<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-05444478</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-20T08:07:25+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">A robust workflow to benchmark deconvolution of multi-omic data</title>
            <author role="aut">
              <persName>
                <forename type="first">Elise</forename>
                <surname>Amblard</surname>
              </persName>
              <email type="md5">a46031a67e88b94695f25e095d7cca7d</email>
              <email type="domain">univ-grenoble-alpes.fr</email>
              <idno type="idhal" notation="numeric">1438511</idno>
              <idno type="halauthorid" notation="string">2208325-1438511</idno>
              <affiliation ref="#struct-1043049"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Vadim</forename>
                <surname>Bertrand</surname>
              </persName>
              <email type="md5">b9b738c408a0dc5aed1089c0ee1f03c7</email>
              <email type="domain">etu.univ-grenoble-alpes.fr</email>
              <idno type="idhal" notation="string">vadim-bertrand</idno>
              <idno type="idhal" notation="numeric">1319341</idno>
              <idno type="halauthorid" notation="string">157415-1319341</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-0443-4968</idno>
              <affiliation ref="#struct-1043049"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Hugo</forename>
                <surname>Barbot</surname>
              </persName>
              <email type="md5">8955e98561d7e2ec444e0cd0a750828a</email>
              <email type="domain">agrocampus-ouest.fr</email>
              <idno type="idhal" notation="string">hugo-barbot</idno>
              <idno type="idhal" notation="numeric">1405480</idno>
              <idno type="halauthorid" notation="string">3207969-1405480</idno>
              <idno type="ORCID">https://orcid.org/0009-0005-9569-0343</idno>
              <affiliation ref="#struct-1096399"/>
              <affiliation ref="#struct-1091012"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Luis</forename>
                <surname>Martin Peña</surname>
              </persName>
              <idno type="halauthorid">3974936-0</idno>
              <affiliation ref="#struct-1043049"/>
              <affiliation ref="#struct-1043222"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Slim</forename>
                <surname>Karkar</surname>
              </persName>
              <idno type="halauthorid">603971-0</idno>
              <affiliation ref="#struct-1043049"/>
              <affiliation ref="#struct-588"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Florent</forename>
                <surname>Chuffart</surname>
              </persName>
              <email type="md5">0c2ee5d1bce091520e8f807faf47444e</email>
              <email type="domain">ens-lyon.fr</email>
              <idno type="idhal" notation="numeric">927249</idno>
              <idno type="halauthorid" notation="string">253803-927249</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6064-5183</idno>
              <affiliation ref="#struct-1043222"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Mira</forename>
                <surname>Ayadi</surname>
              </persName>
              <idno type="idhal" notation="numeric">1226782</idno>
              <idno type="halauthorid" notation="string">845074-1226782</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-4019-2858</idno>
              <idno type="IDREF">https://www.idref.fr/078449448</idno>
              <affiliation ref="#struct-321644"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Aurélia</forename>
                <surname>Baurès</surname>
              </persName>
              <idno type="halauthorid">2305205-0</idno>
              <affiliation ref="#struct-162876"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Lucile</forename>
                <surname>Armenoult</surname>
              </persName>
              <idno type="halauthorid">1501699-0</idno>
              <affiliation ref="#struct-162876"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Yasmina</forename>
                <surname>Kermezli</surname>
              </persName>
              <idno type="halauthorid">1551671-0</idno>
              <affiliation ref="#struct-1043049"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">David</forename>
                <surname>Causeur</surname>
              </persName>
              <email type="md5">3177ea59f5dc51c0cc0a44c844845653</email>
              <email type="domain">agrocampus-ouest.fr</email>
              <idno type="idhal" notation="string">david-causeur</idno>
              <idno type="idhal" notation="numeric">749081</idno>
              <idno type="halauthorid" notation="string">17392-749081</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6910-9440</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=kCws61IAAAAJ&amp;hl=fr</idno>
              <affiliation ref="#struct-1096399"/>
              <affiliation ref="#struct-1091012"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jérôme</forename>
                <surname>Cros</surname>
              </persName>
              <idno type="halauthorid">1001448-0</idno>
              <affiliation ref="#struct-300983"/>
