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<raweb xmlns:html="http://www.w3.org/1999/xhtml" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="en" year="2012">
  <identification id="genscale" isproject="false">
    <shortname>GENSCALE</shortname>
    <projectName>Scalable, Optimized and Parallel Algorithms for Genomics</projectName>
    <theme-de-recherche>Computational Biology and Bioinformatics</theme-de-recherche>
    <domaine-de-recherche>Computational Sciences for Biology, Medicine and the Environment</domaine-de-recherche>
    <urlTeam>http://team.inria.fr/genscale/</urlTeam>
    <datecreation type="Team">January 01, 2012 </datecreation>
    <dateupdate type="Project-Team">January 01, 2013 </dateupdate>
    <structure_exterieure type="Labs">
      <libelle>Institut de recherche en informatique et systèmes aléatoires (IRISA)</libelle>
    </structure_exterieure>
    <structure_exterieure type="Organism">
      <libelle>CNRS</libelle>
    </structure_exterieure>
    <structure_exterieure type="Organism">
      <libelle>Université Rennes 1</libelle>
    </structure_exterieure>
    <UR name="Rennes"/>
    <keywords>
      <term>Computational Biology</term>
      <term>Next Generation Sequencing</term>
      <term>Genomics</term>
      <term>Protein Structure</term>
      <term>Big Data</term>
      <term>Parallelism</term>
    </keywords>
    <moreinfo/>
  </identification>
  <team id="uid1">
    <person key="symbiose-2006-idm497734604192">
      <firstname>Dominique</firstname>
      <lastname>Lavenier</lastname>
      <affiliation>CNRS</affiliation>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Team leader, Senior Researcher, Cnrs</moreinfo>
      <hdr>oui</hdr>
    </person>
    <person key="dream-2006-idm357746512304">
      <firstname>Marie-Noëlle</firstname>
      <lastname>Georgeault</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Assistant</categoryPro>
      <research-centre>Rennes</research-centre>
    </person>
    <person key="symbiose-2006-idm497734597840">
      <firstname>Rumen</firstname>
      <lastname>Andonov</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>Enseignant</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Professor, Univ. Rennes 1</moreinfo>
      <hdr>oui</hdr>
    </person>
    <person key="helix-2006-idm43775556576">
      <firstname>Claire</firstname>
      <lastname>Lemaitre</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Junior researcher, Inria</moreinfo>
    </person>
    <person key="helix-2006-idm43775631280">
      <firstname>Pierre</firstname>
      <lastname>Peterlongo</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Chercheur</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Junior researcher, Inria</moreinfo>
    </person>
    <person key="dolphin-2010-idm197086826752">
      <firstname>Antonio</firstname>
      <lastname>Mucherino</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>Enseignant</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Associate Professor, Univ. Rennes 1</moreinfo>
    </person>
    <person key="symbiose-2011-idm296802235072">
      <firstname>Raluca</firstname>
      <lastname>Uricaru</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>PostDoc</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>INRA project Peapol, until August 2012</moreinfo>
    </person>
    <person key="symbiose-2011-idm296802231984">
      <firstname>Thomas</firstname>
      <lastname>Derrien</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>PostDoc</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>INRA project Myzus, until July 2012</moreinfo>
    </person>
    <person key="sequoia-2006-idm135456755664">
      <firstname>Liviu</firstname>
      <lastname>Ciortuz</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>PostDoc</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Brittany Region, project Mirage, since September 2012</moreinfo>
    </person>
    <person key="symbiose-2010-idm501735928048">
      <firstname>Guillaume</firstname>
      <lastname>Chapuis</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Région Bretagne/ENS</moreinfo>
    </person>
    <person key="symbiose-2008-idm156234325088">
      <firstname>Rayan</firstname>
      <lastname>Chikhi</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>MENRT/ENS, until October 2012</moreinfo>
    </person>
    <person key="symbiose-2011-idm296802225760">
      <firstname>Mathilde</firstname>
      <lastname>Le Boudic-Jamin</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>MENRT</moreinfo>
    </person>
    <person key="symbiose-2010-idm501735915888">
      <firstname>Nicolas</firstname>
      <lastname>Maillet</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>ANR Mappi</moreinfo>
    </person>
    <person key="genscale-2012-idm56946775088">
      <firstname>Erwann</firstname>
      <lastname>Scaon</lastname>
      <affiliation>UnivFr</affiliation>
      <categoryPro>PhD</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>MENRT, since October 2012</moreinfo>
    </person>
    <person key="symbiose-2010-idm501735903712">
      <firstname>Charles</firstname>
      <lastname>Deltel</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Research engineer, Inria, 50% time dedicated to the genscale project</moreinfo>
    </person>
    <person key="symbiose-2007-idm284471966960">
      <firstname>Fabrice</firstname>
      <lastname>Legeai</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Engineer, INRA, 20% time dedicated to the genscale project</moreinfo>
    </person>
    <person key="symbiose-2006-idm497733539472">
      <firstname>François</firstname>
      <lastname>Moreews</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>Engineer, INRA, 60% time dedicated to the genscale project</moreinfo>
    </person>
    <person key="genscale-2012-idm56946762704">
      <firstname>Suzete</firstname>
      <lastname>Alves-Carvalho</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>non permanent engineer, INRA project Peapol, since December 2012</moreinfo>
    </person>
    <person key="genscale-2012-idm56946759568">
      <firstname>Alexan</firstname>
      <lastname>Andrieux</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>non permanent engineer, ADT Mapsembler, since September 2012</moreinfo>
    </person>
    <person key="symbiose-2011-idm296801172640">
      <firstname>Erwan</firstname>
      <lastname>Drezen</lastname>
      <affiliation>INRIA</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>non permanent engineer, KoriPlast</moreinfo>
    </person>
    <person key="genscale-2012-idm56946753392">
      <firstname>Anaïs</firstname>
      <lastname>Gouin</lastname>
      <affiliation>AutreEtablissementPublic</affiliation>
      <categoryPro>Technique</categoryPro>
      <research-centre>Rennes</research-centre>
      <moreinfo>non permanent engineer, INRA Speciaphid, since October 2012</moreinfo>
    </person>
  </team>
  <presentation id="uid2">
    <bodyTitle>Overall Objectives</bodyTitle>
    <subsection id="uid3" level="1">
      <bodyTitle>High throughput processing of genomic data</bodyTitle>
      <p>GenScale is a bioinformatics research team. It focuses on methodological research at the interface between computer science and genomic. The main objective of the group is the design of scalable, optimized and parallel algorithms for processing the huge amount of genomic data generated by the recent advances of biotechnologies.</p>
      <p>GenScale research activities cover the following domains:</p>
      <simplelist>
        <li id="uid4">
          <p noindent="true">Next Generation Sequencing (NGS)</p>
          <simplelist>
            <li id="uid5">
              <p noindent="true">Fast and low memory fingerprint assembly</p>
            </li>
            <li id="uid6">
              <p noindent="true">Variant extraction on raw data (without assembly)</p>
            </li>
            <li id="uid7">
              <p noindent="true">Mapping</p>
            </li>
          </simplelist>
        </li>
        <li id="uid8">
          <p noindent="true">High throughput sequence analysis</p>
          <simplelist>
            <li id="uid9">
              <p noindent="true">Bank to bank comparison</p>
            </li>
            <li id="uid10">
              <p noindent="true">Metagenomic sample processing</p>
            </li>
          </simplelist>
        </li>
        <li id="uid11">
          <p noindent="true">3D Protein structures</p>
          <simplelist>
            <li id="uid12">
              <p noindent="true">Alignment, comparison, classification</p>
            </li>
            <li id="uid13">
              <p noindent="true">Conformation extraction from NMR data</p>
            </li>
          </simplelist>
        </li>
        <li id="uid14">
          <p noindent="true">Bioinformatics workflow</p>
          <simplelist>
            <li id="uid15">
              <p noindent="true">Graphical capture</p>
            </li>
            <li id="uid16">
              <p noindent="true">Parallel processing (cluster, cloud)</p>
            </li>
          </simplelist>
        </li>
      </simplelist>
      <p>This pure computer science activity is maintained with strong collaboration with life science research groups on challenging genomic projects.</p>
    </subsection>
    <subsection id="uid17" level="1">
      <bodyTitle>Highlights of the Year</bodyTitle>
      <simplelist>
        <li id="uid18">
          <p noindent="true">GenScale organized <b>JOBIM 2012</b>, the French conference on computational biology wich gathered 375 participants in Rennes. <ref xlink:href="http://jobim2012.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://jobim2012.inria.fr/]</ref>.</p>
        </li>
        <li id="uid19">
          <p noindent="true">GenScale and CWI proposed the first web server for comparison of protein structure alignments (<b>CSA</b>). <ref xlink:href="http://csa.project.cwi.nl" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://csa.project.cwi.nl]</ref></p>
        </li>
        <li id="uid20">
          <p noindent="true">KLAST software released by Korilog. KLAST is an improved version of the PLAST technology developed by GenScale for bank-to-bank sequence similarity search. <ref xlink:href="http://www.korilog.com/index.php/KLAST-high-performance-sequence-similarity-search-tool.html" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[Korilog promotion]</ref></p>
