COVID19 Disease Map, a computational knowledge repository of virus-host interaction mechanisms.


Journal

Molecular systems biology
ISSN: 1744-4292
Titre abrégé: Mol Syst Biol
Pays: England
ID NLM: 101235389

Informations de publication

Date de publication:
10 2021
Historique:
revised: 25 08 2021
received: 07 04 2021
accepted: 26 08 2021
entrez: 19 10 2021
pubmed: 20 10 2021
medline: 4 11 2021
Statut: ppublish

Résumé

We need to effectively combine the knowledge from surging literature with complex datasets to propose mechanistic models of SARS-CoV-2 infection, improving data interpretation and predicting key targets of intervention. Here, we describe a large-scale community effort to build an open access, interoperable and computable repository of COVID-19 molecular mechanisms. The COVID-19 Disease Map (C19DMap) is a graphical, interactive representation of disease-relevant molecular mechanisms linking many knowledge sources. Notably, it is a computational resource for graph-based analyses and disease modelling. To this end, we established a framework of tools, platforms and guidelines necessary for a multifaceted community of biocurators, domain experts, bioinformaticians and computational biologists. The diagrams of the C19DMap, curated from the literature, are integrated with relevant interaction and text mining databases. We demonstrate the application of network analysis and modelling approaches by concrete examples to highlight new testable hypotheses. This framework helps to find signatures of SARS-CoV-2 predisposition, treatment response or prioritisation of drug candidates. Such an approach may help deal with new waves of COVID-19 or similar pandemics in the long-term perspective.

Identifiants

pubmed: 34664389
doi: 10.15252/msb.202110387
pmc: PMC8524328
doi:

Substances chimiques

Antiviral Agents 0
Cytokines 0
Transcription Factors 0
Viral Proteins 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e10387

Subventions

Organisme : NHGRI NIH HHS
ID : U41 HG003751
Pays : United States
Organisme : EC | H2020 | H2020 Priority Industrial Leadership | LEIT | H2020 LEIT Information and Communication Technologies (ICT)
ID : H2020-ICT-825070
Organisme : H2020 Marie Skłodowska-Curie Actions
ID : 765274
Organisme : The Netherlands Organisation for Health Research and Development (ZonMw)
ID : 10430012010015
Organisme : Bundesministerium für Bildung und Forschung (BMBF)
Organisme : Association Nationale de la Recherche et de la Technologie (ANRT)
ID : 2020/0766
Organisme : NIGMS NIH HHS
ID : R35 GM119770
Pays : United States
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/F/000PR10355
Pays : United Kingdom
Organisme : Deutsches Zentrum für Infektionsforschung (DZIF)
ID : 8020708703
Organisme : Biotechnology and Biological Sciences Research Council
ID : BBS/E/T/000PR9817
Pays : United Kingdom
Organisme : Fonds National de la Recherche Luxembourg (FNR)
ID : COVID-19/2020-1/14715687/CovScreen
Organisme : EC | H2020 | H2020 Priority Industrial Leadership | LEIT | H2020 LEIT Information and Communication Technologies (ICT)
ID : H2020-ICT-951773

Commentaires et corrections

Type : ErratumIn

Informations de copyright

© 2021 The Authors. Published under the terms of the CC BY 4.0 license.

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Auteurs

Marek Ostaszewski (M)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Anna Niarakis (A)

Université Paris-Saclay, Laboratoire Européen de Recherche pour la Polyarthrite rhumatoïde - Genhotel, Univ Evry, Evry, France.
Lifeware Group, Inria Saclay-Ile de France, Palaiseau, France.

Alexander Mazein (A)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Inna Kuperstein (I)

Institut Curie, PSL Research University, Paris, France.
INSERM, Paris, France.
MINES ParisTech, PSL Research University, Paris, France.

Robert Phair (R)

Integrative Bioinformatics, Inc., Mountain View, CA, USA.

Aurelio Orta-Resendiz (A)

Institut Pasteur, Université de Paris, Unité HIV, Inflammation et Persistance, Paris, France.
Bio Sorbonne Paris Cité, Université de Paris, Paris, France.

Vidisha Singh (V)

Université Paris-Saclay, Laboratoire Européen de Recherche pour la Polyarthrite rhumatoïde - Genhotel, Univ Evry, Evry, France.

Sara Sadat Aghamiri (SS)

Inserm- Institut national de la santé et de la recherche médicale, Paris, France.

Marcio Luis Acencio (ML)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Enrico Glaab (E)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Andreas Ruepp (A)

Institute of Experimental Genetics (IEG), Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Gisela Fobo (G)

Institute of Experimental Genetics (IEG), Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Corinna Montrone (C)

Institute of Experimental Genetics (IEG), Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Barbara Brauner (B)

Institute of Experimental Genetics (IEG), Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Goar Frishman (G)

Institute of Experimental Genetics (IEG), Helmholtz Zentrum München-German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Luis Cristóbal Monraz Gómez (LC)

Institut Curie, PSL Research University, Paris, France.
INSERM, Paris, France.
MINES ParisTech, PSL Research University, Paris, France.