              <affiliation ref="#struct-557826"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Yuna</forename>
                <surname>Blum</surname>
              </persName>
              <email type="md5">0a45899a9c4261572ebe444bd94589d5</email>
              <email type="domain">univ-rennes1.fr</email>
              <idno type="idhal" notation="string">yuna-blum</idno>
              <idno type="idhal" notation="numeric">1192321</idno>
              <idno type="halauthorid" notation="string">444284-1192321</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-4716-8017</idno>
              <affiliation ref="#struct-187162"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Magali</forename>
                <surname>Richard</surname>
              </persName>
              <email type="md5">4610515aa236e19125452bc077b50995</email>
              <email type="domain">univ-grenoble-alpes.fr</email>
              <idno type="idhal" notation="string">magali-richard</idno>
              <idno type="idhal" notation="numeric">738986</idno>
              <idno type="halauthorid" notation="string">50296-738986</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/AAY-9412-2020</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-3165-3218</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?hl=fr&amp;user=qy3usEoAAAAJ</idno>
              <idno type="IDREF">https://www.idref.fr/168149184</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/AAY-9412-2020</idno>
              <affiliation ref="#struct-1043049"/>
              <affiliation ref="#struct-1135218"/>
              <affiliation ref="#struct-1077274"/>
              <affiliation ref="#struct-1043301"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Laurent</forename>
                <surname>Jonchère</surname>
              </persName>
              <email type="md5">dc1f1e9bdb3dc2065f8bf1bfd5663118</email>
              <email type="domain">univ-rennes.fr</email>
            </editor>
            <funder ref="#projanr-50501"/>
            <funder ref="#projanr-72300"/>
            <funder ref="#projanr-98247"/>
            <funder ref="#projanr-185717"/>
            <funder>This work is a contribution of the EIT Health program COMETH. It has been partially supported by MIAI @ Grenoble Alpes (ANR-19-P3IA-0003), by the French Agency for National Research (CauseHet//ANR-22-CE45-0030). This work was supported by France 2030 state funding managed by the National Research Agency with the reference “ANR-22-PESN-0013”. Finally, it has also been carried out with financial support from ITMO Cancer of Aviesan within the framework of the 2021-2030 Cancer Control Strategy, on funds administered by Inserm (ACACIA project AAP-MIC-2021).</funder>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2026-01-06 15:17:43</date>
              <date type="whenModified">2026-05-05 16:37:38</date>
              <date type="whenReleased">2026-01-06 15:17:44</date>
              <date type="whenProduced">2025</date>
              <date type="whenEndEmbargoed">2026-01-06</date>
              <ref type="file" target="https://hal.science/hal-05444478v1/document">
                <date notBefore="2026-01-06"/>
              </ref>
              <ref type="file" subtype="greenPublisher" n="1" target="https://hal.science/hal-05444478v1/file/s13059-025-03897-9.pdf" id="file-5444478-4654081">
                <date notBefore="2026-01-06"/>
              </ref>
              <ref type="externalLink" target="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12713266"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="113861">
                <persName>
                  <forename>Laurent</forename>
                  <surname>Jonchère</surname>
                </persName>
                <email type="md5">dc1f1e9bdb3dc2065f8bf1bfd5663118</email>
                <email type="domain">univ-rennes.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-05444478</idno>
            <idno type="halUri">https://hal.science/hal-05444478</idno>
            <idno type="halBibtex">amblard:hal-05444478</idno>
            <idno type="halRefHtml">&lt;i&gt;Genome Biology&lt;/i&gt;, 2025, 26 (1), pp.429. &lt;a target="_blank" href="https://dx.doi.org/10.1186/s13059-025-03897-9"&gt;&amp;#x27E8;10.1186/s13059-025-03897-9&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">Genome Biology, 2025, 26 (1), pp.429. &amp;#x27E8;10.1186/s13059-025-03897-9&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0 - Attribution<ref corresp="#file-5444478-4654081"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="INSERM">INSERM - Institut national de la santé et de la recherche médicale</idno>
            <idno type="stamp" n="UNIV-RENNES1">Université de Rennes 1</idno>
            <idno type="stamp" n="UGA">HAL Grenoble Alpes</idno>
            <idno type="stamp" n="IRMAR">Institut de Recherche Mathématique de Rennes</idno>
            <idno type="stamp" n="IMAG">IMAG</idno>
            <idno type="stamp" n="UR2-HB">Université Rennes 2 - Haute Bretagne</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="INSA-RENNES">Institut National des Sciences Appliquées de Rennes</idno>
            <idno type="stamp" n="INPG">Institut polytechnique de Grenoble</idno>
            <idno type="stamp" n="APHP" corresp="INSERM">AP-HP</idno>
