Ten quick tips for causal analysis of biomedical omics data

• Gleb Svinin ,

  Roles Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work and share first authorship.

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

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• Rebecca Ting Jiin Loo ,

  Roles Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work and share first authorship.

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

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• Nikhilesh Vasantha Kumar ,

  Roles Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work and share first authorship.

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

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• Varsha Venkatesha Murthy ,

  Roles Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work and share first authorship.

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

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• Dilara Uzuner Odongo ,

  Roles Writing – original draft, Writing – review & editing

  ¶☯ These authors contributed equally to this work and share first authorship.

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

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• Ramón Díaz-Uriarte,

  Roles Writing – review & editing

  Affiliations Instituto de Investigaciones Biomédicas Sols-Morreale (IIBM), UAM-CSIC, Madrid, Spain, Department of Biochemistry, Universidad Autónoma de Madrid, Madrid, Spain

  https://orcid.org/0000-0002-6637-9039

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• Ana Conesa,

  Roles Writing – review & editing

  Affiliation Institute for Integrative Systems Biology, Spanish National Research Council, Valencia, Spain

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• Gianluca Bontempi,

  Roles Methodology, Writing – review & editing

  Affiliation Machine Learning Group, Université Libre de Bruxelles, Bruxelles, Belgique and WEL Research Institute, Wavre, Belgique

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• Susana Vinga,

  Roles Writing – review & editing

  Affiliation INESC-ID, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal

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• Ilaria Granata,

  Roles Writing – review & editing

  Affiliation Institute for High Performance Computing and Networking, National Research Council, Naples, Italy

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• Daniel Domingo-Fernández,

  Roles Writing – review & editing

  Affiliation Fraunhofer Institute for Algorithms and Scientific Computing, Sankt Augustin, Germany

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• Paola Lecca,

  Roles Writing – review & editing

  Affiliation Faculty of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy

  https://orcid.org/0000-0002-7224-136X

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• Marieke L. Kuijjer,

  Roles Writing – review & editing

  Affiliation Faculty of Medicine, University of Helsinki, Helsinki, Finland; Norwegian Centre for Molecular Biosciences and Medicine (NCMBM), University of Oslo, Oslo, Norway

  https://orcid.org/0000-0001-6280-3130

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• Jesse H. Krijthe,

  Roles Writing – review & editing

  Affiliation Pattern Recognition & Bioinformatics, Delft University of Technology, Delft, The Netherlands

  https://orcid.org/0000-0003-3435-6358

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• Ina Koch,

  Roles Writing – review & editing

  Affiliation Institute of Computer Science, Goethe University Frankfurt, Frankfurt, Germany

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• Laurence Calzone,

  Roles Writing – review & editing

  Affiliation Institut Curie, Inserm U1331, PSL, Mines ParisTech, Paris, France

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• Simona Ester Rombo,

  Roles Writing – review & editing

  Affiliation Department of Mathematics and Computer Science, University of Palermo, Palermo, Italy

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• Fátima Sánchez-Cabo,

  Roles Writing – review & editing

  Affiliation Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain

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•  [ ... ],
• Enrico Glaab

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: enrico.glaab@uni.lu

  Affiliation Biomedical Data Science Group, Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg

  https://orcid.org/0000-0003-3977-7469

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