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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.2014.00416</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Mini Review Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effector proteins of rust fungi</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Petre</surname> <given-names>Benjamin</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="aff3"><sup>3</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/112264"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Joly</surname> <given-names>David L.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/99047"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Duplessis</surname> <given-names>S&#x000E9;bastien</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="author-notes" rid="fn002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/98969"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>INRA, UMR 1136 Interactions Arbres/Microorganismes, Centre INRA Nancy Lorraine</institution> <country>Champenoux, France</country></aff>
<aff id="aff2"><sup>2</sup><institution>UMR 1136 Interactions Arbres/Microorganismes, Facult&#x000E9; des Sciences et Technologies, Universit&#x000E9; de Lorraine</institution> <country>Vandoeuvre-l&#x000E8;s-Nancy, France</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Sainsbury Laboratory, Norwich Research Park</institution> <country>Norwich, UK</country></aff>
<aff id="aff4"><sup>4</sup><institution>D&#x000E9;partement de Biologie, Universit&#x000E9; de Moncton</institution> <country>Moncton, NB, Canada</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Ken Shirasu, University of California, Davis, USA</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Ralf Thomas Voegele, Universit&#x000E4;t Hohenheim, Germany; Jeffrey Ellis, Commonwealth Scientific and Industrial Research Organisation, Australia</italic></p></fn>
<fn fn-type="corresp" id="fn002"><p>&#x0002A;Correspondence: <italic>S&#x000E9;bastien Duplessis, INRA, UMR 1136 Interactions Arbres/Microorganismes, Centre INRA Nancy Lorraine, Champenoux 54280, France e-mail: <email>duplessi@nancy.inra.fr</email></italic></p></fn>
<fn fn-type="other" id="fn001"><p>This article was submitted to Plant-Microbe Interaction, a section of the journal Frontiers in Plant Science.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>08</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="collection">
<year>2014</year>
</pub-date>
<volume>5</volume>
<elocation-id>416</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>06</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>08</month>
<year>2014</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2014 Petre, Joly and Duplessis.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/3.0/"><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>Rust fungi include many species that are devastating crop pathogens. To develop resistant plants, a better understanding of rust virulence factors, or effector proteins, is needed. Thus far, only six rust effector proteins have been described: AvrP123, AvrP4, AvrL567, AvrM, RTP1, and PGTAUSPE-10-1. Although some are well established model proteins used to investigate mechanisms of immune receptor activation (avirulence activities) or entry into plant cells, how they work inside host tissues to promote fungal growth remains unknown. The genome sequences of four rust fungi (two Melampsoraceae and two Pucciniaceae) have been analyzed so far. Genome-wide analyses of these species, as well as transcriptomics performed on a broader range of rust fungi, revealed hundreds of small secreted proteins considered as rust candidate secreted effector proteins (CSEPs). The rust community now needs high-throughput approaches (effectoromics) to accelerate effector discovery/characterization and to better understand how they function <italic>in planta</italic>. However, this task is challenging due to the non-amenability of rust pathosystems (obligate biotrophs infecting crop plants) to traditional molecular genetic approaches mainly due to difficulties in culturing these species <italic>in vitro</italic>. The use of heterologous approaches should be promoted in the future.</p>
</abstract>
<kwd-group>
<kwd>Pucciniales</kwd>
<kwd>rust fungi</kwd>
<kwd>genomics</kwd>
<kwd>transcriptomics</kwd>
<kwd>effectoromics</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="8"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>THE KNOWN RUST FUNGAL EFFECTOR PROTEINS</title>
