Willowdale Road, Morgantown, WV 26505., Phone: (304) 285-6372. Fax: (304) 285-6126, <email>xzu9@cdc.gov</email></corresp></author-notes><pub-date pub-type="nihms-submitted"><day>3</day><month>8</month><year>2016</year></pub-date><pub-date pub-type="epub"><day>16</day><month>9</month><year>2016</year></pub-date><pub-date pub-type="ppub"><month>10</month><year>2016</year></pub-date><pub-date pub-type="pmc-release"><day>01</day><month>10</month><year>2017</year></pub-date><volume>46</volume><issue>10</issue><fpage>1315</fpage><lpage>1327</lpage><!--elocation-id from pubmed: 10.1111/cea.12783--><abstract><sec id="S1"><title>Background</title><p id="P1">Personal exposure to fungal bioaerosols derived from contaminated building materials or agricultural commodities may induce or exacerbate a variety of adverse health effects. The genomic mechanisms that underlie pulmonary immune responses to fungal bioaerosols have remained unclear.</p></sec><sec id="S2"><title>Objective</title><p id="P2">The impact of fungal viability on the pulmonary microRNA and messenger RNA profiles that regulate murine immune responses was evaluated following subchronic inhalation exposure to <italic>Aspergillus fumigatus</italic> conidia.</p></sec><sec id="S3"><title>Methods</title><p id="P3">Three groups of na&#x000ef;ve B6C3F1/N mice were exposed via nose-only inhalation to <italic>A. fumigatus</italic> viable conidia, heat-inactivated conidia, or HEPA-filtered air twice a week for 13 weeks. Total RNA was isolated from whole lung 24 and 48 hours post final exposure and was further processed for gene expression and microRNA array analysis. The molecular network pathways between viable and heat-inactivated conidia groups were evaluated.</p></sec><sec id="S4"><title>Results</title><p id="P4">Comparison of datasets revealed increased <italic>Il4, Il13,</italic> and <italic>Il33</italic> expression in mice exposed to viable versus heat-inactivated conidia. Of 415 microRNAs detected, approximately 50% were altered in mice exposed to viable versus heat-inactivated conidia 48 hours post exposure. Significantly downregulated (<italic>P</italic> &#x02264; 0.05) miR-29a-3p was predicted to regulate <italic>TGF-&#x003b2;3</italic> and <italic>Clec7a,</italic> genes involved in innate responses to viable <italic>A. fumigatus</italic>. Also significantly downregulated (<italic>P</italic> &#x02264; 0.05), miR-23b-3p regulates genes involved in pulmonary IL-13 and IL-33 responses and <italic>SMAD2</italic>, downstream of TGF-&#x003b2; signaling. Using Ingenuity Pathway Analysis, a novel interaction was identified between viable conidia and <italic>SMAD2/3</italic>.</p></sec><sec id="S5"><title>Conclusion and Clinical Relevance</title><p id="P5">Examination of the pulmonary genetic profiles revealed differentially expressed genes and microRNAs following subchronic inhalation exposure to <italic>A. fumigatus</italic>. MicroRNAs regulating genes involved in the pulmonary immune responses were those with the greatest fold change. Specifically, germinating <italic>A. fumigatus</italic> conidia were associated with <italic>Clec7a</italic> and were predicted to interact with <italic>Il13</italic> and <italic>Il33</italic>. Furthermore, altered microRNAs may serve as potential biomarkers to evaluate fungal exposure.</p></sec></abstract></article-meta></front><body><sec sec-type="intro" id="S6"><title>INTRODUCTION</title><p id="P6">Exposure to fungal bioaerosols in indoor environments has been associated with adverse respiratory health effects [<xref rid="R1" ref-type="bibr">1</xref>, <xref rid="R2" ref-type="bibr">2</xref>]. Interest in understanding the mechanisms associated with fungal exposures has increased following recent natural disasters, including hurricanes Katrina, Rita, and more recently Sandy, that have resulted in the prolific contamination of flooded indoor building materials [<xref rid="R3" ref-type="bibr">3</xref>]. <italic>Aspergillus fumigatus</italic> is a saprophytic mold naturally found in the environment that produces respirable asexual conidia [<xref rid="R4" ref-type="bibr">4</xref>, <xref rid="R5" ref-type="bibr">5</xref>]. In some damp indoor environments, <italic>A. fumigatus</italic> can be found growing on common building materials such as wood, gypsum board, and chipboard [<xref rid="R6" ref-type="bibr">6</xref>] and disturbance of these contaminated building materials can result in elevated personal exposure [<xref rid="R7" ref-type="bibr">7</xref>]. To date, the influence of conidia viability on the microRNA (miRNA) and messenger RNA (mRNA) profiles underlying pulmonary immune and toxicological responses to <italic>A. fumigatus</italic> exposure are not fully characterized.</p><p id="P7">Our laboratory has developed a murine inhalation model of fungal conidia exposure to reproduce exposures encountered in fungal contaminated indoor, outdoor and occupational environments [<xref rid="R8" ref-type="bibr">8</xref>]. Dry homogenous aerosolized fungal conidia are delivered to mice housed in a multi-animal nose-only inhalation chamber. Initially, our laboratory reported an IL-17-secreting CD8a+ cytotoxic T cell population (Tc17) dominant in the lungs of mice after 4 weeks of inhalation exposure to <italic>A. fumigatus</italic> that correlated to the onset of <italic>in vivo</italic> conidia germination [<xref rid="R8" ref-type="bibr">8</xref>]. By 13 weeks, inhalation of <italic>A. fumigatus</italic> was found to elicit a mixed Type 1 T helper (Th1) and Type 2 T helper (Th2) response in mice exposed to viable <italic>A. fumigatus</italic> conidia [<xref rid="R9" ref-type="bibr">9</xref>]. Subchronic exposure to viable conidia significantly increased CD4<sup>+</sup> T cells and associated cytokines, such as interleukin 13 (IL-13) and interferon gamma (IFN&#x003b3;) compared to heat-inactivated conidia (HIC). This study corroborated previous observations demonstrating that conidia germination was a crucial parameter in the induction of allergic inflammation in the lungs.