            <idno type="stamp" n="LIG">Laboratoire d'Informatique de Grenoble</idno>
            <idno type="stamp" n="INSMI">CNRS-INSMI - INstitut des Sciences Mathématiques et de leurs Interactions</idno>
            <idno type="stamp" n="IFR140">SFR Biosit - Biologie et Santé CNRS UMS 3480</idno>
            <idno type="stamp" n="IRMAR-STAT" corresp="IRMAR">Statistique</idno>
            <idno type="stamp" n="IGDR">Institut Génétique et Développement de Rennes</idno>
            <idno type="stamp" n="TIMC-IMAG">TIMC</idno>
            <idno type="stamp" n="STATS-UR1">Statistiques-HAL-UR1</idno>
            <idno type="stamp" n="CHL">Centre Henri Lebesgue</idno>
            <idno type="stamp" n="TESTBORDEAUX">TESTBORDEAUX</idno>
            <idno type="stamp" n="UR1-UFR-SVE">UFR SVE Sciences de la vie et de l'environnement</idno>
            <idno type="stamp" n="UR1-HAL">Publications labos UR1 dans HAL-Rennes 1</idno>
            <idno type="stamp" n="UR1-MATH-STIC">UR1 - publications Maths-STIC</idno>
            <idno type="stamp" n="UR1-SDV">UR1 - publications SDV</idno>
            <idno type="stamp" n="UNIV-RENNES2">Université Rennes 2</idno>
            <idno type="stamp" n="TEST-UR-CSS">TEST Université de Rennes CSS</idno>
            <idno type="stamp" n="UNIV-RENNES">Université de Rennes</idno>
            <idno type="stamp" n="INSA-GROUPE">Groupe INSA</idno>
            <idno type="stamp" n="UNIV-LYON">Université de Lyon</idno>
            <idno type="stamp" n="UNIV-PARIS">Université Paris Cité</idno>
            <idno type="stamp" n="UNIVERSITE-PARIS" corresp="UNIV-PARIS">Université Paris Cité</idno>
            <idno type="stamp" n="MIAI">Multidisciplinary Institute in Artificial intelligence - Grenoble Alpes</idno>
            <idno type="stamp" n="PNRIA">Programme National de Recherche en IA</idno>
            <idno type="stamp" n="UGA-EPE">Université Grenoble Alpes [2020-*]</idno>
            <idno type="stamp" n="ANR">ANR</idno>
            <idno type="stamp" n="UR1-MATH-NUM">Pôle UnivRennes - Mathématiques - Numérique </idno>
            <idno type="stamp" n="UR1-BIO-SA">Pôle UnivRennes - Biologie-Santé</idno>
            <idno type="stamp" n="LIG_SIDCH_APTIKAL" corresp="LIG_SIDCH">APTIKAL</idno>
            <idno type="stamp" n="UMR5095">Institut de Biochimie et Génétique Cellulaires</idno>
            <idno type="stamp" n="INSTITUT-AGRO-RENNES-ANGERS-UMR-IRMAR">Institut Agro Rennes-Angers - UMR IRMAR</idno>
            <idno type="stamp" n="INSTITUT-AGRO-RENNES-ANGERS" corresp="PUBLIS-EC-IA">Institut Agro Rennes-Angers</idno>
            <idno type="stamp" n="INSTITUT-AGRO-IRMAR" corresp="INSTITUT-AGRO-RENNES-ANGERS">Institut Agro - IRMAR</idno>
            <idno type="stamp" n="INSTITUT-AGRO">Institut Agro</idno>
            <idno type="stamp" n="PUBLIS-EC-IA">Publications des enseignants chercheurs de l'Institut Agro</idno>
            <idno type="stamp" n="PEPR_SANTENUM">PEPR Santé numérique</idno>
            <idno type="stamp" n="ANR-IA-19" corresp="ANR-IA">ANR-IA-19</idno>
            <idno type="stamp" n="ANR-IA-23" corresp="ANR-IA">ANR-IA-23</idno>
            <idno type="stamp" n="ANR-IA">ANR-IA</idno>
            <idno type="stamp" n="MIAI-CLUSTER">MIAI Cluster </idno>
            <idno type="stamp" n="UNIVERSITE-BORDEAUX">Université de Bordeaux</idno>
            <idno type="stamp" n="IAB_GRENOBLE">IAB - Institute for Advanced Biosciences / Institut pour l'Avancée des Biosciences (Grenoble)</idno>
            <idno type="stamp" n="TEST-UGA">TEST-UGA</idno>
            <idno type="stamp" n="LINKED_RESEARCH_OUTPUTS">Publications linked to dataset and software</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">A robust workflow to benchmark deconvolution of multi-omic data</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Elise</forename>
                    <surname>Amblard</surname>
                  </persName>
                  <email type="md5">a46031a67e88b94695f25e095d7cca7d</email>
                  <email type="domain">univ-grenoble-alpes.fr</email>
                  <idno type="idhal" notation="numeric">1438511</idno>
                  <idno type="halauthorid" notation="string">2208325-1438511</idno>
                  <affiliation ref="#struct-1043049"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Vadim</forename>
                    <surname>Bertrand</surname>
                  </persName>
                  <email type="md5">b9b738c408a0dc5aed1089c0ee1f03c7</email>
                  <email type="domain">etu.univ-grenoble-alpes.fr</email>
                  <idno type="idhal" notation="string">vadim-bertrand</idno>
                  <idno type="idhal" notation="numeric">1319341</idno>
                  <idno type="halauthorid" notation="string">157415-1319341</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-0443-4968</idno>
                  <affiliation ref="#struct-1043049"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Hugo</forename>
                    <surname>Barbot</surname>
                  </persName>
                  <email type="md5">8955e98561d7e2ec444e0cd0a750828a</email>
                  <email type="domain">agrocampus-ouest.fr</email>
                  <idno type="idhal" notation="string">hugo-barbot</idno>
                  <idno type="idhal" notation="numeric">1405480</idno>