<p>Plant pathogens secrete effector proteins into host tissues to promote infection through the manipulation of host processes (<xref ref-type="bibr" rid="B54">Win et al., 2012</xref>). During host colonization, rust fungi form haustoria that invaginate the host plasma membrane within the host cell cavity. These structures mediate the molecular traffic between the parasite and its host, and notably the delivery of effector proteins into host cells (<xref ref-type="bibr" rid="B40">Rafiqi et al., 2012</xref>), although other structures such as infection hyphae are also likely to be involved in this molecular traffic (<xref ref-type="bibr" rid="B39">Rafiqi et al., 2010</xref>). Until now, six effector proteins have been identified in three different rust species: AvrM, AvrL567, AvrP123, and AvrP4 in the flax rust fungus <italic>Melampsora lini</italic>, the Rust Transferred Protein RTP1 in the bean rust fungus <italic>Uromyces fabae</italic>, and PGTAUSPE-10-1 in the wheat stem rust fungus <italic>Puccinia graminis</italic> f. sp. <italic>tritici</italic> (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>; <xref ref-type="bibr" rid="B27">Kemen et al., 2005</xref>; <xref ref-type="bibr" rid="B15">Ellis et al., 2007</xref>; <xref ref-type="bibr" rid="B51">Upadhyaya et al., 2014</xref>). They are all secreted proteins expressed in haustoria, with no clearly identified biochemical function. How they promote fungal growth inside host tissues remains unknown (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). In contrast, their avirulence (Avr) properties (i.e., the ability to trigger specific immune responses) and/or their trafficking mechanisms (i.e., how they enter plant cells) are better understood.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Rust effector proteins.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Effector protein</th>
<th valign="top" align="left">aa residues (mature)</th>
<th valign="top" align="left">Signal peptide</th>
<th valign="top" align="left">Expression</th>
<th valign="top" align="left">Localization in infected tissues</th>
<th valign="top" align="left">Avr property (immune receptor)</th>
<th valign="top" align="left">Biochemical function</th>
<th valign="top" align="left">Role in virulence</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AvrM</td>
<td valign="top" align="left">284&#x02013;347</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Haustorium<sup><xref ref-type="fn" rid="fn01">a</xref></sup></td>
<td valign="top" align="left">Haustorium, EHMx, plant cytosol<sup><xref ref-type="fn" rid="fn01">a</xref></sup></td>
<td valign="top" align="left">Yes (M)</td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">nd</td>
</tr>
<tr>
<td valign="top" align="left">AvrL567</td>
<td valign="top" align="left">127</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Haustorium</td>
<td valign="top" align="left">Plant cytosol</td>
<td valign="top" align="left">Yes (L5, L6, L7)</td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">nd</td>
</tr>
<tr>
<td valign="top" align="left">AvrP123</td>
<td valign="top" align="left">94</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Haustorium</td>
<td valign="top" align="left">Plant nucleus</td>
<td valign="top" align="left">Yes (P, P1, P2, P3)</td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">nd</td>
</tr>
<tr>
<td valign="top" align="left">AvrP4</td>
<td valign="top" align="left">65</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Haustorium</td>
<td valign="top" align="left">Plant cytosol</td>
<td valign="top" align="left">Yes (P4)</td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">nd</td>
</tr>
<tr>
<td valign="top" align="left">RTP1</td>
<td valign="top" align="left">201</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Haustorium<sup><xref ref-type="fn" rid="fn01">a</xref></sup></td>
<td valign="top" align="left">Haustorium/EHMx/plant cytosol/ plant nucleus<sup><xref ref-type="fn" rid="fn01">a</xref></sup></td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">Protease inhibitor/filament-forming</td>
<td valign="top" align="left">nd</td>
</tr>
<tr>
<td valign="top" align="left">PGTAUSPE-10-1</td>
<td valign="top" align="left">np</td>
<td valign="top" align="left">np</td>
<td valign="top" align="left">Haustorium</td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">yes<sup><xref ref-type="fn" rid="fn02">b</xref></sup></td>
<td valign="top" align="left">nd</td>
<td valign="top" align="left">nd</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic>The table details the rust fungi effector proteins reported so far.</italic></attrib>
<attrib><italic>Avr, Avirulence; aa, amino acid; EHMx, extra-haustorial matrix; nd, not determined; ND, not detected; np, not published.</italic></attrib>
<fn id="fn01">
<label>a</label>
<p><italic>Direct evidence of the presence of the protein acquired by immunolocalization.</italic></p></fn>
<fn id="fn02">
<label>b</label>
