Large expert-curated database for benchmarking document similarity detection in biomedical literature search
Artikel i vetenskaplig tidskrift, 2019
Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.
Författare
Peter Brown
Griffith University
Yaoqi Zhou
Griffith University
Aik-Choon Tan
University of Colorado
Mohamed A. El-Esawi
Tanta University
Thomas Liehr
Universitatsklinikum Jena und Medizinische Fakultat
Oliver Blanck
Universitätsklinikum Schleswig-Holstein
Douglas P. Gladue
USDA Agricultural Research Service, Washington DC
Tomislav Cernava
Technische Universität Graz
Andy W.K. Yeung
The University of Hong Kong
Carlos O. Sorzano
Consejo Superior de Investigaciones Científicas (CSIC)
Martin S. Staege
Martin-Luther-Universität Halle-Wittenberg
Thilo Muth
Robert Koch Institut
Michael S. Engel
Division of Entomology
Darius Widera
University of Reading
Arun R. Chandrasekaran
Confer Health Inc.
Junpeng Zhang
Dali University
Swapna V. Daulatabad
Indiana University
Olivier Pourret
Institut Polytechnique Unilasalle
Zhongheng Zhang
Zhejiang University
Carl S. Goodyear
University of Glasgow
Adrian Meule
Universität Salzburg
Mark J. van Raaij
Consejo Superior de Investigaciones Científicas (CSIC)
Zuzanna Bukowy-Bieryllo
Polish Academy of Sciences
Ken Honjo
University of Tsukuba
Luca G. Campana
Università di Padova
Cong-Cong Yin
Henry Ford Health
Brooke A. Ammerman
University of Notre Dame
Marco Cascella
Fondazione IRCCS Istituto Nazionale dei Tumori, Milan
Felix Ehret
Harvard Medical School
Nicholas A. Kurniawan
Technische Universiteit Eindhoven
Christopher McCrum
Universiteit Maastricht
David Lalaouna
Université de Strasbourg
Henrik Nilsson
Göteborgs universitet
Felix J. Hüttner
Universität Heidelberg
Long Yang
Nanjing Agricultural University
Vincent D. Costa
National Institute of Mental Health
Paul A. Cobine
Auburn University
William Bradshaw
University of Oxford
Dominik G. Grimm
TUM Campus Straubing for Biotechnology and Sustainability
Ene-Choo Tan
KK Women's and Children's Hospital
Nitin Kumar
University of Michigan
Hyemin Han
University of Alabama
Wenfeng Xia
University College London (UCL)
Sandeep C. Sabnis
GEM Hospital and Research Centre
Said E.D.R. Amer
Faculty of Science
Ruud P.M. Dings
University of Arkansas System
Paul Perco
Medizinische Universität Innsbruck
Francesco Marinello
Università di Padova
Brett Nixon
University of Newcastle
Konstantinos Voskarides
University of Cyprus
Koichi Ogami
University of Tokyo
Johan Bengtsson Palme
University of Wisconsin Madison
Kok H. Tan
KK Women's and Children's Hospital
Karen A. Boehme
Albert-Ludwigs-Universität Freiburg
Peter Brenneisen
Heinrich Heine Universität Düsseldorf
James A.L. Brown
National University of Ireland
Elvis Martis
Bombay College of Pharmacy
Grace Ng
SingHealth Polyclinics
Daniel Prieto
Instituto de Investigaciones Biologicas Clemente Estable
Mark Bleackley
La Trobe University
Raman Dhariwal
Agriculture et Agroalimentaire Canada
Alan W.C. Liew
Griffith University
Marcus D. Hartmann
Max-Planck-Gesellschaft
Hari P. Devkota
Kumamoto University
Zarrin Basharat
University of Karachi
Radu Tamaian
National Research and Development Institute for Cryogenics and Isotopic Technologies
Robert Siebers
University of Otago
Walter Fierz
Dr. Risch AG
Brian P. Dalrymple
University of Western Australia
David J. Harvey
University of Oxford
Chongxing Zhang
Shandong Institute of Parasitic Diseases
Joonas H. Kauppila
Karolinska Institutet
Farid Rahimi
Australian National University
Giuseppe Riva
Università Cattolica del Sacro Cuore
Xiaolei Zhang
Wenzhou Medical University
Zhanwu Dai
Université de Bordeaux
Santhilal Subhash
Göteborgs universitet
Yael Gelfer
St George's Hospital
Oliver Bosch
Universität Regensburg
Pawel Miotla
Medical University of Lublin
Páraic O. Cuív
University of Queensland
Pragashnie Govender
University of KwaZulu-Natal
Oliver J. Gurney-Champion
Institute of Cancer Research
Fabian Filipp
Program for Quantitative Systems Biology
Hannes Klump
Universitats Klinikum Essen und Medizinische Fakultat
Natalia Echeverría
Universidad de la Republica
Lukasz Kurgan
Virginia Commonwealth University
Hannes Sallmon
Charité Universitätsmedizin Berlin
Neil Tuttle
Griffith University
Marco Tofani
Sapienza Università di Roma
Taeok Bae
Indiana University
Christopher Browngardt
University of Florida
Antoine Danchin
The University of Hong Kong
