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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2017.01572</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Hypothesis and Theory</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Conjecture Regarding Posttranslational Modifications to the <italic>Arabidopsis</italic> Type I Proton-Pumping Pyrophosphatase (AVP1)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pizzio</surname> <given-names>Gaston A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/436593/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hirschi</surname> <given-names>Kendal D.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/26398/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Gaxiola</surname> <given-names>Roberto A.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/31221/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Center for Research in Agricultural Genomics, Consejo Superior de Investigaciones Cient&#x00ED;ficas</institution> <country>Barcelona, Spain</country></aff>
<aff id="aff2"><sup>2</sup><institution>USDA ARS Children&#x2019;s Nutrition Research Center, Baylor College of Medicine, Houston</institution> <country>TX, United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Life Sciences, Arizona State University, Tempe</institution> <country>AZ, United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Sergey Shabala, University of Tasmania, Australia</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Anja Thoe Fuglsang, University of Copenhagen, Denmark; Gerald Schoenknecht, Oklahoma State University, United States</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Gaston A. Pizzio, <email>gapizzio@gmail.com</email>; <email>gaston.pizzio@cragenomica.es</email> Roberto A. Gaxiola, <email>roberto.gaxiola@asu.edu</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Plant Biophysics and Modeling, a section of the journal Frontiers in Plant Science</p></fn></author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>1572</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>05</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>08</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Pizzio, Hirschi and Gaxiola.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Pizzio, Hirschi and Gaxiola</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>Agbiotechnology uses genetic engineering to improve the output and value of crops. Altering the expression of the plant <italic>Type I Proton-pumping Pyrophosphatase</italic> (H<sup>+</sup>-PPase) has already proven to be a useful tool to enhance crop productivity. Despite the effective use of this gene in translational research, information regarding the intracellular localization and functional plasticity of the pump remain largely enigmatic. Using computer modeling several putative phosphorylation, ubiquitination and sumoylation target sites were identified that may regulate <italic>Arabidopsis</italic> H<sup>+</sup>-PPase (AVP1- <italic>Arabidopsis Vacuolar Proton-pump 1)</italic> subcellular trafficking and activity. These putative regulatory sites will direct future research that specifically addresses the partitioning and transport characteristics of this pump. We posit that fine-tuning H<sup>+</sup>-PPases activity and cellular distribution will facilitate rationale strategies for further genetic improvements in crop productivity.</p>
</abstract>
<kwd-group>
<kwd>H<sup>+</sup>-PPase</kwd>
<kwd>AVP1</kwd>
<kwd>phosphorylation</kwd>
<kwd>sumoylation</kwd>
<kwd>ubiquitination</kwd>
<kwd>structural modeling</kwd>
</kwd-group>
<contract-num rid="cn001">IOS-1557890</contract-num>
<contract-sponsor id="cn001">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content></contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="73"/>
<page-count count="13"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Constitutive expression of plant type I <italic>Proton-pumping Pyrophosphatase</italic> (H<sup>+</sup>-PPase) in crops improves several valuable traits including salt and drought resistance, shoot and root biomass and nutrient and water use efficiencies (<xref ref-type="bibr" rid="B70">Yang et al., 2007</xref>, <xref ref-type="bibr" rid="B71">2014</xref>; <xref ref-type="bibr" rid="B30">Li et al., 2008</xref>; <xref ref-type="bibr" rid="B6">Bao et al., 2009</xref>; <xref ref-type="bibr" rid="B41">Pasapula et al., 2011</xref>; <xref ref-type="bibr" rid="B42">Pei et al., 2012</xref>; <xref ref-type="bibr" rid="B2">Arif et al., 2013</xref>; <xref ref-type="bibr" rid="B40">Paez-Valencia et al., 2013</xref>; <xref ref-type="bibr" rid="B53">Schilling et al., 2014</xref>; <xref ref-type="bibr" rid="B66">Wang et al., 2014</xref>). Currently more than 15 different crops have been improved using H<sup>+</sup>-PPase technology and in some cases these engineered plants demonstrate improved yield even in field conditions (reviewed in <xref ref-type="bibr" rid="B18">Gaxiola et al., 2016a</xref>,<xref ref-type="bibr" rid="B19">b</xref>; <xref ref-type="bibr" rid="B54">Schilling et al., 2017</xref>). The H<sup>+</sup>-PPases influences plant growth in both normal and abiotic stress conditions; however, how this protein alters growth has remained puzzling (<xref ref-type="bibr" rid="B18">Gaxiola et al., 2016a</xref>).</p>