<p><italic>a host-specific toxic effect was detected</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The four <italic>M. lini</italic> effector proteins were first identified as effectors due to their Avr properties (<xref ref-type="bibr" rid="B15">Ellis et al., 2007</xref>). More recently, a screen with a bacterial protein delivery system in wheat revealed the <italic>P. graminis</italic> f. sp. <italic>tritici</italic> protein PGTAUSPE-10-1 which causes cell death in the host line carrying the resistance gene Sr22; PGTAUSPE-10-1 was thus considered as a candidate AvrRs22 effector (<xref ref-type="bibr" rid="B51">Upadhyaya et al., 2014</xref>). <italic>M. lini</italic> AvrL567 and AvrM are model Avrs for the study of effector recognition by immune receptors. Both proteins are recognized inside plant cells by specific immune receptors following a direct physical interaction (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>; <xref ref-type="bibr" rid="B8">Dodds et al., 2004</xref>, <xref ref-type="bibr" rid="B9">2006</xref>; <xref ref-type="bibr" rid="B4">Catanzariti et al., 2006</xref>, <xref ref-type="bibr" rid="B5">2010</xref>). For both effectors, 3D structure-driven amino acid substitutions revealed multiple contact points mediating the interaction with their cognate receptor (<xref ref-type="bibr" rid="B53">Wang et al., 2007</xref>; <xref ref-type="bibr" rid="B41">Ravensdale et al., 2011</xref>; <xref ref-type="bibr" rid="B52">Ve et al., 2013</xref>). Amino acid residues within these contact points are highly variable, suggesting that an arms race is taking place between these effectors and their corresponding receptors. Such knowledge of Avr-receptor interactions is valuable for engineering improved immune receptors with expanded effector recognition (<xref ref-type="bibr" rid="B23">Harris et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Segretin et al., 2014</xref>), which may ultimately help to develop broad-spectrum resistance in plants (<xref ref-type="bibr" rid="B6">Dangl et al., 2013</xref>).</p>
<p>All six rust effector proteins are thought to be translocated from haustoria into host cells (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). RTP1 and AvrM have been directly shown to traffic from haustoria to plant cells during infection (<xref ref-type="bibr" rid="B27">Kemen et al., 2005</xref>, <xref ref-type="bibr" rid="B26">2013</xref>; <xref ref-type="bibr" rid="B39">Rafiqi et al., 2010</xref>), whereas the direct recognition of AvrM and AvrL567 by cytosolic plant immune receptors indirectly demonstrates their internalization in the plant cell (<xref ref-type="bibr" rid="B15">Ellis et al., 2007</xref>). Current mechanistic models based on pathogen-free assays suggest that AvrP4, AvrM, and AvrL567 proteins can enter plant cells autonomously (<xref ref-type="bibr" rid="B4">Catanzariti et al., 2006</xref>; <xref ref-type="bibr" rid="B25">Kale et al., 2010</xref>; <xref ref-type="bibr" rid="B39">Rafiqi et al., 2010</xref>). <xref ref-type="bibr" rid="B39">Rafiqi et al. (2010)</xref> further showed that AvrL567 and AvrM cell entry is mediated by divergent N-terminal uptake domains, carrying hydrophobic residues that are critical for cell entry in the case of AvrM (<xref ref-type="bibr" rid="B52">Ve et al., 2013</xref>). This model and the assays used to build it are currently debated, and the need to study effector trafficking during the infection has been stressed (<xref ref-type="bibr" rid="B36">Petre and Kamoun, 2014</xref>).</p>
<p>Effector proteins are anticipated to be key molecules for pathogenicity, although very little is known about how they function within host tissues. Among the six characterized rust effectors, none possess a clearly identified biochemical function or a detected virulence activity (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). Indeed, <italic>M. lini</italic> transgenic lines silencing AvrL567 did not show any reduced growth on flax, suggesting that this effector is not required for full virulence (<xref ref-type="bibr" rid="B29">Lawrence et al., 2010</xref>). As discussed by the authors, this could be explained by a high functional redundancy in the <italic>M. lini</italic> effector repertoire (<xref ref-type="bibr" rid="B29">Lawrence et al., 2010</xref>). Such redundancy was also observed in the effector repertoires of bacterial plant pathogens (<xref ref-type="bibr" rid="B28">Kvitko et al., 2009</xref>), and represents an obstacle for the functional characterization of virulence effector functions through genetic approaches. However, recent progresses have been made regarding RTP1, a conserved rust effector that seems to work as a protease inhibitor (<xref ref-type="bibr" rid="B38">Pretsch et al., 2013</xref>). On the other hand, <xref ref-type="bibr" rid="B26">Kemen et al. (2013)</xref> reported that RTP1 accumulates within the host-parasite interface and forms filaments. The authors proposed a role as a structural effector, possibly stabilizing fungal structures during infection. A model that integrates the different RTP1 localizations and proposed functions remains to be drawn. Several methods for the genetic transformation of <italic>M. lini</italic> and <italic>U. fabae</italic>, as well as for host-induced gene silencing (HIGS) of <italic>Puccinia triticina</italic> have been reported (<xref ref-type="bibr" rid="B29">Lawrence et al., 2010</xref>; <xref ref-type="bibr" rid="B7">Djulic et al., 2011</xref>; <xref ref-type="bibr" rid="B34">Panwar et al., 2013</xref>). Such methods, although they are still at various stages of development, represent valuable tools to investigate the contribution of individual effectors to virulence during infection.</p>
