Coherent cross-modal generation of synthetic biomedical data to advance multimodal precision medicine

• Raffaele Marchesi ,

  Contributed equally to this work with: Raffaele Marchesi, Nicolò Lazzaro

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: rmarchesi@fbk.eu

  Affiliations Data Science for Health, Fondazione Bruno Kessler, Trento, Italy, Department of Mathematics, University of Pavia, Pavia, Italy

  https://orcid.org/0009-0006-6595-5344

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• Nicolò Lazzaro ,

  Contributed equally to this work with: Raffaele Marchesi, Nicolò Lazzaro

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

  Affiliations Data Science for Health, Fondazione Bruno Kessler, Trento, Italy, Department of Information Engineering and Computer Science, University of Trento, Trento, Italy

  https://orcid.org/0000-0002-2790-9164

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• Walter Endrizzi,

  Roles Formal analysis, Methodology, Software, Validation, Writing – original draft

  Affiliations Data Science for Health, Fondazione Bruno Kessler, Trento, Italy, Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy

  https://orcid.org/0009-0001-3335-2235

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• Gianluca Leonardi,

  Roles Data curation, Software, Writing – original draft

  Affiliations Data Science for Health, Fondazione Bruno Kessler, Trento, Italy, Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy

  https://orcid.org/0009-0000-2857-9913

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• Matteo Pozzi,

  Roles Data curation, Software

  Affiliation Data Science for Health, Fondazione Bruno Kessler, Trento, Italy

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• Flavio Ragni,

  Roles Supervision, Writing – original draft

  Affiliation Data Science for Health, Fondazione Bruno Kessler, Trento, Italy

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• Stefano Bovo,

  Roles Supervision, Writing – original draft

  Affiliation Data Science for Health, Fondazione Bruno Kessler, Trento, Italy

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• Monica Moroni,

  Roles Supervision

  Affiliation Data Science for Health, Fondazione Bruno Kessler, Trento, Italy

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• Venet Osmani ,

  Roles Project administration, Supervision, Writing – original draft

  ¶‡ VO and GJ are joint senior authors on this work.

  Affiliation Digital Environment Research Institute, Queen Mary University of London, London, United Kingdom

  https://orcid.org/0000-0001-7306-2972

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• Giuseppe Jurman

  Roles Funding acquisition, Project administration, Supervision

  ¶‡ VO and GJ are joint senior authors on this work.

  Affiliations Data Science for Health, Fondazione Bruno Kessler, Trento, Italy, Department of Biomedical Sciences, Humanitas University, Milan, Italy

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