<p>Fifteen years ago, the effects of H<sup>+</sup>-PPases were thought to be solely due to alterations around the vacuole (<xref ref-type="bibr" rid="B17">Gaxiola et al., 2001</xref>). The ability to buffer changes in the concentrations of essential and toxic ions requires judicious transport across the tonoplast (reviewed in <xref ref-type="bibr" rid="B55">Schumacher, 2014</xref>). This is energized by two proton pumps, the vacuolar H<sup>+</sup>-ATPase (V-ATPase) and the H<sup>+</sup>-PPase. V-ATPases are highly conserved, multisubunit proton pumps that consist of two subcomplexes. Increasing levels of V-ATPase activity has proven to be difficult because this is a complex of many proteins. However, the <italic>Arabidopsis Vacuolar Proton-pump 1</italic> (AVP1) transporter encodes a single polypeptide capable of enhancing the pumping of protons into the lumen of the vacuole (<xref ref-type="bibr" rid="B27">Kim et al., 1994</xref>). The simplicity of the structure made it an excellent candidate for manipulating proton gradients and this technology has been used in engineering numerous transgenic crops. Some of the improved growth in these engineered lines may be due to altered tonoplast transport as the salt-tolerant phenotype of transgenic lines expressing AVP1 or a homologue correlates in most of the crops tested with an increase in Na<sup>+</sup> uptake into vacuoles (reviewed in <xref ref-type="bibr" rid="B18">Gaxiola et al., 2016a</xref>).</p>
<p>In the last several years, evidence has emerged that the H<sup>+</sup>-PPases is not solely localized to the vacuole and this pump may function as both a pyrophosphatase and as PP<sub>i</sub>-synthase (<xref ref-type="bibr" rid="B43">Pizzio et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Gaxiola et al., 2016b</xref>; <xref ref-type="bibr" rid="B25">Khadilkar et al., 2016</xref>; <xref ref-type="bibr" rid="B46">Regmi et al., 2016</xref>; <xref ref-type="bibr" rid="B54">Schilling et al., 2017</xref>). In mesophyll cells the H<sup>+</sup>-PPase localizes at the tonoplast and with its PPi hydrolytic activity may serve two functions, vacuolar energization (<xref ref-type="bibr" rid="B16">Fuglsang et al., 2011</xref> and references therein), and cytosolic PP<sub>i</sub> scavenging (<xref ref-type="bibr" rid="B15">Ferjani et al., 2011</xref>). However, at the tonoplast it is possible that the H<sup>+</sup>-PPase can function as a PPi synthase depending of the vacuole pH. Evidence obtained from tonoplast fractions of maize coleoptiles and oranges suggests that a strong trans-tonoplast proton gradient affords this reverse PPi-synthase function (<xref ref-type="bibr" rid="B49">Rocha Facanha and de Meis, 1998</xref>; <xref ref-type="bibr" rid="B35">Marsh et al., 2000</xref>). The plasma membrane (PM) localization of H<sup>+</sup>-PPases is prominent in the sieve element-companion cell complexes (SE-CCs) in <italic>Ricinus communis</italic> and Arabidopsis (<xref ref-type="bibr" rid="B39">Paez-Valencia et al., 2011</xref>). In oxygen-deprived SE-CCs the PM localized type I H<sup>+</sup>-PPases may function as a PP<sub>i</sub> synthase due to the prevailing trans-membrane proton-gradient (<xref ref-type="bibr" rid="B39">Paez-Valencia et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Gaxiola et al., 2012</xref>; <xref ref-type="bibr" rid="B63">Tschiersch et al., 2012</xref>; <xref ref-type="bibr" rid="B43">Pizzio et al., 2015</xref>). Higher levels of PP<sub>i</sub> favor Sucrose Synthase (SUS)-mediated Suc hydrolysis and respiration for the generation of ATP and the proton motive force (pmf) required for phloem Suc loading and long-distance transport (<xref ref-type="bibr" rid="B39">Paez-Valencia et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Gaxiola et al., 2012</xref>, <xref ref-type="bibr" rid="B19">2016b</xref>; <xref ref-type="bibr" rid="B43">Pizzio et al., 2015</xref>). This leads to speculation that the majority of phenotypes in H<sup>+</sup>-PPase-expressing transgenic crops may be due to increased PP<sub>i</sub>-synthase activity in SE-CCs to augment sucrose phloem loading and long-distance transport.</p>
<p>There are multiple scenarios that could explain the plasticity of the H<sup>+</sup>-PPases in terms of localization and activity. For example, a posttranslational modification could act as both a sorting signal and-or an activity switch. Alternatively, a protein chaperone could guide H<sup>+</sup>-PPase cell sorting and-or regulate its activity. Furthermore, a steep H<sup>+</sup> gradient across the membrane may trigger the change of PPase to PPi-synthase activity (<xref ref-type="bibr" rid="B35">Marsh et al., 2000</xref>; <xref ref-type="bibr" rid="B43">Pizzio et al., 2015</xref>). Here we use computer modeling as a foundation to provide clues to identify regulatory elements within this protein that could impact trafficking and enzymatic functions. These <italic>in silico</italic> results will guide future experimental characterization of posttranslational modifications of the H<sup>+</sup>-PPase.</p>
</sec>
<sec><title>Results and Discussion</title>
<sec><title><italic>In Silico</italic> Prediction of Phosphorylation, Sumoylation and Ubiquitination Target Sites on AVP1</title>
<p>AVP1 appears to be localized at different membranes and may have multiple functions (<xref ref-type="bibr" rid="B39">Paez-Valencia et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Gaxiola et al., 2012</xref>; <xref ref-type="bibr" rid="B43">Pizzio et al., 2015</xref>; <xref ref-type="bibr" rid="B25">Khadilkar et al., 2016</xref>). Using the AVP1 interactome provides clues to address how localization and activity are regulated. Using the on-line BIOGRID tool<sup><xref ref-type="fn" rid="fn01">1</xref></sup> (<xref ref-type="bibr" rid="B59">Stark et al., 2006</xref>) several AVP1 interactors (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>) were identified including a putative protein kinase (AT1G07860; <xref ref-type="bibr" rid="B23">Jones et al., 2014</xref>), poly-ubiquitin 3 (UBQ3: AT5G3240; <xref ref-type="bibr" rid="B34">Manzano et al., 2008</xref>; <xref ref-type="bibr" rid="B26">Kim et al., 2013</xref>) and ubiquitin-conjugating enzyme E2 34 (UBC34: AT1G17280; <xref ref-type="bibr" rid="B23">Jones et al., 2014</xref>). Additionally, the SUMO-conjugating enzyme (SCE1: AT3G57870; <xref ref-type="bibr" rid="B12">Elrouby and Coupland, 2010</xref>) was found to interact with AVP1. These data imply that the H<sup>+</sup>-PPase could be regulated by phosphorylation, ubiquitination and/or sumoylation.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>AVP1 interactome.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Interactor</th>