</p><p id="P8">Compared to viable conidia, heat-inactivated conidia were produced through heat and pressure treatment (autoclaving) that appears to degrade the proteins without changing the morphology of the conidia. The degraded proteins render conidia inactivated, ultimately inhibiting germination. Previously, we reported an accumulation of eosinophils in the airways of mice exposed to repeated instillations of heat inactivated conidia over a short period of time [<xref rid="R10" ref-type="bibr">10</xref>]. Another study demonstrated that a Th1 dominant response follows exposure to heat inactivated conidia, compared to a mixed Th1 and Th2 response in murine airways following exposure to viable <italic>A. fumigatus</italic> conidia [<xref rid="R11" ref-type="bibr">11</xref>]. A mixed response was also observed in mice exposed to viable <italic>A. fumigatus</italic> conidia for 13 weeks [<xref rid="R12" ref-type="bibr">12</xref>]. Heat inactivation and protein degradation may inhibit the secretion of critical allergens influencing pulmonary immune responses [<xref rid="R13" ref-type="bibr">13</xref>]. Inhalation of <italic>A. fumigatus</italic> conidia in mice is known to elicit an allergic inflammatory phenotype, with the hallmarks of allergic asthma such as the recruitment of eosinophils and lymphocytes [<xref rid="R14" ref-type="bibr">14</xref>]. In humans, <italic>A. fumigatus</italic> is known to cause allergic bronchopulmonary aspergillosis that results from a hypersensitization to <italic>Aspergillus</italic> antigen exposure characterized by a dominant Th2 immune response and a lower presence of Th1 cytokines, as well as eosinophilic inflammation [<xref rid="R15" ref-type="bibr">15</xref>, <xref rid="R16" ref-type="bibr">16</xref>]. Despite extensive characterization of <italic>A. fumigatus</italic> induced pulmonary immune responses, few studies have evaluated the molecular processes associated with subchronic fungal exposure.</p><p id="P9">MiRNAs are noncoding RNAs located in the 3&#x02032; untranslated region that are 19 &#x02013; 25 nucleotides in length and capable of influencing gene expression through a variety of mechanisms [<xref rid="R17" ref-type="bibr">17</xref>&#x02013;<xref rid="R21" ref-type="bibr">21</xref>]. Early studies suggested that miRNAs could only degrade the target messenger RNA or inhibit translation; however, more recent data suggests that miRNA also activate the translation of certain target mRNA [<xref rid="R19" ref-type="bibr">19</xref>, <xref rid="R20" ref-type="bibr">20</xref>]. MiRNA regulation of gene expression is complex because not only can hundreds of genes be targeted by one miRNA, but also many miRNAs can target one individual gene. These small RNAs play a critical regulatory role in numerous diseases and cellular processes such as cancer, heart disease, cellular development, apoptosis, and immune responses [<xref rid="R18" ref-type="bibr">18</xref>, <xref rid="R21" ref-type="bibr">21</xref>, <xref rid="R22" ref-type="bibr">22</xref>].</p><p id="P10">MiR-21 is a miRNA that has been extensively studied as part of the response to inflammatory stimuli and in a variety of disease models including, cancer [<xref rid="R23" ref-type="bibr">23</xref>&#x02013;<xref rid="R25" ref-type="bibr">25</xref>], allergic airway inflammation [<xref rid="R26" ref-type="bibr">26</xref>], psoriasis [<xref rid="R27" ref-type="bibr">27</xref>], as well as in viral [<xref rid="R28" ref-type="bibr">28</xref>, <xref rid="R29" ref-type="bibr">29</xref>], bacterial and protozoan infection models [<xref rid="R30" ref-type="bibr">30</xref>, <xref rid="R31" ref-type="bibr">31</xref>]. MiR-21, miR-22, miR-27b, miR-31, miR-126, miR-155, miR-210, and miR-301a expression was increased after dermal exposure to toluene 2,4-diisocyanate [<xref rid="R32" ref-type="bibr">32</xref>]. MiR-126 and miR-145 have been shown to be upregulated in the airways following exposure to house dust mite allergen [<xref rid="R33" ref-type="bibr">33</xref>, <xref rid="R34" ref-type="bibr">34</xref>]. Inhibition of miR-126 in a house dust mite-induced asthma model resulted in decreased allergic inflammation [<xref rid="R33" ref-type="bibr">33</xref>]. Airborne pollutants are also known to alter the miRNA environment in the murine lung; for example cigarette smoke downregulates let-7c, let-7f, miR-34b, miR-34c and miR-222 [<xref rid="R35" ref-type="bibr">35</xref>&#x02013;<xref rid="R38" ref-type="bibr">38</xref>]; diesel exhaust upregulates miR-135b [<xref rid="R39" ref-type="bibr">39</xref>]; and volatile organic compounds have been shown to upregulate miR-125a and miR-466, while downregulating miR-125b [<xref rid="R36" ref-type="bibr">36</xref>, <xref rid="R40" ref-type="bibr">40</xref>, <xref rid="R41" ref-type="bibr">41</xref>]. Previous studies have reported the dysregulation of miRNAs following Staphylococcal enterotoxin B [<xref rid="R42" ref-type="bibr">42</xref>] and nicotine exposure [<xref rid="R43" ref-type="bibr">43</xref>].</p><p id="P11">Although other studies have examined miRNA and mRNA environments in other models and to different stimuli, this study is among the first to evaluate the pulmonary miRNA and mRNA environment following subchronic exposure to aerosolized fungal conidia. To our knowledge, this is the first study to examine the influence of viable <italic>A. fumigatus</italic> conidia on the miRNA and mRNA profiles and pathways involved in pulmonary immune responses.</p></sec><sec sec-type="methods" id="S7"><title>METHODS</title><sec id="S8"><title>Animals</title><p id="P12">Female B6C3F1/N mice, aged 5&#x02013;6 weeks old were acquired from the National Toxicology Program and mouse colony housed at Taconic (Germantown, NY). Mice were acclimated for approximately one week prior to exposures and housed in filtered, ventilated polycarbonate cages in groups of 5 on autoclaved hardwood chip bedding. Mice were provided with NIH-31 modified 6% irradiated rodent chow (Harlan Teklad) and tap water <italic>ad libitum</italic>. The National Institute for Occupational Safety and Health (NIOSH) animal facility is an environmentally controlled barrier facility that is fully accredited by the Association for the Assessment and Accreditation of Laboratory Animal Care International. All animal procedures were performed under a NIOSH Animal Care and Use Committee approved protocol.</p></sec><sec id="S9"><title>Fungal cultures</title><p id="P13"><italic>Aspergillus fumigatus</italic> strain B5233/ATCC 13073 (ATCC, VA) conidia were inoculated on malt extract agar (MEA) plates for 7&#x02013;10 days at 25&#x000b0;C and harvested in 2 milliliters (mL) of filter sterilized, endotoxin-free water (Sigma Aldrich, St. Louis, MO). Autoclaved Mahatma brown rice (10g) (Riviana Foods Inc., Houston, TX) was inoculated with 3 mL of 2.5 &#x000d7; 10<sup>6</sup> conidia/mL and incubated for 10 to 14 days. Heat inactivated conidia were prepared by autoclaving the <italic>A. fumigatus</italic> laden rice cultures for 15 minutes at 121&#x000b0;C. This high temperature and pressure treatment did not alter the morphology of the conidia, but did reduce the viability by at least 97%. It is assumed that the potential germination of the remaining 3% or less viable conidia did not have an appreciable effect on the pulmonary immune response. Viable and heat inactivated conidia were transferred to a desiccator for 3 days prior to inhalation exposures.</p></sec><sec id="S10"><title>Aspergillus fumigatus conidia exposures</title><p id="P14">Mice were acclimated to the nose-only exposure chamber for 1 week prior to exposures. Eighteen mice (3/exposure group) were separated into 3 exposure groups: 1) 1 &#x000d7; 10<sup>5</sup>