Kazuki Ide
Kyoto University
Barthelemy Diouf
St. Jude Children Research Hospital
Gijsbert D.A. Werner
University of Oxford
Tuomas Eerola
Durham University
Evangelos Evangelou
University of Ioannina
Jialin Xu
University of British Columbia (UBC)
Simon S. Smith
University of Queensland
Sunny Y. Yang
University of British Columbia (UBC)
Olivier Terrier
Université de Lyon
Chris I. Baker
National Institute of Mental Health
Michael Bitzer
Universität Tübingen
David B. Ascher
University of Melbourne
George Chacko
NETE
Sarath C. Janga
Indiana University
Leon N. Schulte
Philipps-Universität Marburg
Daniel Becker
Indiana University
Stephen J. Bush
University of Oxford
Guillaume Gaullier
University of Colorado
Clement Meseko
Friedrich-Loeffler-Institut
Jan Zaucha
Technische Universität München
Abd A. Al-Farha
University of Adelaide
Ray Dixon
John Innes Centre
Noah F. Greenwald
Stanford University
Segun I. Popoola
Covenant University
Shaifur Rahman
Heinrich Heine Universität Düsseldorf
Brett A. Lidbury
Australian National University
Noboru Hiroi
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Zahra Mozaheb
Mashhad University of Medical Sciences
Ozgul M. Alper
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Universität Münster
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Xin Tong
China Agricultural University
Iseult Lynch
University of Birmingham
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University of Adelaide
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Wujun Ma
Murdoch University
Ritu Swali
University of California
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Yu Xue
Huazhong University of Science and Technology
Diane E. Mather
University of Adelaide
Kutty S. Nandakumar
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Robert S. Ohgami
Stanford University
Adam Martin
University of Toronto
Piero Parchi
Universita di Bologna
Jiajie Diao
University of Cincinnati
Patrizio Tressoldi
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Angélique Gobet
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Walter Ricciardi
Università Cattolica del Sacro Cuore
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Max-Planck-Gesellschaft
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Mohamed F. Salama
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University of Virginia
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Carlo Besta Neurological Institute
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The University of Warwick
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European Molecular Biology Laboratory
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University of Waterloo
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Clinic for Neurology and Psychiatry for Children and Youth
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Anna Psaroulaki
Panepistimio Kritis
Andreas Kleppe
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Kelsey Chalmers
The University of Sydney
Zehong Cao
University of Tasmania
Adugna A. Woldesemayat
University of South Africa
Sherwin S. Chan
Children's Mercy Hospital
Michael Gatchell
Stockholms universitet
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University of Glasgow
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Mehmet I. Cosacak
Deutsches Zentrum für Neurodegenerative Erkrankungen
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Kakatiya Medical College
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Université de Bordeaux
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Worcester Polytechnic Institute
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University of Manchester
Edwin Meresh
Loyola University Medical Center
Ravi K. Pujala
University of Hyderabad
A.M.J.J. Bonvin
Universiteit Utrecht
Matthew K. Abramowitz
Yeshiva University
Emer Bourke
National University of Ireland
Andem Effiong
Georgetown University
Marianne Middelveen
Atkins Veterinary Services
Senhong Lee
Skin and Cancer Foundation
Muhammad B. Abid
Medical College of Wisconsin
J. Lizer
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James A. Bull
Imperial College London
Pedro Cardoso
Helsingin Yliopisto
Cyrus Agarabi
U.S. Food and Drug Administration
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West China Hospital
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Czech Academy of Sciences