                  <idno type="halauthorid" notation="string">3207969-1405480</idno>
                  <idno type="ORCID">https://orcid.org/0009-0005-9569-0343</idno>
                  <affiliation ref="#struct-1096399"/>
                  <affiliation ref="#struct-1091012"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Luis</forename>
                    <surname>Martin Peña</surname>
                  </persName>
                  <idno type="halauthorid">3974936-0</idno>
                  <affiliation ref="#struct-1043049"/>
                  <affiliation ref="#struct-1043222"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Slim</forename>
                    <surname>Karkar</surname>
                  </persName>
                  <idno type="halauthorid">603971-0</idno>
                  <affiliation ref="#struct-1043049"/>
                  <affiliation ref="#struct-588"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Florent</forename>
                    <surname>Chuffart</surname>
                  </persName>
                  <email type="md5">0c2ee5d1bce091520e8f807faf47444e</email>
                  <email type="domain">ens-lyon.fr</email>
                  <idno type="idhal" notation="numeric">927249</idno>
                  <idno type="halauthorid" notation="string">253803-927249</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6064-5183</idno>
                  <affiliation ref="#struct-1043222"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Mira</forename>
                    <surname>Ayadi</surname>
                  </persName>
                  <idno type="idhal" notation="numeric">1226782</idno>
                  <idno type="halauthorid" notation="string">845074-1226782</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-4019-2858</idno>
                  <idno type="IDREF">https://www.idref.fr/078449448</idno>
                  <affiliation ref="#struct-321644"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Aurélia</forename>
                    <surname>Baurès</surname>
                  </persName>
                  <idno type="halauthorid">2305205-0</idno>
                  <affiliation ref="#struct-162876"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Lucile</forename>
                    <surname>Armenoult</surname>
                  </persName>
                  <idno type="halauthorid">1501699-0</idno>
                  <affiliation ref="#struct-162876"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Yasmina</forename>
                    <surname>Kermezli</surname>
                  </persName>
                  <idno type="halauthorid">1551671-0</idno>
                  <affiliation ref="#struct-1043049"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">David</forename>
                    <surname>Causeur</surname>
                  </persName>
                  <email type="md5">3177ea59f5dc51c0cc0a44c844845653</email>
                  <email type="domain">agrocampus-ouest.fr</email>
                  <idno type="idhal" notation="string">david-causeur</idno>
                  <idno type="idhal" notation="numeric">749081</idno>
                  <idno type="halauthorid" notation="string">17392-749081</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6910-9440</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=kCws61IAAAAJ&amp;hl=fr</idno>
                  <affiliation ref="#struct-1096399"/>
                  <affiliation ref="#struct-1091012"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jérôme</forename>
                    <surname>Cros</surname>
                  </persName>
                  <idno type="halauthorid">1001448-0</idno>
                  <affiliation ref="#struct-300983"/>
                  <affiliation ref="#struct-557826"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Yuna</forename>
                    <surname>Blum</surname>
                  </persName>
                  <email type="md5">0a45899a9c4261572ebe444bd94589d5</email>
                  <email type="domain">univ-rennes1.fr</email>
                  <idno type="idhal" notation="string">yuna-blum</idno>
                  <idno type="idhal" notation="numeric">1192321</idno>
                  <idno type="halauthorid" notation="string">444284-1192321</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-4716-8017</idno>
                  <affiliation ref="#struct-187162"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Magali</forename>
                    <surname>Richard</surname>
                  </persName>
                  <email type="md5">4610515aa236e19125452bc077b50995</email>
                  <email type="domain">univ-grenoble-alpes.fr</email>
                  <idno type="idhal" notation="string">magali-richard</idno>
                  <idno type="idhal" notation="numeric">738986</idno>
                  <idno type="halauthorid" notation="string">50296-738986</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/AAY-9412-2020</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-3165-3218</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?hl=fr&amp;user=qy3usEoAAAAJ</idno>
                  <idno type="IDREF">https://www.idref.fr/168149184</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/AAY-9412-2020</idno>
                  <affiliation ref="#struct-1043049"/>
