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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fphys.2017.00283</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>RNA-Seq Comparison of Larval and Adult Malpighian Tubules of the Yellow Fever Mosquito <italic>Aedes aegypti</italic> Reveals Life Stage-Specific Changes in Renal Function</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yiyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/417137/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Piermarini</surname> <given-names>Peter M.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/414693/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Esquivel</surname> <given-names>Carlos J.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/417499/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Drumm</surname> <given-names>Hannah E.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Schilkey</surname> <given-names>Faye D.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/428052/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hansen</surname> <given-names>Immo A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/70597/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Biology, New Mexico State University</institution> <country>Las Cruces, NM, USA</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Computer Science, New Mexico State University</institution> <country>Las Cruces, NM, USA</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Entomology, Ohio Agricultural Research and Development Center, The Ohio State University</institution> <country>Wooster, OH, USA</country></aff>
<aff id="aff4"><sup>4</sup><institution>National Center for Genome Resources</institution> <country>Santa Fe, NM, USA</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute of Applied Biosciences, New Mexico State University</institution> <country>Las Cruces, NM, USA</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jan Adrianus Veenstra, University of Bordeaux 1, France</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Nicolas Durand, University of Orl&#x000E9;ans, France; Zainulabeuddin Syed, University of Notre Dame, USA</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Immo A. Hansen <email>immoh&#x00040;nmsu.edu</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Invertebrate Physiology, a section of the journal Frontiers in Physiology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>05</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>283</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>11</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>04</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Li, Piermarini, Esquivel, Drumm, Schilkey and Hansen.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Li, Piermarini, Esquivel, Drumm, Schilkey and Hansen</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) or licensor 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><bold>Introduction:</bold> The life history of <italic>Aedes aegypti</italic> presents diverse challenges to its diuretic system. During the larval and pupal life stages mosquitoes are aquatic. With the emergence of the adult they become terrestrial. This shifts the organism within minutes from an aquatic environment to a terrestrial environment where dehydration has to be avoided. In addition, female mosquitoes take large blood meals, which present an entirely new set of challenges to salt and water homeostasis.</p>
<p><bold>Methods:</bold> To determine differences in gene expression associated with these different life stages, we performed an RNA-seq analysis of the main diuretic tissue in <italic>A. aegypti</italic>, the Malpighian tubules. We compared transcript abundance in 4th instar larvae to that of adult females and analyzed the data with a focus on transcripts that encode proteins potentially involved in diuresis, like water and solute channels as well as ion transporters. We compared our results against the model of potassium- and sodium chloride excretion in the Malpighian tubules proposed by Hine et al. (<xref ref-type="bibr" rid="B26">2014</xref>), which involves at least eight ion transporters and a proton-pump.</p>
<p><bold>Results:</bold> We found 3,421 of a total number of 17,478 (19.6%) unique transcripts with a <italic>P</italic> &#x0003C; 0.05 and at least a 2.5 fold change in expression levels between the two groups. We identified two novel transporter genes that are highly expressed in the adult Malpighian tubules, which have not previously been part of the transport model in this species and may play important roles in diuresis. We also identified candidates for hypothesized sodium and chloride channels. Detoxification genes were generally higher expressed in larvae.</p>
<p><bold>Significance:</bold> This study represents the first comparison of Malpighian tubule transcriptomes between larval and adult <italic>A. aegypti</italic> mosquitoes, highlighting key differences in their renal systems that arise as they transform from an aquatic filter-feeding larval stage to a terrestrial, blood-feeding adult stage.</p>
</abstract>
<kwd-group>
<kwd>mosquito</kwd>
<kwd><italic>Aedes aegypti</italic></kwd>
<kwd>Malpighian tubules</kwd>
<kwd>RNAseq</kwd>
<kwd>diuresis</kwd>
<kwd>detoxification</kwd>
</kwd-group>
<contract-num rid="cn001">SC1AI109055</contract-num>
<contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="66"/>
<page-count count="13"/>
<word-count count="8596"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<sec>
<title>Aedes aegypti</title>
<p>Since the abandonment of the wide-spread vector control programs in the late 1960&#x00027;s, the yellow fever mosquito, <italic>Aedes aegypti</italic>, has rapidly re-emerged across the globe. The current range of this important disease vector puts &#x0007E;2.5 billion people at risk for dengue fever, with an estimated 50&#x02013;100 million cases per year. <italic>A. aegypti</italic> is also the primary vector of the viruses which cause yellow fever, chikungunya, and Zika (Nene et al., <xref ref-type="bibr" rid="B39">2007</xref>; CDC, <xref ref-type="bibr" rid="B12">2009</xref>; WHO, <xref ref-type="bibr" rid="B61">2011</xref>; Rodriguez-Morales, <xref ref-type="bibr" rid="B53">2015</xref>; Benelli and Mehlhorn, <xref ref-type="bibr" rid="B4">2016</xref>; Lazear et al., <xref ref-type="bibr" rid="B33">2016</xref>).</p>
</sec>
<sec>
<title>Osmoregulation in <italic>A. aegypti</italic></title>
<p>Larval and adult mosquitoes inhabit very different environments with diverse requirements regarding osmoregulation and excretion. During the larval (and pupal) life stages, mosquitoes are aquatic organisms that are immersed in a hypotonic environment (Bradley, <xref ref-type="bibr" rid="B10">1987</xref>; Marusalin et al., <xref ref-type="bibr" rid="B38">2012</xref>). Post-eclosion, adult <italic>A. aegypti</italic> are terrestrial organisms that face the threat of rapid dehydration. Accordingly, the osmoregulatory system must change rapidly for the mosquito to acclimate to the new environment (Bradley, <xref ref-type="bibr" rid="B10">1987</xref>; Piermarini, <xref ref-type="bibr" rid="B46">2016</xref>). Adult females are presented with an additional challenge when feeding on vertebrate blood. Within minutes, a female <italic>A. aegypti</italic> can ingest more than her own body weight in blood which drastically reduces her mobility (Clements, <xref ref-type="bibr" rid="B15">1992</xref>). In order to regain mobility and maintain osmotic balance, <italic>A. aegypti</italic> females excrete at least 40% of the volume contained in a blood meal within 1&#x02013;2 h (Williams et al., <xref ref-type="bibr" rid="B62">1983</xref>; Drake et al., <xref ref-type="bibr" rid="B18">2010</xref>). Vertebrate blood is composed of &#x0007E;85% water, and a mixture of ions, sugars, and proteins (Scanlon and Tina, <xref ref-type="bibr" rid="B54">2007</xref>). Thus, ingesting large volumes of blood affects osmotic balance and leads to the release and production of toxic metabolic wastes (e.g., heme, NH<sub>3</sub>) during digestion.</p>
</sec>
<sec>
<title>Malpighian tubules</title>
<p>The Malpighian tubules (MT) are the key excretory tissues in mosquitoes for osmotic balance and excretion of wastes, such as xenobiotics and excess nitrogen. In <italic>A. aegypti</italic>, there are five MT that attach to the alimentary canal at the midgut/hindgut junction. The tubules are comprised of two main cell types (principal cells and stellate cells) that form a single epithelial layer around the lumen (Beyenbach and Piermarini, <xref ref-type="bibr" rid="B7">2011</xref>). Stellate cells intercalate between principal cells along the distal segment of the tubule. Principal and stellate cells are thought to work in conjunction to maintain proper osmotic balance within the hemolymph (Beyenbach et al., <xref ref-type="bibr" rid="B8">2010</xref>; Beyenbach and Piermarini, <xref ref-type="bibr" rid="B7">2011</xref>).</p>
</sec>
<sec>
<title>Mechanisms of transepithelial fluid secretion</title>