        </li>
      </simplelist>
    </subsection>
  </presentation>
  <fondements id="uid21">
    <bodyTitle>Scientific Foundations</bodyTitle>
    <subsection id="uid22" level="1">
      <bodyTitle>Introduction</bodyTitle>
      <p>To tackle challenges brought by the processing of huge amount of genomic data, the main strategy of GenScale is to merge the following computer science expertise:</p>
      <simplelist>
        <li id="uid23">
          <p noindent="true">Data structure;</p>
        </li>
        <li id="uid24">
          <p noindent="true">Combinatorial optimization;</p>
        </li>
        <li id="uid25">
          <p noindent="true">Parallelism.</p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid26" level="1">
      <bodyTitle>Data structure</bodyTitle>
      <p>To face the genomic data tsunami, the design of efficient algorithms involves the optimization of memory fingerprints. A key point is the design of innovative data structures to represent large genomic datasets into computer memories. Today's limitations come from their size, their construction time, or their centralized (sequential) access. Random accesses to large data structures poorly exploit the sophisticated processor cache memory system. New data structures including compression techniques, probabilistic filters, approximate string matching, or techniques to improve spatial/temporal memory access are developed <ref xlink:href="#genscale-2012-bid0" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
    </subsection>
    <subsection id="uid27" level="1">
      <bodyTitle>Combinatorial optimization</bodyTitle>
      <p>For wide genome analysis, Next Generation Sequencing (NGS) data processing or protein structure applications, the main issue concerns the exploration of sets of data by time-consuming algorithms, with the aim of identifying solutions that are optimal in a predefined sense. In this context, speeding up such algorithms requires acting on many directions: (1) optimizing the search with efficient heuristics and advanced combinatorial optimization techniques <ref xlink:href="#genscale-2012-bid1" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid2" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/> or (2) targeting biological sub-problems to reduce the search space <ref xlink:href="#genscale-2012-bid3" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid4" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>. Designing algorithms with adapted heuristics, and able to scale from protein (a few hundreds of amino acids) to full genome (millions to billions of nucleotides) is one of the competitive challenges addressed in the GenScale project.</p>
    </subsection>
    <subsection id="uid28" level="1">
      <bodyTitle>Parallelism</bodyTitle>
      <p>The traditional parallelization approach, which consists in moving from a sequential to a parallel code, must be transformed into a direct design and implementation of high performance parallel software. All levels of parallelism (vector instructions, multi-cores, many-cores, clusters, grid, clouds) need to be exploited in order to extract the maximum computing power from current hardware resources <ref xlink:href="#genscale-2012-bid5" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid6" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid7" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>. An important specificity of GenScale is to systematically adopt a design approach where all levels of parallelism are potentially considered.</p>
    </subsection>
  </fondements>
  <domaine id="uid29">
    <bodyTitle>Application Domains</bodyTitle>
    <subsection id="uid30" level="1">
      <bodyTitle>Sequence comparison</bodyTitle>
      <p>Historically, sequence comparison has been one of the most important topics in bioinformatics. BLAST is a famous software tool particularly designed for solving problems related to sequence comparisons. Initially conceived to perform searches in databases, it has mostly been used as a general-purpose sequence comparison tool. Nowadays, together with the inflation of genomic data, other software comparison tools that are able to provide better quality solutions (w.r.t the ones provided by BLAST) have been developed. They generally target specific comparison demands, such as read mapping,
bank-to-bank comparison,
meta-genomic sample analysis, etc. Today, sequence comparison algorithms must clearly be revisited to scale up with the very large number of sequence objects that new NGS problems have to handle.</p>
    </subsection>
    <subsection id="uid31" level="1">
      <bodyTitle>Genome comparison</bodyTitle>
      <p>This application domain aims at providing a global relationship between genomes. The problem lies in the different structures that genomes can have: segments of genome can be rearranged, duplicated or deleted (the alignment can no longer be done in one piece). Therefore one major aim is the study of chromosomal rearrangements, breaking points, structural variation between individuals of the same species, etc. However, even analyses focused on smaller variations such as Single Nucleotide Polymorphisms (SNP) at the whole genome scale are different from the sequence comparison problem, since one needs first to identify common (orthologous) parts between whole genome sequences and thus obtain this global relationship (or map) between genomes. New challenges in genome comparison are emerging with the evolution of sequencing techniques. Nowadays, they allow for comparing genomes at intra-species level, and to deal simultaneously with hundreds or thousands of complete genomes. New methods are needed to find the sequence and structural variants between such a large number of non-assembled genomes. Even for the comparison of more distant species, classical methods must be revisited to deal with the increasing number of genomes but more importantly their decreasing quality: genomes are no longer fully assembled nor annotated.</p>
    </subsection>
    <subsection id="uid32" level="1">
      <bodyTitle>Protein comparison</bodyTitle>
      <p>Comparing protein is important for understanding their evolutionary relationships and for predicting their structures and their functions. While annotating functions for new proteins, such as those solved in structural genomics projects, protein structural alignment methods may be able to identify functionally related proteins when the sequence identity between a given query protein and the related proteins are low (i.e. lower than 20%). Moreover, protein comparison allows for solving the so-called protein family identification problem. Given an unclassified protein structure (query), the comparison of protein structures can be used for assigning a score measuring the "similarity" between the query and the proteins belonging to a set of families. Based on this score, the query is assigned to one of the families of the set. The knowledge acquired by performing such analyses can then be exploited in methods for protein structure prediction that are based on a homology modeling approach.</p>
    </subsection>
  </domaine>
  <logiciels id="uid33">
    <bodyTitle>Software</bodyTitle>
    <subsection id="uid34" level="1">
      <bodyTitle>Next Generation Sequencing</bodyTitle>
      <participants>
        <person key="genscale-2012-idm56946759568">
          <firstname>Alexan</firstname>
          <lastname>Andrieux</lastname>
        </person>
        <person key="symbiose-2008-idm156234325088">
          <firstname>Rayan</firstname>
          <lastname>Chikhi</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="helix-2006-idm43775556576">
          <firstname>Claire</firstname>
          <lastname>Lemaitre</lastname>
        </person>
        <person key="symbiose-2010-idm501735915888">
          <firstname>Nicolas</firstname>
          <lastname>Maillet</lastname>
        </person>
        <person key="helix-2006-idm43775631280">
          <firstname>Pierre</firstname>
          <lastname>Peterlongo</lastname>
        </person>
        <person key="symbiose-2011-idm296802235072">
          <firstname>Raluca</firstname>
          <lastname>Uricaru</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid35">
          <p noindent="true"><b>Genome assembly</b> [contact: P. Peterlongo]</p>
          <simplelist>
            <li id="uid36">
              <p noindent="true"><b>Minia : ultra low memory assembly</b> Minia is a short-read assembler based on a de Bruijn graph, capable of assembling a human genome on a desktop computer in a day. The output of Minia is a set of contigs. Minia produces results of similar contiguity and accuracy to other de Bruijn assemblers (e.g. Velvet). <ref xlink:href="http://minia.genouest.org/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>minia.<allowbreak/>genouest.<allowbreak/>org/</ref></p>
            </li>
            <li id="uid37">
              <p noindent="true"><b>Mapsembler: targeted assembly software.</b> Mapsembler is a targeted assembly software. From sets of NGS raw reads and a set of input sequences (starters), it determines if each starter could be constructed from the reads. Then for each "read-coherent" starter, Mapsembler outputs its sequence neighborhood as a linear sequence or as a graph, depending on the user choice.
<ref xlink:href="http://alcovna.genouest.org/mapsembler/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>alcovna.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>mapsembler/</ref></p>
            </li>
          </simplelist>
        </li>
        <li id="uid38">
          <p noindent="true"><b>Variant detection</b> [contact: C. Lemaitre]</p>
          <simplelist>
            <li id="uid39">
              <p noindent="true"><b>kisSnp and kisSplice : variant identification without the use of a reference genome</b>. kisSnp is a tool to find single nucleotide polymorphisms (SNP) by comparing two sets of raw NGS reads.
<ref xlink:href="http://alcovna.genouest.org/kissnp/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>alcovna.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>kissnp/</ref>
KisSplice finds alternative splicings but also short insertions, deletions and duplications, SNPs and sequencing errors in one or two RNA-seq sets, without assembly nor mapping on a reference genome.