</sec>
<sec><title>POST-GENOMIC APPROACHES IDENTIFY A PLETHORA OF RUST SECRETED PROTEINS CONSIDERED AS CANDIDATE EFFECTORS</title>
<p>In the past few years, a typical profile has emerged for plant pathogen effectors. Fungal proteins are usually considered candidate secreted effector proteins (CSEPs) if they possess a signal peptide for secretion, a small size and no other targeting sequence or transmembrane domains (<xref ref-type="bibr" rid="B46">Stergiopoulos and de Wit, 2009</xref>; <xref ref-type="bibr" rid="B42">Rouxel and Tyler, 2012</xref>; <xref ref-type="bibr" rid="B43">Saunders et al., 2012</xref>). Such CSEPs attract more attention when they are expressed during infection or when they present signatures of rapid evolution. Besides, expression in specific infection structures such as haustoria, often considered as a major site of effector delivery, provides another level of information. Some authors also take advantage of conserved amino acid motifs or predicted protein structures to establish large CSEP classes (<xref ref-type="bibr" rid="B18">Godfrey et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Pedersen et al., 2012</xref>). Homology to known rust effectors and organization in gene families or in physical clusters have also been considered to refine these sets of CSEPs (<xref ref-type="bibr" rid="B21">Hacquard et al., 2012</xref>; <xref ref-type="bibr" rid="B43">Saunders et al., 2012</xref>). In rust fungi, such criteria have been applied in the frame of effector mining pipelines that combined genome-wide analyses and transcriptomics to reveal amazingly rich catalogs of rust CSEPs (<xref ref-type="bibr" rid="B2">Cantu et al., 2011</xref>, <xref ref-type="bibr" rid="B3">2013</xref>; <xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>; <xref ref-type="bibr" rid="B16">Fernandez et al., 2012</xref>; <xref ref-type="bibr" rid="B21">Hacquard et al., 2012</xref>; <xref ref-type="bibr" rid="B43">Saunders et al., 2012</xref>; <xref ref-type="bibr" rid="B17">Garnica et al., 2013</xref>; <xref ref-type="bibr" rid="B57">Zheng et al., 2013</xref>; <xref ref-type="bibr" rid="B1">Bruce et al., 2014</xref>; <xref ref-type="bibr" rid="B31">Link et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Nemri et al., 2014</xref>; <bold>Table <xref ref-type="table" rid="T2">2</xref></bold>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Secreted proteins considered as rust effector candidates in transcriptome studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Species</th>
<td valign="top" align="left">Interaction, biological stage</td>
<td valign="top" align="left">Transcriptome approach</td>
<td valign="top" align="left">Number of transcripts detected</td>
<td valign="top" align="left">Detailed analysis of CSEPs</td>
<td valign="top" align="left">Publication</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Hemileia vastatrix</italic></td>
<td valign="top" align="left">Infected leaves</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX titanium</td>
<td valign="top" align="left">6,763 fungal transcripts</td>
<td valign="top" align="left">382 predicted CSEPs</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Fernandez et al. (2012)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>H. vastatrix</italic></td>
<td valign="top" align="left">Urediniospores and appressoria</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX titanium</td>
<td valign="top" align="left">9,234 unique fungal transcripts</td>
<td valign="top" align="left">516 predicted CSEPs; abondant among the most highly expressed genes, particularly <italic>in planta</italic></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B47">Talhinhas et al. (2014)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Melampsora larici-populina</italic></td>
<td valign="top" align="left">Laser capture microdissection of infected leaves</td>
<td valign="top" align="left">Custom whole-genome oligoarrays</td>
<td valign="top" align="left">7,288 to 8,145 transcripts expressed in uredinia or in mesophyll tissues</td>
<td valign="top" align="left">19 CSEPs in the 25 most highly up-regulated transcripts in palisade mesophyll (haustoria) compared to uredinia</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B19">Hacquard et al. (2010)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>M. larici-populina</italic></td>
<td valign="top" align="left">Infected leaves, urediniospores</td>
<td valign="top" align="left">Custom whole-genome oligoarrays</td>
<td valign="top" align="left">>7,500 transcripts expressed in each biological condition tested</td>
<td valign="top" align="left">509 of 1,184 predicted CSEP genes expressed<italic> in planta</italic>; 50 CSEP among the top 100 genes up-regulated <italic>in planta</italic></td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B10">Duplessis et al. (2011a)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>M. larici-populina</italic></td>
<td valign="top" align="left">Time-course infection of leaves</td>