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Kevin J. Marchbank
Newcastle University
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Michael Heinrich
University College London (UCL)
Xavier Montagutelli
Institut Pasteur, Paris
Rosario Nicoletti
Citrus and Tree Fruit
Monika Niehof
Fraunhofer-Gesellschaft
Ronan O'Toole
University of Tasmania
Albert Jeltsch
Universität Stuttgart
Henrik Oster
Universitaet Zu Lübeck
Fan Jiang
Beijing University of Technology
Claire Josse
GIGA - Research Center
Russell Paterson
Universiti Putra Malaysia
Kim de Keersmaecker
KU Leuven
Erik Kristiansson
Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik
Jose A. Lopez-Escamez
Instituto de Investigación Biosanitario de Granada IBS
Shide Liang
Bio-Thera Solutions Ltd.
Maribel Portilla
USDA Agricultural Research Service, Washington DC
Rolf Marschalek
Johann Wolfgang Goethe Universität Frankfurt am Main
Francisco J. Lopez-Ruiz
Curtin University
M.C. Portillo
University of Southampton
Esteban Morcillo
Universitat de Valencia
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Nicola J. Roberts
Glasgow Caledonian University
Toshihiko Ohtomo
Chugai Pharmaceutical Co. Ltd
Birgitt Schuele
Parkinson's Institute and Clinical Center
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New York University
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Indraprastha Institute of Information Technology Delhi
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Universität Heidelberg
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Flinders University
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University of the Highlands and Islands
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The University of North Carolina System
Alessandro Stella
Universita degli Studi di Bari Aldo Moro
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University of Wollongong
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University of South Florida
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Tokyo Women's Medical University
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University of KwaZulu-Natal
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University of Texas
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Miguel Viveiros
Universidade NOVA de Lisboa
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Eidgenössische Technische Hochschule Zürich (ETH)
Mieke Deschodt
Metabolism and Ageing
Christof Weinstock
German Red Cross Blood Service
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Anglia Ruskin
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McGill University
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Hunan University
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Max-Planck-Gesellschaft
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Universität Heidelberg
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Chinese Academy of Sciences
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School of Medicine in Katowice
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Universiteit Maastricht
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Timothy Kinyanjui
University of Manchester
Amie Goodin
University of Florida
Bjarte A. Lund
Universitetet i Tromsø – Norges arktiske universitet
Emily B. Graham
Pacific Northwest National Laboratory
Alexandre A. Lussier
Cornell University
Liping Ma
East China Normal University
Pablo Mier
Johannes Gutenberg-Universität Mainz
Matthew D. Moore
University of Massachusetts
Katja Nagler
Max-Planck-Gesellschaft
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Asthma and Allergy Unit
Mark W. Orme
NIHR Biomedical Research Centre - Respiratory
Anilkumar S. Prajapati
Sardar Patel University
Simon E. Tröder
Universität zu Köln
Florence Uchendu
National Open University of Nigeria
Lindsay A. Jibb
University of Ottawa
Niklas Verloh
University Hospital Regensburg
Ahmed Abu-Zaid
Alfaisal University
Joaira Bakkach
Abdelmalek Essaâdi University
Rositsa G. Koleva-Kolarova
King's College London
Philipp Baumert
Liverpool John Moores University
Zhixiu Li
Queensland University of Technology (QUT)
Yu-Peng Liu
Harbin Medical University
Ameya Kulkarni
Yeshiva University
Wayne Pullan
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Siqi Liu
Beijing University of Technology