<th valign="top" align="left">AGI</th>
<th valign="top" align="left">Description</th>
<th valign="top" align="left">Experimental evidence</th>
<th valign="top" align="left">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">UBQ3</td>
<td valign="top" align="left">AT5G03240</td>
<td valign="top" align="left">Polyubiquitin 3</td>
<td valign="top" align="left">Affinity Capture-MS</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Manzano et al., 2008</xref>; <xref ref-type="bibr" rid="B26">Kim et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">CSP3</td>
<td valign="top" align="left">AT2G17870</td>
<td valign="top" align="left">Cold shock domain protein 3</td>
<td valign="top" align="left">Two-hybrid</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B26">Kim et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">SCE1</td>
<td valign="top" align="left">AT3G57870</td>
<td valign="top" align="left">SUMO-conjugating enzyme SCE1</td>
<td valign="top" align="left">Two-hybrid</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B12">Elrouby and Coupland, 2010</xref></td>
</tr>
<tr>
<td valign="top" align="left">NHL3</td>
<td valign="top" align="left">AT5G06320</td>
<td valign="top" align="left">NDR1/HIN1-Like protein 3</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">UBC34</td>
<td valign="top" align="left">AT1G17280</td>
<td valign="top" align="left">Ubiquitin-conjugating enzyme E2 34</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">HHP2</td>
<td valign="top" align="left">AT4G30850</td>
<td valign="top" align="left">Heptahelical transmembrane protein2</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT2G39805</td>
<td valign="top" align="left">Integral membrane Yip1 family protein</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT1G14020</td>
<td valign="top" align="left"><italic>O</italic>-fucosyltransferase family protein</td>
<td valign="top" align="left">Protein-fragment complementation assay (PCA)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B23">Jones et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT1G07860</td>
<td valign="top" align="left">Putative protein kinase</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT1G47640</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT3G66654</td>
<td valign="top" align="left">Cyclophilin-like peptidyl-prolyl <italic>cis-trans</italic> isomerase family protein</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">n.n.</td>
<td valign="top" align="left">AT1G34640</td>
<td valign="top" align="left">Peptidase</td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>Data extracted from BIOGRID. n.n., no-name</italic>.</attrib>
</table-wrap-foot>
</table-wrap>
<p>Protein phosphorylation is a fundamental mechanism through which protein function is regulated in response to extracellular stimuli (<xref ref-type="bibr" rid="B9">Champion et al., 2004</xref>). Using PHOSPHAT4.0<sup><xref ref-type="fn" rid="fn02">2</xref></sup> (<xref ref-type="bibr" rid="B11">Durek et al., 2010</xref>), a specific protein phosphorylation target predictor for Arabidopsis, 26 different phosphorylation targets along AVP1 were identified (<bold>Figures <xref ref-type="fig" rid="F1">1A,B</xref></bold>). Of particular note are residues Y170 and T576 (high score value), S48, T129, T176, and T690 (medium high score value), and S47, Y61, Y130, Y252, and Y700 (medium score value). Interestingly, two different AVP1-derived phospho-peptides were experimentally found in different approaches (<bold>Figures <xref ref-type="fig" rid="F1">1A,C</xref></bold>). One of them (39-LTSDLGASSSGGANNGK-55) has a phosphorylation in S46, S47, S48 and/or K55 (<xref ref-type="bibr" rid="B61">Sugiyama et al., 2008</xref>; <xref ref-type="bibr" rid="B38">Nakagami et al., 2010</xref>; <xref ref-type="bibr" rid="B37">Mayank et al., 2012</xref>; <xref ref-type="bibr" rid="B50">Roitinger et al., 2015</xref>). A phosphorylation HOT-SPOT is defined as one containing 4 phosphorylatable residues within 10 consecutive amino-acids (PHOSPHAT 4.0; <xref ref-type="bibr" rid="B11">Durek et al., 2010</xref>). Furthermore, lysine (K55) may also act as a phosphate acceptor. It is well known that lysine can be targeted for one or more phosphoryl groups through a kinase phosphorylation or by a poly-phosphorylation mechanism (reviewed in <xref ref-type="bibr" rid="B4">Azevedo and Saiardi, 2016</xref>). Protein poly-phosphorylation at a lysine can be indirectly controlled by inositol pyrophosphate (<xref ref-type="bibr" rid="B32">Lonetti et al., 2011</xref>; <xref ref-type="bibr" rid="B3">Azevedo et al., 2015</xref>). In turn, inositol pyrophosphate is also involved in the regulation of cellular ATP levels (<xref ref-type="bibr" rid="B62">Szijgyarto et al., 2011</xref>; <xref ref-type="bibr" rid="B69">Wilson et al., 2013</xref>; <xref ref-type="bibr" rid="B56">Shears, 2015</xref>). We posit that AVP1 PPi-ase/PPi-synthase activity could be mediated by phosphorylation or poly-phosphorylation at K55.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Predicted phosphorylation sites within AVP1. <bold>(A)</bold> Output given by PhosPhAt 4.0 (<xref ref-type="bibr" rid="B11">Durek et al., 2010</xref>; <ext-link ext-link-type="uri" xlink:href="http://phosphat.uni-hohenheim.de/index.html">http://phosphat.uni-hohenheim.de/index.html</ext-link>). The residues in green are the phosphorylation targets. Phosphorylated peptides experimentally reported are highlighted and underlined in black. HAB1 target peptide is underlined in red. <bold>(B)</bold> Table with score and confidence of each phosphorylation target predicted. In red targets with high score values (&#x003C;1), in orange medium-high score values (0.66 &#x003C; score &#x003C; 1), in yellow medium score values (0.33 &#x003C; score &#x003C; 0.66) and in white background medium-low score (0 &#x003C; score &#x003C; 0.33). <bold>(C)</bold> Peptides and phosphorylated residues reported in literature. <bold>(D)</bold> HAB1 substrate peptide reported before.</p></caption>