<p>In the current model of transepithelial fluid secretion in the MT of <italic>A. aegypti</italic>, a proton motive force is created by the principal cells through a V-type H<sup>&#x0002B;</sup> ATPase (V-ATPase) located in the apical membrane (Beyenbach et al., <xref ref-type="bibr" rid="B8">2010</xref>; Beyenbach and Piermarini, <xref ref-type="bibr" rid="B7">2011</xref>; Piermarini, <xref ref-type="bibr" rid="B46">2016</xref>). The V-ATPase pumps protons into the lumen creating proton and voltage gradients to power other electrogenic exchange transporters and ion channels that move Na<sup>&#x0002B;</sup> and K<sup>&#x0002B;</sup> from the hemolymph into the lumen of the tubules. Only some of the molecular mechanisms have been identified and characterized so far. The stellate cells exchange intracellular HCO<sub>3</sub> with Cl<sup>&#x02212;</sup> from the hemolymph, then the Cl<sup>&#x02212;</sup> is transported to the lumen, presumably by chloride channels in stellate cells and/or a K,Cl cotransporter (KCC) in principal cells (Beyenbach, <xref ref-type="bibr" rid="B6">2003</xref>; Beyenbach et al., <xref ref-type="bibr" rid="B8">2010</xref>; Beyenbach and Piermarini, <xref ref-type="bibr" rid="B7">2011</xref>; Piermarini et al., <xref ref-type="bibr" rid="B48">2011</xref>). It is unknown exactly how water moves from the hemolymph to the lumen, however in <italic>A. aegypti</italic>, several aquaporin (AQP) mRNAs are enriched in the MT (Pietrantonio et al., <xref ref-type="bibr" rid="B49">2000</xref>; Drake et al., <xref ref-type="bibr" rid="B18">2010</xref>, <xref ref-type="bibr" rid="B20">2015</xref>). In MT of <italic>Anopheles gambiae</italic>, Prip (AQP2 in <italic>A. aegypti</italic>) immunoreactivity has been located on the basolateral membrane of stellate cells in the distal segment and principal cells of the proximal segment (Liu et al., <xref ref-type="bibr" rid="B35">2011</xref>; Tsujimoto et al., <xref ref-type="bibr" rid="B58">2013</xref>). RNAi-mediated knockdown of selected AQPs in adult female <italic>A. aegypti</italic> resulted in greatly reduced whole-mosquito diuresis capabilities (Drake et al., <xref ref-type="bibr" rid="B18">2010</xref>), consistent with roles in transepithelial water transport in the MT. Mosquito diuresis is regulated by a number of neuropeptides including kinins, cardioacceleratory peptides (CAPs), adiokinetic hormones (AKHs), and corticotropin-releasing factor related (CRF related) hormones (Gade, <xref ref-type="bibr" rid="B24">2004</xref>).</p>
</sec>
<sec>
<title>Excretion and detoxification</title>
<p>In addition to maintaining osmotic balance, the MT have a role in detoxification and excretion of metabolic waste products. Uric acid is thought to be transported into portions of the MT where it accumulates into crystals and assists with transport of water into the tubules by contributing to the osmotic gradient (O&#x00027;Donnell et al., <xref ref-type="bibr" rid="B41">1983</xref>). Enrichment of cytochrome p450&#x00027;s and glutathione <italic>S</italic>-transferases (GST) in the MT of <italic>Drosophila, A. gambiae</italic>, and <italic>Aedes albopictus</italic> indicates that this organ may also play a role in detoxification (Beyenbach et al., <xref ref-type="bibr" rid="B8">2010</xref>; Ingham et al., <xref ref-type="bibr" rid="B28">2014</xref>; Esquivel et al., <xref ref-type="bibr" rid="B22">2016</xref>).</p>
</sec>
<sec>
<title>This paper</title>
<p>Previous studies have characterized the transcriptome of the MT in <italic>A. albopictus</italic> (before and after blood feeding) (Esquivel et al., <xref ref-type="bibr" rid="B21">2014</xref>, <xref ref-type="bibr" rid="B22">2016</xref>) and <italic>A. gambiae</italic> (larval, adult, before, and after blood feeding) (Overend et al., <xref ref-type="bibr" rid="B42">2015</xref>), but transcriptomic studies in the MT of <italic>A. aegypti</italic> have not previously been performed. The goal of this study was to characterize the changes occurring in the MT of <italic>A. aegypti</italic> mosquitoes when switching from an aquatic to a terrestrial life. We conducted an in depth RNA-seq analysis of MT from 4th instar larvae and adult females 3 days post-eclosion.</p>
<p>We found a high number of transcripts differentially expressed in the MTs of adult mosquitoes and larvae. We also identified potential sodium and chloride channels that expand our current model of diuresis in mosquitoes.</p>
</sec>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>Mosquito culture</title>
<p>Mosquitoes from the <italic>A. aegypti</italic> Rockefeller (ROCK) strain were raised as previously described (Price et al., <xref ref-type="bibr" rid="B51">2011</xref>) with the exception that they were fed as larvae solely on cat food (Special Kitty Original, Wal-Mart stores, Bentonville, AR).</p>
</sec>
<sec>
<title>Mosquito dissection and RNA isolation</title>
<p>MT were isolated from &#x0007E;30 adult female or 30 larval (4th instar) <italic>A. aegypti</italic> in PBS and placed in Trizol&#x000AE; (Thermo Fisher Science). This was done in duplicate, creating two replicates for each group. Total RNA was then extracted from these tubule samples according to the manufacturers protocol (Chomczynski, <xref ref-type="bibr" rid="B14">1993</xref>). A Nanodrop 1000 (Thermo scientific) was used to quantify total RNA concentration. RNA quality was assessed visually by an RNA gel.</p>
</sec>
<sec>
<title>Illumina library preparation</title>
<p>Four micrograms of total RNA (the recommended maximum) from each sample was used to prepare a cDNA library for each sample using the TruSeq RNA Sample Preparation Kit v2 (Illumina), according to the manufacturer&#x00027;s protocol for low-throughput sample preparation, with the following modifications (Tsujimoto et al., <xref ref-type="bibr" rid="B57">2017</xref>). Differences in the protocol and our preparation procedure were: (1) using PCR strip tubes instead of PCR plates, (2) Elute, Prime, Fragment mix was thawed on ice and mixed into each well of the RBP plate on ice, and (3) Ligation mix was thawed on ice and mixed into each well of the ALP plate on ice.</p>
<p>The resulting libraries were quantified using a Nanodrop 1000 and Agilent Bioanalyzer 2100 (Agilent Technologies, Santa Clara, CA) at New Mexico State University, then sent for sequencing to the National Center for Genome Resources (Santa Fe, NM). The sequencing lab further analyzed the libraries and pooled them for sequencing on a single lane of Illumina HiSeq2000 1 &#x000D7; 100 bp reads.</p>
</sec>
<sec>
<title>Bioinformatics</title>
<p>Illumina reads were aligned using bowtie2 (v2.2.9) and Tophat2 (v2.1.1) to the <italic>A. aegypti</italic> reference transcripts available from Vectorbase (downloaded May. 5, 2016) (Lawson et al., <xref ref-type="bibr" rid="B32">2009</xref>; Langmead and Salzberg, <xref ref-type="bibr" rid="B31">2012</xref>). Each library was aligned separately. Alignments in each library for each transcript were tallied from bowtie2/Tophat2 results by htseq-count (Anders et al., <xref ref-type="bibr" rid="B2">2015</xref>), then expression was compared between larvae and adults using the DESeq package in R (Anders and Huber, <xref ref-type="bibr" rid="B1">2010</xref>). After alignment by bowtie2 and Tophat2, the FPKM (Fragments Per Kilobase of transcript per Million mapped reads) values and expression comparison of transcript isoforms were also calculated using Cuffdiff (Trapnell et al., <xref ref-type="bibr" rid="B56">2010</xref>). A Pearson correlation test (Galton, <xref ref-type="bibr" rid="B25">1877</xref>; Pearson, <xref ref-type="bibr" rid="B45">1895</xref>) was used to compare DESeq results and Cuffdiff results with a correlation value of 0.98 and a <italic>P</italic>-value of lower than 2.2e-16.</p>
</sec>
<sec>
<title>Functional clustering analysis of transcripts up-/down-regulated</title>
<p>For the clustering analysis, we followed a similar protocol to Esquivel et al. (<xref ref-type="bibr" rid="B21">2014</xref>, <xref ref-type="bibr" rid="B22">2016</xref>). In brief, transcripts were separated based on their expression in the MT of adults relative to MT of larvae (i.e., down-regulated or up-regulated in adult MT). Then, transcripts were submitted to a standalone BLASTn (version 2.2.31) analysis against the <italic>A. gambiae</italic> transcriptome (PEST strain transcript sequences, AgampP4.4 geneset, v1.00; <ext-link ext-link-type="uri" xlink:href="https://www.vectorbase.org/">https://www.vectorbase.org/</ext-link>). The &#x0201C;best hit ortholog&#x0201D; for each <italic>A. aegypti</italic> transcript was retrieved. <italic>A. gambiae</italic> orthologs were subjected to a Database for Annotation, Visualization, and Integrated Discovery (DAVID, version 6.7) functional clustering analysis (Niaid, <xref ref-type="bibr" rid="B40">2006</xref>). Only those functional clusters with an enrichment value &#x0003E;1.3 (corresponding to <italic>P</italic> &#x0003C; 0.05) were retrieved and recorded for further analysis.</p>
</sec>
</sec>
<sec id="s3">
<title>Results and discussion</title>
<sec>
<title>General sequencing results</title>
<p>Two cDNA libraries for each group were sequenced, resulting in 26.3 and 26.2 million reads respectively for the adult MT libraries. All raw sequence data generated were submitted to the sequence read archive (Leinonen et al., <xref ref-type="bibr" rid="B34">2011</xref>) and accepted under accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SRX1884160">SRX1884160</ext-link> for larvae and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SRX539939">SRX539939</ext-link> for adult. Sequencing of larval libraries resulted in 31.0 and 31.2 million reads. Seventy-three to seventy-six percent of the reads in each library successfully aligned to the <italic>A. aegypti</italic> reference transcriptome. We calculated the Pearson correlation coefficient for our sample repeats. Coefficients between adult: adult and larval: larval libraries were 0.996 and 0.991, respectively. Our replicates exhibited a high degree of similarity, meaning that the transcriptome of <italic>A. aegypti</italic> Malpighian tubules was stable across biological repeats and not highly variable (Bonizzoni et al., <xref ref-type="bibr" rid="B9">2011</xref>). The Pearson correlation between adult and larval libraries was 0.732, indicating potential changes in transcript expression between larval and adult MT. Figure <xref ref-type="fig" rid="F1">1</xref> shows a volcano plot visualizing the differences in gene expression between the larval and adult transcriptomes. The overall sequence results are shown in Table <xref ref-type="supplementary-material" rid="SM1">S1</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Volcano plot generated with larval vs. adult transcript data</bold>. Transcripts altered at a less than log 2 fold level are in red, transcripts altered at a greater than log 2 fold level, but with a <italic>P</italic> &#x0003C; 0.05 are in blue. Transcripts with an expression level altered more than log 2 fold and have a <italic>P</italic> &#x0003E; 0.05 are in black.</p></caption>