James A. Pearson
Yale University
Howard Vindin
The University of Sydney
Yu Saito
University of Tokyo
Ran Lyu
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Hannah Zuckerman
University Health Network
Jeffrey Cooper
University of Nebraska Medical Center
Haochen Zhao
Xiangtan University
Arno Zaritsky
Children's Hospital of The King's Daughters
Christina M. Yuan
Walter Reed National Military Medical Center
Chongjun Yang
Xiamen University
Denitza D. Voutchkova
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Marcos Dono
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Jack Hanson
Griffith University
Sandrine Herbelet
Center for Medical Genetics
Emma Hobbs
Universiteit Gent
Narendra Kumar
Anglia Ruskin University
Ashwini K. Esnakula
University of Florida
Nikolai D. Loft
Gentofte Hospital
Karine A. Feghali
University of Texas
Tristan Reddan
Lady Cilento Children's Hospital
Jeffrey Horbar
University of Vermont
Thomas Senghore
School of Medicine and Allied Health Sciences
Jian Li
Sun Yat-Sen University
Haotian Xu
Wayne State University
Lan Ma
Fudan University
Ross Bannon
Aberdeen Royal Infirmary
Branson Chen
University of Toronto
Marco A. Peres
University of Adelaide
Johnny T.K. Cheung
Chinese University of Hong Kong
Raymond Pranata
Faculty of Medicine
Emilia Ghelardi
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Ines Testoni
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Agostino Gnasso
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Hei M. Lai
The University of Hong Kong
Shimon Amir
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Eisuke Amiya
University of Tokyo
Rogerio M. Amorim
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Qianli An
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Ruiyan Ma
Shanxi Agricultural University
John D. Aplin
University of Manchester
Zihang Pan
University of Toronto
Christos Argyropoulos
University of New Mexico
Esmond Seow
Institute of Mental Health
Matthew Sydes
University College London (UCL)
Paul Avillach
Harvard Medical School
Anna L. Westermair
Universitaet Zu Lübeck
Lars Backman
Umeå universitet
Christophe Badie
Public Health England
Yongliang Yang
Dalian University of Technology
Alfonso Baldi
Università degli Studi della Campania Luigi Vanvitelli
Elizabeth Ball
Obstetrics and Gyanecology
Masoud Afnan
Tianjin United Family Healthcare
Olivier Bardot
Université Clermont Auvergne
Jun Xu
Tsinghua University
Joan Albiol
Universitat Autonoma de Barcelona (UAB)
Adrian G. Barnett
Queensland University of Technology (QUT)
Taosheng Xu
Hefei Institutes of Physical Science
Lucia G. Albuquerque
Universidade Estadual Paulista (UNESP)
Alan D. Workman
Massachusetts Eye and Ear Infirmary
Jyotsna Batra
Queensland University of Technology (QUT)
Stig U. Andersen
Aarhus Universitet
Jinhui Wang
Chinese Academy of Sciences
Travis Beddoe
La Trobe University
Yan W. Asmann
Mayo Clinic
Horng-Dar Wang
National Tsing Hua University
Edward Berry
State University of New York (SUNY)
Abdulaziz M. Assaeed
King Saud University
Veronica Vitriol
Universidad de Talca
Atanas G. Atanasov
Institute of Genetics and Animal Breeding
Ralf Veys
Katholieke Universiteit Leuven
Craig Billington
Water and Environmental Microbiology
Demetrios G. Vavvas
Harvard Medical School
John Birch
University of Otago
David A. Atchison
Queensland University of Technology (QUT)
Mehala Subramaniapillai
University Health Network
Randy D. Blakely
Florida Atlantic University
Simon V. Avery
University of Nottingham
Neeraj Sharma
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Robert Sepanski
Children's Hospital of The King's Daughters
Robert Blum
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Peter D. Baade
Cancer Council Queensland
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Albert-Ludwigs-Universität Freiburg
Marleen Boelaert
Institute of Tropical Medicine
Christopher Sampson
University of Missouri
Thierry Bourgoin
Museum National d'Histoire Naturelle
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University College London (UCL)
Clare Pridans
University of Edinburgh
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Paolo T. Pianosi
NHS Foundation Trust
Felipe Penagos-Tabaree
Universidad de Antioquia
Hugh J. Byrne
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Melanie L. Bell
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Inserm Transfert