<graphic xlink:href="fpls-08-01572-g001.tif"/>
</fig>
<p>The second AVP1-derived phospho-peptide (615-QFNTIPGLMEGTAKPDYATCVK-636) was experimentally described with a phosphate group at T618 and T633 (<xref ref-type="bibr" rid="B13">Engelsberger and Schulze, 2012</xref>). The modification at T618 was found when seedlings were grown under nitrogen starvation while the T633 modification was present during both adequate nutrition and nitrogen starvation conditions. A third AVP1-derived peptide (170-YANARTTLEA-179) is a substrate of the protein phosphatase HAB1 (AT1G7270; <xref ref-type="bibr" rid="B65">Vlad et al., 2009</xref>). Moreover, inside this peptide 170-YANARTTLEA-179 two residues (Y170 and T176) appear to be modified using the model generated by PHOSPHAT 4.0. Interestingly, HAB1 is a protein phosphatase involved in ABA signaling, a key hormone in abiotic stress response (<xref ref-type="bibr" rid="B1">Antoni et al., 2011</xref>). HAB1 may modify AVP1 under normal and abiotic stress conditions. These peptides (39-LTSDLGASSSGGANNGK-55, 615-QFNTIPGLMEGTAKPDYATCVK-636 and 170-YANARTTLEA-179) are unambiguously derived from AVP1 as they precisely match only this pump when BlastP was run against the <italic>Arabidopsis</italic> proteome (data not shown).</p>
<p>AVP1 interacts with the putative kinase AT1G07860 (<xref ref-type="bibr" rid="B23">Jones et al., 2014</xref>), and using NETPHOS 3.1 (<xref ref-type="bibr" rid="B8">Blom et al., 1999</xref>)<sup><xref ref-type="fn" rid="fn03">3</xref></sup> others putative AVP1 kinases were identified. Several phosphorylation targets on AVP1 were predicted: S46, S47, S48, T176, Y252, T576, T633 and Y700 (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">1</xref>). These targets were also predicted by PHOSPHAT (<bold>Figure <xref ref-type="fig" rid="F1">1</xref></bold>). <italic>Arabidopsis thaliana</italic> encodes kinases related to Casein Kinase 1 (CKI), Cyclin-dependent Kinase 2 (cdc2), Protein Kinase C (PKC), Mitogen-activated Protein Kinase (MAPK) and the <italic>trans</italic>-membrane kinase Epidermal Growth Factor Receptor (EGFR) that could be mediating AVP1 phosphorylation (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">1</xref>). These kinases are related with cell proliferation. In plant mitotic tissues PPi is produced in excess as a by-product of anabolism. It has been hypothesized that under these physiological conditions, the removal of PPi by H<sup>+</sup>-PPases favors both biosynthetic reactions and the energization of small vacuoles (<xref ref-type="bibr" rid="B58">Shiratake et al., 1997</xref>). Moreover, AVP1 working as a PPi-ase in early developmental stages (active mitotic tissues) is implicated in cytosolic PPi scavenging (<xref ref-type="bibr" rid="B15">Ferjani et al., 2011</xref>). Could phosphorylation on AVP1 (S46, S47, S48, T176, Y252, T576, T633 and Y700) be required to induce its PPase activity?</p>
<p>Ubiquitination regulates protein stability (<xref ref-type="bibr" rid="B51">Sadanandom et al., 2012</xref>; <xref ref-type="bibr" rid="B52">Sahara et al., 2014</xref>). Furthermore, ubiquitination has a role in protein localization, activation and protein&#x2013;protein interactions (<xref ref-type="bibr" rid="B64">Varshavsky, 2006</xref>). For instance, ubiquitination regulates the protein dynamics of the plasma membrane-localized Brassinosteroids Receptor 1 (BRI1). A modified lysine residue impacts its internalization and tonoplast sorting (<xref ref-type="bibr" rid="B36">Martins et al., 2015</xref>). UbPred<sup><xref ref-type="fn" rid="fn04">4</xref></sup> (<xref ref-type="bibr" rid="B44">Radivojac et al., 2010</xref>) predicts five ubiquitination targets on AVP1: K55, K77, K710, K715, and K721 (<bold>Figures <xref ref-type="fig" rid="F2">2A,B</xref></bold>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Predicted ubiquitination and sumoylation sites in AVP1. <bold>(A)</bold> Output given by UbPred (<xref ref-type="bibr" rid="B44">Radivojac et al., 2010</xref>; <ext-link ext-link-type="uri" xlink:href="http://www.ubpred.org/">http://www.ubpred.org/</ext-link>). In green the predictions with low confidence and in blue medium confidence. Residues with gray have no confidence. <bold>(B)</bold> Score and confidence for each putative ubiquitination target. <bold>(C)</bold> Output given by SUMOplot (ABGENT; <ext-link ext-link-type="uri" xlink:href="http://www.abgent.com/sumoplot/">http://www.abgent.com/sumoplot/</ext-link>). In red the motif with high sumoylation probability and in blue low probability residues. <bold>(D)</bold> Table with the score assigned to each K sumoylation target prediction.</p></caption>
<graphic xlink:href="fpls-08-01572-g002.tif"/>
</fig>