<graphic xlink:href="fphys-08-00283-g0001.tif"/>
</fig>
</sec>
<sec>
<title>General comparison of larval and adult transcriptomes</title>
<p>Due to the vastly different osmoregulatory requirements of aquatic larvae and terrestrial adults, we expected to see significant differences between the transcript expression in their MT.</p>
<p>The pathway analysis performed using DAVID v6.7 (Huang et al., <xref ref-type="bibr" rid="B27">2009</xref>) showed a total of 23 functional clusters among the transcripts up-regulated in adult MT, and 10 clusters among the transcripts down-regulated in adult MT (Table <xref ref-type="table" rid="T1">1</xref>). Clusters were then manually categorized based on their putative biological role: transcription and translation (9 clusters), cell signaling and voltage-gated channels (10 clusters), protein sorting and trafficking (5 clusters), organelle sorting and trafficking (7 clusters), cell signaling (1 cluster), and redox and detoxification (1 cluster; Table <xref ref-type="table" rid="T1">1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Categorization of the enriched functional clusters of transcripts in the MT of larval and adult mosquitoes</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Biological pathway</bold></th>
<th valign="top" align="center"><bold>Enrichment value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="2" style="background-color:#bbbdc0"><bold>UP-REGULATED TRANSCRIPTS (IN ADULTS)</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Transcription and Translation</bold></td>
</tr>
<tr>
<td valign="top" align="left">Protein amino acid phosphorylation</td>
<td valign="top" align="center">7.05</td>
</tr>
<tr>
<td valign="top" align="left">Ribosome</td>
<td valign="top" align="center">6.92</td>
</tr>
<tr>
<td valign="top" align="left">Transcription regulator activity</td>
<td valign="top" align="center">1.65</td>
</tr>
<tr>
<td valign="top" align="left">Bromodomain</td>
<td valign="top" align="center">1.44</td>
</tr>
<tr>
<td valign="top" align="left">Appendage morphogenesis</td>
<td valign="top" align="center">2.11</td>
</tr>
<tr>
<td valign="top" align="left">Regulation of cell development</td>
<td valign="top" align="center">2.06</td>
</tr>
<tr>
<td valign="top" align="left">Protein amino acid phosphorylation</td>
<td valign="top" align="center">3.43</td>
</tr>
<tr>
<td valign="top" align="left">Protein folding</td>
<td valign="top" align="center">2.34</td>
</tr>
<tr>
<td valign="top" align="left">Protein kinase, C-terminal</td>
<td valign="top" align="center">1.83</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Cell Signaling and Voltage-Gated Channels</bold></td>
</tr>
<tr>
<td valign="top" align="left">Immunoglobulin domain</td>
<td valign="top" align="center">4.19</td>
</tr>
<tr>
<td valign="top" align="left">Voltage-gated channel activity</td>
<td valign="top" align="center">4.19</td>
</tr>
<tr>
<td valign="top" align="left">Src homology-3 domain</td>
<td valign="top" align="center">3.41</td>
</tr>
<tr>
<td valign="top" align="left">Transmembrane</td>
<td valign="top" align="center">2.6</td>
</tr>
<tr>
<td valign="top" align="left">Ligand-gated ion channel activity</td>
<td valign="top" align="center">2.39</td>
</tr>
<tr>
<td valign="top" align="left">Calcium channel activity</td>
<td valign="top" align="center">2.25</td>
</tr>
<tr>
<td valign="top" align="left">Tyrosine protein kinase</td>
<td valign="top" align="center">1.82</td>
</tr>
<tr>
<td valign="top" align="left">Pleckstrin homology-type</td>
<td valign="top" align="center">1.72</td>
</tr>
<tr>
<td valign="top" align="left">Voltage-gated potassium channel activity</td>
<td valign="top" align="center">1.63</td>
</tr>
<tr>
<td valign="top" align="left">Low density lipoprotein-receptor</td>
<td valign="top" align="center">1.4</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Protein Sorting and Trafficking</bold></td>
</tr>
<tr>
<td valign="top" align="left">Ankyrin</td>
<td valign="top" align="center">1.67</td>
</tr>
<tr>
<td valign="top" align="left">dDENN</td>
<td valign="top" align="center">1.65</td>
</tr>
<tr>
<td valign="top" align="left">Microtubule-based process</td>
<td valign="top" align="center">1.56</td>
</tr>
<tr>
<td valign="top" align="left">GTPase regulator activity</td>
<td valign="top" align="center">1.53</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2" style="background-color:#bbbdc0"><bold>DOWN-REGULATED TRANSCRIPTS (IN ADULTS)</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Organelle Sorting and Trafficking</bold></td>
</tr>
<tr>
<td valign="top" align="left">Cytoskeletal protein binding</td>
<td valign="top" align="center">3.02</td>
</tr>
<tr>
<td valign="top" align="left">Non-membrane-bounded organelle</td>
<td valign="top" align="center">2.25</td>
</tr>
<tr>
<td valign="top" align="left">Myosin complex</td>
<td valign="top" align="center">1.78</td>
</tr>
<tr>
<td valign="top" align="left">GTP binding</td>
<td valign="top" align="center">1.74</td>
</tr>
<tr>
<td valign="top" align="left">FERM central domain</td>
<td valign="top" align="center">1.65</td>
</tr>
<tr>
<td valign="top" align="left">Regulation of organelle organization</td>
<td valign="top" align="center">1.4</td>
</tr>
<tr>
<td valign="top" align="left">Actin cytoskeleton organization</td>
<td valign="top" align="center">1.33</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Cell Signaling</bold></td>
</tr>
<tr>
<td valign="top" align="left">Calcium-binding EF-hand</td>
<td valign="top" align="center">2.07</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Protein Sorting and Trafficking</bold></td>
</tr>
<tr>
<td valign="top" align="left">Cellular component morphogenesis</td>
<td valign="top" align="center">1.42</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"><bold>Redox and Detoxification</bold></td>
</tr>
<tr>
<td valign="top" align="left">ABC transporter-like</td>
<td valign="top" align="center">1.54</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec>
<title>Functional clusters from up-regulated transcripts in adult MT</title>
<p>Inspection of the &#x0201C;transcription and translation&#x0201D; and &#x0201C;protein sorting and trafficking&#x0201D; categories suggest that MT of adult <italic>A. aegypti</italic> have enhanced activities related with (1) transcription of genes, (2) synthesis of proteins, (3) post-translational modification of proteins, and import/export of proteins among cellular organelles. In addition, the &#x0201C;cell signaling and voltage-gated channels&#x0201D; category gather a significant number of transcripts associated with active movement of ions (e.g., Na<sup>&#x0002B;</sup>, K<sup>&#x0002B;</sup>) through membranes for osmotic cellular regulation and/or cell signaling.</p>
</sec>
<sec>
<title>Functional clusters from down-regulated transcripts in adult MT</title>
<p>The category &#x0201C;organelle sorting and trafficking&#x0201D; and &#x0201C;protein sorting and trafficking&#x0201D; contains several transcripts associated with movement/re-arrangement of organelles by proteins (e.g., tubulin and myosin), suggesting that MT of non-blood fed females have reduced internal trafficking of cellular components. Furthermore, MT of adults are also showing a down-regulation of transcripts associated with cell signaling and redox/detoxification processes. These changes might correspond to the switch from an aquatic stage living in a relatively closed environment (i.e., a container) where toxins and wastes can accumulate and cannot be avoided until after pupal metamorphosis to the non-blood fed terrestrial/aerial stage living in a relatively open environment, where potential toxins and wastes can be avoided.</p>
</sec>
<sec>
<title>Most highly expressed transcripts in both samples</title>
<p>Tables <xref ref-type="table" rid="T2">2</xref>, <xref ref-type="table" rid="T3">3</xref> show the top twenty most highly expressed genes in larval and adult MTs, respectively. Five transcripts are found in both tables:
<list list-type="bullet">
<list-item><p>AAEL018662: predicted to encode cytochrome c oxidase subunit I</p></list-item>
<list-item><p>AAEL004851: unknown protein</p></list-item>
<list-item><p>AAEL017413: unknown protein</p></list-item>
<list-item><p>AAEL018672: no protein (tRNA)</p></list-item>
<list-item><p>AAEL017096: unknown protein.</p></list-item>
</list></p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p><bold>Most abundant transcripts by read count in larvae</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>FPKM of adult</bold></th>
<th valign="top" align="center"><bold>FPKM of larvae</bold></th>
<th valign="top" align="center"><bold>Fold change a/l</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL018672</td>
<td valign="top" align="center">9,254</td>
<td valign="top" align="center">60,002</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="left">No protein</td>
<td valign="top" align="char" char=".">&#x02212;6.25</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL010789</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">40,445</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;43.37</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL001107</td>
<td valign="top" align="center">2,312</td>
<td valign="top" align="center">30,576</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;14.67</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL012645</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">27,327</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;43.77</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017051</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">23,711</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Trypsin-like cysteine/serine peptidase domain</td>