<ref xlink:href="http://alcovna.genouest.org/kissplice/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>alcovna.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>kissplice/</ref></p>
            </li>
            <li id="uid40">
              <p noindent="true"><b>Kissreads: quantification of variants</b> Kissreads considers sets of NGS raw reads and a set of input sequences (starters). Mapping reads to each starter, it provides quantitative (coverage depth) and qualitative (mapped read quality) information about each starter.</p>
            </li>
          </simplelist>
        </li>
        <li id="uid41">
          <p noindent="true"><b>Read mapping</b> [contact: D. Lavenier]</p>
          <simplelist>
            <li id="uid42">
              <p noindent="true"><b>GASSST: short reads mapper</b> The GASSST software (Global Alignment Short Sequence Search Tool) is a general purpose mapper. GASSST finds global alignments of short DNA sequences against large DNA banks. One main characteristic of GASSST is its ability to perform fast gapped alignments and to process long reads compared to other current similar tools.
<ref xlink:href="http://www.irisa.fr/symbiose/projects/gassst/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>symbiose/<allowbreak/>projects/<allowbreak/>gassst/</ref></p>
            </li>
          </simplelist>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid43" level="1">
      <bodyTitle>High throughput sequence analysis</bodyTitle>
      <participants>
        <person key="symbiose-2008-idm156234325088">
          <firstname>Rayan</firstname>
          <lastname>Chikhi</lastname>
        </person>
        <person key="symbiose-2011-idm296801172640">
          <firstname>Erwan</firstname>
          <lastname>Drezen</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="helix-2006-idm43775556576">
          <firstname>Claire</firstname>
          <lastname>Lemaitre</lastname>
        </person>
        <person key="symbiose-2010-idm501735915888">
          <firstname>Nicolas</firstname>
          <lastname>Maillet</lastname>
        </person>
        <person key="helix-2006-idm43775631280">
          <firstname>Pierre</firstname>
          <lastname>Peterlongo</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid44">
          <p noindent="true"><b>PLAST : efficient bank-to-bank alignments</b> PLAST (Parallel Local Alignment Search Tool) is a parallel alignment search tool for comparing large protein banks. PLAST runs 3 to 5 times faster than the NCBI-BLAST software. An improved version is commercialized by the Korilog Company, including the DNA bank-to-bank option. [contact: D. Lavenier] <ref xlink:href="http://www.irisa.fr/symbiose/projects/plast/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>irisa.<allowbreak/>fr/<allowbreak/>symbiose/<allowbreak/>projects/<allowbreak/>plast/</ref></p>
        </li>
        <li id="uid45">
          <p noindent="true"><b>Compareads : efficient comparison of large metagenomics NGS datasets</b> This software extracts similar DNA sequences (reads) between two metagenomic datasets. It requires a small and fixed amount of memory and can thus be used on huge datasets. [contact: P. Peterlongo] <ref xlink:href="http://alcovna.genouest.org/compareads/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>alcovna.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>compareads/</ref></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid46" level="1">
      <bodyTitle>3D Protein structures</bodyTitle>
      <participants>
        <person key="symbiose-2006-idm497734597840">
          <firstname>Rumen</firstname>
          <lastname>Andonov</lastname>
        </person>
        <person key="symbiose-2010-idm501735928048">
          <firstname>Guillaume</firstname>
          <lastname>Chapuis</lastname>
        </person>
        <person key="symbiose-2011-idm296802225760">
          <firstname>Mathilde</firstname>
          <lastname>Le Boudic-Jamin</lastname>
        </person>
        <person key="dolphin-2010-idm197086826752">
          <firstname>Antonio</firstname>
          <lastname>Mucherino</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid47">
          <p noindent="true"><b>CSA and DALIX</b> CSA (Comparative Structural Alignment) is a webserver for computing and comparing protein structure alignments. CSA is able to compute score-optimal alignments with respect to various inter-residue distance-based scoring schemes. [contact: R. Andonov] <ref xlink:href="http://csa.project.cwi.nl/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>csa.<allowbreak/>project.<allowbreak/>cwi.<allowbreak/>nl/</ref></p>
        </li>
        <li id="uid48">
          <p noindent="true"><b>A_purva</b> A_purva is a Contact Map Overlap maximization (CMO) solver. Given two protein structures represented by two contact maps, A_purva computes the amino-acid alignment which maximize the number of common contacts. [contact: R. Andonov] <ref xlink:href="http://mobyle.genouest.org/cgi-bin/Mobyle/portal.py?forms:A_Purva" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>mobyle.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>cgi-bin/<allowbreak/>Mobyle/<allowbreak/>portal.<allowbreak/>py?forms::A_Purva</ref></p>
        </li>
        <li id="uid49">
          <p noindent="true"><b>MD-Jeep</b> MD-jeep is a software tool for solving distance geometry problems. It is able to solve a subclass of instances of the problem for which a discrete reformulation can be supplied. We refer to this subclass of instances as the Discretizable Molecular Distance Geometry Problem (DMDGP). We employ a Branch &amp; Prune (BP) algorithm for the solution of DMDGPs. [contact: A. Mucherino] <ref xlink:href="http://www.antoniomucherino.it/en/mdjeep.php" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>antoniomucherino.<allowbreak/>it/<allowbreak/>en/<allowbreak/>mdjeep.<allowbreak/>php</ref></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid50" level="1">
      <bodyTitle>HPC and Parallelism</bodyTitle>
      <participants>
        <person key="symbiose-2010-idm501735928048">
          <firstname>Guillaume</firstname>
          <lastname>Chapuis</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="symbiose-2006-idm497733539472">
          <firstname>François</firstname>
          <lastname>Moreews</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid51">
          <p noindent="true"><b>QTLmap</b> QTLMap is a tool dedicated to the detection of Quantitative Trait Loci (QTL) from experimental designs in outbred population. QTLMap was recently ported to GPU and offers reduced run times. [contact: D. Lavenier]
<ref xlink:href="http://www.inra.fr/qtlmap/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>inra.<allowbreak/>fr/<allowbreak/>qtlmap/</ref></p>
        </li>
        <li id="uid52">
          <p noindent="true"><b>SLICEE</b> (Service Layer for Intensive Computation Execution Environment) is part of the BioWIC
project. This software proposes (1) to abstract the calls to the cluster scheduler by
handling command submission; (2) to take care of exploiting the data parallelism with data specific methods; (3) to manage data using a cache references mecanism and route data between tasks. [contact: F. Moreews] <ref xlink:href="http://vapor.gforge.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://vapor.gforge.inria.fr/</ref></p>
        </li>
      </simplelist>
    </subsection>
  </logiciels>
  <resultats id="uid53">
    <bodyTitle>New Results</bodyTitle>
    <subsection id="uid54" level="1">
      <bodyTitle>Next Generation Sequencing</bodyTitle>
      <participants>
        <person key="genscale-2012-idm56946759568">
          <firstname>Alexan</firstname>
          <lastname>Andrieux</lastname>
        </person>
        <person key="symbiose-2008-idm156234325088">
          <firstname>Rayan</firstname>
          <lastname>Chikhi</lastname>
        </person>
        <person key="sequoia-2006-idm135456755664">
          <firstname>Liviu</firstname>
          <lastname>Ciortuz</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="symbiose-2007-idm284471966960">
          <firstname>Fabrice</firstname>
          <lastname>Legeai</lastname>
        </person>
        <person key="helix-2006-idm43775556576">
          <firstname>Claire</firstname>
          <lastname>Lemaitre</lastname>
        </person>
        <person key="symbiose-2010-idm501735915888">
          <firstname>Nicolas</firstname>
          <lastname>Maillet</lastname>
        </person>
        <person key="helix-2006-idm43775631280">
          <firstname>Pierre</firstname>
          <lastname>Peterlongo</lastname>
        </person>
        <person key="genscale-2012-idm56946775088">
          <firstname>Erwann</firstname>
          <lastname>Scaon</lastname>
        </person>
        <person key="symbiose-2011-idm296802235072">
          <firstname>Raluca</firstname>
          <lastname>Uricaru</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid55">
          <p noindent="true"><b>Ultra-low memory data structure for de novo genome assembly </b>: We propose a new encoding of the de Bruijn graph, which occupies an order of magnitude less space than current representations. The encoding is based on a Bloom filter, with an additional structure to remove critical false positives. <ref xlink:href="#genscale-2012-bid8" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid56">
          <p noindent="true"><b>Transcriptomic variant detection</b> : We developped a new method, called kissplice, that calls splicing variant events from sets of RNA-seq NGS reads. It constructs the de-Bruijn graph from the reads and then detects in this graph all patterns corresponding to alternative splicing events. <ref xlink:href="#genscale-2012-bid9" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid57">
          <p noindent="true"><b>Targeted assembly of NGS data</b>: The method is based on an iterative targeted assembler which processes large datasets of reads on commodity hardware. Basically, it checks for the presence of given regions of interest in the reads and reconstructs their neighborhood, either as a plain sequence (consensus) or as a graph (full sequence structure). <ref xlink:href="#genscale-2012-bid10" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid58">
          <p noindent="true"><b>Mapping reads on a graph:</b> We developped a strategy for directly mapping sequences on bi-directed de-Bruijn graphs. Based on a seed-and-extend algorithm it can be applied on large datasets.<ref xlink:href="#genscale-2012-bid11" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid59">
          <p noindent="true"><b>Pea aphid genomics and evolution.</b>
Using some of the softwares developped by Genscale, genomic variants and expression data of the pea aphid were analysed, revealing candidate regions involved in the adaptation to host plant, and genes involved in the reproduction mode, either with differential expression patterns or particular patterns of evolutionary rates in other aphid species. <ref xlink:href="#genscale-2012-bid12" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid13" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid14" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid60" level="1">
      <bodyTitle>Protein structures</bodyTitle>
      <participants>
        <person key="symbiose-2006-idm497734597840">
          <firstname>Rumen</firstname>
          <lastname>Andonov</lastname>
        </person>
        <person key="symbiose-2010-idm501735928048">
          <firstname>Guillaume</firstname>
          <lastname>Chapuis</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="symbiose-2011-idm296802225760">
          <firstname>Mathilde</firstname>
          <lastname>Le Boudic-Jamin</lastname>
        </person>
        <person key="dolphin-2010-idm197086826752">
          <firstname>Antonio</firstname>
          <lastname>Mucherino</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid61">