<td valign="top" align="left">Custom whole-genome oligoarrays</td>
<td valign="top" align="left">&#x0003C;500 early expressed transcripts; up to 8 326 transcripts <italic>in planta</italic></td>
<td valign="top" align="left">270 CSEP genes specifically expressed <italic>in planta</italic>; distinct sets of >500 CSEP genes coordinately expressed along the time course</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Duplessis et al. (2011b)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>M. larici-populina</italic></td>
<td valign="top" align="left">Early infected leaves</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX titanium</td>
<td valign="top" align="left">90,398 contigs; 649 reads aligned to 361 fungal genes</td>
<td valign="top" align="left">19 early expressed CSEP genes among 40 fungal genes supported by more than 3 reads</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Petre et al. (2012)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>M. larici-populina</italic></td>
<td valign="top" align="left">Telia (autumn)</td>
<td valign="top" align="left">Custom whole-genome oligoarrays</td>
<td valign="top" align="left">9,588 transcripts expressed in telia</td>
<td valign="top" align="left">11 SSP genes specifically expressed in telia; 113 SSP genes up-regulated in telia <italic>vs.</italic> uredinia</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">Hacquard et al. (2013)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Phakopsora pachyrhizi</italic></td>
<td valign="top" align="left">Purified haustoria</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX titanium</td>
<td valign="top" align="left">4,483 <italic>P. pachyrhizi</italic> unique contigs</td>
<td valign="top" align="left">156 contigs encoding CSEPs</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B31">Link et al. (2014)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. pachyrhizi</italic></td>
<td valign="top" align="left">Infected leaves</td>
<td valign="top" align="left">Illumina GA II</td>
<td valign="top" align="left">32,940 <italic>P. pachyrhizi</italic> contigs</td>
<td valign="top" align="left">176 predicted CSEP genes</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B49">Tremblay et al. (2012)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. pachyrhizi</italic></td>
<td valign="top" align="left">Time-course infection of leaves</td>
<td valign="top" align="left">Illumina GA II</td>
<td valign="top" align="left">Up to 12,284 <italic>P. pachyrhizi</italic> transcripts expressed</td>
<td valign="top" align="left">Not mentioned</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B50">Tremblay et al. (2013)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Puccinia graminis</italic> f. sp.<italic>tritici</italic></td>
<td valign="top" align="left">Infected leaves, urediniospores</td>
<td valign="top" align="left">Custom whole-genome oligoarrays</td>
<td valign="top" align="left">9,818 transcripts expressed in total</td>
<td valign="top" align="left">442 of 1,106 predicted CSEP genes expressed<italic> in planta</italic>; 29 CSEPs in top-100 <italic>in planta</italic> up-regulated genes</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B10">Duplessis et al. (2011a)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Puccinia striiformis</italic> f. sp.<italic> tritici</italic> (5 isolates)</td>
<td valign="top" align="left">Infected leaves and purified haustoria</td>
<td valign="top" align="left">Illumina Genome Analyzer II</td>
<td valign="top" align="left">12&#x02013;28.8 Millions reads from infected leaves and purified haustoria</td>
<td valign="top" align="left">933 CSEPs; 57 and 31 CSEP genes induced or repressed in haustoria <italic>vs. in planta</italic>, respectively</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B3">Cantu et al. (2013)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>P. striiformis</italic> f. sp.<italic> tritici</italic></td>
<td valign="top" align="left">Purified haustoria and urediniospores</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX titanium and Illumina GA II</td>
<td valign="top" align="left">12,282 transcripts from combined transcriptomes</td>
<td valign="top" align="left">437 Haustoria Secreted Proteins (HSP); expression confirmed for 71 HSP genes by RT-qPCR</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B17">Garnica et al. (2013)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Puccinia triticina</italic> (6 isolates)</td>
<td valign="top" align="left">Infected leaves</td>
<td valign="top" align="left">Illumina RNA-Seq</td>
<td valign="top" align="left">222,571 fungal reads</td>
<td valign="top" align="left">543 CSEP transcripts (445 shared by the 6 isolates)</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B1">Bruce et al. (2014)</xref></td>
</tr>
<tr>
<td valign="top" align="left"><italic>Uromyces appendiculatus</italic></td>
<td valign="top" align="left">Purified haustoria</td>
<td valign="top" align="left">454-pyrosequencing GS-FLX Titanium</td>
<td valign="top" align="left">7,582 <italic>U. appendiculatus</italic> contigs</td>