<td valign="top" align="char" char=".">&#x02212;20.67</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005849</td>
<td valign="top" align="center">3,050</td>
<td valign="top" align="center">18,649</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="left">Synaptic vesicle protein</td>
<td valign="top" align="char" char=".">&#x02212;8.30</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017413</td>
<td valign="top" align="center">5,081</td>
<td valign="top" align="center">16,268</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;6.93</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017090</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">14,502</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;26.68</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018662</td>
<td valign="top" align="center">7,982</td>
<td valign="top" align="center">12,573</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="left">Cytochrome c oxidase subunit I</td>
<td valign="top" align="char" char=".">&#x02212;3.05</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL013777</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">11,037</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;32.21</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017119</td>
<td valign="top" align="center">2,941</td>
<td valign="top" align="center">10,761</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;7.59</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL010675</td>
<td valign="top" align="center">2,281</td>
<td valign="top" align="center">10,496</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;8.49</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL002612</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">10,365</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;36.44</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL011557</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">10,324</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Metalloproteinase, putative</td>
<td valign="top" align="char" char=".">&#x02212;33.02</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018673</td>
<td valign="top" align="center">1,778</td>
<td valign="top" align="center">10,149</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;4.54</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004851</td>
<td valign="top" align="center">9,765</td>
<td valign="top" align="center">9,948</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;0.10</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018674</td>
<td valign="top" align="center">982</td>
<td valign="top" align="center">8,736</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;4.59</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004522</td>
<td valign="top" align="center">1,309</td>
<td valign="top" align="center">8,632</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;10.46</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017096</td>
<td valign="top" align="center">4,359</td>
<td valign="top" align="center">8,128</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;4.14</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL002631</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7,889</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;24.38</td>
<td valign="top" align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The top 20 most highly expressed transcripts in A. aegypti larval MTs with adult expression levels for comparison purposes. Generated by Cuffdiff</italic>.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p><bold>Most abundant transcripts by read count in adult females</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>FPKM of adult</bold></th>
<th valign="top" align="center"><bold>FPKM of larvae</bold></th>
<th valign="top" align="center"><bold>Fold change a/l</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL004851</td>
<td valign="top" align="center">9,765</td>
<td valign="top" align="center">9,948</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;0.10</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018672</td>
<td valign="top" align="center">9,254</td>
<td valign="top" align="center">60,002</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="left">No protein</td>
<td valign="top" align="char" char=".">&#x02212;6.25</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018662</td>
<td valign="top" align="center">7,982</td>
<td valign="top" align="center">12,573</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="left">Cytochrome c oxidase subunit I</td>
<td valign="top" align="char" char=".">&#x02212;3.05</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018689</td>
<td valign="top" align="center">6,419</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">Inf</td>
<td valign="top" align="left">No protein</td>
<td valign="top" align="char" char=".">0.00</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017198</td>
<td valign="top" align="center">6,275</td>
<td valign="top" align="center">4,880</td>
<td valign="top" align="center">1.29</td>
<td valign="top" align="left">Unknown Protein</td>
<td valign="top" align="char" char=".">1.47</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left">AAEL007771</td>
<td valign="top" align="center">6,066</td>
<td valign="top" align="center">4,709</td>
<td valign="top" align="center">1.29</td>
<td valign="top" align="left">60S ribosomal protein L22</td>
<td valign="top" align="char" char=".">1.52</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">AAEL007824</td>
<td valign="top" align="center">5,821</td>
<td valign="top" align="center">5,011</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="left">Ribosomal protein S29, putative</td>
<td valign="top" align="char" char=".">0.86</td>
<td valign="top" align="center">0.22</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017413</td>
<td valign="top" align="center">5,081</td>
<td valign="top" align="center">16,268</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="left">Unknown Protein</td>
<td valign="top" align="char" char=".">&#x02212;6.93</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018669</td>
<td valign="top" align="center">5,039</td>
<td valign="top" align="center">5,904</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="left">Cytochrome c oxidase subunit III</td>
<td valign="top" align="char" char=".">&#x02212;0.99</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004503</td>
<td valign="top" align="center">4,516</td>
<td valign="top" align="center">3,215</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">1.90</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017096</td>
<td valign="top" align="center">4,359</td>
<td valign="top" align="center">8,128</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;4.14</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005451</td>
<td valign="top" align="center">4,046</td>
<td valign="top" align="center">4,599</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;0.74</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">AAEL016995</td>
<td valign="top" align="center">4,027</td>
<td valign="top" align="center">5,965</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;2.64</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004151</td>
<td valign="top" align="center">3,928</td>
<td valign="top" align="center">3,981</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;0.08</td>
<td valign="top" align="center">0.91</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017231</td>
<td valign="top" align="center">3,896</td>
<td valign="top" align="center">6,017</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;2.41</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL011656</td>
<td valign="top" align="center">3,875</td>
<td valign="top" align="center">3,893</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="left">40S ribosomal protein S15</td>
<td valign="top" align="char" char=".">&#x02212;0.03</td>
<td valign="top" align="center">0.97</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017491</td>
<td valign="top" align="center">3,757</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">Inf</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL009403</td>
<td valign="top" align="center">3,723</td>
<td valign="top" align="center">2,987</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">1.28</td>
<td valign="top" align="center">0.07</td>
</tr>
<tr>
<td valign="top" align="left">AAEL018498</td>
<td valign="top" align="center">3,721</td>
<td valign="top" align="center">3,905</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="left">Unknown protein</td>
<td valign="top" align="char" char=".">&#x02212;0.10</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">AAEL003942</td>
<td valign="top" align="center">3,659</td>
<td valign="top" align="center">3,014</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="left">60S ribosomal protein L44 L41, putative</td>
<td valign="top" align="char" char=".">1.12</td>
<td valign="top" align="center">0.11</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The top 20 most highly expressed transcripts in A. aegypti adult MTs with larval expression levels for comparison purposes. Generated by Cuffdiff. 60S ribosomal proteins and 40S ribosomal proteins are increased in adults</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>In larvae, cysteine/serine peptidase domain, synaptic vesicle protein, cytochrome c oxidase subunit I, metalloproteinase, putative, and 16 hypothetical proteins round out the top 20.</p>
<p>In the adult MTs, ribosomal proteins make up 4 of the 20 most highly expressed transcripts, while in larvae there are no ribosomal proteins in the twenty mostly highly expressed transcripts.</p>
