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LEOPARD: missing view completion for multi-timepoint omics data via representation disentanglement and temporal knowledge transfer.

Apr 07, 2025

REFERENCES & ADDITIONAL READING

PubMed

ABOUT THE EXPERTS

  • Siyu Han

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    TUM School of Medicine and Health, Technical University of Munich, Munich, Germany.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Shixiang Yu

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    TUM School of Medicine and Health, Technical University of Munich, Munich, Germany.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Mengya Shi

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    TUM School of Medicine and Health, Technical University of Munich, Munich, Germany.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Makoto Harada

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Jianhong Ge

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    TUM School of Medicine and Health, Technical University of Munich, Munich, Germany.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Jiesheng Lin

    Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Institute for Medical Information Processing, Biometry, and Epidemiology (IBE), Faculty of Medicine, Ludwig-Maximilians-Universität München, Pettenkofer School of Public Health, Munich, Germany.

    Cornelia Prehn

    Metabolomics and Proteomics Core, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Agnese Petrera

    Metabolomics and Proteomics Core, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Ying Li

    College of Computer Science and Technology, Key Laboratory of Symbol Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China.

    Flora Sam

    Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, USA.

    Whitaker Cardiovascular Institute, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.

    Giuseppe Matullo

    Genomics Variation, Population Medicine and Complex Diseases Unit, Turin University, Turin, Italy.

    Jerzy Adamski

    Institute of Experimental Genetics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.

    Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.

    Karsten Suhre

    Bioinformatics Core, Weill Cornell Medicine-Qatar, Education City, Doha, Qatar.

    Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA.

    Christian Gieger

    Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Stefanie M Hauck

    Metabolomics and Proteomics Core, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Christian Herder

    Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany.

    German Center for Diabetes Research (DZD), Partner Düsseldorf, Neuherberg, Germany.

    Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany.

    Michael Roden

    Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany.

    German Center for Diabetes Research (DZD), Partner Düsseldorf, Neuherberg, Germany.

    Department of Endocrinology and Diabetology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany.

    Francesco Paolo Casale

    Institute of AI for Health, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Helmholtz Pioneer Campus, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    School of Computation, Information and Technology, Technical University of Munich, Garching, Germany.

    Na Cai

    TUM School of Medicine and Health, Technical University of Munich, Munich, Germany.

    Helmholtz Pioneer Campus, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Annette Peters

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany.

    Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.

    Institute for Medical Information Processing, Biometry, and Epidemiology (IBE), Faculty of Medicine, Ludwig-Maximilians-Universität München, Pettenkofer School of Public Health, Munich, Germany.

    Munich Heart Alliance, German Center for Cardiovascular Health (DZHK E.V., Partner-Site Munich), Munich, Germany.

    Rui Wang-Sattler

    Institute of Translational Genomics, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. rui.wang-sattler@helmholtz-munich.de.

    German Center for Diabetes Research (DZD), Partner Neuherberg, Neuherberg, Germany. rui.wang-sattler@helmholtz-munich.de.

    Institute for Medical Information Processing, Biometry, and Epidemiology (IBE), Faculty of Medicine, Ludwig-Maximilians-Universität München, Pettenkofer School of Public Health, Munich, Germany. rui.wang-sattler@helmholtz-munich.de.

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