                  <affiliation ref="#struct-1135218"/>
                  <affiliation ref="#struct-1077274"/>
                  <affiliation ref="#struct-1043301"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">13604</idno>
                <idno type="issn">1465-6906</idno>
                <idno type="eissn">1474-760X</idno>
                <title level="j">Genome Biology</title>
                <imprint>
                  <publisher>BioMed Central</publisher>
                  <biblScope unit="volume">26</biblScope>
                  <biblScope unit="issue">1</biblScope>
                  <biblScope unit="pp">429</biblScope>
                  <date type="datePub">2025</date>
                </imprint>
              </monogr>
              <idno type="doi">10.1186/s13059-025-03897-9</idno>
              <idno type="pubmed">41408313</idno>
              <idno type="pubmedcentral">PMC12713266</idno>
              <relatedItem target="https://hal.science/hal-04773934" type="HasVersion" subtype="http://purl.org/coar/resource_type/c_816b"/>
              <relatedItem target="https://doi.org/10.5281/zenodo.14024478" type="Cites" subtype="http://purl.org/coar/resource_type/c_ddb1"/>
              <relatedItem target="https://archive.softwareheritage.org/swh:1:dir:edcaa991b9bcb4e422ce90df00a764fd3e5f197a;origin=https://github.com/bcm-uga/DeconvBenchmark;visit=swh:1:snp:bd3f9fe06c504f47e27415b657baac3ddade7f23;anchor=swh:1:rev:38cd346f0477a0e3d37417f7c5539a3575878565" type="IsSupplementedBy" subtype="http://purl.org/coar/resource_type/c_5ce6"/>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="info">Computer Science [cs]</classCode>
              <classCode scheme="halDomain" n="sdv">Life Sciences [q-bio]</classCode>
              <classCode scheme="halTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halOldTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halTreeTypology" n="ART">Journal articles</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>Background: Tumour heterogeneity significantly affects cancer progression and therapeutic response, yet quantifying it from bulk molecular data remains challenging. Deconvolution algorithms, which estimate cell type proportions in bulk samples, offer a potential solution. However, there is no consensus on the optimal algorithm for transcriptomic or methylomic data.Results: Here, we present an unbiased evaluation framework for the first comprehensive comparison of deconvolution algorithms across both omic types, including reference-based and -free approaches. Our evaluation covers raw performance, stability, and computational efficiency under varying conditions, such as gene dependencies, missing or additional cell types and diverse sample compositions. We apply this framework across multiple benchmark datasets, including a novel multi-omics dataset generated specifically for this study. To ensure transparency and re-usability, we have designed a reproducible workflow using containerization and publicly available code.Conclusions: Our results highlight the strengths and limitations of various algorithms, and provides practical guidance for selecting the best method based on data type and analysis context. This benchmark sets a new standard for evaluating deconvolution methods and analysing tumour heterogeneity.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-1043049" status="VALID">
          <idno type="IdRef">14728936X</idno>
          <idno type="ISNI">0000 0004 4687 1979</idno>
          <idno type="RNSR">199511969L</idno>
          <idno type="ROR">https://ror.org/03985kf35</idno>
          <orgName>Translational Innovation in Medicine and Complexity / Recherche Translationnelle et Innovation en Médecine et Complexité - UMR 5525</orgName>
          <orgName type="acronym">TIMC</orgName>
          <date type="start">2021-01-01</date>
          <desc>
            <address>
              <addrLine>Domaine de la Merci, 38706 La Tronche, France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.timc.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301767" type="direct"/>
            <relation name="UMR5525" active="#struct-441569" type="direct"/>
            <relation active="#struct-1042703" type="direct"/>
            <relation active="#struct-1043329" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1096399" status="VALID">
          <idno type="IdRef">028233107</idno>
          <idno type="RNSR">199612396W</idno>
          <idno type="ROR">https://ror.org/05y76vp22</idno>
          <orgName>Institut de Recherche Mathématique de Rennes</orgName>
          <orgName type="acronym">IRMAR</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu, bâtiments 22 et 23, 263 avenue du Général Leclerc, CS 7420535042  RENNES Cédex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://irmar.univ-rennes1.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-105160" type="direct"/>
            <relation active="#struct-117606" type="direct"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-247362" type="direct"/>
            <relation active="#struct-406201" type="direct"/>
            <relation name="UMR6625" active="#struct-441569" type="direct"/>
            <relation active="#struct-1091012" type="direct"/>