</sec>
<sec>
<title>Most highly changed transcripts between larva and adult</title>
<p>Table <xref ref-type="table" rid="T4">4</xref> shows the top 10 most upregulated genes in larvae compared to adult while Table <xref ref-type="table" rid="T5">5</xref> shows the top 10 most upregulated genes in adults compared to larvae. Four of 10 genes that are highly upregulated in the larval stage are annotated as hypothetical proteins while seven of the 10 adult genes are annotated. In adult MT, ribosomal genes were expressed at very high levels and exhibited very high degrees of upregulation compared to larvae.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p><bold>Most altered transcripts in larvae</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>No. of reads Adult</bold></th>
<th valign="top" align="center"><bold>No. of reads Larvae</bold></th>
<th valign="top" align="center"><bold>DEseq fold change l/a</bold></th>
<th valign="top" align="center"><bold>FPKM of adult</bold></th>
<th valign="top" align="center"><bold>FPKM of larvae</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL004745</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4,323</td>
<td valign="top" align="center">1.19E&#x0002B;04</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">427.80</td>
<td valign="top" align="left">Pupal cuticle protein, putative</td>
<td valign="top" align="char" char=".">&#x02212;11.74</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL011504</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3,416</td>
<td valign="top" align="center">9.65E&#x0002B;03</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">735.75</td>
<td valign="top" align="left">Pupal cuticle protein, putative</td>
<td valign="top" align="char" char=".">&#x02212;11.36</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL008451</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">72,532</td>
<td valign="top" align="center">9.43E&#x0002B;03</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">3,388.57</td>
<td valign="top" align="left">Alpha-amylase</td>
<td valign="top" align="char" char=".">&#x02212;45.76</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL013773</td>
<td valign="top" align="center">4.5</td>
<td valign="top" align="center">21,608</td>
<td valign="top" align="center">7.49E&#x0002B;03</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">1,960.42</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;28.37</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005340</td>
<td valign="top" align="center">10.5</td>
<td valign="top" align="center">46,415</td>
<td valign="top" align="center">7.40E&#x0002B;03</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">3,261.52</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;40.62</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL017056</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">17,764</td>
<td valign="top" align="center">6.84E&#x0002B;03</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">2,690.37</td>
<td valign="top" align="left">Peptidoglycan recognition protein sc2</td>
<td valign="top" align="char" char=".">&#x02212;26.73</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL013777</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">103,708</td>
<td valign="top" align="center">6.43E&#x0002B;03</td>
<td valign="top" align="center">1.61</td>
<td valign="top" align="center">11,037.10</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;60.12</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL011930</td>
<td valign="top" align="center">5.5</td>
<td valign="top" align="center">21,337</td>
<td valign="top" align="center">6.20E&#x0002B;03</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">1,984.13</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">&#x02212;30.15</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL007044</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">5,528</td>
<td valign="top" align="center">6.14E&#x0002B;03</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">279.69</td>
<td valign="top" align="left">Lipase</td>
<td valign="top" align="char" char=".">&#x02212;16.15</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL008045</td>
<td valign="top" align="center">6.5</td>
<td valign="top" align="center">24,312</td>
<td valign="top" align="center">6.07E&#x0002B;03</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">682.97</td>
<td valign="top" align="left">Hexamerin 2 beta</td>
<td valign="top" align="char" char=".">&#x02212;32.27</td>
<td valign="top" align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The most upregulated transcripts in larval vs. adult MTs. Generated by DEseq. Several proteins with chitin binding domains are highly increased in larvae</italic>.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p><bold>Most altered transcripts in adult females</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>No. of reads Adult</bold></th>
<th valign="top" align="center"><bold>No. of reads Larvae</bold></th>
<th valign="top" align="center"><bold>DEseq fold change a/l</bold></th>
<th valign="top" align="center"><bold>FPKM of adult</bold></th>
<th valign="top" align="center"><bold>FPKM of larvae</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL000776</td>
<td valign="top" align="center">4,891</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2,634</td>
<td valign="top" align="center">108</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">12.04</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL001703</td>
<td valign="top" align="center">1,4524</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2,298</td>
<td valign="top" align="center">617</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Serine-type enodpeptidase, putative</td>
<td valign="top" align="char" char=".">20.50</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004386</td>
<td valign="top" align="center">2,1634</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">2,191</td>
<td valign="top" align="center">306</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Peroxinectin</td>
<td valign="top" align="char" char=".">25.34</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL002422</td>
<td valign="top" align="center">2,718</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">2,110</td>
<td valign="top" align="center">190</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Cytoplasmic polyadenylation element binding protein (cpeb)</td>
<td valign="top" align="char" char=".">26.26</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL003404</td>
<td valign="top" align="center">22,096</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">2,052</td>
<td valign="top" align="center">316</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">26.13</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004390</td>
<td valign="top" align="center">27,478</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">1,913</td>
<td valign="top" align="center">393</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Peroxinectin</td>
<td valign="top" align="char" char=".">29.26</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL014516</td>
<td valign="top" align="center">1,758</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1,901</td>
<td valign="top" align="center">87</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Metalloproteinase, putative</td>
<td valign="top" align="char" char=".">8.65</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL006281</td>
<td valign="top" align="center">1,377</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1,530</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Glucose transporter (sugar transporter)</td>
<td valign="top" align="char" char=".">8.34</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL007657</td>
<td valign="top" align="center">3,871</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1,445</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Low-density lipoprotein receptor (ldl)</td>
<td valign="top" align="char" char=".">13.07</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL009504</td>
<td valign="top" align="center">1,199</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1,355</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="char" char=".">8.18</td>
<td valign="top" align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The most upregulated transcripts in adult vs. larval MTs. Generated by Deseq</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>Based upon these results (data presented in Tables <xref ref-type="table" rid="T1">1</xref>&#x02013;<xref ref-type="table" rid="T5">5</xref>), the adult MTs appear to be more heavily geared toward protein synthesis than those of larvae, which is consistent with results from the MT of non-blood fed <italic>A. albopictus</italic> (Esquivel et al., <xref ref-type="bibr" rid="B22">2016</xref>).</p>
</sec>
</sec>
<sec>
<title>Ion and water transport machinery</title>