<td valign="top" align="left">413 contigs encoding CSEPs</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B31">Link et al. (2014)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib>This table compiles the most recent genome-scale transcriptome studies in rust fungi (i.e., custom genome oligarrays and 454/Illumina-based RNA-Seq). Identification of expressed CSEPs is detailed. See <xref ref-type="bibr" rid="B12">Duplessis et al. (2012)</xref> for a detailed analysis of previous transcriptome studies in rust fungi based on Sanger expressed sequence tags or cDNA-arrays.</attrib>
</table-wrap-foot>
</table-wrap>
<sec><title>GENOME-WIDE ANALYSES OF CSEPs</title>
<p>The genome sequences of four rust species have been published so far: <italic>Melampsora larici-populina</italic> (poplar leaf rust fungus; <xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>), <italic>M. lini</italic> (flax rust fungus; <xref ref-type="bibr" rid="B33">Nemri et al., 2014</xref>), <italic>P. graminis</italic> f. sp. <italic>tritici</italic> (wheat stem rust fungus; <xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>) and <italic>Puccinia striiformis</italic> f. sp. <italic>tritici</italic> (wheat stripe rust fungus; <xref ref-type="bibr" rid="B2">Cantu et al., 2011</xref>, <xref ref-type="bibr" rid="B3">2013</xref>; <xref ref-type="bibr" rid="B57">Zheng et al., 2013</xref>). Genome-wide effector mining in these four species revealed hundreds of genes encoding CSEPs. In <italic>M. larici-populina</italic>, 1,184 CSEPs have been identified from 1,898 genes encoding predicted secreted proteins (<xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>). In <italic>M. lini</italic>, 762 priority CSEPs were selected from 1,085 genes encoding predicted secreted proteins (<xref ref-type="bibr" rid="B33">Nemri et al., 2014</xref>). In <italic>P. graminis</italic> f. sp. <italic>tritici</italic>, 1,106 CSEP genes were selected from 1,934 genes encoding predicted secreted proteins (<xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>). In <italic>P. striiformis</italic> f. sp. <italic>tritici</italic>, different reports of selected sets of CSEPs have been published. In this rust fungus, a total of 2,092 CSEP coding genes were considered in isolate CY-32 (<xref ref-type="bibr" rid="B57">Zheng et al., 2013</xref>) while the draft genome of isolate PST-130 led to 1,088 filtered CSEPs out of 1,188 genes coding predicted secreted protein (<xref ref-type="bibr" rid="B2">Cantu et al., 2011</xref>). However, genome re-sequencing of four other isolates and cross-comparison with PST-130 has led to a revision of gene numbers and to a larger set of 2,999 predicted CSEPs (<xref ref-type="bibr" rid="B3">Cantu et al., 2013</xref>).</p>
<p>All rust fungi genomes are marked by expansions of gene families, particularly those encoding secreted proteins. For instance, the largest CSEP gene family in <italic>M. larici-populina</italic> includes 111 members (<xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>). Noteworthy, a part of these genes were not predicted by algorithms but rather found by manual curation, highlighting the importance of expert annotation of these atypical gene families of small proteins (<xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>; <xref ref-type="bibr" rid="B21">Hacquard et al., 2012</xref>). This last observation is important to consider when performing cross-comparison between genomes showing different degrees of annotation. Since RXLR or LXLFLAK conserved motifs found in oomycetes helped defining large effector families (<xref ref-type="bibr" rid="B55">Win et al., 2007</xref>), a particular focus on motif search was given in rust CSEPs. The motif [YFW]xC has been reported in the genomes of obligate biotrophic pathogens of cereals, including <italic>P. graminis</italic> f. sp. <italic>tritici</italic> (<xref ref-type="bibr" rid="B18">Godfrey et al., 2010</xref>). In <italic>M. larici-populina</italic>, this motif is common, eventually with positional constraints, but with no restriction to the N-terminus of CSEPs (<xref ref-type="bibr" rid="B21">Hacquard et al., 2012</xref>). Nonetheless, functional and structural characterization for the [YFW]xC motif is lacking at the moment, and no evidence for a role in translocation has been provided so far.</p>
<p>Another common trend observed in rust candidate effector repertoires is the large proportion of species-, family- or order-specific CSEPs (<xref ref-type="bibr" rid="B13">Duplessis et al., 2014a</xref>). A large majority of species-specific CSEP genes (nearly 70%) were first observed in <italic>M. larici-populina</italic>. With the sequencing of the flax rust genome this number has reduced, as only 4% of the <italic>M. lini</italic> CSEP genes were found to be species-specific and more than half had a homolog in one of the three other sequenced rust genomes (<xref ref-type="bibr" rid="B33">Nemri et al., 2014</xref>). Interestingly, <italic>M. lini Avr</italic> genes homologs are only found in <italic>M. larici-populina</italic> and thus could be considered family-specific effectors, whereas other genes such as <italic>Uromyces</italic> spp.<italic> RTP1</italic> or some Haustorially Expressed Secreted Proteins (HESPs) identified in <italic>M. lini</italic> are conserved across rust fungi (<xref ref-type="bibr" rid="B16">Fernandez et al., 2012</xref>). Sequencing more genomes among Pucciniales, particularly in uncovered taxonomic families, will definitely help defining the common set of core rust effectors and those that may be related to host adaptation (<xref ref-type="bibr" rid="B14">Duplessis et al., 2014b</xref>).</p>