<italic>A. fumigatus</italic> viable conidia; 2) 1 &#x000d7; 10<sup>5</sup> heat inactivated <italic>A. fumigatus</italic> conidia (HIC); or 3) HEPA-filtered air only control. The conidia numbers represented the estimated conidia deposited in the lungs of animals for each exposure as described previously [<xref rid="R8" ref-type="bibr">8</xref>]. Mice were exposed in the nose-only chamber of the acoustical generator system (AGS) twice a week for a total of 13 weeks (26 exposures) in a manner similar to Buskirk <italic>et. al.</italic> [<xref rid="R8" ref-type="bibr">8</xref>]. The AGS automatically shut off conidia aerosolization once the desired estimated lung deposition had been reached for each exposure. At 24 and 48 hours post-final exposure, mice were sacrificed via intraperitoneal injection of 200 mg/kg sodium pentobarbital solution (Fatal-Plus, Vortech Pharmaceuticals, LTD., Dearborn, MI) and once determined to be unconscious and unresponsive, the mice were exsanguinated via cardiac puncture.</p></sec><sec id="S11"><title>Harvesting of lung tissue</title><p id="P15">The lungs were harvested from mice at 24 and 48 hours post final exposure. Total RNA was isolated from whole lung homogenate using Exiqon&#x02019;s miRCURY RNA Isolation Kit for tissue following the manufacturer&#x02019;s protocol (Exiqon, MA) or by using Qiagen&#x02019;s RNeasy Plus Universal RNA Isolation Kit following the manufacturer&#x02019;s protocol (Qiagen, CA).</p></sec><sec id="S12"><title>MicroRNA Array Profiling</title><p id="P16">All miRNA experiments were conducted at Exiqon Services, Denmark. Total RNA (500 ng) from both sample and reference was labeled using the miRCURY LNA<sup>&#x02122;</sup> microRNA Hi-Power Labeling Kit, Hy3<sup>&#x02122;</sup>/Hy5<sup>&#x02122;</sup> (Exiqon Inc., Denmark) following the manufacturer&#x02019;s instructions. The Hy3<sup>&#x02122;</sup>-labeled samples and a Hy5<sup>&#x02122;</sup>-labeled reference RNA sample were mixed pair-wise and hybridized to the miRCURY LNA<sup>&#x02122;</sup> microRNA Array 7th Gen (Exiqon, Denmark) according to the miRCURY LNA<sup>&#x02122;</sup> microRNA Array instruction manual, using a Tecan HS4800<sup>&#x02122;</sup> hybridization station (Tecan, Austria). The miRCURY LNA<sup>&#x02122;</sup> microRNA array slides were scanned using the Agilent G2565BA Microarray Scanner System (Agilent Technologies, Inc., USA), and the image analysis was completed using the ImaGeneR 9 (miRCURY LNA<sup>&#x02122;</sup> microRNA Array Analysis Software, Exiqon Inc., Denmark). The quantified signals were then corrected for background noise and normalized using the global Lowess regression algorithm. The array analysis examined all miRNAs for human, mouse or rat registered in miRBASE 18.0.</p></sec><sec id="S13"><title>Gene Expression Arrays</title><p id="P17">Total RNA (5 &#x003bc;g) was converted to cDNA by the RT<sup>2</sup> First Strand Kit (Qiagen, CA). Equal amounts of cDNA were then subjected to real-time PCR according to manufacturer&#x02019;s instructions (Qiagen, CA). The genes examined were grouped into Th1&#x02013;Th2 response and Th17 response pathways. The primers were included in prefabricated PCR plates (RT<sup>2</sup> Profiler<sup>&#x02122;</sup> PCR Array Mouse Th1 &#x00026; Th2 Responses and RT<sup>2</sup> Profiler<sup>&#x02122;</sup> PCR Array Mouse Th17 Response). RT<sup>2</sup> SYBR Green ROX qPCR Mastermix was used for quantification of cDNA (Qiagen, CA). Data were normalized by gene expression relative to the levels of glyceraldehyde-3-phosphate dehydrogenase (<italic>Gapdh</italic>) for the Th1&#x02013;Th2 response pathway and beta-glucuronidase (<italic>Gusb</italic>) for the Th17 response pathway. If specific genes included in the response pathways resulted in undetermined expression levels, the genes were removed from the heat maps (generated using R software) that are reported in <xref rid="F1" ref-type="fig">Figures 1A and 1B</xref>.</p></sec><sec id="S14"><title>Real Time Polymerase Chain Reaction: Validation and Additional Genes</title><p id="P18">Total RNA (1 &#x003bc;g) was isolated and converted to cDNA by the High Capacity cDNA Reverse Transcription Kit with RNase Inhibitor (Life Technologies, MA). Equal amounts of cDNA were subjected to real-time PCR. Murine genes and associated assay identifiers (Life Technologies, MA) that were validated are listed in <xref rid="SD3" ref-type="supplementary-material">Supplemental Table 3</xref>, while the additional genes and associated assay identifiers (Life Technologies, MA) are reported in <xref rid="SD4" ref-type="supplementary-material">Supplemental Table 4</xref>. TaqMan&#x000ae; Fast Universal PCR Master Mix (2x), no AmpErase&#x000ae; UNG (Life Technologies, MA) was used for quantification of cDNA. Data were normalized by gene expression relative to the levels of <italic>Gapdh</italic>. Heat maps were generated using R software [<xref rid="R44" ref-type="bibr">44</xref>] and Bimax Biclustering (&#x02018;BCBimax&#x02019; clustering algorithm from Package &#x02018;biclust&#x02019; version 1.0.2) as the clustering algorithm.</p></sec><sec id="S15"><title>Ingenuity Pathway Analysis</title><p id="P19">After miRNA identification and mRNA and miRNA quantification was assessed, the fold changes and false discovery rates of the differentially expressed genes were imported into Ingenuity Pathway Analysis (IPA) software (IPA, Qiagen Redwood City, CA) for core, comparative and miRNA target filter analysis. The software was utilized for the construction of interacting mRNA and miRNA networks identified within the viable exposure group and compared to HIC and HEPA-filtered air control groups.</p></sec><sec id="S16" sec-type="results"><title>Statistics</title><p id="P20">All miRNA analytical calculations were performed by Exiqon Inc. using R/Bioconductor software, which included moderated t-tests, accounting for the variance of the entire dataset. MiRNAs with fold changes &#x02264; &#x02212;2 (downregulated) or &#x02265; 2 (upregulated) were considered altered. The adjusted p-values &#x02264; 0.05 were considered significant.</p><p id="P21">For the RT<sup>2</sup> Profiler PCR array results, which included genes grouped into Th1, Th2, and Th17 response pathways, the C<sub>t</sub> values and subsequent statistical analysis was processed using Qiagen&#x02019;s GeneGlobe Data Analysis Center. For both the RT<sup>2</sup> Profiler PCR arrays, the additional genes measured and the validation of genes measured by qRT-PCR, statistics were completed using the same methods described above. Briefly, the fold change was the normalized gene expression in the test sample divided by the normalized gene expression in the control sample. Genes with fold changes &#x02264; &#x02212;2 (downregulated) or &#x02265; 2 (upregulated) were considered altered. The p-values were calculated based on a Student&#x02019;s t-test of the replicate values for each gene in the control group and treatment groups, and p-values &#x02264; 0.05 were considered significant.