            <relation active="#struct-1042499" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-1091012" status="VALID">
          <idno type="IdRef">261039946</idno>
          <idno type="ROR">https://ror.org/01s3fs709</idno>
          <orgName>Institut Agro Rennes Angers</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>65 rue de Saint Brieuc CS 84215 35042 Rennes CEDEX</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-1042499" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1043222" status="VALID">
          <idno type="IdRef">200912658</idno>
          <idno type="RNSR">201622378J</idno>
          <idno type="ROR">https://ror.org/05kwbf598</idno>
          <orgName>Institute for Advanced Biosciences / Institut pour l'Avancée des Biosciences (Grenoble)</orgName>
          <orgName type="acronym">IAB</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Institut pour l'Avancée des BiosciencesCentre de Recherche UGA / Inserm U 1209 / CNRS UMR 5309Site Santé - Allée des Alpes 38700 La Tronche</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://iab-grenoble.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-200221" type="direct"/>
            <relation active="#struct-199980" type="indirect"/>
            <relation active="#struct-257328" type="direct"/>
            <relation name="U1209" active="#struct-303623" type="direct"/>
            <relation name="UMR5309" active="#struct-441569" type="direct"/>
            <relation active="#struct-1042703" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-588" status="VALID">
          <idno type="IdRef">185481035</idno>
          <idno type="ISNI">0000000417952841</idno>
          <idno type="RNSR">199911781P</idno>
          <idno type="ROR">https://ror.org/048xwe611</idno>
          <orgName>Institut de biochimie et génétique cellulaires</orgName>
          <orgName type="acronym">IBGC</orgName>
          <date type="start">1994-01-01</date>
          <desc>
            <address>
              <addrLine>1 Rue Camille Saint-Saens 33077 BORDEAUX CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ibgc.cnrs.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-259761" type="direct"/>
            <relation name="UMR5095 / UPR9026" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-321644" status="VALID">
          <orgName>Ligue Nationale Contre le Cancer</orgName>
          <orgName type="acronym">LNCC</orgName>
          <date type="start">2022-04-01</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-162876" status="VALID">
          <orgName>(le programme) Cartes d'identité des tumeurs</orgName>
          <orgName type="acronym">CIT</orgName>
          <desc>
            <address>
              <addrLine>14, rue Corvisart - 75013 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ligue-cancer.net/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-321644" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300983" status="VALID">
          <idno type="ROR">https://ror.org/03jyzk483</idno>
          <orgName>Hôpital Beaujon [AP-HP]</orgName>
          <desc>
            <address>
              <addrLine>100, boulevard du Général Leclerc 92 Clichy</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-300068" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-557826" status="VALID">
          <idno type="IdRef">236453505</idno>
          <idno type="ISNI">0000 0004 7885 7602</idno>
          <idno type="ROR">https://ror.org/05f82e368</idno>
          <orgName>Université Paris Cité</orgName>
          <orgName type="acronym">UPCité</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>85 boulevard Saint-Germain75006 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://u-paris.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-187162" status="VALID">
          <idno type="IdRef">178579254</idno>
          <idno type="ISNI">000000040609882X</idno>
          <idno type="RNSR">201220436R</idno>
          <idno type="ROR">https://ror.org/036xhtv26</idno>
          <orgName>Institut de Génétique et Développement de Rennes</orgName>
          <orgName type="acronym">IGDR</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Faculté de Médecine - CS 34317 2 Av du Professeur Léon Bernard 35043 Rennes Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://igdr.univ-rennes.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-105160" type="direct"/>
            <relation name="UMR6290" active="#struct-441569" type="direct"/>
            <relation active="#struct-453207" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-1135218" status="VALID">
          <orgName>Modèles et Algorithmes pour la Génomique</orgName>
          <orgName type="acronym">TIMC-MAGe</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>Domaine de la Merci, 38706 La Tronche, France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.timc.fr/MAGe</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1043049" type="direct"/>
            <relation active="#struct-301767" type="indirect"/>
            <relation name="UMR5525" active="#struct-441569" type="indirect"/>
            <relation active="#struct-1042703" type="indirect"/>
            <relation active="#struct-1043329" type="indirect"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-1077274" status="VALID">
          <orgName>Algorithms, Principles and TheorIes for collaborative Knowledge acquisition And Learning</orgName>