Julia Somers (J)

Department of Molecular and Medical Genetics, Oregon Health & Sciences University, Portland, OR, USA.

Matti Hoch (M)

Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.

Shailendra Kumar Gupta (S)

Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.

Julia Scheel (J)

Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.

Hanna Borlinghaus (H)

Department of Computer and Information Science, University of Konstanz, Konstanz, Germany.

Tobias Czauderna (T)

Faculty of Information Technology, Department of Human-Centred Computing, Monash University, Clayton, Vic., Australia.

Falk Schreiber (F)

Department of Computer and Information Science, University of Konstanz, Konstanz, Germany.
Faculty of Information Technology, Department of Human-Centred Computing, Monash University, Clayton, Vic., Australia.

Arnau Montagud (A)

Barcelona Supercomputing Center (BSC), Barcelona, Spain.

Miguel Ponce de Leon (M)

Barcelona Supercomputing Center (BSC), Barcelona, Spain.

Akira Funahashi (A)

Department of Biosciences and Informatics, Keio University, Yokohama, Japan.

Yusuke Hiki (Y)

Department of Biosciences and Informatics, Keio University, Yokohama, Japan.

Noriko Hiroi (N)

Graduate School of Media and Governance, Research Institute at SFC, Keio University, Kanagawa, Japan.

Takahiro G Yamada (TG)

Department of Biosciences and Informatics, Keio University, Yokohama, Japan.

Andreas Dräger (A)

Computational Systems Biology of Infections and Antimicrobial-Resistant Pathogens, Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen, Tübingen, Germany.
Department of Computer Science, University of Tübingen, Tübingen, Germany.
German Center for Infection Research (DZIF), partner site, Tübingen, Germany.

Alina Renz (A)

Computational Systems Biology of Infections and Antimicrobial-Resistant Pathogens, Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen, Tübingen, Germany.
Department of Computer Science, University of Tübingen, Tübingen, Germany.

Muhammad Naveez (M)

Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.
Institute of Applied Computer Systems, Riga Technical University, Riga, Latvia.

Zsolt Bocskei (Z)

Sanofi R&D, Translational Sciences, Chilly-Mazarin, France.

Francesco Messina (F)

Dipartimento di Epidemiologia Ricerca Pre-Clinica e Diagnostica Avanzata, National Institute for Infectious Diseases 'Lazzaro Spallanzani' I.R.C.C.S., Rome, Italy.
COVID-19 INMI Network Medicine for IDs Study Group, National Institute for Infectious Diseases 'Lazzaro Spallanzani' I.R.C.C.S, Rome, Italy.

Daniela Börnigen (D)

Bioinformatics Core Facility, Universitätsklinikum Hamburg-Eppendorf, Hamburg, Germany.

Liam Fergusson (L)

Royal (Dick) School of Veterinary Medicine, The University of Edinburgh, Edinburgh, UK.

Marta Conti (M)

Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany.

Marius Rameil (M)

Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany.

Vanessa Nakonecnij (V)

Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany.

Jakob Vanhoefer (J)

Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany.

Leonard Schmiester (L)

Faculty of Mathematics and Natural Sciences, University of Bonn, Bonn, Germany.
Center for Mathematics, Chair of Mathematical Modeling of Biological Systems, Technische Universität München, Garching, Germany.

Muying Wang (M)

Department of Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, PA, USA.

Emily E Ackerman (EE)

Department of Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, PA, USA.

Jason E Shoemaker (JE)

Department of Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
Department of Computational and Systems Biology, University of Pittsburgh, Pittsburgh, PA, USA.

Jeremy Zucker (J)

Pacific Northwest National Laboratory, Richland, WA, USA.

Kristie Oxford (K)

Pacific Northwest National Laboratory, Richland, WA, USA.

Jeremy Teuton (J)

Pacific Northwest National Laboratory, Richland, WA, USA.

Ebru Kocakaya (E)

Stem Cell Institute, Ankara University, Ankara, Turkey.

Gökçe Yağmur Summak (GY)

Stem Cell Institute, Ankara University, Ankara, Turkey.

Kristina Hanspers (K)

Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA.

Martina Kutmon (M)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.
Maastricht Centre for Systems Biology (MaCSBio), Maastricht University, Maastricht, The Netherlands.

Susan Coort (S)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.

Lars Eijssen (L)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.
Maastricht University Medical Centre, Maastricht, The Netherlands.

Friederike Ehrhart (F)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.
Maastricht University Medical Centre, Maastricht, The Netherlands.