<p>The DAVID functional cluster analysis identified four groups associated with ion transport: &#x0201C;voltage-gated channel activity,&#x0201D; &#x0201C;transmembrane,&#x0201D; &#x0201C;ligand-gated ion channel activity,&#x0201D; and &#x0201C;voltage-gated potassium channel activity&#x0201D; (Table <xref ref-type="table" rid="T1">1</xref>). Other transcripts associated with epithelial ion transport are also found within the &#x0201C;cell signaling and voltage-gated channels&#x0201D; clusters (Table <xref ref-type="table" rid="T1">1</xref>). In addition, a manual search was performed to find transcripts associated with the current model of transepithelial fluid secretion in MT (Hine et al., <xref ref-type="bibr" rid="B26">2014</xref>; Piermarini, <xref ref-type="bibr" rid="B46">2016</xref>). We were able to identify at least one member of each gene family represented in this model in both larval as well as adult MT transcriptomes. Figure <xref ref-type="fig" rid="F2">2</xref> shows the relative expression levels of some model-associated transcripts. This model includes sodium/potassium ATPases (Na/K ATPase), a chloride/bicarbonate anion exchanger (Cl/HCO<sub>3</sub>), sodium/proton antiporters (NHA1, NHA2), a sodium/proton exchanger (NHE3), inward rectifier potassium channels (Kir1 &#x00026; 3), a sodium channel (NaC), sodium/potassium/chloride cotransporters (NKCC), chloride channels (ClC), potassium/chloride cotransporters (KCC), and V-ATPase subunits. Our analysis resulted in the identification of several novel paralogous transcripts expressed in the MT and also allowed the identification of some genes that are dominantly expressed. We found that many transcripts show life stage-dependent expression. Most transcripts that we analyzed had a greater level of expression in the larval MTs with only a few exceptions. For example, the putative sodium channel (NaC) AAEL014228, the only one of three NaC genes that is highly expressed in MTs, is 3.1 fold increased in adult relative to larval MTs, suggesting that it may play a role in the post-prandial diuresis of females.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>Model of NaCl and KCl excretion</bold>. Expression levels of transporters hypothesized to be involved in excretion of NaCl and KCl in <italic>Aedes aegypti</italic>. Shown is the log scale transcript expression of each transporter we found to be expressed, larvae in red, adults in blue. The cellular localization of several of these transporters has not been determined and is therefore hypothetical. PC, principal cell; SC, stellate cell; v, vesicle.</p></caption>
<graphic xlink:href="fphys-08-00283-g0002.tif"/>
</fig>
<p>We found that Kir1 (AAEL008932) was up-regulated in adults while Kir3 (AAEL001646) was up-regulated in larvae which confirms qPCR results published earlier (Yang et al., <xref ref-type="bibr" rid="B65">2017</xref>). In adults, Kir1 is expressed on the basolateral membrane of stellate cells where it contributes to most of the transepithelial secretion of K<sup>&#x0002B;</sup> (Piermarini et al., <xref ref-type="bibr" rid="B47">2015</xref>). On the other hand, Kir3 is expressed in intracellular compartments of principal and stellate cells in adult MT, but its physiological role is unknown (Piermarini et al., <xref ref-type="bibr" rid="B47">2015</xref>).</p>
<p>NHA2 (AAEL000137) was highly up-regulated in larvae (6.46x), consistent with a putative role in the absorption of luminal Na<sup>&#x0002B;</sup> as proposed by Xiang et al. (<xref ref-type="bibr" rid="B63">2012</xref>).</p>
<p>The NKCC transcripts AAEL009888 and AAEL006180 were not differentially expressed.</p>
<p>Catalytic subunit A of V-ATPase (AAEL008787) was 2.96x higher in larvae, while many other subunits show moderate up-regulation in larvae (see Table <xref ref-type="table" rid="T6">6</xref>). This is in contrast to microarray data from <italic>A. gambiae</italic> which indicates that in this mosquito species V-ATPase subunits are generally higher expressed in adults compared to larvae (Overend et al., <xref ref-type="bibr" rid="B42">2015</xref>).</p>
<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption><p><bold>V-ATPase subunit expression</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>No. of reads Adult</bold></th>
<th valign="top" align="center"><bold>No. of reads Larvae</bold></th>
<th valign="top" align="center"><bold>DEseq fold change a/l</bold></th>
<th valign="top" align="center"><bold>FPKM of adult</bold></th>
<th valign="top" align="center"><bold>FPKM of larvae</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL014053</td>
<td valign="top" align="center">3,505</td>
<td valign="top" align="center">999</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">43.13</td>
<td valign="top" align="center">21.80</td>
<td valign="top" align="left">Vacuolar proton ATPases</td>
<td valign="top" align="char" char=".">9.03</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL010819</td>
<td valign="top" align="center">1,1978</td>
<td valign="top" align="center">8,139</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">465.16</td>
<td valign="top" align="center">556.55</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit H</td>
<td valign="top" align="char" char=".">&#x02212;2.54</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">AAEL002464</td>
<td valign="top" align="center">9,193</td>
<td valign="top" align="center">6,257</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">808.64</td>
<td valign="top" align="center">968.44</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit f</td>
<td valign="top" align="char" char=".">&#x02212;2.40</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">AAEL012819</td>
<td valign="top" align="center">8,516</td>
<td valign="top" align="center">7,524</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">406.57</td>
<td valign="top" align="center">631.73</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit g</td>
<td valign="top" align="char" char=".">&#x02212;5.93</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL006390</td>
<td valign="top" align="center">13,712</td>
<td valign="top" align="center">13,725</td>
<td valign="top" align="center">0.56</td>
<td valign="top" align="center">182.11</td>
<td valign="top" align="center">320.95</td>
<td valign="top" align="left">Vacuolar proton ATPases</td>
<td valign="top" align="char" char=".">&#x02212;7.41</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL003743</td>
<td valign="top" align="center">4,374</td>
<td valign="top" align="center">4,601</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">45.75</td>
<td valign="top" align="center">84.31</td>
<td valign="top" align="left">Vacuolar proton ATPases</td>
<td valign="top" align="char" char=".">&#x02212;9.55</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL015594</td>
<td valign="top" align="center">659</td>
<td valign="top" align="center">714</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">30.35</td>
<td valign="top" align="center">57.77</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit c</td>
<td valign="top" align="char" char=".">&#x02212;6.58</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005173</td>
<td valign="top" align="center">3,178</td>
<td valign="top" align="center">3,642</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">40.07</td>
<td valign="top" align="center">80.34</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit c</td>
<td valign="top" align="char" char=".">&#x02212;9.26</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL012113</td>
<td valign="top" align="center">6,108</td>
<td valign="top" align="center">7,219</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">400.88</td>
<td valign="top" align="center">849.73</td>
<td valign="top" align="left">Vacuolar ATP synthase proteolipid subunit</td>
<td valign="top" align="char" char=".">&#x02212;9.60</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL006516</td>
<td valign="top" align="center">11,805</td>
<td valign="top" align="center">14,645</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">192.42</td>
<td valign="top" align="center">420.00</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit h</td>
<td valign="top" align="char" char=".">&#x02212;10.75</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL012035</td>
<td valign="top" align="center">34,113</td>
<td valign="top" align="center">51,513</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">386.50</td>
<td valign="top" align="center">1, 027.63</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit e</td>
<td valign="top" align="char" char=".">&#x02212;14.26</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL011025</td>
<td valign="top" align="center">15,032</td>
<td valign="top" align="center">23,751</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">325.64</td>
<td valign="top" align="center">904.92</td>
<td valign="top" align="left">Vacuolar ATP synthase subunit ac39</td>
<td valign="top" align="char" char=".">&#x02212;14.93</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005798</td>
<td valign="top" align="center">27,446</td>
<td valign="top" align="center">44,250</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">225.54</td>
<td valign="top" align="center">640.38</td>
<td valign="top" align="left">ATP synthase subunit beta vacuolar</td>
<td valign="top" align="char" char=".">&#x02212;15.35</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL008787</td>
<td valign="top" align="center">24,374</td>
<td valign="top" align="center">40,642</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">268.44</td>
<td valign="top" align="center">787.98</td>
<td valign="top" align="left">V-type proton ATPase catalytic subunit A</td>
<td valign="top" align="char" char=".">&#x02212;15.58</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL000291</td>
<td valign="top" align="center">75,297</td>
<td valign="top" align="center">164,326</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">850.71</td>
<td valign="top" align="center">3, 281.70</td>
<td valign="top" align="left">V-type proton ATPase 16 kDa proteolipid subunit</td>
<td valign="top" align="char" char=".">&#x02212;19.49</td>
<td valign="top" align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Comparison of V-ATPase subunit expression in larval vs. adult MTs by Deseq</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>These results suggest there may be potential differences in transport rates of certain ions between larval and adult MT, due not only to changes in expression levels but also of transporter types which may have different kinetics.</p>