<p>SUMOylation is able to modify proteins and is considered to be a major posttranslational regulator in plants (reviewed in <xref ref-type="bibr" rid="B72">Yates et al., 2016</xref>). For example, SUMOylation can regulate protein stability or interfere in protein&#x2013;protein interactions (<xref ref-type="bibr" rid="B68">Wilkinson and Henley, 2010</xref>). The SUMOplot tool<sup><xref ref-type="fn" rid="fn05">5</xref></sup> (ABGENT) was used to identify six sumoylation targets present in AVP1: K55, K185, K265, K545, K628 and K768 (<bold>Figures <xref ref-type="fig" rid="F2">2C,D</xref></bold>). The sumoylation target predicted on AVP1 at residue K768 is within a key C-terminal loop. This loop may act as a H<sup>+</sup> flux direction regulator throughout the transmembrane channel (<xref ref-type="bibr" rid="B31">Lin et al., 2012</xref>). The C-terminal loop of H<sup>+</sup>-PPases (a domain localized in the lumen of the vacuole) forms a hydrophobic gate in the proton transport pathway. In turn, this kind of gate could maintain unidirectional H<sup>+</sup> translocation from the cytosol to the vacuolar lumen, avoiding H<sup>+</sup> refluxing. <xref ref-type="bibr" rid="B31">Lin et al. (2012)</xref> propose this narrow pathway and its acid&#x2013;base pairs as key regulators in the directionality of proton pumping flux of H<sup>+</sup>-PPases. Sumoylation at K768 could &#x2018;lock&#x2019; this gate in an open conformation, and thus facilitate H<sup>+</sup> refluxing and the PPi-synthase activity of the H<sup>+</sup>-PPase.</p>
<p>AVP1-K55 is not only included in the phosphorylation HOT-SPOT but also a possible phosphate acceptor and a putative target for ubiquitination and sumoylation. As a &#x201C;mulitple-&#x201D; target, AVP1-K55 could be an important residue that warrants further analysis.</p>
</sec>
<sec><title>Structural Modeling of AVP1 and Topological Analysis of the Putative Posttranslational Modifications</title>
<p>To further refine the relevance of putative posttranslational modifications in type I H<sup>+</sup>-PPases, protein modeling was performed. Given the lack of structural data on AVP1, we used the crystal structure of the homologous <italic>Vigna radiata</italic> H<sup>+</sup>-PPase (VrH<sup>+</sup>-PPase; <xref ref-type="bibr" rid="B31">Lin et al., 2012</xref>). To delineate the secondary structure of AVP1, alignment was performed between VrH<sup>+</sup>-PPase (primary and secondary structure) and the primary structure of AVP1 using EsPript<sup><xref ref-type="fn" rid="fn06">6</xref></sup> (<bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>). Given the high degree of amino acid sequence identity between H<sup>+</sup>-PPases (86&#x2013;91% identity in land plants; <xref ref-type="bibr" rid="B31">Lin et al., 2012</xref>) this alignment (VrH1-PPase vs. AVP1) displayed high quality with protein identity at 88% and protein similarity at 94%. The putative posttranslational modification targets are present along the entire AVP1 sequence. Moreover, some of these targets (Y252, K265, K545, T690, Y700) are close to key AVP1 residues involved in PPi binding or H<sup>+</sup> interactions inside the hydrophilic trans-membrane channel (<bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>). The secondary structure predicted for AVP1 suggests all the putative posttranslational modifications, with the exception of K545 and T690 target amino-acids present in the cytoplasmic or apoplasmic/vacuolar loops (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). This is relevant because posttranslational modifications within trans-membrane domains are likely of little relevance. The HOT-SPOT (including S46, S47, S48 and K55) hits the unresolved region in the crystal structure of VrH<sup>+</sup>-PPase (M1-M2 loop; see <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). Probably this region is not resolved in VrH<sup>+</sup>-PPase because it is an intrinsically disordered protein region (IDPR) and recalcitrant to crystallization (<xref ref-type="bibr" rid="B10">DeForte and Uversky, 2016</xref>). This idea is supported by the local disorder prediction of AVP1 sequence (<bold>Figure <xref ref-type="fig" rid="F5">5</xref></bold>; GeneSilico MetaDisorder tool<sup><xref ref-type="fn" rid="fn07">7</xref></sup>; <xref ref-type="bibr" rid="B28">Kozlowski and Bujnicki, 2012</xref>) that predicts the amino-acid residues 40&#x2013;63 of the M1-M2 loop are disordered. Interestingly, we found other IDPR or potentially flexible loops in AVP1 that include posttranslational targets: M5-M6 loop (including K265 and close to Y252); M11-M12 loop (close to K545), M13-M14 loop (including T618, K628 and T633) and M15-M16 loop (including T690, Y700, K710, K715, and K721). IDPR are associated with the domains&#x2019; ability to change its conformation and concomitantly the protein&#x2019;s function (<xref ref-type="bibr" rid="B10">DeForte and Uversky, 2016</xref>). The primary sequence of a proteins or protein region encodes the ability to fold into an ordered functional unit or to stay intrinsically disordered but functional. IDPRs exist as dynamic structural ensembles and are involved in protein activity regulation through allosteric effects or posttranslational modifications that result in the masking and unmasking of interaction sites. (<xref ref-type="bibr" rid="B7">Bhowmick et al., 2013</xref>). IDPs are also abundant in protein degradation pathways. There are a number of E3 ubiquitin-protein ligases which have long stretches of disorder that appear to mediate interactions with a variety of mostly disordered substrates (<xref ref-type="bibr" rid="B7">Bhowmick et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Erales and Coffino, 2014</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Alignment of AVP1 and VrH<sup>+</sup>-PPase. ESPript was used to align the two pumps (<xref ref-type="bibr" rid="B48">Robert and Gouet, 2014</xref>; <ext-link ext-link-type="uri" xlink:href="http://espript.ibcp.fr/ESPript/ESPript/">http://espript.ibcp.fr/ESPript/ESPript/</ext-link>). Red arrows: phosphorylation targets; light green arrows: ubiquitination targets; dark green arrows: sumoylation targets. Black asterisk: key residues in the proton transport pathway. Blue asterisk: residues involved in PPi interaction.</p></caption>