Devasahayam Arokia Balaya Rex (DAB)

Center for Systems Biology and Molecular Medicine, Yenepoya (Deemed to be University), Mangalore, India.

Denise Slenter (D)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.

Marvin Martens (M)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.

Nhung Pham (N)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.

Robin Haw (R)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Bijay Jassal (B)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Lisa Matthews (L)

NYU Grossman School of Medicine, New York, NY, USA.

Marija Orlic-Milacic (M)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Andrea Senff Ribeiro (A)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.
Universidade Federal do Paraná, Curitiba, Brasil.

Karen Rothfels (K)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Veronica Shamovsky (V)

NYU Grossman School of Medicine, New York, NY, USA.

Ralf Stephan (R)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.

Cristoffer Sevilla (C)

European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridgeshire, UK.

Thawfeek Varusai (T)

European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridgeshire, UK.

Jean-Marie Ravel (JM)

INSERM UMR_S 1256, Nutrition, Genetics, and Environmental Risk Exposure (NGERE), Faculty of Medicine of Nancy, University of Lorraine, Nancy, France.
Laboratoire de génétique médicale, CHRU Nancy, Nancy, France.

Rupsha Fraser (R)

Queen's Medical Research Institute, The University of Edinburgh, Edinburgh, UK.

Vera Ortseifen (V)

Senior Research Group in Genome Research of Industrial Microorganisms, Center for Biotechnology, Bielefeld University, Bielefeld, Germany.

Silvia Marchesi (S)

Department of Surgical Science, Uppsala University, Uppsala, Sweden.

Piotr Gawron (P)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Institute of Computing Science, Poznan University of Technology, Poznan, Poland.

Ewa Smula (E)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Laurent Heirendt (L)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Venkata Satagopam (V)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Guanming Wu (G)

Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA.

Anders Riutta (A)

Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA.

Martin Golebiewski (M)

Heidelberg Institute for Theoretical Studies (HITS), Heidelberg, Germany.

Stuart Owen (S)

Department of Computer Science, The University of Manchester, Manchester, UK.

Carole Goble (C)

Department of Computer Science, The University of Manchester, Manchester, UK.

Xiaoming Hu (X)

Heidelberg Institute for Theoretical Studies (HITS), Heidelberg, Germany.

Rupert W Overall (RW)

German Center for Neurodegenerative Diseases (DZNE) Dresden, Dresden, Germany.
Center for Regenerative Therapies Dresden (CRTD), Technische Universität Dresden, Dresden, Germany.
Institute for Biology, Humboldt University of Berlin, Berlin, Germany.

Dieter Maier (D)

Biomax Informatics AG, Planegg, Germany.

Angela Bauch (A)

Biomax Informatics AG, Planegg, Germany.

Benjamin M Gyori (BM)

Harvard Medical School, Laboratory of Systems Pharmacology, Boston, MA, USA.

John A Bachman (JA)

Harvard Medical School, Laboratory of Systems Pharmacology, Boston, MA, USA.

Carlos Vega (C)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Valentin Grouès (V)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Miguel Vazquez (M)

Barcelona Supercomputing Center (BSC), Barcelona, Spain.

Pablo Porras (P)

European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridgeshire, UK.

Luana Licata (L)

Department of Biology, University of Rome Tor Vergata, Rome, Italy.

Marta Iannuccelli (M)

Department of Biology, University of Rome Tor Vergata, Rome, Italy.

Francesca Sacco (F)

Department of Biology, University of Rome Tor Vergata, Rome, Italy.

Anastasia Nesterova (A)

Elsevier, Philadelphia, PA, USA.

Anton Yuryev (A)

Elsevier, Philadelphia, PA, USA.

Anita de Waard (A)

Research Collaborations Unit, Elsevier, Jericho, VT, USA.

Denes Turei (D)

Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.

Augustin Luna (A)

cBio Center, Divisions of Biostatistics and Computational Biology, Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA, USA.
Department of Cell Biology, Harvard Medical School, Boston, MA, USA.

Ozgun Babur (O)

Computer Science Department, University of Massachusetts Boston, Boston, MA, USA.

Sylvain Soliman (S)

Lifeware Group, Inria Saclay-Ile de France, Palaiseau, France.

Alberto Valdeolivas (A)

Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.

Marina Esteban-Medina (M)

Clinical Bioinformatics Area, Fundación Progreso y Salud (FPS), Hospital Virgen del Rocio, Sevilla, Spain.
Computational Systems Medicine Group, Institute of Biomedicine of Seville (IBIS), Hospital Virgen del Rocio, Sevilla, Spain.

Maria Peña-Chilet (M)

Clinical Bioinformatics Area, Fundación Progreso y Salud (FPS), Hospital Virgen del Rocio, Sevilla, Spain.
Computational Systems Medicine Group, Institute of Biomedicine of Seville (IBIS), Hospital Virgen del Rocio, Sevilla, Spain.
Bioinformatics in Rare Diseases (BiER), Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), FPS, Hospital Virgen del Rocío, Sevilla, Spain.

