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HENA, heterogeneous network-based data set for Alzheimer's disease.
Sügis, Elena; Dauvillier, Jerome; Leontjeva, Anna; Adler, Priit; Hindie, Valerie; Moncion, Thomas; Collura, Vincent; Daudin, Rachel; Loe-Mie, Yann; Herault, Yann; Lambert, Jean-Charles; Hermjakob, Henning; Pupko, Tal; Rain, Jean-Christophe; Xenarios, Ioannis; Vilo, Jaak; Simonneau, Michel; Peterson, Hedi.
Afiliação
  • Sügis E; Quretec Ltd., Ülikooli 6a, 51003, Tartu, Estonia.
  • Dauvillier J; Institute of Computer Science, University of Tartu, J. Liivi 2, 50409, Tartu, Estonia.
  • Leontjeva A; Swiss Institute of Bioinformatics, Vital-IT group, Unil Quartier Sorge, Genopode building, CH-1015, Lausanne, Switzerland.
  • Adler P; CSIRO Data 61, 5/13 Garden St, Eveleigh, NSW, 2015, Australia.
  • Hindie V; Quretec Ltd., Ülikooli 6a, 51003, Tartu, Estonia.
  • Moncion T; Institute of Computer Science, University of Tartu, J. Liivi 2, 50409, Tartu, Estonia.
  • Collura V; Hybrigenics SA, 3-5 Impasse Reille, 75014, Paris, France.
  • Daudin R; Hybrigenics SA, 3-5 Impasse Reille, 75014, Paris, France.
  • Loe-Mie Y; Hybrigenics SA, 3-5 Impasse Reille, 75014, Paris, France.
  • Herault Y; Institut national de la santé et de la recherche médicale, INSERM U894 2 ter rue d'Alésia, 75014, Paris, France.
  • Lambert JC; Laboratoire Aimé Cotton, Centre National Recherche Scientifique, Université Paris-Sud, Ecole Normale Supérieure Paris-Saclay, Université Paris-Saclay, 91405, Orsay, France.
  • Hermjakob H; (Epi)genomics of Animal Development Unit, Institut Pasteur, CNRS UMR3738, Paris, 75015, France.
  • Pupko T; Centre Européen de Recherche en Biologie et Médecine, 1 rue Laurent Fries, 67404, Illkirch, France.
  • Rain JC; Institut Pasteur de Lille, UMR 744 1 rue du Pr. Calmette BP 245, 59019, Lille cedex, France.
  • Xenarios I; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Trust Genome Campus, CB10 1SD, Hinxton, United Kingdom.
  • Vilo J; George S. Wise Faculty of Life Sciences, School of Molecular Cell Biology and Biotechnology, Tel Aviv University, P.O. Box 39040, 6997801, Tel Aviv, Israel.
  • Simonneau M; Hybrigenics SA, 3-5 Impasse Reille, 75014, Paris, France.
  • Peterson H; Center for Integrative Genomics University of Lausanne, Genopode, 1015, Lausanne, Switzerland.
Sci Data ; 6(1): 151, 2019 08 14.
Article em En | MEDLINE | ID: mdl-31413325
ABSTRACT
Alzheimer's disease and other types of dementia are the top cause for disabilities in later life and various types of experiments have been performed to understand the underlying mechanisms of the disease with the aim of coming up with potential drug targets. These experiments have been carried out by scientists working in different domains such as proteomics, molecular biology, clinical diagnostics and genomics. The results of such experiments are stored in the databases designed for collecting data of similar types. However, in order to get a systematic view of the disease from these independent but complementary data sets, it is necessary to combine them. In this study we describe a heterogeneous network-based data set for Alzheimer's disease (HENA). Additionally, we demonstrate the application of state-of-the-art graph convolutional networks, i.e. deep learning methods for the analysis of such large heterogeneous biological data sets. We expect HENA to allow scientists to explore and analyze their own results in the broader context of Alzheimer's disease research.
Assuntos

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Doença de Alzheimer Limite: Humans Idioma: En Ano de publicação: 2019 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Doença de Alzheimer Limite: Humans Idioma: En Ano de publicação: 2019 Tipo de documento: Article