</p></sec></sec><sec sec-type="results" id="S17"><title>RESULTS</title><sec id="S18" sec-type="methods"><title>MicroRNA Analysis</title><p id="P22">After threshold filtering, 415 murine miRNAs were detected in the Exiqon analysis (<xref rid="SD1" ref-type="supplementary-material">Supplemental Table 1</xref>). Comparing the viable exposure group to HIC (viable versus HIC) and air-only control (viable versus air-only control) groups 24 hours post exposure, 117 and 115 miRNAs, respectively, were shown to be differentially expressed (<xref rid="SD2" ref-type="supplementary-material">Supplemental Table 2</xref>). At 48 hours post exposure, 217 and 210 miRNAs were altered, respectively (<xref rid="SD2" ref-type="supplementary-material">Supplemental Table 2</xref>). Interestingly, all but 4 of the miRNAs that were differentially expressed at 24 hours, were further dysregulated at 48 hours. There were no significantly dysregulated miRNAs when comparing HIC to air-only control for either time point.</p><p id="P23">The miRNAs with the largest fold change at 24 and 48 hours following exposure were the same miRNAs when comparing viable versus air-only control and viable versus HIC (<xref rid="T1" ref-type="table">Table 1</xref>). These miRNAs included miR-23b-3p, miR-29a-3p, and miR-30c-5p, as well as miR-2137, miR-677-3p, and miR-1947-3p. Although the miRNAs were not significantly altered at 24 hours post-exposure, the fold changes of these miRNAs reached statistical significance at the 48 hour time point. IPA identified that these dysregulated miRNAs targeted specific genes that participate in the immune response and were associated with different diseases and functions. IPA revealed the involvement of miR-2137 and miR-1947-3p in chemokine- and T-cell receptor signaling, respectively, while miR-23b-3p and miR-29a-3p regulated different genes involved in the inflammatory response.</p></sec><sec id="S19" sec-type="methods"><title>mRNA Array Analysis</title><p id="P24">mRNA array analysis demonstrated the expression of 96 genes associated with either the Th1 and Th2 or Th17 response pathways. <xref rid="F1" ref-type="fig">Figure 1A</xref> depicts the heat map that shows the fold changes of genes involved in the Th1 and Th2 response pathways. A greater number of genes were downregulated (indicated by green bars in <xref rid="F1" ref-type="fig">Figure 1A</xref>) in both exposure groups at 24 hours, compared to 48 hour time points. After 48 hours, only 3 genes were downregulated, whereas the majority of genes were upregulated in both the viable versus air-only control, and in the viable versus HIC group (indicated by black and red bars in <xref rid="F1" ref-type="fig">Figure 1A</xref>). While as many as 46 genes involved in the Th17 response pathway were upregulated in both groups 24 hours post-exposure, no more than 12 were upregulated after 48 hours following exposure, whereas the majority of genes were downregulated (<xref rid="F1" ref-type="fig">Figure 1B</xref>). Analysis of the genes involved in the Th1 and Th2 response pathway revealed no significantly dysregulated genes at either time point. In contrast, of the 96 measured genes involved in the Th17 response pathway, 10 genes were dysregulated in the HIC compared to air-only control at 24 hours post-final exposure, whereas only 1 gene was dysregulated at 48 hours following the final exposure.</p><p id="P25">In both response pathways, GATA binding factor 3 (<italic>Gata3</italic>) and T-box transcription factor T-Bet (<italic>Tbx21</italic>) were the two genes with the greatest downregulation in both the viable versus HIC group and the viable versus air-only control at 48 hours. The decrease in <italic>Gata3</italic> expression was uncharacteristic of an allergy model; therefore, it was verified by a separate qRT-PCR analysis using TaqMan&#x000ae; and <italic>Gata3</italic> primers from a different vendor (data not shown). In contrast, interleukin 13 (<italic>Il13</italic>) had the greatest degree of upregulation in both groups at 48 hours following fungal exposure in both response pathways.</p><p id="P26">Previous analyses reported from our laboratory indicated the importance of fungal conidia germination on the resulting pulmonary immune response following subchronic <italic>A. fumigatus</italic> exposure [<xref rid="R8" ref-type="bibr">8</xref>]. C-type lectin domain family 7 member A (<italic>Clec7a)</italic>, also known as Dectin-1, is a surface receptor that recognizes &#x003b2;-glucan on the cell wall of germinating conidia and fungal hyphae. At the 24 hour time point, the expression of <italic>Clec7a</italic>, measured by both the Th17 response pathway and through validation, showed an 8.9 fold increase in the viable versus HIC group (<xref rid="F1" ref-type="fig">Figure 1B</xref>). Although <italic>Clec7a</italic> did not show increased expression in the viable versus HIC group in the Th17 response pathway 48 hours post-final exposure, it was significantly increased by 4.5 fold when validated (<italic>P</italic> &#x02264; 0.05; data not shown). This difference could be explained by the different technologies used to obtain the measurement of <italic>Clec7a</italic> expression. Overall, the increase in <italic>Clec7a</italic> further demonstrates the importance of <italic>A. fumigatus</italic> conidia germination on ensuing pulmonary immunological responses.</p></sec><sec id="S20" sec-type="methods"><title>Molecular Network Analysis</title><p id="P27">Utilizing the microRNA target filter in Qiagen&#x02019;s IPA software, the interactions between the miRNA data and the mRNA data were further examined. One of the greatest downregulated miRNAs at both time points and in both exposure groups was miR-23b-3p. IPA identified miR-23b-3p as a regulator of genes involved in IL-13 and interleukin 33 (IL-33) responses, such as an upregulation of arginase 1 (<italic>Arg1</italic>) and mannose receptor c, type 1 (<italic>Mrc1</italic>). Along with validating several genes in the Th1 and Th2, and Th17, response pathways, a third smaller set of genes involved in a combination of Th1, Th2 and Th17 immune responses were also measured (<xref rid="F1" ref-type="fig">Figure 1C</xref>) and included the expression of <italic>Il33</italic>, which was also increased at both time points in the viable compared to HIC group.</p><p id="P28">MiR-29a-3p was also decreased in the viable versus HIC group at 24 hours and was significantly decreased (<italic>P</italic> &#x02264; 0.05) at 48 hours. In IPA, the miRNA target filter identified an interaction between <italic>Clec7a</italic> and miR-29a-3p. As previously mentioned, <italic>Clec7a</italic> expression was increased in the viable versus HIC group at both time points and was associated with <italic>in vivo A. fumigatus</italic> conidia germination. IPA also identified miR-29a-3p to regulate transforming growth factor beta 3 (<italic>TGF-&#x003b2;3</italic>). <italic>TGF-&#x003b2;3</italic> was decreased in the viable versus air-only control at 24 hours post-exposure (<xref rid="F1" ref-type="fig">Figure 1A</xref>), while <italic>TGF-&#x003b2;1</italic> was increased in the viable versus HIC group (<xref rid="F1" ref-type="fig">Figure 1B</xref>), but neither were altered at 48 hours.