          <orgName type="acronym">APTIKAL</orgName>
          <date type="start">2021-03-22</date>
          <desc>
            <address>
              <addrLine>LIG – Bâtiment IMAG, 700, avenue Centrale, 38401 Domaine universitaire de Saint-Martin-d’Hères</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.liglab.fr/fr/recherche/equipes-recherche/aptikal</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1043301" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation name="UMR5217" active="#struct-441569" type="indirect"/>
            <relation active="#struct-1042703" type="indirect"/>
            <relation active="#struct-1043329" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1043301" status="VALID">
          <idno type="IdRef">148425550</idno>
          <idno type="ISNI">0000 0001 2286 4035</idno>
          <idno type="RNSR">200711886U</idno>
          <idno type="ROR">https://ror.org/01c8rcg82</idno>
          <orgName>Laboratoire d'Informatique de Grenoble</orgName>
          <orgName type="acronym">LIG</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>UMR 5217 - Laboratoire LIG - Bâtiment IMAG - 700 avenue Centrale - Domaine Universitaire de Saint-Martin-d’Hères Adresse postale : CS 40700 - 38058 Grenoble cedex 9Tél. : 04 57 42 14 00</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.liglab.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
            <relation name="UMR5217" active="#struct-441569" type="direct"/>
            <relation active="#struct-1042703" type="direct"/>
            <relation active="#struct-1043329" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-301767" status="VALID">
          <idno type="ROR">https://ror.org/01c7wz417</idno>
          <orgName>VetAgro Sup - Institut national d'enseignement supérieur et de recherche en alimentation, santé animale, sciences agronomiques et de l'environnement</orgName>
          <orgName type="acronym">VAS</orgName>
          <date type="start">2010-01-01</date>
          <desc>
            <address>
              <addrLine>Université de Lyon, VetAgro Sup, 69280 Marcy l'Etoile (campus vétérinaire); Université de Clermont, VetAgro Sup, 63370 Lempdes (campus agronomique)</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.vetagro-sup.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-1042703" status="VALID">
          <idno type="IdRef">240648315</idno>
          <idno type="ROR">https://ror.org/02rx3b187</idno>
          <orgName>Université Grenoble Alpes</orgName>
          <orgName type="acronym">UGA</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Adresse CS 40700 - 38058 Grenoble cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-grenoble-alpes.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1043329" status="VALID">
          <idno type="IdRef">026388804</idno>
          <idno type="ROR">https://ror.org/05sbt2524</idno>
          <orgName>Institut polytechnique de Grenoble - Grenoble Institute of Technology</orgName>
          <orgName type="acronym">Grenoble INP</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>46 avenue Félix Viallet 38031 Grenoble Cedex 1</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.grenoble-inp.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1042703" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-105160" status="VALID">
          <idno type="IdRef">26693823X</idno>
          <idno type="ROR">https://ror.org/015m7wh34</idno>
          <orgName>Université de Rennes</orgName>
          <orgName type="acronym">UR</orgName>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu, 263 avenue Général Leclerc, CS 74205, 35042 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-rennes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-117606" status="VALID">
          <idno type="ROR">https://ror.org/04xaa4j22</idno>
          <orgName>Institut National des Sciences Appliquées - Rennes</orgName>
          <orgName type="acronym">INSA Rennes</orgName>
          <desc>
            <address>
              <addrLine>20, avenue des Buttes de Coësmes - CS 70839 - 35708 Rennes cedex 7</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.insa-rennes.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301232" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-301232" status="VALID">
          <idno type="IdRef">162105150</idno>
          <orgName>Institut National des Sciences Appliquées</orgName>
          <orgName type="acronym">INSA</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-247362" status="VALID">
          <idno type="ROR">https://ror.org/03rxtdc22</idno>
          <orgName>École normale supérieure - Rennes</orgName>
          <orgName type="acronym">ENS Rennes</orgName>
          <desc>
            <address>
              <addrLine>Campus de Ker Lann - avenue Robert Schuman - 35170 Bruz</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ens-rennes.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-406201" status="VALID">
          <idno type="IdRef">054447658</idno>
          <idno type="ISNI">0000000121522279</idno>
          <idno type="ROR">https://ror.org/01m84wm78</idno>
          <orgName>Université de Rennes 2</orgName>
          <orgName type="acronym">UR2</orgName>
          <desc>
            <address>