</sec>
<sec><title>TRANSCRIPTOMICS IDENTIFY CSEPs IN MANY RUST SPECIES</title>
<p>Rust fungi have rather large genomes (89&#x02013;190 Mb) and an important content in repetitive elements (>43% of total genomes), which impedes the systematic sequencing and assembly of targeted species (<xref ref-type="bibr" rid="B14">Duplessis et al., 2014b</xref>). Indeed, genome size estimates for certain rust species go beyond the numbers given above (<xref ref-type="bibr" rid="B30">Leonard and Szabo, 2005</xref>; <xref ref-type="bibr" rid="B48">Tavares et al., 2014</xref>). Whole-genome oligoarrays or RNA-Seq has thus proven to be useful in gathering relevant information about the transcriptomes of rust fungi. A strong stage specific regulation of protein secretion has been demonstrated in <italic>U. fabae</italic> (<xref ref-type="bibr" rid="B32">Link and Voegele, 2008</xref>), and novel high-throughput approaches confirmed a coordinated expression of CSEPs during host infection, in a temporal (expression at specific time-points) or spatial (expression in specific structures) manner (<bold>Table <xref ref-type="table" rid="T2">2</xref></bold>). For instance, transcripts profiling during time-course infection of poplar leaves by <italic>M. larici-populina</italic> revealed waves of expression for more than 500 CSEP transcripts (<xref ref-type="bibr" rid="B19">Hacquard et al., 2010</xref>; <xref ref-type="bibr" rid="B11">Duplessis et al., 2011b</xref>; <xref ref-type="bibr" rid="B37">Petre et al., 2012</xref>). Moreover, such temporal succession of expression patterns has been confirmed in other rust species such as <italic>Hemileia vastatrix</italic> (<xref ref-type="bibr" rid="B16">Fernandez et al., 2012</xref>), <italic>P. striiformis</italic> f. sp. <italic>tritici</italic> (<xref ref-type="bibr" rid="B3">Cantu et al., 2013</xref>), and <italic>Puccinia triticina</italic> (<xref ref-type="bibr" rid="B1">Bruce et al., 2014</xref>). This highlights the need for a better understanding of expression regulation in rust fungi, whether by transcription factors or via epigenetic control, such as reported in <italic>Phytophthora infestans</italic> or in <italic>Leptosphaeria maculans</italic> (<xref ref-type="bibr" rid="B24">Judelson, 2012</xref>; <xref ref-type="bibr" rid="B45">Soyer et al., 2014</xref>).</p>
<p>Interestingly, different reports showed that <italic>U. fabae</italic> RTP1 homologs may have different localizations (<xref ref-type="bibr" rid="B27">Kemen et al., 2005</xref>; <xref ref-type="bibr" rid="B21">Hacquard et al., 2012</xref>). RTP1 also exhibits a dynamic pattern of localization in the extra-haustorial matrix and within host cells during the infection process (<xref ref-type="bibr" rid="B26">Kemen et al., 2013</xref>), illustrating once more that rust effectors deployment is probably finely regulated in time and space. In this regard, a major issue with <italic>in planta</italic> expression study is the occurrence of different fungal cell types (germ tubes, appressoria, substomatal vesicles, infection hyphae, haustoria, sporogenous hyphae, and newly formed spores), which implies that the observed expression levels are often a mixture of different cell types at different stages. After the seminal paper that described a method to purify haustoria from the bean rust fungus (<xref ref-type="bibr" rid="B22">Hahn and Mendgen, 1997</xref>) and the one reporting on <italic>M. lini</italic> HESPs that included several Avr genes (<xref ref-type="bibr" rid="B4">Catanzariti et al., 2006</xref>), haustoria purification has been combined with RNA-Seq studies to prioritize CSEPs likely delivered by these infection structures (<xref ref-type="bibr" rid="B3">Cantu et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Garnica et al., 2013</xref>, <xref ref-type="bibr" rid="B31">Link et al., 2014</xref>). Laser capture microdissection has also been coupled to transcriptomics to distinguish between biotrophic and sporogenous areas in poplar leaves infected by <italic>M. larici-populina</italic> (<xref ref-type="bibr" rid="B19">Hacquard et al., 2010</xref>). This study demonstrated that CSEPs are predominantly and highly expressed in the area containing infection hyphae and haustoria.</p>