</p><p id="P29">The TGF-&#x003b2; signaling pathway is mediated by SMAD proteins that transduce the signal produced by TGF-&#x003b2; to the nucleus for downstream gene transcription regulation. As one of the greatest downregulated miRNAs, miR-30c-5p was identified as a predicted regulator of <italic>SMAD2</italic>. To date, SMAD signaling has not been identified as having a mechanistic role in the immune response to subchronic fungal exposures. Generated in IPA, comparative analyses between the Th1 and Th2 pathway mRNA dataset with miRNA dataset at 48 hours in the viable versus HIC group, and filtering for inflammatory disease and either cell-mediated or humoral immune response, not only identified <italic>SMAD2/3</italic>, but also illustrated that most of the miRNAs regulated by <italic>SMAD2/3</italic> further regulate a number of different genes that are involved in the immune response (<xref rid="F2" ref-type="fig">Figures 2A and 2B</xref>). This comparison also highlighted the uncharacterized involvement of interleukin 1 receptor-like 1 protein (<italic>IL1RL1</italic>) on the immune response elicited by <italic>A. fumigatus</italic> exposure (<xref rid="F2" ref-type="fig">Figure 2A</xref>). Comparative analyses between the Th17 pathway mRNA dataset with miRNA dataset at 48 hours in the viable versus HIC group, and filtering for inflammatory disease, illustrated associations between <italic>Clec7a</italic> and genes involved in the inflammatory response, such as IL-13 (<xref rid="F3" ref-type="fig">Figure 3</xref>). Overall, IPA highlighted the importance of viability as a mechanism underlying the elicited immune response and revealed novel associations between genes and miRNAs involved, following subchronic viable <italic>A. fumigatus</italic> fungal exposure.</p></sec></sec><sec sec-type="discussion" id="S21"><title>DISCUSSION</title><p id="P30">The goal of this study was to evaluate the role of fungal viability on the murine pulmonary miRNA and mRNA profiles that regulate immune responses following a subchronic <italic>A. fumigatus</italic> exposure. Using a previously described AGS, mice were exposed via inhalation to either viable or HIC <italic>A. fumigatus</italic> conidia, which allowed for the influence of viability to be assessed. Utilizing genomic microarray and RT-PCR technologies, the effects of fungal exposure on the expression of specific miRNAs and genes involved in the Th1, Th2, and Th17 response pathways were evaluated. Qiagen&#x02019;s IPA software was then used to identify associations between these miRNAs and targeted genes that play a role in the immune response following subchronic fungal exposure.</p><p id="P31">After examining miRNAs that had demonstrated the most significant changes following subchronic <italic>A. fumigatus</italic> exposure, IPA identified miR-29a-3p which targets two critical genes in the inflammatory response, <italic>Clec7a</italic> and <italic>TGF-&#x003b2;. Clec7A</italic> is important relative to conidia germination and align with previous studies that have reported <italic>A. fumigatus</italic> germination to elicit an inflammatory response due to the recognition of &#x003b2;-glucan on the hyphal cell wall [<xref rid="R45" ref-type="bibr">45</xref>&#x02013;<xref rid="R50" ref-type="bibr">50</xref>]. Previous studies from our laboratory showed germination of <italic>A. fumigatus</italic> conidia in the lungs of mice exposed to viable <italic>A. fumigatus</italic> conidia [<xref rid="R8" ref-type="bibr">8</xref>, <xref rid="R12" ref-type="bibr">12</xref>]. These results are further supported by increased <italic>Clec7A</italic> expression in the viable versus HIC group at both time points. The decrease in miR-29a-3p is one potential mechanism that could contribute to the increase in <italic>Clec7A</italic>.</p><p id="P32">TGF-&#x003b2; plays a critical role in immunity by maintaining tolerance to self- or non-infectious antigens and by exerting both stimulatory and inhibitory effects during an immune response [<xref rid="R51" ref-type="bibr">51</xref>]. <italic>TGF-&#x003b2;1</italic> and <italic>TGF-&#x003b2;3</italic> are two isoforms of TGF-&#x003b2; that had opposing altered expression levels at 24 hours following <italic>A. fumigatus</italic> exposure. This result could be explained by the differing functions between the two isoforms, as well as the environment of cytokines present at each time point. One cytokine that counters the activity of TGF-&#x003b2; is IFN&#x003b3;, which was increased in both groups at 24 hours, then decreased at 48 hours. Identified by the miRNA target filter in IPA, <italic>IFN&#x003b3;</italic> is also regulated by miR-29a-3p. Similar to the reported increased <italic>IFN&#x003b3;</italic> expression following subchronic fungal exposure in our studies, Ma <italic>et. al.</italic> demonstrated that decreased miR-29 participated in Th1 responses to intracellular pathogens by upregulating <italic>IFN&#x003b3;</italic> expression [<xref rid="R52" ref-type="bibr">52</xref>]. Specifically, T cells from <italic>Mycobacterium bovis</italic> Bacillus Calmette-Gu&#x000e9;rin-infected or <italic>Listeria monocytogenes</italic>-infected mice presented lower amounts of miR-29 that in turn, assisted in the production of IFN&#x003b3;. In the current study, a possible mechanism underlying the lack of change in <italic>TGF-&#x003b2;1</italic> and <italic>TGF-&#x003b2;3</italic> expression 48 hours post fungal exposure could be the increase of <italic>IFN&#x003b3;</italic> at 24 hours.</p><p id="P33">Downstream of the TGF-&#x003b2; signaling pathway are transcription factors known as SMADs. Analysis of the 48 hour miRNA dataset revealed a network that contained a large number of the miRNAs, along with other prominent genes associated with the inflammatory disease and response pathway. This specific network reported a predicted association with <italic>SMAD2/3</italic> and to our knowledge, this is the first time SMADs have been implicated in a fungal exposure-elicited immune response. There are several isoforms of SMAD and the two identified included SMAD2 and SMAD3. Phosphorylation of these receptor-activated SMADs result in a complex formation that consists of both SMAD2 and SMAD3, as well as SMAD4. Together, these act to transduce the signal from TGF-&#x003b2; in the cytoplasm into the nucleus for further gene transcription regulation. The expression levels of <italic>SMAD2</italic> revealed a decrease 48 hours post-exposure in the viable versus HIC group and the viable versus air-only control. Upon further examination, the miRNA target filter identified several miRNAs that targeted <italic>SMAD2</italic>. Although miR-30c-5p was one of the greatest downregulated miRNAs and was predicted by IPA to interact with <italic>SMAD2</italic>, the expression of both the miRNA and the gene were both decreased. MiR-302a-3p was the only miRNA increased at 48 hours in the viable versus HIC group and viable versus air-only control and was also predicted to interact with <italic>SMAD2</italic>. This suggests that miR-302a-3p may serve as the more likely regulator of <italic>SMAD2</italic> during fungal exposures. Taken together, this study demonstrates the potential for a functional role of <italic>SMAD2/3</italic> in the inflammatory response and miR-302a-3p as a potential therapeutic target to reduce inflammation elicited from subchronic <italic>A. fumigatus</italic> exposure.