<graphic xlink:href="fpls-08-01572-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Predicted membrane topology of AVP1. The six inner (cyan) and ten outer (blue) transmembrane helices (M1-16). Red circle: phosphorylation targets. Light green circle: ubiquitination targets. Dark green circle: sumoylation targets. White asterisk: key residues in the proton transport pathway. Black asterisk: residues involved in PPi interaction. Dashed arrows: H<sup>+</sup> flux direction.</p></caption>
<graphic xlink:href="fpls-08-01572-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Meta-disorder prediction of AVP1. Local prediction of Intrinsically Unstructured Protein Regions (protein disorder) from amino acid sequence of AVP1 (GeneSilico MetaDisorder tool; <xref ref-type="bibr" rid="B28">Kozlowski and Bujnicki, 2012</xref>). All residues whose disorder probability is over 0.5 are considered as disordered. Method: MetaDisorderMD2 -CASP9 recommended by this tool as the most accurate disorder predictor method. Server: <ext-link ext-link-type="uri" xlink:href="http://iimcb.genesilico.pl/metadisorder/metadisorder.html">http://iimcb.genesilico.pl/metadisorder/metadisorder.html</ext-link>.</p></caption>
<graphic xlink:href="fpls-08-01572-g005.tif"/>
</fig>
<p>Phosphorylation, ubiquitination or sumoylation are likely to occur at the protein surface in order to facilitate enzyme accessibility. Using PYMOD 2.0 (a plug-in for PYMOL software) with the crystal structure of A-VrH<sup>+</sup>-PPase as a template (<xref ref-type="bibr" rid="B31">Lin et al., 2012</xref>), AVP1 three dimensional models could be determined (<bold>Figures <xref ref-type="fig" rid="F6">6A,D</xref></bold> and Supplementary Figure <xref ref-type="supplementary-material" rid="SM2">2</xref>). AVP1 (white ribbons) and A-VrH<sup>+</sup>-PPase (orange ribbons) structural alignment displayed a high degree of similarity (<bold>Figure <xref ref-type="fig" rid="F6">6A</xref></bold> and Supplementary Figure <xref ref-type="supplementary-material" rid="SM2">2</xref>). The AVP1 structure was delineated with PYMOD/MODELLER by &#x201C;Homology Based Modeling&#x201D; using as a template VrH<sup>+</sup>-PPase (PDB: 4A01, resolved at 2.5 A&#x00B0;). AVP1 and the template VrH<sup>+</sup>-Pase are homologous proteins. They share more than 88% identity and 94% of similarity and for this reason the structural model is trustworthy (<xref ref-type="bibr" rid="B5">Baker and Sali, 2001</xref>; <xref ref-type="bibr" rid="B73">Zhang, 2009</xref>; <xref ref-type="bibr" rid="B29">Leman et al., 2015</xref>). Model assessment with DOPE local score (DOPE: Discrete Optimized Protein Energy; <xref ref-type="bibr" rid="B57">Shen and Sali, 2006</xref>; <xref ref-type="bibr" rid="B67">Webb and Sali, 2014</xref>) given by PYMOD/MODELLER showed high correlation between the AVP1 model (green line) and the VrH<sup>+</sup>-PPase crystal structure (blue line; Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">3A</xref>). The gap in VrH<sup>+</sup>-Pase DOPE score corresponded with the structural indel (protein internal deletion) defined as a &#x201C;flexible loop&#x201D; and is not resolved in the crystal structure. Ramachandran plot analysis that facilitates a visualization of energetically allowed regions for backbone dihedral angles &#x03C8; against &#x03C6; of amino acid residues in protein structure (<xref ref-type="bibr" rid="B45">Ramachandran et al., 1963</xref>; <xref ref-type="bibr" rid="B47">Richardson, 1981</xref>) demonstrated the absence of any amino acid residue in outlying regions (Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">3B</xref>). Moreover, global quality <italic>Z</italic>-scores (QMEAN6 <italic>Z</italic>-score: -2.41, All atom: -1.73, Cbeta: -2.18, Solvation: 1.59, Torsion: -2.71, SS Agree: -1.56 and ACC Agree: -0.13) suggest the AVP1 structural model is reliable (Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">3C</xref>; SWISS-MODEL QMEAN tool; <xref ref-type="bibr" rid="B60">Studer et al., 2014</xref>). QMEAN &#x201C;local&#x201D; quality score shows almost all amino acid residues had a high score (near to 1). As expected, residues present in the &#x201C;flexible loop&#x201D; demonstrated a poor local quality score (Supplementary Figure <xref ref-type="supplementary-material" rid="SM3">3D</xref>). To delineate the structure of this flexible loop (41-VRDASPNAAAKNGYNDYLIEEEEGIND-67 in VrH<sup>+</sup>-PPase and 42-LGASSSGGANNGKNGYGDYLIEEEEGVND-71 in AVP1) a partial AVP1 modeling (residues 1&#x2013;100) was done using PHYRE2 (Protein Fold Recognition Server<sup><xref ref-type="fn" rid="fn08">8</xref></sup>; <xref ref-type="bibr" rid="B24">Kelley et al., 2015</xref>). Multi-template &#x201C;Homology Based&#x201D; and &#x201C;AB initio&#x201D; modeling where applied by PHYRE2. VrH<sup>+</sup>-PPase (PDB: 4A01) as the main template and used to model AVP1-residues 1&#x2013;100 (70% modeled at > 90% confidence). AVP1 helix M1 and M2 (see <bold>Figure <xref ref-type="fig" rid="F5">5</xref></bold>) appear to anchor the flexible loop&#x2019;s extremities. In particular, the flexible loop N-terminal fragment (LGASSSGGANN) was modeled by AB initio and the C-terminal fragment (GKNGYGDYLIEEEEGVND) was delineated by homology base modeling: using a fragment of PDB-2N0Y as a partial secondary template (with 39% identity respect to AVP1). A Ramachandran plot of the