          <p noindent="true"><b>Comparison of pairwise protein structure alignments.</b> The method provides either optimal, top-scoring alignments or heuristic alignments with quality guarantee for some inter-residue distance-based measures. Alignments are compared using a number of quality measures and intuitive visualizations. The methodology brings new insight into the structural relationship of the protein pairs and is a valuable tool for studying structural similarities. <ref xlink:href="#genscale-2012-bid15" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid62">
          <p noindent="true"><b>Alignment graph.</b> This object is the main input to find similarities between biomolecules (ARN, proteins). This kind of graph has to model physical and/or chemical properties of the biomolecules and need to take into account constraints dictated by the type of applications (3D comparison, docking, etc.). Our research aims to provide a strategy to automate the building of alignment graphs. A prototype software, called MAGE, is currently under test to validate our approach.</p>
        </li>
        <li id="uid63">
          <p noindent="true"><b>Mathematical model and exact algorithm for optimally aligning protein structures.</b> The algorithm proposes for the first time, to evaluate the popular DALI heuristic in sound mathematical terms. The results indicate that DALI usually computes optimal or close to optimal alignments. However, we detect a subset of small proteins for which DALI fails to generate any significant alignment, although such alignments do exist <ref xlink:href="#genscale-2012-bid16" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        </li>
        <li id="uid64">
          <p noindent="true"><b>Modeling the protein flexibility by distance geometry.</b> We suggest a strategy for modeling protein flexibility that is based on the discretization of the space of possible molecular conformations for a protein. The same discretization process was previously employed for discretizing Molecular Distance Geometry Problems (MDGPs) <ref xlink:href="#genscale-2012-bid17" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        </li>
        <li id="uid65">
          <p noindent="true"><b>NMR problems.</b> We introduce formally the Discretizable Molecular Distance Geometry Problem (DMDGP) for solving the 3D structure of a protein based on Nuclear Magnetic Resonance data together with an algorithm, which we named the "Branch &amp; Prune" (BP), for the solution of DMDGPs <ref xlink:href="#genscale-2012-bid18" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.We also provide surveys on these recent works about DMDGPs <ref xlink:href="#genscale-2012-bid19" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid20" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>.</p>
        </li>
        <li id="uid66">
          <p noindent="true"><b>Improvements and variants of the DMDGP</b>. We exploit symmetries in DMGP trees. We consider similar or related problems (re-ordering of the vertices, relaxing vertices consecutivity assumtion, including side chains and finding low energy homopolymer conformations). Parallelism has also been investigated. <ref xlink:href="#genscale-2012-bid21" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid22" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid23" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid24" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid25" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>, <ref xlink:href="#genscale-2012-bid26" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid67" level="1">
      <bodyTitle>High Throughput Sequence Analysis</bodyTitle>
      <participants>
        <person key="symbiose-2008-idm156234325088">
          <firstname>Rayan</firstname>
          <lastname>Chikhi</lastname>
        </person>
        <person key="symbiose-2011-idm296801172640">
          <firstname>Erwan</firstname>
          <lastname>Drezen</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="helix-2006-idm43775556576">
          <firstname>Claire</firstname>
          <lastname>Lemaitre</lastname>
        </person>
        <person key="symbiose-2010-idm501735915888">
          <firstname>Nicolas</firstname>
          <lastname>Maillet</lastname>
        </person>
        <person key="helix-2006-idm43775631280">
          <firstname>Pierre</firstname>
          <lastname>Peterlongo</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid68">
          <p noindent="true"><b>Comparing metagenomes.</b> This research aims to define new ways of comparing billions of sequences generated by NGS sequencers. Standard techniques don’t scale with such volume of data, both in terms of memory fingerprint and execution time. We have successfully tested a new method based on probabilistic data structures (Bloom filter) allowing large sets of sequences to be indexed in a short time on standard computers. <ref xlink:href="#genscale-2012-bid27" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid69">
          <p noindent="true"><b>Bank-to-bank comparison.</b> In cooperation with the Korilog company we improve the PLAST technology developed for bank-to-bank sequence similarity search. Structuration of the index has been revisited to reduce the memory fingerprint and the execution time. The Korilog company has successfully integrated this improvments sofware component in its own software and has just began its promotion with promising responses from several potential clients.<ref xlink:href="http://www.korilog.com/index.php/KLAST-high-performance-sequence-similarity-search-tool.html" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[Korilog promotion]</ref></p>
        </li>
      </simplelist>
    </subsection>
    <subsection id="uid70" level="1">
      <bodyTitle>HPC and Parallelism</bodyTitle>
      <participants>
        <person key="symbiose-2006-idm497734597840">
          <firstname>Rumen</firstname>
          <lastname>Andonov</lastname>
        </person>
        <person key="symbiose-2010-idm501735928048">
          <firstname>Guillaume</firstname>
          <lastname>Chapuis</lastname>
        </person>
        <person key="symbiose-2010-idm501735903712">
          <firstname>Charles</firstname>
          <lastname>Deltel</lastname>
        </person>
        <person key="symbiose-2006-idm497734604192">
          <firstname>Dominique</firstname>
          <lastname>Lavenier</lastname>
        </person>
        <person key="symbiose-2007-idm284471966960">
          <firstname>Fabrice</firstname>
          <lastname>Legeai</lastname>
        </person>
        <person key="symbiose-2006-idm497733539472">
          <firstname>François</firstname>
          <lastname>Moreews</lastname>
        </person>
      </participants>
      <simplelist>
        <li id="uid71">
          <p noindent="true"><b>High performance pipelines for annotation</b>. We participed to effort of URGI (INRA Versailles) to set up TriAnnot, a modular architecture allowing for the annotation of genomes. The TriAnnot pipeline is parallelized on a 712 CPU computing cluster that can run a 1-Gb sequence annotation in less than 5 days. <ref xlink:href="#genscale-2012-bid28" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/></p>
        </li>
        <li id="uid72">
          <p noindent="true"><b>Bioinformatics Workflows.</b> SLICEE is an environment to capture and parallelize time-consuming bioinformatics applications on grid or cloud platforms. In 2012, a web interface has been designed to interactively draw and run workflows from standard browsers (<ref xlink:href="https://steamcat.genouest.org:8443/workflow_portal/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[workflow portal]</ref>). Several workflows used in the BioWIC ANR project have been successfully tested on this platform (<ref xlink:href="http://biowic.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://biowic.inria.fr/</ref>)</p>
        </li>
        <li id="uid73">
          <p noindent="true"><b>Parallelization of a pseudo-clique solver.</b> Following such solvers as DAST and A_purva, we develop a pseudo-clique
solver for alignment graphs. Looking for pseudo-cliques allows us to relax some of the constraints that are inherent to clique finding and thus maintain polynomial run times. We focus on defining a parallel algorithm and developping an
implementation that benefits from multiple levels of parallelism: fine
grain parallelism (bit-level parallelism, SSE instructions) and coarse
grain parallelism (mutli-core parallelism). Intended applications range
from protein local similarity search to protein surface similarity
search or even docking.</p>
        </li>
      </simplelist>
    </subsection>
  </resultats>
  <contrats id="uid74">
    <bodyTitle>Bilateral Contracts and Grants with Industry</bodyTitle>
    <subsection id="uid75" level="1">
      <bodyTitle>Sequence Comparison, Korilog</bodyTitle>
      <p><b>Intensive bank-to-bank comparison with Korilog :</b> this collaborative project between the Korilog company and the GenScale team aims to investigate new research directions in the bank-to-bank sequence comparison problem. Two research axes are followed : constrained exploration of the search space and adaptation of the ORIS algorithm, developed by D. Lavenier for fast DNA comparison, to the protein sequences. It is funded for 3 months (Nov. 2012 - Feb. 2013), including the visit of assistant professor Van-Hoa Nguyen from Vietnam.</p>
      <p><b>KoriPlast:</b> this project is a cooperation between GenScale and the Korilog company, it is funded by Région Bretagne from June 2011 to Nov. 2012. It aims to industrialize the PLAST software prototype, previously developed in GenScale, that performs intensive genomic bank-to-bank comparisons. The commercial version is now called KLAST <ref xlink:href="http://www.korilog.com/index.php/KLAST-high-performance-sequence-similarity-search-tool.html" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://www.korilog.com/index.php/KLAST-high-performance-sequence-similarity-search-tool.html</ref>
</p>
    </subsection>
    <subsection id="uid76" level="1">
      <bodyTitle>Peapol</bodyTitle>
      <p>The Peapol project is funded by Sofiproteol company whose mission is to develop the French vegetable oil and protein industry, open up new markets, and ensure an equal distribution of value among its members. The Peapol project counts two collaborators, Biogemma, and INRA, the latter working in collaboration with the Genscale team, in charge of algorithmic research in the context of the project. This collaboration enabled to hire in the Genscale team Raluca Uricaru for 18 months on an INRA post doctoral position, followed by Suzete Alves-Carvalho (engineer).</p>
    </subsection>
    <subsection id="uid77" level="1">
      <bodyTitle>Rapsodyn</bodyTitle>
      <p>RAPSODYN is a long term project funded by the IA French program (Investissement d’Avenir) and several field seed companies, such as Biogemma, Limagrain and Euralis. The objective is the optimisation of the rapeseed oil content and yield under low nitrogen input. GenScale is involved in the bioinformatics workpackage, in collaboration with Biogemma's bioinformatics team, to elaborate advanced tools dedicated to polymorphism.</p>
    </subsection>
  </contrats>
  <partenariat id="uid78">
    <bodyTitle>Partnerships and Cooperations</bodyTitle>
    <subsection id="uid79" level="1">
      <bodyTitle>Regional Initiatives</bodyTitle>
      <subsection id="uid80" level="2">
        <bodyTitle>Program from Région Bretagne : MIRAGE</bodyTitle>
        <participants>
          <person key="sequoia-2006-idm135456755664">
            <firstname>Liviu</firstname>
            <lastname>Ciortuz</lastname>
          </person>
          <person key="helix-2006-idm43775556576">
            <firstname>Claire</firstname>
            <lastname>Lemaitre</lastname>
          </person>
          <person key="helix-2006-idm43775631280">
            <firstname>Pierre</firstname>
            <lastname>Peterlongo</lastname>
          </person>
        </participants>
        <p>The MIRAGE project is funded by Région Bretagne in the framework of the SAD call (Stratégie Attractivité Durable) which aims at attracting international post-doctorant for one year.
