Machine learning of human plasma lipidomes for obesity estimation in a large population cohort

• Mathias J. Gerl ,

  Roles Conceptualization, Data curation, Formal analysis, Software, Visualization, Writing – original draft

  * E-mail: gerl@lipotype.com

  Affiliation Lipotype GmbH, Dresden, Germany

  http://orcid.org/0000-0002-8074-7221

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• Christian Klose,

  Roles Data curation, Investigation, Methodology, Validation, Writing – review & editing

  Affiliation Lipotype GmbH, Dresden, Germany

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• Michal A. Surma,

  Roles Data curation, Investigation, Methodology, Writing – review & editing

  Affiliations Lipotype GmbH, Dresden, Germany, Łukasiewicz Research Network—PORT Polish Center for Technology Development, Wroclaw, Poland

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• Celine Fernandez,

  Roles Resources, Writing – review & editing

  Affiliation Department of Clinical Sciences, Lund University, Malmö, Sweden

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• Olle Melander,

  Roles Resources, Writing – review & editing

  Affiliations Department of Clinical Sciences, Lund University, Malmö, Sweden, Department of Emergency and Internal Medicine, Skåne University Hospital, Malmö, Sweden

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• Satu Männistö,

  Roles Resources, Writing – review & editing

  Affiliation Public Health Promotion Unit, National Institute for Health and Welfare, Helsinki, Finland

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• Katja Borodulin,

  Roles Data curation, Resources, Writing – review & editing

  Affiliation National Institute for Health and Welfare, Helsinki, Finland

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• Aki S. Havulinna,

  Roles Resources, Writing – review & editing

  Affiliations National Institute for Health and Welfare, Helsinki, Finland, Institute for Molecular Medicine Finland (FIMM-HiLife), Helsinki, Finland

  http://orcid.org/0000-0002-4787-8959

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• Veikko Salomaa,

  Roles Funding acquisition, Resources, Writing – review & editing

  Affiliation National Institute for Health and Welfare, Helsinki, Finland

  http://orcid.org/0000-0001-7563-5324

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• Elina Ikonen,

  Roles Funding acquisition, Writing – review & editing

  Affiliation Department of Anatomy, Faculty of Medicine, University of Helsinki, Finland

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• Carlo V. Cannistraci,

  Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing

  Affiliations Biomedical Cybernetics Group, Biotechnology Center (BIOTEC), Center for Molecular and Cellular Bioengineering (CMCB), Department of Physics, Technische Universität Dresden, Dresden, Germany, Center for Systems Biology Dresden, Dresden, Germany, Complex Network Intelligence Lab, Tsinghua Laboratory of Brain and Intelligence, Tsinghua University, Beijing, China

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• Kai Simons

  Roles Conceptualization, Formal analysis, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Lipotype GmbH, Dresden, Germany, Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany

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