<p>In order to complete their life cycle, heterecious rust fungi infect two unrelated host species. To do so, it is likely that they express host-specific effector sets. However, except for the wheat leaf rust <italic>P. triticina</italic> (<xref ref-type="bibr" rid="B56">Xu et al., 2011</xref>), only a small portion of the life cycle has been surveyed in most rust species. Recently, in order to expand our understanding of the transcriptome of <italic>M. larici-populina</italic>, gene expression analyses were conducted on rust telia collected from decaying leaves (<xref ref-type="bibr" rid="B20">Hacquard et al., 2013</xref>). This study revealed that CSEP-encoding genes were expressed in these tissues, suggesting that CSEPs might have additional roles unrelated to the interaction with the living host plant (<xref ref-type="bibr" rid="B20">Hacquard et al., 2013</xref>). Ongoing transcriptome profiling studies in different rust species will help to determine the sets of CSEP genes expressed along the life cycle. Such studies may reveal CSEPs with a host-specific expression, which represent host-adapted effectors (<xref ref-type="bibr" rid="B14">Duplessis et al., 2014b</xref>).</p>
</sec>
</sec>
<sec><title>TOWARDS UNIFIED EFFECTOR MINING AND EFFECTOROMICS PIPELINES</title>
<p>Various studies combined genome sequencing and transcriptomics to provide sets of CSEPs. Automated pipelines for effector mining should be unified and systematically applied to forthcoming rust fungi genomes to provide a solid foundation for future comparative analyses in Pucciniales. However, an important point to consider is the need for an accurate curation of CSEP-encoding genes in these genomes and the screening of additional time points in time-course studies and/or spore stages. Some early genome-wide surveys of CSEPs in plant interacting fungi arbitrarily focused on small proteins because of the commonly observed small size of effectors and in order to reduce manual gene curation efforts (<xref ref-type="bibr" rid="B46">Stergiopoulos and de Wit, 2009</xref>, <xref ref-type="bibr" rid="B10">Duplessis et al., 2011a</xref>). Considering that rust fungi effectors can exhibit greater size (e.g., <italic>M. lini</italic> AvrM), such an arbitrary cut-off should not be considered in future analyses of rust CSEPs.</p>
<p>To face the growing number of CSEPs made available by effector mining studies, and to better understand their functions in plant cells, we need tools to study them directly <italic>in planta</italic>. This relies on the ability to genetically transform the plant to perform high-throughput functional analyses (also referred to as &#x0201C;effectoromics&#x0201D;). Rust fungi hosts (e.g., wheat, soybean, flax, or poplar), are not easily amenable to molecular genetic approaches. However, non-host model plants can be used to characterize and screen CSEPs. For instance, the <italic>Agrobacterium</italic>-mediated transient genetic transformation of <italic>Nicotiana benthamiana</italic> has proven useful to rapidly express effector proteins into plant cell, but has been largely ignored in rust effector biology. This system allows combining many different approaches (cell-biology, protein biochemistry, hypersensitive response and infection assays) all in one. Thus, such approaches may help in (1) determining the sub-cellular localization of candidate effector proteins using effector-fluorescent protein fusions, (2) identifying interacting partners within protein complexes, (3) detecting candidate effector capacity to enhance susceptibility during infection with selected <italic>N. benthamiana</italic> pathogens (thus validating a role in virulence), and (4) testing their recognition by specific immune receptors.</p>
</sec>
<sec><title>AUTHOR CONTRIBUTIONS</title>
<p>Benjamin Petre and S&#x000E9;bastien Duplessis compiled data from the literature and drafted the manuscript. All the authors wrote and revised the article.</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>The authors would like to thank the reviewers for their helpful comments to set the final version of this article. Benjamin Petre thanks Diane Saunders (JIC, UK), Sophien Kamoun (TSL, UK), and Kofyorty Stactafyzal (NRP, UK) for great discussions. Benjamin Petre is supported by INRA, in the framework of a Contrat Jeune Scientifique, by the European Union, in the framework of the Marie-Curie FP7 COFUND People Programme, through the award of an AgreenSkills&#x02019; fellowship (under grant agreement no. 267196) and by the LABEX Arbre, through the award of a mobility grant. Research in The Sainsbury Lab is supported by the Gatsby Charitable Foundation, the European Research Council, and the Biotechnology and Biological Sciences Research Council (BBSRC). Research in David L. Joly lab is supported by the New Brunswick Innovation Foundation. S&#x000E9;bastien Duplessis acknowledges the support of the French ANR for a grant part of the &#x0201C;Investissements d&#x02019;Avenir&#x0201D; program (ANR-11-LABX-0002-01, Lab of Excellence ARBRE) and the Young Scientist Grant POPRUST to S&#x000E9;bastien Duplessis (ANR-2010-JCJC-1709-01), and the R&#x000E9;gion Lorraine.</p>
</ack>
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