</p><p id="P34">IL-13 is a hallmark cytokine of allergic response. Mice exposed to viable <italic>A. fumigatus</italic> conidia (1 &#x000d7; 10<sup>6</sup>) intratracheally for 10 days showed that &#x003b2;&#x02013;glucan recognition of Dectin-1 resulted in the production of IL-4, IL-13, IFN&#x003b3;, and IL-33 [<xref rid="R53" ref-type="bibr">53</xref>]. In the present study, increased expression of <italic>Il13</italic> and <italic>Il33</italic> in the viable versus HIC group was observed at 48 hours. Increased <italic>Clec7a</italic> in the viable versus HIC group was also observed at both time points, as well as conidia germination in the lungs of mice exposed to viable <italic>A. fumigatus</italic> conidia[<xref rid="R9" ref-type="bibr">9</xref>]. These results further highlight the influence of fungal conidia germination on allergy-induced immune responses that have been previously shown using <italic>in vitro</italic> approaches [<xref rid="R13" ref-type="bibr">13</xref>].</p><p id="P35">An unexpected finding of this study was the decrease in <italic>Gata3</italic> expression. <italic>Gata3</italic> is a transcription factor expressed during the Th2 immune response to allergens [<xref rid="R54" ref-type="bibr">54</xref>]. This gene is also known to have a critical role in the expression of interleukin 4 (IL-4), interleukin 5 (IL-5) and IL-13; all cytokines that are characteristic of a Th2 response. Although <italic>Il5</italic> was increased in the viable versus HIC at 24 hours and not 48 hours post exposure, both <italic>Il4</italic> and <italic>Il13</italic> were increased at 48 hours in viable versus HIC group. <italic>Gata3</italic> expression has been shown to be regulated by <italic>Stat6</italic>, whose expression was significantly downregulated in the viable versus HIC group at 48 hours post exposure [<xref rid="R55" ref-type="bibr">55</xref>]. Also significantly downregulated in the viable versus HIC group at 48 hours post exposure was the expression of Stat3, which has been shown to regulate the binding of STAT6 with GATA3 [<xref rid="R56" ref-type="bibr">56</xref>]. Corn <italic>et al.</italic> showed that Bcl-3-deficient cells exhibited decreased Gata3, consistent with evidence that Bcl-3 can transactivate a <italic>Gata3</italic> promoter [<xref rid="R57" ref-type="bibr">57</xref>]; however, <italic>Bcl3</italic> expression was not measured in the present study. <italic>In vitro</italic>, TGF-&#x003b2; has been reported to inhibit Th2 mediated immune responses through the inhibition of <italic>Gata3</italic> expression [<xref rid="R58" ref-type="bibr">58</xref>]. Although possible mechanisms exist that may negatively impact <italic>Gata3</italic> expression, the increase in the pro-inflammatory cytokines regulated by <italic>Gata3</italic>, along with previously reported <italic>Gata3</italic> induction during inflammation, warrants <italic>Gata3</italic> expression to be further examined in future fungal exposure studies.</p><p id="P36">MiRNA profiles have also been examined in cell lines and activated cell populations following exposure to different pathogens. Along with targeting <italic>IFN&#x003b3;</italic> and subsequently regulating the immune response following a fungal or bacterial exposure, miR-29 has also been reported to regulate the production and infectivity of human immunodeficiency virus type 1 [<xref rid="R59" ref-type="bibr">59</xref>]. MiR-29a is upregulated in the serum and sputum of <italic>Mycobacterium tuberculosis</italic>-infected humans [<xref rid="R60" ref-type="bibr">60</xref>], but in contrast, miR-29 is downregulated in murine T-cells infected with <italic>M. bovis</italic> [<xref rid="R52" ref-type="bibr">52</xref>], which is in agreement with the current study. Presently, miR-155-5p decreased 48 hours post fungal exposure; however, this miRNA was upregulated in different cell types following infections from bacterial pathogens, including <italic>Salmonella enterica</italic>, <italic>Helicobacter pylori</italic>, <italic>L. monocytogenes</italic>, <italic>M. avium</italic> and <italic>M. smegmatis</italic> [<xref rid="R30" ref-type="bibr">30</xref>, <xref rid="R61" ref-type="bibr">61</xref>&#x02013;<xref rid="R69" ref-type="bibr">69</xref>]. In contrast to the present study, miR-23b, miR-30b, miR-30c, miR-125b, miR-15b, miR-16, miR-27b, miR-24 and miR-21 were up-regulated in <italic>Cryptospordium parvum</italic>-infected human host biliary epithelial cells [<xref rid="R31" ref-type="bibr">31</xref>]. In that same study, both miR-98 and miR-214 were decreased, a finding that is in agreement with the currently reported miRNAs following <italic>A. fumigatus</italic> exposure. Another study reported decreased miR-16 and miR-451 in the plasma of human patients infected with <italic>Plasmodium vivax</italic> [<xref rid="R70" ref-type="bibr">70</xref>], which was also observed in the murine lung homogenates derived from the group of mice exposed to viable <italic>A. fumigatus</italic> conidia. Taken together, the results from the present study suggest that subchronic <italic>A. fumigatus</italic> exposures result in similar miRNA profiles that include the same highly dysregulated miRNAs that have also been observed in bacterial and protozoan pathogen models.</p><p id="P37">This study offers preliminary insight into the miRNA environment and identified miRNA-mRNA interactions following subchronic exposure to aerosolized <italic>A. fumigatus</italic> conidia; however, there are a number of limitations associated with this study that need to be taken into consideration. In this study, the pulmonary exposure consisted of 26 exposures over a 13 week interval and data was collected only at 24 and 48 hour time points following the final exposure. As a result, the miRNA environment was not evaluated at shorter time points, nor after time points beyond 48 hours, post final exposure. It is important to note that IPA predicts interactions between miRNAs and mRNA, even if the interactions have not been scientifically observed. In the current study, all of the interactions between the described miRNAs in the present study and <italic>SMAD2/3</italic> were predicted based on interactions that have only been observed in human cell culture and not in a murine inhalation exposure study. Lastly, the genetic environment was assessed using whole lung