The MIRAGE project aims at developping new methods to detect complex variation (structural variations) in non-assembled NGS data. It is funded from Sept. 2012 until August 2013 and coordinated by C. Lemaitre.</p>
      </subsection>
      <subsection id="uid81" level="2">
        <bodyTitle>Partnership with INRA</bodyTitle>
        <participants>
          <person key="symbiose-2011-idm296802231984">
            <firstname>Thomas</firstname>
            <lastname>Derrien</lastname>
          </person>
          <person key="genscale-2012-idm56946753392">
            <firstname>Anaïs</firstname>
            <lastname>Gouin</lastname>
          </person>
          <person key="symbiose-2007-idm284471966960">
            <firstname>Fabrice</firstname>
            <lastname>Legeai</lastname>
          </person>
          <person key="symbiose-2006-idm497733539472">
            <firstname>François</firstname>
            <lastname>Moreews</lastname>
          </person>
          <person key="symbiose-2011-idm296802235072">
            <firstname>Raluca</firstname>
            <lastname>Uricaru</lastname>
          </person>
        </participants>
        <p>We have a strong and long term collaboration with biologists of INRA in Rennes : IGEPP and SENAH units. This partnership concerns both service and research activities and is acted by the hosting of two ingineers (F. Legeai, F. Moreews) and by the co-supervision of two post-doctorants and one non permanent engineer. In particular, the collaboration with the IGEPP team includes several research projects in which Genscale is formally a partner : an INRA project PEAPOL including an industrial partner, Biogemma, and an ANR project SPECIAPHID. These projects fund the non-permanent INRA members.</p>
      </subsection>
    </subsection>
    <subsection id="uid82" level="1">
      <bodyTitle>National Initiatives</bodyTitle>
      <subsection id="uid83" level="2">
        <bodyTitle>ANR</bodyTitle>
        <subsection id="uid84" level="3">
          <bodyTitle>BIOWIC</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734597840">
              <firstname>Rumen</firstname>
              <lastname>Andonov</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="symbiose-2006-idm497733539472">
              <firstname>François</firstname>
              <lastname>Moreews</lastname>
            </person>
          </participants>
          <p>The BioWIC project aims to speed up both the design and the execution of bioinformatics workflows. It is funded by ANR call ARPEGE and coordinated by D. Lavenier from Jan. 2009 to June 2012. <ref xlink:href="http://biowic.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>biowic.<allowbreak/>inria.<allowbreak/>fr/</ref></p>
        </subsection>
        <subsection id="uid85" level="3">
          <bodyTitle>MAPPI</bodyTitle>
          <participants>
            <person key="symbiose-2008-idm156234325088">
              <firstname>Rayan</firstname>
              <lastname>Chikhi</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="symbiose-2010-idm501735915888">
              <firstname>Nicolas</firstname>
              <lastname>Maillet</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>The MAPPI project aims to develop new algorithms and Bioinformatics
methods for processing high trougthput genomic data. It is funded by ANR call COSINUS and coordinated by M. Raffinot (LIAFA, Paris VII) from Oct 2010 to Dec. 2013.</p>
        </subsection>
        <subsection id="uid86" level="3">
          <bodyTitle>FATINTEGER</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="symbiose-2006-idm497733539472">
              <firstname>François</firstname>
              <lastname>Moreews</lastname>
            </person>
          </participants>
          <p>The FatInteger project aims to identify some of the transcriptional key players of animal lipid metabolism plasticity, combining high throughput data with statistical approaches, bioinformatics and phylogenetic. It is funded by ANR call BLANC and coordinated by F. Gondret from 2012 to 2015.</p>
        </subsection>
        <subsection id="uid87" level="3">
          <bodyTitle>SPECIAPHID</bodyTitle>
          <participants>
            <person key="symbiose-2011-idm296802231984">
              <firstname>Thomas</firstname>
              <lastname>Derrien</lastname>
            </person>
            <person key="genscale-2012-idm56946753392">
              <firstname>Anaïs</firstname>
              <lastname>Gouin</lastname>
            </person>
            <person key="symbiose-2007-idm284471966960">
              <firstname>Fabrice</firstname>
              <lastname>Legeai</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
          </participants>
          <p>The SPECIAPHID project aims to understand the adaptation and speciation of pea aphids by re-sequencing and comparing the genomes of numerous aphid individuals. Genscale's task, as associate partner, is to apply and develop new methods to detect variation between re-sequenced genomes, and in particular complex variants such as structural ones. It is funded by ANR call BLANC and coordinated by J-C Simon (Inra, Rennes) from January 2012 to Dec. 2014.</p>
        </subsection>
        <subsection id="uid88" level="3">
          <bodyTitle>ADA-SPODO</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734597840">
              <firstname>Rumen</firstname>
              <lastname>Andonov</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="symbiose-2007-idm284471966960">
              <firstname>Fabrice</firstname>
              <lastname>Legeai</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="symbiose-2006-idm497733539472">
              <firstname>François</firstname>
              <lastname>Moreews</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>The ADA-SPODO project aims at identifying all sources of genetic variation between two strains of an insect pest : Lepidoptera Spodoptera frugiperda in order to correlate them with host-plant adaptation and speciation. Genscale's task is to develop new efficient methods to compare complete genomes along with their post-genomic and regulatory data. It is funded by ANR call BLANC and coordinated by E. d'Alençon (Inra, Montpellier) from October 2012 to Dec. 2015.</p>
        </subsection>
        <subsection id="uid89" level="3">
          <bodyTitle>RAPSODYN</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
            <person key="genscale-2012-idm56946775088">
              <firstname>Erwann</firstname>
              <lastname>Scaon</lastname>
            </person>
          </participants>
          <p>RAPSODYN is a long term project funded by the IA French program (Investissement d’Avenir) for 7.5 years (07/2012-12/2019). The objective is the optimisation of the rapeseed oil content and yield under low nitrogen input. GenScale is involved in the bioinformatics workpackage to elaborate advanced tools dedicated to polymorphism.</p>
        </subsection>
        <subsection id="uid90" level="3">
          <bodyTitle>LEPIDOLF</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="symbiose-2007-idm284471966960">
              <firstname>Fabrice</firstname>
              <lastname>Legeai</lastname>
            </person>
          </participants>
          <p>The LEPIDOLF project aims at better understanding olfactory mechanisms in insects. The goal is to establish the antennal transcriptome of the cotton leafworm Spodoptera littoralis, a noctuid representative of crop pest insects. It is funded by ANR call Blanc and coordinated by E. Jacquin-Joly from UMR PISC (INRA) from 2009 to 2012. As part of this project, a post-doctoral student, Aurore Gallot, visited Genscale for 5 months.</p>
        </subsection>
      </subsection>
      <subsection id="uid91" level="2">
        <bodyTitle>Programs from research institutions</bodyTitle>
        <subsection id="uid92" level="3">
          <bodyTitle>Mapsembler</bodyTitle>
          <participants>
            <person key="genscale-2012-idm56946759568">
              <firstname>Alexan</firstname>
              <lastname>Andrieux</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>The Mapsembler project aims at finalizing and to distributing the Mapsembler tool. It is funded by Inria ADT call (2012) and coordinated by P. Peterlongo from oct. 2012 to sept. 2014. <ref xlink:href=" http://alcovna.genouest.org/mapsembler/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"> http://<allowbreak/>alcovna.<allowbreak/>genouest.<allowbreak/>org/<allowbreak/>mapsembler/</ref></p>
        </subsection>
        <subsection id="uid93" level="3">
          <bodyTitle>Mastodons</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>This project, funded by the CNRS Big Data program in 2012, aims do investigate the challenge brought by the processing of high throughput sequencing genomic data. It is coordinated by D. Lavenier from june 2012 to december 2012.</p>
        </subsection>
        <subsection id="uid94" level="3">
          <bodyTitle>BioManyCores</bodyTitle>
          <participants>
            <person key="symbiose-2010-idm501735928048">
              <firstname>Guillaume</firstname>
              <lastname>Chapuis</lastname>
            </person>
            <person key="symbiose-2010-idm501735903712">
              <firstname>Charles</firstname>
              <lastname>Deltel</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
          </participants>
          <p>The BioManyCores project aims to develop a library of bioinformatics
softwares implemented on manycore structures such as GPU. It is funded by Inria ADT call and supervised by J.S. Varré in Sequoia Team in Lille. <ref xlink:href="http://www.biomanycores.org/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://<allowbreak/>www.<allowbreak/>biomanycores.<allowbreak/>org/</ref></p>
        </subsection>
        <subsection id="uid95" level="3">
          <bodyTitle>ParaQtlMap</bodyTitle>
          <participants>
            <person key="symbiose-2010-idm501735928048">
              <firstname>Guillaume</firstname>
              <lastname>Chapuis</lastname>
            </person>
            <person key="symbiose-2010-idm501735903712">
              <firstname>Charles</firstname>
              <lastname>Deltel</lastname>
            </person>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
          </participants>
          <p>The ParaQtlMap project is a join initiative from Genscale team and Genetique Animale.