<p>As mentioned earlier, we found a transcript encoding the alpha-subunit of the sodium/potassium ATPase (AAEL008787) to be 2.96x more abundant in MTs of larvae vs. adults (Figure <xref ref-type="fig" rid="F2">2</xref>). The Na/K-ATPase has recently been considered to play an important role in transepithelial fluid secretion by MT of <italic>A. aegypti</italic> (Hine et al., <xref ref-type="bibr" rid="B26">2014</xref>). Immunoreactivity for the alpha subunit localizes to the basolateral membranes of stellate cells in the distal segment and principal cells in the proximal segment (Patrick et al., <xref ref-type="bibr" rid="B43">2006</xref>), and ouabain significantly inhibits K<sup>&#x0002B;</sup>, Cl<sup>&#x02212;</sup>, and fluid secretion in isolated MTs (Hine et al., <xref ref-type="bibr" rid="B26">2014</xref>). Thus, our finding is consistent with a potentially important role of this ATPase in transepithelial fluid and cation secretion by adult MTs.</p>
<p>The larval challenge is to retain NaCl and KCl and to remain hypertonic by excreting a dilute urine, in the face of a constant hypotonic external force. In contrast, the adult female mosquito is challenged with the sudden need to excrete a large amount of fluid following a blood meal. The larvae need to get rid of water constantly and retain ions, whereas the adult female needs to retain water to prevent dehydration until the moment she takes a blood meal. At that point she needs to get rid of water and ions very quickly (Patrick et al., <xref ref-type="bibr" rid="B44">2001</xref>; Beyenbach, <xref ref-type="bibr" rid="B6">2003</xref>; Beyenbach and Piermarini, <xref ref-type="bibr" rid="B7">2011</xref>). Thus, the transcriptome of adult female MTs is likely primed with molecular mechanisms to fulfill her diuretic needs in response to a blood meal.</p>
<p>The model hypothesizes the existence of a basolateral sodium channel (NaC), which allows the entry of Na<sup>&#x0002B;</sup> into the principal cells from the hemolymph, and an apical chloride channel, which allows the movement of Cl<sup>&#x02212;</sup> from the stellate cells to the tubule lumen (Figure <xref ref-type="fig" rid="F2">2</xref>). In our analysis, we found one NaC (AAEL014228), and two ClC&#x00027;s (AAEL005950, AAEL001752) to be highly expressed in adult tubules (Figure <xref ref-type="fig" rid="F2">2</xref>). These two ClCs are orthologous to ClC-a and ClC-b in <italic>Drosophila</italic>, respectively. ClC-a (2x increase) and b (1.1x increase) were found to be more highly expressed in adults. ClC-a is known in <italic>Drosophila</italic> to be exclusively expressed in stellate cells and responds to diuretic hormone-induced secretion, while ClC-b is a housekeeping channel (Cabrero et al., <xref ref-type="bibr" rid="B11">2014</xref>). There are three ClC-type channels in <italic>Drosophila</italic>, whereas in <italic>A. aegypti</italic> there are seven. The large expansion of genes in <italic>A. aegypti</italic> is potentially due to differences in selective pressure as a result of different feeding habits of fruit flies vs. mosquitoes (Wang et al., <xref ref-type="bibr" rid="B60">2004</xref>).</p>
<p>Notably, a potassium-dependent sodium-calcium exchanger (NCKX1) was very highly expressed in larval and adult MT (AAEL004805). An ortholog of this transcript was also highly abundant in the MT of adult female <italic>A. albopictus</italic> and <italic>A. gambiae</italic> (Overend et al., <xref ref-type="bibr" rid="B42">2015</xref>; Esquivel et al., <xref ref-type="bibr" rid="B22">2016</xref>). NCKX1 may be associated with the response of MTs to kinins. That is, after stimulation with kinin peptides, there is an increase of intracellular Ca<sup>&#x0002B;2</sup>, which stimulates the secretion of Cl<sup>&#x02212;</sup> (Yu and Beyenbach, <xref ref-type="bibr" rid="B66">2002</xref>). A basolateral Na<sup>&#x0002B;</sup>/Ca<sup>2&#x0002B;</sup> exchanger could provide a mechanism for lowering intracellular [Ca<sup>2&#x0002B;</sup>] after the influx of Ca<sup>2&#x0002B;</sup> or maintaining low intracellular [Ca<sup>2&#x0002B;</sup>] before activation by kinins.</p>
<p>These previously unstudied transporters in <italic>A. aegypti</italic> represent potential mechanisms for disrupting diuresis, and exploiting as targets for novel insecticides development (Raphemot et al., <xref ref-type="bibr" rid="B52">2013</xref>).</p>
<p>It is still unclear how the MT transport water from the hemolymph to the tubule lumen, but paracellular transport through septate junctions and transcellular transport through aquaporins are the most likely routes. RNAi studies by our group suggest that aquaporins play a major role (Drake et al., <xref ref-type="bibr" rid="B18">2010</xref>, <xref ref-type="bibr" rid="B19">2012</xref>; Benoit et al., <xref ref-type="bibr" rid="B5">2014</xref>). In the present study, we found reads aligned against all six currently known aquaporins in the <italic>A. aegypti</italic> genome, as well as the B and C isoforms of aquaporin 5 (Eglp2) in both samples (Table <xref ref-type="table" rid="T7">7</xref>). The pattern of expression observed for each aquaporin in the MT was very similar to the results of Drake et al. with aquaporins 1(Drip), 2 (Prip), 4 (Eglp1), and 5 (Eglp2) being the most highly expressed, while 3 (Bib) and 6 (Aqp12L) are expressed at very low levels (Drake et al., <xref ref-type="bibr" rid="B18">2010</xref>). We found that aquaporins are generally upregulated in larvae with the exception of AQP6. However, our statistical analysis did not show significant changes except for AQP 1 and 3 (<italic>P</italic> &#x0003C; 0.05). These results may indicate that AQP expression overall is higher in MT of larvae vs. adults and that transcellular water transport is more important in MT of larvae than in those of adults.</p>
<table-wrap position="float" id="T7">
<label>Table 7</label>
<caption><p><bold>Aquaporin expression</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Transcript ID</bold></th>
<th valign="top" align="center"><bold>No. FPKM of Adult</bold></th>
<th valign="top" align="center"><bold>No. FPKM of Larvae</bold></th>
<th valign="top" align="center"><bold>DEseq fold change a/l</bold></th>
<th valign="top" align="left"><bold>Description</bold></th>
<th valign="top" align="center"><bold>Stat</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AAEL014255-RA (AQP6)</td>
<td valign="top" align="char" char=".">0.78</td>
<td valign="top" align="char" char=".">0.45</td>
<td valign="top" align="char" char=".">1.74</td>
<td valign="top" align="left">aquaporin, putative</td>
<td valign="top" align="char" char=".">1.29</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">AAEL003550-RA (AQP2)</td>
<td valign="top" align="char" char=".">237.51</td>
<td valign="top" align="char" char=".">218.72</td>
<td valign="top" align="char" char=".">1.09</td>
<td valign="top" align="left">aquaporin</td>
<td valign="top" align="char" char=".">0.29</td>
<td valign="top" align="center">0.69</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005001-RA (AQP4)</td>
<td valign="top" align="char" char=".">279.96</td>
<td valign="top" align="char" char=".">287.96</td>
<td valign="top" align="char" char=".">0.97</td>
<td valign="top" align="left">aquaporin</td>
<td valign="top" align="char" char=".">&#x02212;0.15</td>
<td valign="top" align="center">0.85</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005008-RA (AQP5)</td>
<td valign="top" align="char" char=".">91.45</td>
<td valign="top" align="char" char=".">105.22</td>
<td valign="top" align="char" char=".">0.87</td>
<td valign="top" align="left">aquaporin</td>
<td valign="top" align="char" char=".">&#x02212;0.70</td>
<td valign="top" align="center">0.36</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005008-RC (AQP5)</td>
<td valign="top" align="char" char=".">11.66</td>
<td valign="top" align="char" char=".">14.04</td>
<td valign="top" align="char" char=".">0.83</td>
<td valign="top" align="left">aquaporin</td>
<td valign="top" align="char" char=".">&#x02212;0.35</td>
<td valign="top" align="center">0.66</td>
</tr>
<tr>
<td valign="top" align="left">AAEL003512-RA (AQP1)</td>
<td valign="top" align="char" char=".">86.87</td>
<td valign="top" align="char" char=".">198.66</td>
<td valign="top" align="char" char=".">0.44</td>
<td valign="top" align="left">aquaporin-1</td>
<td valign="top" align="char" char=".">&#x02212;4.61</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL014108-RA (AQP6)</td>
<td valign="top" align="char" char=".">0.03</td>
<td valign="top" align="char" char=".">0.10</td>
<td valign="top" align="char" char=".">0.29</td>
<td valign="top" align="left">aquaporin, putative</td>
<td valign="top" align="char" char=".">0.00</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">AAEL005008-RB (AQP5)</td>
<td valign="top" align="char" char=".">0.20</td>
<td valign="top" align="char" char=".">0.81</td>
<td valign="top" align="char" char=".">0.24</td>
<td valign="top" align="left">aquaporin</td>
<td valign="top" align="char" char=".">&#x02212;0.42</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td valign="top" align="left">AAEL004741-RA (AQP3)</td>
<td valign="top" align="char" char=".">1.24</td>
<td valign="top" align="char" char=".">5.50</td>
<td valign="top" align="char" char=".">0.22</td>
<td valign="top" align="left">aquaporin transporter</td>
<td valign="top" align="char" char=".">&#x02212;7.69</td>
<td valign="top" align="center">0.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Comparison of aquaporin channel expression of different transcript isoforms in larval vs. adult MTs by Cuffdiff. In general, aquaporin expression is lower in adult vs. larval MTs</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Waste excretion and detoxification</title>
<p>In addition to maintaining fluid balance, the Malpighian tubules are a major site of detoxification and excretion of waste products, from pesticides to excess nitrogen and iron, through mechanisms such as cytochrome P450&#x00027;s and glutathione S-transferases (Folwell et al., <xref ref-type="bibr" rid="B23">2006</xref>; Yang et al., <xref ref-type="bibr" rid="B64">2007</xref>; Dow, <xref ref-type="bibr" rid="B17">2009</xref>; Chahine and O&#x00027;Donnell, <xref ref-type="bibr" rid="B13">2011</xref>). We investigated which of these detoxification mechanisms are present by examining the expression of transcripts and comparing adult and larval expression.</p>