homogenate and not a specific cell population or cell line; however, specific cell populations from the same study were examined by flow cytometry and reported in a separate manuscript [<xref rid="R9" ref-type="bibr">9</xref>]. The current manuscript is focused on the miRNA and mRNA environments following a subchronic fungal exposure, but further characterization of the immune response by flow cytometric analyses, gene and protein expression from the same study are reported separately [<xref rid="R9" ref-type="bibr">9</xref>]. Critical genes identified in the current manuscript to be involved in the immune responses were also confirmed through proteomic analyses reported in the separate manuscript [<xref rid="R9" ref-type="bibr">9</xref>]. Although not all fungal species with comparable sized conidia may behave in a similar manner [<xref rid="R71" ref-type="bibr">71</xref>], the findings in the current study provide unique insight into the molecular environment within the murine lung following a subchronic <italic>A. fumigatus</italic> exposure.</p><p id="P38">In conclusion, mice exposed to viable <italic>A. fumigatus</italic> conidia highlighted the influence of conidia germination on gene expression controlling the ensuing pulmonary immune responses. This was specifically supported by data that showed increased <italic>Clec7a</italic> expression and its association with IL-13 and IL-33. Downregulated miRNAs predicted to target <italic>Il13</italic>, <italic>Il33</italic>, and <italic>Clec7a</italic> (<xref rid="F4" ref-type="fig">Figure 4</xref>) were identified, suggesting a possible mechanism that contributes in part to an immune response following subchronic exposures to <italic>A. fumigatus</italic>. Furthermore using IPA, novel interactions between <italic>SMAD2/3</italic> and other genes and miRNAs involved in the inflammatory response were able to be resolved for the first time. These altered miRNAs may serve as potential biomarkers to evaluate fungal exposure.</p></sec><sec sec-type="supplementary-material" id="S22"><title>Supplementary Material</title><supplementary-material content-type="local-data" id="SD1"><label>Supp Table S1</label><media xlink:href="NIHMS807316-supplement-Supp_Table_S1.pdf" orientation="portrait" xlink:type="simple" id="d37e1128" position="anchor"/></supplementary-material><supplementary-material content-type="local-data" id="SD2"><label>Supp Table S2</label><media xlink:href="NIHMS807316-supplement-Supp_Table_S2.pdf" orientation="portrait" xlink:type="simple" id="d37e1132" position="anchor"/></supplementary-material><supplementary-material content-type="local-data" id="SD3"><label>Supp Table S3</label><media xlink:href="NIHMS807316-supplement-Supp_Table_S3.pdf" orientation="portrait" xlink:type="simple" id="d37e1136" position="anchor"/></supplementary-material><supplementary-material content-type="local-data" id="SD4"><label>Supp Table S4</label><media xlink:href="NIHMS807316-supplement-Supp_Table_S4.pdf" orientation="portrait" xlink:type="simple" id="d37e1140" position="anchor"/></supplementary-material></sec></body><back><ack id="S23"><p>The authors acknowledge Dr. Michael Kashon in the Biostatistics and Epidemiology Branch, National Institute for Occupational Safety and Health (NIOSH) for assistance with statistical analysis and representation, as well as Brandon F. Law in the Allergy and Clinical Immunology Branch, NIOSH for assistance in harvesting and processing samples. The authors would also thank Dr. Paivi Salo from the National Institute of Environmental Health Sciences (NIEHS) and Dr. John Noti, NIOSH for participating in the internal NIEHS and NIOSH review process. This study was supported in part by an interagency agreement between NIOSH and NIEHS (AES12007001-1-0-6) as a collaborative National Toxicology Program research activity. This study was also funded in part by Centers for Disease Control and Prevention-NIOSH intramural funds (927ZLCT). The findings and conclusions in this study are those of the authors and do not necessarily represent the views of National Institute for Occupational Safety and Health. 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respectively).</p><p><bold>Figure 1B: Heat map of genes involved in the Th17 immune response pathways.</bold> Genes are color-coded (red or green for up- and downregulation, respectively).</p><p><bold>Figure 1C: Heat map of additional genes involved in the immune response.</bold> Genes are color-coded (red or green for up- and downregulation, respectively).</p></caption><graphic xlink:href="nihms807316f1a"/><graphic xlink:href="nihms807316f1b"/><graphic xlink:href="nihms807316f1c"/></fig><fig id="F2" orientation="portrait" position="float"><label>Figure 2</label><caption><p><bold>Figure 2A: Network map generated by IPA depicting genes involved in the Th1 and Th2 immune response and associated miRNA involved in inflammatory and cell-mediated immune response, shaped by gene function and positioned by subcellular location.</bold> Genes are color-coded (red or green for up- and downregulation, respectively) for the expression of Th1 and Th2 genes in the viable versus HIC group 48 hours post-exposure.</p><p><bold>Figure 2B: Network map generated by IPA depicting genes involved in the Th1 and Th2 immune response and associated miRNA involved in inflammatory and humoral immune response, shaped by gene function and positioned by subcellular location.</bold> Genes are color-coded (red or green for up- and downregulation, respectively) for the expression of Th1 and Th2 genes in the viable versus HIC group 48 hours post-exposure.</p></caption><graphic xlink:href="nihms807316f2a"/><graphic xlink:href="nihms807316f2b"/></fig><fig id="F3" orientation="portrait" position="float"><label>Figure 3</label><caption><title>Network map generated by IPA depicting genes involved in the Th17 immune response and associated miRNA involved in the inflammatory response, shaped by gene function and positioned by subcellular location</title><p>Genes are color-coded (red or green for up- and downregulation, respectively) for the expression of Th17 genes in the viable versus HIC group 48 hours post-exposure.</p></caption><graphic xlink:href="nihms807316f3"/></fig><fig id="F4" orientation="portrait" position="float"><label>Figure 4</label><caption><title>Summary of network map depicting the three differentially expressed genes of interest and their associated miRNAs involved in the inflammatory immune responses</title><p>Genes and miRNAs are color-coded (red or green for up- and downregulation, respectively) for the expression of <italic>Clec7a, TGF-&#x003b2;3, SMAD2/3</italic> and miRNAs in the viable versus HIC group 48 hours post-exposure.