flexible loop demonstrated only one amino acid residue in an outlying region (Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">4A</xref>). Moreover, global quality <italic>Z</italic>-scores (QMEAN6: -2.16, All atom: -1.63, Cbeta: -3.13, Solvation: -1.10, Torsion: -1.76, SS Agree: -0.90 and ACC: -0.11) again suggest that our model of the AVP1 flexible loop is dependable (Supplementary Figure <xref ref-type="supplementary-material" rid="SM4">4B</xref>). Flexible loop modeling indicated a new alpha-helix (<bold>Figures <xref ref-type="fig" rid="F6">6B,C</xref></bold>). The structural alignment of AVP1-residues 1&#x2013;100 (green ribbons) and the A-VrH<sup>+</sup>-PPase chain (orange ribbons) displayed little variation (<bold>Figure <xref ref-type="fig" rid="F6">6B</xref></bold>). A structural alignment of both protein fragments, AVP1 and the flexible loop, facilitates a model of the whole AVP1 surface (<bold>Figure <xref ref-type="fig" rid="F6">6D</xref></bold>; as white surface AVP1 and as green surface the flexible loop).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Structural modeling of AVP1. <bold>(A)</bold> Structural alignment of chain A VrH<sup>+</sup>-PPase (orange ribbons) and the putative structure of AVP1 (white ribbons). In blue: chain B VrH<sup>+</sup>-PPase surface. <bold>(B)</bold> Structural alignment of chain A VrH<sup>+</sup>-PPase<sub>R1-100</sub> (orange ribbons) and the predicted structure of AVP1<sub>R1-100</sub> (green ribbons). <bold>(C)</bold> Model of the AVP1 &#x201C;flexible loop&#x201D; (42-LGASSSGGANNGKNGYGDYLIEEEEGVND-71). <bold>(D)</bold> Protein surface of the H<sup>+</sup>-PPase homodimer: modeled AVP1 in white, AVP1 &#x201C;flexible loop&#x201D; in green and chain B VrH<sup>+</sup>-PPase in blue. Cyt: cytoplasmic side. Vac/Apo: vacuolar lumen and apoplasmic side.</p></caption>
<graphic xlink:href="fpls-08-01572-g006.tif"/>
</fig>
<p>A topological analysis of AVP1 structure shows that the phosphorylation targets S46, S47, S48, K55, Y61, T129, Y130, Y170, T576, T618, T633, and Y700, the ubiquitination targets K55, K77, K710, K715, and K721, and the sumoylation targets K55, K185, K265, K628, K768, are all on the protein surface (<bold>Figures <xref ref-type="fig" rid="F7">7A</xref>&#x2013;<xref ref-type="fig" rid="F7">F</xref></bold> and Supplementary Figure <xref ref-type="supplementary-material" rid="SM5">5</xref>). Thus, this topological analysis reinforces the potential relevance of these sites. Meanwhile, the phosphorylation sites T176, Y252 and T690, and the ubiquitination site K545 are buried inside the protein (Supplementary Figure <xref ref-type="supplementary-material" rid="SM5">5</xref>), making these sites less likely to be important in protein regulation. Alternatively, the structure of this protein may be in dynamic flux with conformational changes being regulated by different modifications.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Predicted membrane topology and posttranslational modifications in AVP1. <bold>(A&#x2013;F)</bold> Different views (protein surface) of the H<sup>+</sup>-PPase homodimer: modeled AVP1 in white, AVP1 &#x201C;flexible loop&#x201D; in green and chain B VrH<sup>+</sup>-PPase in blue. Phosphorylation targets in red. Ubiquitination targets in orange. Sumoylation targets in purple. Triple target in pink. Cyt: cytoplasmic side. Vac/Apo: vacuolar lumen and apoplasmic side.</p></caption>
<graphic xlink:href="fpls-08-01572-g007.tif"/>
</fig>
</sec>
<sec><title>Conclusions</title>
<p>AVP1 has been widely used in agbiotechnology to increase crop yield. Future basic science should be undertaken to guide AVP1 mediated engineering approaches. Our results suggest work can now be directed at understand the relevance of residues: S46, S47, S48, K55, Y61 because this is a phosphorylation HOT-SPOT; K55 could in turn also be ubiquitinated or sumoylated; Moreover, Y170 can be investigated as a target for the phosphatase HAB1. K265/T690/Y700 are proximal to putative active sites in the protein and may help regulate functional plasticity. Other work can examine if T618 is involved in regulation under nitrogen starvation. Lastly, K768 is of particular interest since it could regulate the directionality of H<sup>+</sup> flux. This basic biology will shed light on AVP1 intracellular localization and activity allowing more rationale strategies to improve crop performance.</p>
</sec>
</sec>
<sec><title><italic>In Silico</italic> Tools and Software</title>
<sec><title>BioGRID</title>
<p>Biological General Repository for Interaction Datasets (<xref ref-type="bibr" rid="B59">Stark et al., 2006</xref>). BioGRID is an interaction repository with data compiled through comprehensive curation efforts. Server at: <ext-link ext-link-type="uri" xlink:href="http://thebiogrid.org/">http://thebiogrid.org/</ext-link></p>
</sec>
<sec><title>PHOSPHAT 4.0</title>
<p>Phosphorylation site database and predictor specific for<italic>Arabidopsis</italic> (<xref ref-type="bibr" rid="B11">Durek et al., 2010</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="http://phosphat.uni-hohenheim.de/index.html">http://phosphat.uni-hohenheim.de/index.html</ext-link>.</p>
</sec>
<sec><title>BlastP</title>
<p>The Basic Local Alignment Search Tool for proteins (<xref ref-type="bibr" rid="B22">Johnson et al., 2008</xref>). Programs search protein databases using a protein query Server at: <ext-link ext-link-type="uri" xlink:href="https://blast.ncbi.nlm.nih.gov/Blast.cgi?PAGE=Proteins">https://blast.ncbi.nlm.nih.gov/Blast.cgi?PAGE=Proteins</ext-link>.</p>
</sec>
<sec><title>NetPhos 3.1</title>