Kinza Rian (K)

Clinical Bioinformatics Area, Fundación Progreso y Salud (FPS), Hospital Virgen del Rocio, Sevilla, Spain.
Computational Systems Medicine Group, Institute of Biomedicine of Seville (IBIS), Hospital Virgen del Rocio, Sevilla, Spain.

Tomáš Helikar (T)

Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, NE, USA.

Bhanwar Lal Puniya (BL)

Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, NE, USA.

Dezso Modos (D)

Quadram Institute Bioscience, Norwich, UK.
Earlham Institute, Norwich, UK.

Agatha Treveil (A)

Quadram Institute Bioscience, Norwich, UK.
Earlham Institute, Norwich, UK.

Marton Olbei (M)

Quadram Institute Bioscience, Norwich, UK.
Earlham Institute, Norwich, UK.

Bertrand De Meulder (B)

European Institute for Systems Biology and Medicine (EISBM), Vourles, France.

Stephane Ballereau (S)

Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK.

Aurélien Dugourd (A)

Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.
Institute of Experimental Medicine and Systems Biology, Faculty of Medicine, RWTH, Aachen University, Aachen, Germany.

Aurélien Naldi (A)

Lifeware Group, Inria Saclay-Ile de France, Palaiseau, France.

Vincent Noël (V)

Institut Curie, PSL Research University, Paris, France.
INSERM, Paris, France.
MINES ParisTech, PSL Research University, Paris, France.

Laurence Calzone (L)

Institut Curie, PSL Research University, Paris, France.
INSERM, Paris, France.
MINES ParisTech, PSL Research University, Paris, France.

Chris Sander (C)

cBio Center, Divisions of Biostatistics and Computational Biology, Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA, USA.
Department of Cell Biology, Harvard Medical School, Boston, MA, USA.

Emek Demir (E)

Department of Molecular and Medical Genetics, Oregon Health & Sciences University, Portland, OR, USA.

Tamas Korcsmaros (T)

Quadram Institute Bioscience, Norwich, UK.
Earlham Institute, Norwich, UK.

Tom C Freeman (TC)

The Roslin Institute, University of Edinburgh, Edinburgh, UK.

Franck Augé (F)

Sanofi R&D, Translational Sciences, Chilly-Mazarin, France.

Jacques S Beckmann (JS)

University of Lausanne, Lausanne, Switzerland.

Jan Hasenauer (J)

Helmholtz Zentrum München - German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany.
Interdisciplinary Research Unit Mathematics and Life Sciences, University of Bonn, Bonn, Germany.

Olaf Wolkenhauer (O)

Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.

Egon L Wilighagen (EL)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.

Alexander R Pico (AR)

Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA.

Chris T Evelo (CT)

Department of Bioinformatics - BiGCaT, NUTRIM, Maastricht University, Maastricht, The Netherlands.
Maastricht Centre for Systems Biology (MaCSBio), Maastricht University, Maastricht, The Netherlands.

Marc E Gillespie (ME)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.
St. John's University College of Pharmacy and Health Sciences, Queens, NY, USA.

Lincoln D Stein (LD)

MaRS Centre, Ontario Institute for Cancer Research, Toronto, ON, Canada.
Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.

Henning Hermjakob (H)

European Bioinformatics Institute (EMBL-EBI), European Molecular Biology Laboratory, Hinxton, Cambridgeshire, UK.

Peter D'Eustachio (P)

NYU Grossman School of Medicine, New York, NY, USA.

Julio Saez-Rodriguez (J)

Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.

Joaquin Dopazo (J)

Clinical Bioinformatics Area, Fundación Progreso y Salud (FPS), Hospital Virgen del Rocio, Sevilla, Spain.
Computational Systems Medicine Group, Institute of Biomedicine of Seville (IBIS), Hospital Virgen del Rocio, Sevilla, Spain.
Bioinformatics in Rare Diseases (BiER), Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), FPS, Hospital Virgen del Rocío, Sevilla, Spain.
FPS/ELIXIR-es, Hospital Virgen del Rocío, Sevilla, Spain.

Alfonso Valencia (A)

Barcelona Supercomputing Center (BSC), Barcelona, Spain.
Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain.

Hiroaki Kitano (H)

Systems Biology Institute, Tokyo, Japan.
Okinawa Institute of Science and Technology Graduate School, Okinawa, Japan.

Emmanuel Barillot (E)

Institut Curie, PSL Research University, Paris, France.
INSERM, Paris, France.
MINES ParisTech, PSL Research University, Paris, France.

Charles Auffray (C)

Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK.

Rudi Balling (R)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Reinhard Schneider (R)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

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