              <addrLine>Place du recteur Henri Le Moal - CS 24307 - 35043 Rennes cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-rennes2.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-1042499" status="VALID">
          <idno type="IdRef">260373249</idno>
          <idno type="ROR">https://ror.org/01dkyve95</idno>
          <orgName>Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement</orgName>
          <orgName type="acronym">Institut Agro</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.institut-agro.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-200221" status="VALID">
          <orgName>Établissement Français du Sang Auvergne-Rhône-Alpes [Lyon]</orgName>
          <orgName type="acronym">EFS Auvergne-Rhône-Alpes - Lyon</orgName>
          <desc>
            <address>
              <addrLine>Site de Lyon. 3 Rue du Vercors 69364 Lyon</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.efs.sante.fr/lefs-en-auvergne-rhone-alpes</ref>
          </desc>
          <listRelation>
            <relation active="#struct-199980" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-199980" status="VALID">
          <orgName>Établissement Français du Sang [La Plaine Saint-Denis]</orgName>
          <orgName type="acronym">EFS</orgName>
          <date type="start">2000-01-01</date>
          <desc>
            <address>
              <addrLine>20 Avenue du Stade de France 93218 La Plaine Saint Denis</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.dondusang.net</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-257328" status="VALID">
          <idno type="IdRef">034137076</idno>
          <idno type="ROR">https://ror.org/041rhpw39</idno>
          <orgName>CHU de Grenoble-Alpes - Centre Hospitalier Universitaire CHU Grenoble</orgName>
          <orgName type="acronym">CHUGA</orgName>
          <desc>
            <address>
              <addrLine>CS 1021738043 Grenoble cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.chu-grenoble.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-303623" status="VALID">
          <idno type="IdRef">026388278</idno>
          <idno type="ROR">https://ror.org/02vjkv261</idno>
          <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
          <orgName type="acronym">INSERM</orgName>
          <desc>
            <address>
              <addrLine>101, rue de Tolbiac, 75013 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inserm.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-259761" status="VALID">
          <idno type="IdRef">175206562</idno>
          <idno type="ROR">https://ror.org/057qpr032</idno>
          <orgName>Université de Bordeaux</orgName>
          <orgName type="acronym">UB</orgName>
          <desc>
            <address>
              <addrLine>35, place Pey Berland - 33076 Bordeaux</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.u-bordeaux.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-300068" status="VALID">
          <idno type="ROR">https://ror.org/00pg5jh14</idno>
          <orgName>Assistance publique - Hôpitaux de Paris (AP-HP)</orgName>
          <orgName type="acronym">AP-HP</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-453207" status="VALID">
          <idno type="IdRef">200295462</idno>
          <idno type="RNSR">201220717W</idno>
          <idno type="ROR">https://ror.org/05cx7ek10</idno>
          <orgName>Structure Fédérative de Recherche en Biologie et Santé de Rennes</orgName>
          <orgName type="acronym">Biosit : Biologie - Santé - Innovation Technologique</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Université de Rennes - Campus Santé Villejean -  2, avenue Professeur Léon Bernard 35043 Rennes cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://biosit.univ-rennes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300009" status="VALID">
          <idno type="ROR">https://ror.org/02kvxyf05</idno>
          <orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
          <orgName type="acronym">Inria</orgName>
          <desc>
            <address>
              <addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/en/</ref>
          </desc>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="anrProject" xml:id="projanr-50501" status="VALID">
          <idno type="anr">ANR-19-P3IA-0003</idno>
          <orgName>MIAI</orgName>
          <desc>MIAI @ Grenoble Alpes</desc>
          <date type="start">2019</date>
        </org>
        <org type="anrProject" xml:id="projanr-72300" status="VALID">
          <idno type="anr">ANR-22-CE45-0030</idno>
          <orgName>CauseHet</orgName>
          <desc>Causes et conséquences de l'hétérogénéité tumorale</desc>
          <date type="start">2022</date>
        </org>
        <org type="anrProject" xml:id="projanr-98247" status="VALID">
          <idno type="anr">ANR-22-PESN-0013</idno>
          <orgName>M4DI</orgName>
          <desc>Methods and models for multimodal and multi-scale data integration</desc>
          <date type="start">2022</date>
        </org>
        <org type="anrProject" xml:id="projanr-185717" status="VALID">
          <idno type="anr">ANR-23-IACL-0006</idno>
          <orgName>MIAI Cluster</orgName>
          <desc>MIAI Cluster</desc>
          <date type="start">2023</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>