<p>Predicts serine, threonine or tyrosine phosphorylation sites in eukaryotic proteins using ensembles of neural networks (<xref ref-type="bibr" rid="B8">Blom et al., 1999</xref>). Both generic and kinase specific predictions are performed. Predictions are made for the following 17 kinases: ATM, CKI, CKII, CaM-II, DNAPK, EGFR, GSK3, INSR, PKA, PKB, PKC, PKG, RSK, SRC, cdc2, cdk5 and p38MAPK. Server at: <ext-link ext-link-type="uri" xlink:href="http://www.cbs.dtu.dk/services/NetPhos/">http://www.cbs.dtu.dk/services/NetPhos/</ext-link>.</p>
</sec>
<sec><title>UbPred</title>
<p>Predictor of protein ubiquitination sites (<xref ref-type="bibr" rid="B44">Radivojac et al., 2010</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="http://www.ubpred.org/">http://www.ubpred.org/</ext-link>. UbPred is a random forest-based predictor of potential ubiquitination sites in proteins. It was trained on a combined set of 266 non-redundant experimentally verified ubiquitination sites.</p>
</sec>
<sec><title>SUMOplot</title>
<p>Predicts and scores sumoylation sites in a protein (ABGENT). Server at: <ext-link ext-link-type="uri" xlink:href="http://www.abgent.com/sumoplot/">http://www.abgent.com/sumoplot/</ext-link>.</p>
</sec>
<sec><title>EsPript 3.0</title>
<p>Easy Sequencing in PostScript (<xref ref-type="bibr" rid="B48">Robert and Gouet, 2014</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="http://espript.ibcp.fr/ESPript/ESPript/">http://espript.ibcp.fr/ESPript/ESPript/</ext-link>. EsPript is a program which renders sequence similarities and secondary structure information from aligned sequences for analysis and publication purpose.</p>
</sec>
<sec><title>GeneSilico MetaDisorder</title>
<p>Local prediction of Intrinsically Unstructured Protein Regions (protein disorder) from amino acid sequences (<xref ref-type="bibr" rid="B28">Kozlowski and Bujnicki, 2012</xref>). Method: MetaDisorderMD2. Server at: <ext-link ext-link-type="uri" xlink:href="http://iimcb.genesilico.pl/metadisorder/metadisorder.html">http://iimcb.genesilico.pl/metadisorder/metadisorder.html</ext-link>.</p>
</sec>
<sec><title>PyMol 1.6 Software</title>
<p>The PyMOL Molecular Graphics System, Version 1.6 Schr&#x00F6;dinger, LLC<sup><xref ref-type="fn" rid="fn09">9</xref></sup>.</p>
</sec>
<sec><title>PyMod 2.0 Software</title>
<p>PyMod 2.0 is a PyMOL plugin (<xref ref-type="bibr" rid="B21">Janson et al., 2016</xref>). PyMod was designed to act as simple and intuitive interface between PyMOL and several bioinformatics tools (i.e., PSI-BLAST, Clustal Omega, MUSCLE, CAMPO, PSIPRED, and MODELLER). DOPE score, or Discrete Optimized Protein Energy, is a statistical potential used to assess homology models in protein structure prediction. DOPE is based on an improved reference state that corresponds to non-interacting atoms in a homogeneous sphere with the radius dependent on a sample native structure; it thus accounts for the finite and spherical shape of the native structures. Alternatively, DOPE can also generate a residue-by-residue energy profile for the input model, making it possible for the user to spot the problematic region in the structure model. (<xref ref-type="bibr" rid="B57">Shen and Sali, 2006</xref>; <xref ref-type="bibr" rid="B67">Webb and Sali, 2014</xref>).</p>
</sec>
<sec><title>Phyre2</title>
<p>Protein Fold Recognition Server (<xref ref-type="bibr" rid="B24">Kelley et al., 2015</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="http://www.sbg.bio.ic.ac.uk/phyre2/html/page.cgi?id=index">http://www.sbg.bio.ic.ac.uk/phyre2/html/page.cgi?id=index</ext-link>. The Phyre2 is a web portal for protein modeling, prediction and analysis.</p>
</sec>
<sec><title>RAMPAGE</title>
<p>Ramachandran plot analysis tool (<xref ref-type="bibr" rid="B33">Lovell et al., 2003</xref>). Tool for visualization of energetically allowed regions for backbone dihedral angles &#x03C8; against &#x03C6; of amino acid residues in protein structure (<xref ref-type="bibr" rid="B45">Ramachandran et al., 1963</xref>; <xref ref-type="bibr" rid="B47">Richardson, 1981</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="http://mordred.bioc.cam.ac.uk/&#x007E;rapper/rampage.php">http://mordred.bioc.cam.ac.uk/&#x007E;rapper/rampage.php</ext-link>.</p>
</sec>
<sec><title>SWISS-MODEL QMEANbrane</title>
<p>QMEAN is a composite scoring function based on different geometrical properties and provide a global absolute quality estimates on the basis of one single model. QMEANbrane is a QMEAN function specific for membrane proteins. The QMEAN <italic>Z</italic>-score provides an estimate of the &#x2018;degree of nativeness&#x2019; of the structural features observed in the model. Higher QMEAN <italic>Z</italic>-scores indicate better model structure (<xref ref-type="bibr" rid="B60">Studer et al., 2014</xref>). Server at: <ext-link ext-link-type="uri" xlink:href="https://swissmodel.expasy.org/qmean/">https://swissmodel.expasy.org/qmean/</ext-link>.</p>
</sec>
</sec>
<sec><title>Author Contributions</title>
<p>Conception of the research, analyzing data, manuscript draft and final approval: GP, KH, and RG; bioinformatics: GP.</p>
</sec>
<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>
</body>
<back>
<ack>
<p>GP was supported by Gobierno de Espa&#x00F1;a-Ministerio de Econom&#x00ED;a, Industria y Competitividad (fellowship Juan de la Cierva-Incorporaci&#x00F3;n 2015). RG and KH were supported by the National Science Foundation (grant no. IOS-1557890). KH&#x2019;s work is based in part on support by the United States Department of Agriculture, Agricultural Research Service under Agreement No. 58-3092-5-001.</p>
</ack>
<sec sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fpls.2017.01572/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fpls.2017.01572/full#supplementary-material</ext-link></p>
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