<sec>
<title>Cytochrome P450 and glutathione</title>
<p>We found reads aligning to 181 identified cytochrome P450 transcripts and 115 of them were differentially expressed with statistical significance (<italic>P</italic> &#x0003C; 0.05); of these we found 35 of 115 significant transcripts to be expressed at low levels (&#x0003C;100 reads) (Table <xref ref-type="supplementary-material" rid="SM2">S2</xref>) in both larvae and adults. Of the transcripts expressed at a low level, we found 17 (all exhibiting at least a 2 fold induction) to be more highly expressed in adults compared to larvae and 18 (17 exhibiting at least a 2 fold induction) to be more highly expressed in the larvae compared to adults. The most highly expressed cytochrome P450 transcript in adults was AAEL004054 and in larvae AAEL017539. We compared the changes in expression to the expression profiles of cytochrome P450&#x00027;s found to be involved in xenobiotic metabolism and pyrethroid resistance (Poupardin et al., <xref ref-type="bibr" rid="B50">2010</xref>; Bariami et al., <xref ref-type="bibr" rid="B3">2012</xref>). We found that many cytochrome P450&#x00027;s that are up-regulated in resistant strains were upregulated in larvae. However, there were many exceptions and it does not appear that the complement of larval up-regulation carry over to adult expression.</p>
<p>There were reads aligning to 34 transcripts which have been categorized as glutathione-interacting enzymes and are likely to be involved in detoxification pathways (Table <xref ref-type="supplementary-material" rid="SM3">S3</xref>). Eighteen of these were expressed above a low level (both larvae and adult &#x0003E;1,000). 14 were found to have statistically significant differential expression, with 10 more abundant in larvae, and four more abundant in adults. The most highly expressed detoxification-related transcript in MT of larvae and adults was AAEL001071 (GSTD5). We found the epsilon class of GSTs, which are capable of detoxification of DDT, to be much more highly expressed in adults (2&#x02013;1,500 fold higher) (Lumjuan et al., <xref ref-type="bibr" rid="B37">2007</xref>, <xref ref-type="bibr" rid="B36">2011</xref>).</p>
<p>Our results indicate that mosquito larvae have a much more active detoxification system compared to adults, which makes physiological sense, because larvae are more likely to encounter persistent exposure to harmful wastes and xenobiotics in closed aquatic larval habitats.</p>
<p>Three transcripts relating to uric acid production, aldehyde oxidase, xanthine dehydrogenase and uricase in particular, were found to be significantly more abundant in MT of larvae vs. adults, by 13.9, 7.6, and 7.5 fold, respectively (Table <xref ref-type="supplementary-material" rid="SM4">S4</xref>). Arginase, which produces urea, was found to be evenly expressed in larvae and adults (Isoe and Scaraffia, <xref ref-type="bibr" rid="B29">2013</xref>). However, expression of transcripts encoding arginase in MT of both larvae and adults is relatively low (&#x0003E;1,000 reads) while other enzymes in the urea cycle are much more highly expressed, and significantly more abundant in larvae (Figure <xref ref-type="fig" rid="F3">3</xref>). Results indicate that adults may be producing more urea as a waste product, while larvae are producing uric acid; representing possible differential nitrogen excretion between adult females and larvae (Kuzhivelil and Mohamed, <xref ref-type="bibr" rid="B30">1998</xref>; von Dungern and Briegel, <xref ref-type="bibr" rid="B59">2001</xref>; Scaraffia et al., <xref ref-type="bibr" rid="B55">2008</xref>; Isoe and Scaraffia, <xref ref-type="bibr" rid="B29">2013</xref>). This could be due to an aquatic vs. terrestrial lifestyle or larvae consuming cat food with protein while the adults consume sugar water. However, we did not detect significant differences in the amount of uric acid between MT of adults (non-blood fed) and larvae (data not shown).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Conversion of nitrogen in waste products</bold>. Log scale expression of transcripts for enzymes involved in the synthesis of nitrogen waste products in <italic>A. aegypti</italic> MTs. In general, in the classical urea cycle, transcripts are lower in larvae compared to adults, with the exception of argininosuccinate lyase. In the alternative urea pathway, transcripts are higher in larvae compared to adults with the exception of allantoicase. Shown is the log scale transcript expression of each transporter we found to be expressed, larvae in red, adults in blue.</p></caption>
<graphic xlink:href="fphys-08-00283-g0003.tif"/>
</fig>
<p>We found 8 of 13 ferritin transcripts, including a ferritin precursor, to be highly expressed within the MT (&#x0003E;1,000 in both adult and larval MT, Table <xref ref-type="supplementary-material" rid="SM5">S5</xref>). Overall, ferritins were more abundant in the larval MT (1.4x). However, we would expect this to be reverse after the adults blood feed and this seems to be the case according to data in aeGEPUCI (Dissanayake et al., <xref ref-type="bibr" rid="B16">2010</xref>). That is, in whole mosquitoes, several ferritins expressed at a low level increase rapidly post-blood meal and some of the highly expressed transcripts increase.</p>
<p>From these results, it appears that MT of adults potentially utilize stored iron to create heme peroxidases for immunity, dealing with oxidative stress or for other uses prior to blood meal. Using some stored iron in this way could assist in dealing with the influx of iron following a blood meal.</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusions" id="s4">
<title>Conclusions</title>
<p>This study found significant changes between the MT transcriptomes of 4th instar larvae and adult female <italic>A. aegypti</italic> 3 days post-eclosion and identified several genes of potential interest for further functional analysis. Complete results of DEseq and Cuffdiff analysis are shown in Tables <xref ref-type="supplementary-material" rid="SM6">S6</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM8">S8</xref>.</p>
<p>Alterations in the expression of classical diuretic genes, such as ion and water transporters, reflect differing challenges in undertaking diuresis in aquatic and terrestrial environments, while changes in the abundance of glutathione S-transferases and cytochrome P450s likely reflect changes in the environment and diet. Changes in expression of enzymes of the nitrogen cycle and iron metabolism may reflect the dramatic change in diets between larval and adult mosquitoes.</p>
<p>We also have identified candidates for sodium and chloride channels predicted by the models of KCl and NaCl excretion of Hine et al. (<xref ref-type="bibr" rid="B26">2014</xref>).</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>Performed the experiments: HD, FS, and YL; Analyzed the data: YL, PP, FS, and CE; Wrote the paper: IH and PP; Edited the manuscript: YL, PP, CE, FS, and IH.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>This project was supported by the NIH grants SC1AI109055 and P20GM103451, and pilot funds from the National Center for Genome Resources (NCGR). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p>
<sec>
<title>Conflict of interest statement</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>
</sec>
</sec>
</body>
<back>
<ack><p>We thank Dr. David Price for his support of the early stages of this project.</p>
</ack>
<sec sec-type="supplementary-material" id="s7">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fphys.2017.00283/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fphys.2017.00283/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S1</label>
<caption><p><bold>Overall sequencing results</bold>. General statistics pertaining to the sequencing run. Number of reads and % aligning is the number of reads from the library which aligned to the reference transcripts using Bowtie2 and Tophat2.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S2</label>
<caption><p><bold>Transcripts related to Cytochrome P450</bold>. Expression of transcripts related to Cytochrome P450 in adult and larval MTs.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S3</label>
<caption><p><bold>Transcripts related to glutathione</bold>. Expression of transcripts related to glutathione in adult and larval MTs.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S4</label>
<caption><p><bold>Transcripts related to uric acid production</bold>. Expression of transcripts related to uric acid production in adult and larval MTs.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S5</label>
<caption><p><bold>Transcripts related to iron sequestration</bold>. Expression of transcripts related to iron sequestration and metabolism in adult and larval MTs.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM6" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S6</label>
<caption><p><bold>Completed DEseq result</bold>. The completed DEseq result table with annotation for each gene.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM7" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S7</label>
<caption><p><bold>Completed Cuffdiff Gene result</bold>. The complete Cuffdiff result table of each gene.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.XLSX" id="SM8" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S8</label>
<caption><p><bold>Completed Cuffdiff isofrom result</bold>. The complete Cuffdiff result table for different isoforms.</p></caption></supplementary-material>
</sec>
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