to design high performance software for detecting quantitative trait locus. It is funded by Inria/INRA call and coordinated by D. Lavenier (Genscale) and P. Leroy (GA INRA) from oct. 2010 to sept. 2012. <ref xlink:href="https://qgp.jouy.inra.fr/index.php?option=com_content&amp;task=view&amp;id=17&amp;Itemid=28" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">https://<allowbreak/>qgp.<allowbreak/>jouy.<allowbreak/>inra.<allowbreak/>fr/<allowbreak/>index.<allowbreak/>php?option=com_content&amp;task=view&amp;id=17&amp;Itemid=28</ref></p>
        </subsection>
        <subsection id="uid96" level="3">
          <bodyTitle>Barcoding de nouvelle génération</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>This project is a join initiative between Genscale and LECA (Laboratoire d'Ecologie Alpine in Grenoble). It aims at developping new algorithmic approaches for the species identification from low coverage NGS data. It is funded by a PEPS program at CNRS/Inria and coordinated by C. Lemaitre from sept. 2012 to december. 2013.</p>
        </subsection>
        <subsection id="uid97" level="3">
          <bodyTitle>Poly-BNF</bodyTitle>
          <participants>
            <person key="symbiose-2006-idm497734604192">
              <firstname>Dominique</firstname>
              <lastname>Lavenier</lastname>
            </person>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
            <person key="genscale-2012-idm56946775088">
              <firstname>Erwann</firstname>
              <lastname>Scaon</lastname>
            </person>
          </participants>
          <p>This projects aims to develop bioinformatics strategies for studying polyploid genomes. It is a one year project (09/2012 – 09/2013) funded by the University of Rennes 1. It is a joined project with CNRS/EcoBio lab and INRA/IGEPP lab.</p>
        </subsection>
      </subsection>
      <subsection id="uid98" level="2">
        <bodyTitle>Cooperations</bodyTitle>
        <subsection id="uid99" level="3">
          <bodyTitle>Inria Bamboo Team</bodyTitle>
          <participants>
            <person key="helix-2006-idm43775556576">
              <firstname>Claire</firstname>
              <lastname>Lemaitre</lastname>
            </person>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>We maintain a long term collaboration with Inria Bamboo Team on the problems of finding biological information, such as variants, in NGS raw data.</p>
        </subsection>
        <subsection id="uid100" level="3">
          <bodyTitle>LIGM, Paris</bodyTitle>
          <participants>
            <person key="helix-2006-idm43775631280">
              <firstname>Pierre</firstname>
              <lastname>Peterlongo</lastname>
            </person>
          </participants>
          <p>P. Peterlongo collaborates with the LIGM lab in Paris (UMR 8049), on problems of large NGS raw data indexation.</p>
        </subsection>
        <subsection id="uid101" level="3">
          <bodyTitle>LIX</bodyTitle>
          <participants>
            <person key="dolphin-2010-idm197086826752">
              <firstname>Antonio</firstname>
              <lastname>Mucherino</lastname>
            </person>
          </participants>
          <p>A. Mucherino collaborates since 5 years with LIX, Ecole Polytechnique, in Palaiseau on the distance geometry problem. We reformulated the problem as a combinatorial optimization problem and we conceived an ad-hoc algorithm for the solution of this class of problems.</p>
        </subsection>
      </subsection>
    </subsection>
    <subsection id="uid102" level="1">
      <bodyTitle>European Initiatives</bodyTitle>
      <subsection id="uid103" level="2">
        <bodyTitle>Collaborations with Major European Organizations</bodyTitle>
        <sanspuceslist>
          <li id="uid104">
            <p noindent="true">Partner: CWI, University of Amsterdam, (Netherland)</p>
          </li>
          <li id="uid105">
            <p noindent="true">Subject of cooperation: Optimization algorithms for protein structures alignments.</p>
          </li>
        </sanspuceslist>
      </subsection>
    </subsection>
    <subsection id="uid106" level="1">
      <bodyTitle>International Initiatives</bodyTitle>
      <subsection id="uid107" level="2">
        <bodyTitle>Participation In International Programs</bodyTitle>
        <subsection id="uid108" level="3">
          <bodyTitle>CONICYT (Chile)</bodyTitle>
          <sanspuceslist>
            <li id="uid109">
              <p noindent="true">Program: Coopération bilatérale CNRS</p>
            </li>
            <li id="uid110">
              <p noindent="true">Title: Wine fermentation analysis by biclustering</p>
            </li>
            <li id="uid111">
              <p noindent="true">Inria principal investigator: Antonio MUCHERINO</p>
            </li>
            <li id="uid112">
              <p noindent="true">International Partner (Institution - Laboratory - Researcher):</p>
              <sanspuceslist>
                <li id="uid113">
                  <p noindent="true">Technical University Federico Santa Maria (Chile)</p>
                </li>
              </sanspuceslist>
            </li>
            <li id="uid114">
              <p noindent="true">Duration: Jan 2012 - Dec 2012</p>
            </li>
            <li id="uid115">
              <p noindent="true">This project aims at using data mining techniques for predicting problematic wine fermentations from the first stages of the fermentation process.</p>
            </li>
          </sanspuceslist>
        </subsection>
      </subsection>
      <subsection id="uid116" level="2">
        <bodyTitle>Collaborations</bodyTitle>
        <sanspuceslist>
          <li id="uid117">
            <p noindent="true">Partner: IMECC, UNICAMP, Campinas-SP (Brazil)</p>
          </li>
          <li id="uid118">
            <p noindent="true">Subject: distance geometry, bioinformatics.</p>
          </li>
        </sanspuceslist>
        <sanspuceslist>
          <li id="uid119">
            <p noindent="true">Partner:COPPE, Federal University of Rio de Janeiro (Brazil)</p>
          </li>
          <li id="uid120">
            <p noindent="true">Subject: distance geometry, bioinformatics.</p>
          </li>
        </sanspuceslist>
        <sanspuceslist>
          <li id="uid121">
            <p noindent="true">Partner: Los Alamos National Laboratory (lanl), Los Alamos (USA)</p>
          </li>
          <li id="uid122">
            <p noindent="true">Subjects: Combinatorial algorithms (shortest paths, graph partitioning, combinatorial optimization) and algorithm engineering (efficient implementation of combinatorial algorithms)</p>
          </li>
        </sanspuceslist>
      </subsection>
    </subsection>
    <subsection id="uid123" level="1">
      <bodyTitle>International Research Visitors</bodyTitle>
      <subsection id="uid124" level="2">
        <bodyTitle>Visits of International Scientists</bodyTitle>
        <simplelist>
          <li id="uid125">
            <p noindent="true">Carlile Lavor, from IMECC-UNICAMP, Campinas-SP, Brazil, visited Genscale 3 times (2 times, for 1 week, funded by his own projects and 1 time, for 1 month, funded by "mois ISTIC").</p>
          </li>
          <li id="uid126">
            <p noindent="true">Alejandra Urtubia, from Universidad Tecnica Federico Santa Maria, Valparaiso, Chile, visited genscale for 2 weeks. This visit was funded by CNRS-CONICYT project on wine fermentation (A. Mucherino).</p>
          </li>
          <li id="uid127">
            <p noindent="true">Hristo Djidjev from Los Alamos, USA, visited Genscale for a month in the framework of University of Rennes 1 visiting positions "professeur invité".</p>
          </li>
          <li id="uid128">
            <p noindent="true">Van-Hoa Nguyen from University of Angiang, Viet Nam, visited GenScale for 3 months (nov. 2012 - jan. 2013). The visit was funded by the French Mastodons program from CNRS to research focusing on bioinformatics big data problem.</p>
          </li>
          <li id="uid129">
            <p noindent="true">Rafael Santos, from UNICAM, Bresil, visited GensCale for 3 months (oct. 2012 - dec. 2012). The visit was funded by CNPq (collaboration with A. Mucherino on protein structure).</p>
          </li>