</p></caption><graphic xlink:href="nihms807316f4"/></fig><table-wrap id="T1" position="float" orientation="landscape"><label>Table 1</label><caption><title>Top 5 largest dysregulated miRNAs</title></caption><table frame="below" rules="groups"><thead><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">24 hours</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">24 hours</th></tr><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">Viable/Air-only control</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">Viable/HIC</th></tr><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th valign="bottom" align="center" rowspan="1" colspan="1">Fold change</th><th valign="bottom" align="center" rowspan="1" colspan="1">FDR</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th valign="bottom" align="center" rowspan="1" colspan="1">Fold change</th><th valign="bottom" align="center" rowspan="1" colspan="1">FDR</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;16.47</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;12.08</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30c-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;10.58</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-24-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;9.51</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-24-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;10.44</td><td align="center" valign="top" rowspan="1" colspan="1">0.12</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30c-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;9.06</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30b-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;7.65</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30b-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;6.83</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;6.95</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-29a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;6.60</td><td align="center" valign="top" rowspan="1" colspan="1">0.21</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-2137</td><td align="center" valign="top" rowspan="1" colspan="1">10.23</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-2137</td><td align="center" valign="top" rowspan="1" colspan="1">7.11</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-592-3p</td><td align="center" valign="top" rowspan="1" colspan="1">9.11</td><td align="center" valign="top" rowspan="1" colspan="1">0.02<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-677-3p</td><td align="center" valign="top" rowspan="1" colspan="1">6.43</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-677-3p</td><td align="center" valign="top" rowspan="1" colspan="1">8.84</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1843b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">6.23</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1947-3p</td><td align="center" valign="top" rowspan="1" colspan="1">6.44</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1947-3p</td><td align="center" valign="top" rowspan="1" colspan="1">5.91</td><td align="center" valign="top" rowspan="1" colspan="1">0.16</td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1843b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">6.40</td><td align="center" valign="top" rowspan="1" colspan="1">0.11</td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-592-3p</td><td align="center" valign="top" rowspan="1" colspan="1">5.67</td><td align="center" valign="top" rowspan="1" colspan="1">0.12</td></tr></tbody></table><table frame="below" rules="groups"><thead><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">48 hours</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">48 hours</th></tr><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">Viable/Air-only control</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th colspan="2" valign="bottom" align="center" rowspan="1">Viable/HIC</th></tr><tr><th valign="bottom" align="left" rowspan="1" colspan="1"/><th valign="bottom" align="center" rowspan="1" colspan="1">Fold change</th><th valign="bottom" align="center" rowspan="1" colspan="1">FDR</th><th valign="bottom" align="left" rowspan="1" colspan="1"/><th valign="bottom" align="center" rowspan="1" colspan="1">Fold change</th><th valign="bottom" align="center" rowspan="1" colspan="1">FDR</th></tr></thead><tbody><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;62.23</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;52.84</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-24-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;34.34</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-24-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;32.66</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;25.30</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-29a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;22.03</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30c-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;24.90</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-23a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;21.05</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-29a-3p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;20.97</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-30c-5p</td><td align="center" valign="top" rowspan="1" colspan="1">&#x02212;21.05</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-677-3p</td><td align="center" valign="top" rowspan="1" colspan="1">15.98</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-2137</td><td align="center" valign="top" rowspan="1" colspan="1">13.14</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-2137</td><td align="center" valign="top" rowspan="1" colspan="1">15.35</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-677-3p</td><td align="center" valign="top" rowspan="1" colspan="1">12.42</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1947-3p</td><td align="center" valign="top" rowspan="1" colspan="1">13.52</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1947-3p</td><td align="center" valign="top" rowspan="1" colspan="1">11.39</td><td align="center" valign="top" rowspan="1" colspan="1">0.01<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1843b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">13.30</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-1843b-3p</td><td align="center" valign="top" rowspan="1" colspan="1">10.64</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr><tr><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-3103-3p</td><td align="center" valign="top" rowspan="1" colspan="1">12.69</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td><td align="left" valign="top" rowspan="1" colspan="1">mmu-miR-3103-3p</td><td align="center" valign="top" rowspan="1" colspan="1">10.22</td><td align="center" valign="top" rowspan="1" colspan="1">0.00<xref rid="TFN1" ref-type="table-fn">*</xref></td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><label>*</label><p>p-value &#x02264; 0.05 is considered significant.</p></fn><fn id="TFN2"><p>FDR = False discovery rate.</p></fn></table-wrap-foot></table-wrap></floats-group></article>