          <li id="uid130">
            <p noindent="true">Virginia Silva da Costa, from the Federal University of Rio, Bresil, visited Genscale for 4 months (mar. 2012 - june 2012), funded by CAPES.</p>
          </li>
          <li id="uid131">
            <p noindent="true">Mariade Cola, from the University of Rome, Italia, visited Genscale for 3 months (apr. 2012 - june 2012), funded by IASI-CNR.</p>
          </li>
          <li id="uid132">
            <p noindent="true">Sharat Bogaraju, from IIT Delhi, India, visited GenScale for 6 months (dec. 2011 - may 2012). The visit was funded by Rennes Metropole (International exchange of PhD Students). Collaboration with D. Lavenier on parallel bioinformatics algorithms .</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid133" level="2">
        <bodyTitle>Visits to International Teams</bodyTitle>
        <simplelist>
          <li id="uid134">
            <p noindent="true">Antonio Mucherino visited IMECC-UNICAMP, Campinas-SP, Brazil, for 2 months, under the program "chaires française à São Paulo"</p>
          </li>
          <li id="uid135">
            <p noindent="true">Claire Lemaitre and Pierre Peterlongo visited for 1 week the "Laboratory of Bioinformatics and Mathematics of the Genome" hosted at CMM at University of Chile. The visit was funded by CIRIC-omics research line of the Inria center in Chile.</p>
          </li>
          <li id="uid136">
            <p noindent="true">Nicolas Maillet (PhD) wisited during three months the LNCC (Laboratório Nacional de Computação Científica) in Petropolis (state of Rio de Janeiro, Brazil) from March to June 2012.</p>
          </li>
          <li id="uid137">
            <p noindent="true">Mathilde Le Boudic-Jamin (PhD) visited the CWI in Amsterdam, Neetherlands (June 2012, one month) and collaborated with Gunnar KLAU and Inken WOHLERS on the family identification problem.</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
  </partenariat>
  <diffusion id="uid138">
    <bodyTitle>Dissemination</bodyTitle>
    <subsection id="uid139" level="1">
      <bodyTitle>Scientific Animation</bodyTitle>
      <subsection id="uid140" level="2">
        <bodyTitle>Meeting organization and scientific animation</bodyTitle>
        <simplelist>
          <li id="uid141">
            <p noindent="true"><b>JOBIM</b> the annual french conference on computational biology was organised this year by Genscale. C. Lemaitre and P. Peterlongo coordinated the organisation comittee. JOBIM 2012 took place from the 3rd to the 6th of June at Université Rennes 1 and gathered 375 participants mainly from France and french-speaking countries, bringing together researchers from the mathematical, computational and life sciences. The program was of high quality, including 7 international key-note speakers and 33 selected communications, along with 112 exposed posters and 6 industrial partners, participating through communications and exhibitions. This conference is a cornerstone in the French (speaking) computational biology research. It enables the whole community to meet, to share scientific results and to organize the discipline. Moreover, it provided a large visibility to the host city and to the organizing team. <ref xlink:href="http://jobim2012.inria.fr/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://jobim2012.inria.fr/]</ref>.</p>
          </li>
          <li id="uid142">
            <p noindent="true"><b>Seminar</b> A weekly seminar of bioinformatics is organized within the laboratory. Attendees are member of the ex-symbiose team (now teams Genscale, Dyliss and Genouest), biologists from Brittany and computer scientists from the laboratory. <ref xlink:href="http://symbiose.irisa.fr/symbiose-seminars" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://symbiose.irisa.fr/symbiose-seminars]</ref></p>
          </li>
          <li id="uid143">
            <p noindent="true"><b>Discussion group on NGS</b> This working group brings together biologists and computational scientists, mainly from Rennes. Approximatively every two months, it enables to share experiences, raise new questions or propose news solutions about NGS issues. This groups is highly appreciated, between 40 and 50 persons attend this events and some from distant sites (Roscoff, Nantes) follow the meeting through visioconference. <ref xlink:href="http://ngs.genouest.org/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://ngs.genouest.org/]</ref></p>
          </li>
          <li id="uid144">
            <p noindent="true"><b>Sessions organised at ISMP 2012</b> Sessions “Bioinformatics and Combinatorial Optimization I” and “Combinatorial Optimization: Distance geometry applications” were organised at the 21st International Symposium on Mathematical Programming (ISMP 2012) in Berlin. <ref xlink:href="http://ismp2012.mathopt.org/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">http://ismp2012.mathopt.org/</ref></p>
          </li>
          <li id="uid145">
            <p noindent="true"><b>Winter School : Algorithms in Structural Bio-informatics</b>, was co-organised by R. Andonov in december 2012 at Inria Sophia Antipolis.</p>
          </li>
          <li id="uid146">
            <p noindent="true"><b>Bioinformatics tutorials</b>, at CARI (Conference Africaine de Recherche en Informatique) in Alger (Algérie), organized by D. Lavenier <ref xlink:href="http://cari-info.org/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[web site: http://cari-info.org/]</ref></p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid147" level="2">
        <bodyTitle>Conference program committees</bodyTitle>
        <simplelist>
          <li id="uid148">
            <p noindent="true">International Conference on Field Programmable Logic and Applications (FPL) [D. Lavenier]</p>
          </li>
          <li id="uid149">
            <p noindent="true">International Conference on Engineering of Reconfigurable Systems and Algorithms (ERSA) [D. Lavenier]</p>
          </li>
          <li id="uid150">
            <p noindent="true">Southern Programmable Logic Conference (SPL) [D. Lavenier]</p>
          </li>
          <li id="uid151">
            <p noindent="true">International Conference on ReConFigurable Computing and FPGAs (ReConFig) [D. Lavenier]</p>
          </li>
          <li id="uid152">
            <p noindent="true">Workshop on Emerging Parallel Architectures (WEPA 2012) [D. Lavenier]</p>
          </li>
          <li id="uid153">
            <p noindent="true">ACM International Conference on Computing Frontiers (UCHPC Workshop) [D. Lavenier]</p>
          </li>
          <li id="uid154">
            <p noindent="true">IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) [D. Lavenier]</p>
          </li>
          <li id="uid155">
            <p noindent="true">IEEE International Conference on Parallel and Distributed Systems (ICPADS 2012) [D. Lavenier]</p>
          </li>
          <li id="uid156">
            <p noindent="true">Workshop on Computational Optimization (WCO12), Wroclaw, Poland, September 9–12, 2012 [A. Mucherino, R. Andonov]</p>
          </li>
          <li id="uid157">
            <p noindent="true">Data Mining in Agriculture (DMA12), Berlin, Germany, July 20, 2012. [A. Mucherino]</p>
          </li>
          <li id="uid158">
            <p noindent="true">21st International Symposium on Mathematical Programming (ISMP12), Berlin, Germany, August 19–24, 2012 [A. Mucherino, R. Andonov]</p>
          </li>
          <li id="uid159">
            <p noindent="true">JOBIM'2012 [D. Lavenier, C. Lemaitre, P. Peterlongo]</p>
          </li>
          <li id="uid160">
            <p noindent="true">SeqBio 2012 [P. Peterlongo]</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid161" level="2">
        <bodyTitle>Administrative functions: scientific committees, journal boards</bodyTitle>
        <simplelist>
          <li id="uid162">
            <p noindent="true">Member of the administrative council of ISTIC [R. Andonov]</p>
          </li>
          <li id="uid163">
            <p noindent="true">ANR Evaluation Committee (Numerical Models Program) [D. Lavenier]</p>
          </li>
          <li id="uid164">
            <p noindent="true">Reviewer for NSF projects [ D. Lavenier]</p>
          </li>
          <li id="uid165">
            <p noindent="true">Recruitment committees: 2 assistant professors [P. Peterlongo, D. Lavenier], 5 Inra engineers [F. Legeai]</p>
          </li>
          <li id="uid166">
            <p noindent="true">Member of the Editorial Board of The Scientific World JOURNAL, bioinformatics domain [D. Lavenier]</p>
          </li>
          <li id="uid167">
            <p noindent="true">Member of Inria CDT [D. Lavenier]</p>
          </li>
          <li id="uid168">
            <p noindent="true">Member of the RAPSODYN Governing Council [D. Lavenier]</p>
          </li>
          <li id="uid169">
            <p noindent="true">MESR/DGRI - MEI Expert (International Cooperation Program) [D. Lavenier]</p>
          </li>
          <li id="uid170">
            <p noindent="true">Inria center referee of Scientific mediation [P. Peterlongo]</p>
          </li>
          <li id="uid171">
            <p noindent="true">Member of the redaction committee Ouest Inria [P. Peterlongo]</p>
          </li>
          <li id="uid172">
            <p noindent="true">publication reviewing for NAR, BMC Genomics, Bioinformatics, briefing in Bioinformatics, BMC Bioinformatics, PLoS One, European Journal of Entomology, Bulletin of entomological research, Symmetry, Mathematical Programming, RECOMB, International Journal of Reconfigurable Computing, journal of experimental algorithms, Recent Patents on DNA and Gene Sequence [D. Lavenier, F. Legeai, A. Mucherino, C. Lemaitre, P. Peterlongo].</p>
          </li>
        </simplelist>
      </subsection>
      <subsection id="uid173" level="2">
        <bodyTitle>Invited talks</bodyTitle>
        <simplelist>
          <li id="uid174">
            <p noindent="true">D. Lavenier gave an invited talk at CARI (Conference Africaine de Recherche en Informatique) in Alger (Algerie)</p>
          </li>
          <li id="uid175">
            <p noindent="true">A. Mucherino gave an invited talk at IMECC, UNICAMP, Campinas (Brazil)</p>
          </li>
          <li id="uid176">
            <p noindent="true">A. Mucherino gave an invited talk at BIA, INRA, Toulouse</p>
          </li>
          <li id="uid177">
            <p noindent="true">A. Mucherino gave an invited talk at the Department of Informatics, University of Florence (UNIFI), Florence (Italy)</p>
          </li>
          <li id="uid178">
            <p noindent="true">P. Peterlongo gave an invited talk at “Journee axe genomique biogenouest” (Nantes)</p>
          </li>
          <li id="uid179">
            <p noindent="true">C. Lemaitre gave an invited talk at Inria Bonsai team in Lille</p>
          </li>
          <li id="uid180">
            <p noindent="true">C. Lemaitre gave an invited talk at “Séminaire BioSticker”, LINA (Nantes)</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
    <subsection id="uid181" level="1">
      <bodyTitle>Teaching - Supervision - Juries</bodyTitle>
      <subsection id="uid182" level="2">
        <bodyTitle>Teaching</bodyTitle>
        <sanspuceslist>
          <li id="uid183">
            <p noindent="true">Licence : A. Mucherino, R. Andonov, P. Peterlongo, Graph algorithms, 130h, L3, Univ. Rennes 1, Rennes France.</p>
          </li>
          <li id="uid184">
            <p noindent="true">Licence : R. Andonov, Algorithmics, 20h, L3, Univ. Rennes 1, Rennes France.</p>
          </li>
          <li id="uid185">
            <p noindent="true">Licence : D. Lavenier, Computer Architecture and system , 70 h, L3 - ENS Magister, Rennes, France</p>
          </li>
          <li id="uid186">
            <p noindent="true">Master : R. Andonov, Advanced algorithmics, 20h, M1, Univ. Rennes 1, Rennes France.</p>
          </li>
          <li id="uid187">
            <p noindent="true">Master : R. Andonov, A. Mucherino, Operations research, 94h, M1, Univ. Rennes 1, France.</p>
          </li>
          <li id="uid188">
            <p noindent="true">Master : G. Chapuis, Compilation, 41h, M1, Univ. Rennes 1, France.</p>
          </li>
          <li id="uid189">
            <p noindent="true">Master : D. Lavenier, Bioinformatics, 20h, M2, Angers, France</p>
          </li>
          <li id="uid190">
            <p noindent="true">Master : A. Mucherino, Initiation to systems and networks, 41h, M2, Univ. Rennes 1, France</p>
          </li>
          <li id="uid191">
            <p noindent="true">Master : C. Lemaitre, P. Peterlongo, Text algorithmics for Bioinformatics, 40 h, M1, Univ. Rennes 1, France.</p>
          </li>
          <li id="uid192">
            <p noindent="true">Master : C. Lemaitre, Dynamical systems for biological networks, 23h, M2, Univ. Rennes 1, France</p>
          </li>
          <li id="uid193">
            <p noindent="true">Master : F. Legeai, Bioinformatics, 4h, M2, Univ. Rennes 1, France.</p>
          </li>
          <li id="uid194">
            <p noindent="true">Master : A. Mucherino, R. Andonov, P. Peterlongo, Sequence and structure algorithms, 50h, M2, Univ. Rennes 1, France</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid195" level="2">
        <bodyTitle>Supervision</bodyTitle>
        <sanspuceslist>
          <li id="uid196">
            <p noindent="true">PhD Defense: Rayan Chikhi, <i>Computational methods for de novo assembly of next-generation sequencing data</i> <ref xlink:href="#genscale-2012-bid29" location="biblio" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest"/>
, ENS Cachan, defended on July 2nd 2012, supervised by D. Lavenier <ref xlink:href="http://tel.archives-ouvertes.fr/tel-00752033/" location="extern" xlink:type="simple" xlink:show="replace" xlink:actuate="onRequest">[online manuscript: http://tel.archives-ouvertes.fr/tel-00752033/]</ref></p>
          </li>
          <li id="uid197">
            <p noindent="true">PhD in progress : Guillaume Chapuis, <i>Bioinformatique parallèle</i>, Univ. Rennes 1, started in October 2010, supervised by D. Lavenier and R. Andonov</p>
          </li>
          <li id="uid198">
            <p noindent="true">PhD in progress : Mathilde Le Boudic-Jamin, <i>Through Flexible Protein-Protein Docking</i>, Univ. Rennes 1, started in October 2011, supervised by R. Andonov</p>
          </li>
          <li id="uid199">
            <p noindent="true">PhD in progress : Nicolas Maillet, <i>Algorithme pour l'assemblage de données NGS de métagénomique</i>, Univ. Rennes 1, started in November 2010, supervised by D. Lavenier and P. Peterlongo</p>
          </li>
          <li id="uid200">
            <p noindent="true">PhD in progress : Erwan Scaon, <i>Modèles et algorithmes pour l'assemblage de novo de génomes à forte redondance</i>, Univ. Rennes 1, started in October 2012, supervised by D. Lavenier and C. Lemaitre</p>
          </li>
          <li id="uid201">
            <p noindent="true">PhD in progress : François Moreews, <i>Environnement intégré de conception et d’exécution de workflows en bioinformatique: du prototypage au calcul intensif. Applications à la recherche de motifs de régulation dans les génomes</i>, Univ. Rennes 1, started in November 2012, supervised by D. Lavenier and S. Lagarigue</p>
          </li>
        </sanspuceslist>
      </subsection>
      <subsection id="uid202" level="2">
        <bodyTitle>Juries</bodyTitle>
        <simplelist>
          <li id="uid203">
            <p noindent="true"><i>President of Ph-D thesis jury</i>. N. Abbas, ENS Cachan [R. Andonov]</p>
          </li>
          <li id="uid204">
            <p noindent="true"><i>Member of Ph-D thesis juries</i>. I. Wohlers, Univ. Amsterdam [R. Andonov], A. Nicolas, Université de Rennes 1 [R. Andonov], R. Saidi, Université de Clermont-Ferrand [R. Andonov], O. Gaci Université du Havre [R. Andonov]</p>
          </li>
          <li id="uid205">
            <p noindent="true"><i>Referee of Ph-D thesis</i>. T. Tan Truan, Université de Lille [D. Lavenier]</p>
          </li>
        </simplelist>
      </subsection>
    </subsection>
    <subsection id="uid206" level="1">
      <bodyTitle>Popularization</bodyTitle>
      <simplelist>
        <li id="uid207">
          <p noindent="true">Participation to the event "A la découverte de la recherche" (presentation of the research activity to high school students) [D. Lavenier]</p>
        </li>
      </simplelist>
    </subsection>
  </diffusion>
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