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St. Paul's Hospital
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University of Queensland
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Kakatiya Medical College
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University of Thessaly
Sara Calatayud
Universitat de Valencia
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Universität Basel
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Kovai Medical Center and Hospital
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University of Nebraska
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Valter Castelvetro
Universita di Pisa
Yao Zhang
College of Science
Patrick T. Caswell
University of Manchester
Jeremy Brownlie
Griffith University
Giacomo Cavalli
Université de Montpellier
Austin Burt
Imperial College London
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Czech Academy of Sciences
Siddappa N. Byrareddy
University of Nebraska Medical Center
Sònia Casillas
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Dong F. Chen
Harvard Medical School
Eva Candal
Universidade de Santiagode Compostela
Jui-Tung Chen
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Monica Chagoyen
Consejo Superior de Investigaciones Científicas (CSIC)
Yinglong Chen
University of Western Australia
Chang-Shi Chen
National Cheng Kung University
Jianlin Cheng
University of Missouri
Hao Chen
Lanzhou University Second Hospital
Christos Chinopoulos
Semmelweis Egyetem
Hui Chen
University of Technology Sydney
William C.S. Cho
Queen Elizabeth Hospital
Debashish Chowdhury
G B Pant Institute of Post Graduate Medical Education and Research
Andre Chwalibog
Köpenhamns universitet
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Beijing Normal University
A. Ciresi
Universita degli Studi di Palermo
Penny A. Cook
University of Salford
Mai Chinapaw
Amsterdam Public Health Research Institute
Olivier Coqueret
Inserm Transfert
Lillian Chong
University of Pittsburgh
Enoka M. Corea
University of Colombo
Shamshad Cockcroft
University College London (UCL)
Ana Conesa
University of Florida
Elisio Costa
Universidade do Porto
David N. Cooper
Cardiff University
Antonio Costa
Istituto Nazionale di Geofisica e Vulcanologia
Stephanie Y. Crawford
University of Illinois
Carol Coupland
University of Nottingham
Aparecido D. Cruz
Pontifícia Universidade Católica de Goiás
Huijuan Cui
China-Japan Friendship Hospital
Qiang Cui
Boston University
David C. Culver
American University
Raymond Dalgleish
University Of Leicester
Amedeo D'Angiulli
Carleton University
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Tanya E.S. Dahms
University of Regina
David A. Day
Flinders University
France Daigle
Université de Montréal
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Université de Bordeaux
Håvard E. Danielsen
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Koenraad Devriendt
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Sean M. Davidson
University College London (UCL)
Yunus Dogan
Dokuz Eylül Üniversitesi
Volkan Degirmenci
The University of Warwick
Claudio F. Donner
Mondo Medico
Christian A. Drevon
Universitetet i Oslo
Jiandong Ding
Fudan University
Nicolas Dumaz
Inserm Transfert
Mark H. Ebell
University of Georgia
X.C. Dong
Indiana University
Steffen Eisenhardt
Albert-Ludwigs-Universität Freiburg
Naser Elkum
Sidra Medicine
Walter Dressick
Naval Research Laboratory
Timothy B. Erickson
Harvard Medical School
Huiling Duan
Beijing University of Technology
Christian Ducho
Universität des Saarlandes
Marty J. Faville
AgResearch
Bilikere S. Dwarakanath
Shanghai Proton and Heavy Ion Center
Nadja Engel
Universität Rostock
Patrick Flood-Page
Aneurin Bevan University Healthboard
Michael Fairhead
University of Oxford
John Forsayeth
University of California
Marlena S. Fejzo
University of California
Steven J. Franks
Fordham University
Fernanda Festa
Arizona State University
Mikko J. Frilander
Helsingin Yliopisto
Antonio Feteira
Sheffield Hallam University
Simon A. Fox
University of Western Australia
Francesca D. Frentiu
Queensland University of Technology (QUT)
Antonio García-Alix
Universidad de Granada
Cecilia Giunta
University Children's Hospital Zürich
Maurizio Giordano
Consiglo Nazionale Delle Richerche
Xinmiao Fu
Fujian Normal University
Paul A. Gleeson
University of Melbourne
Satoshi Fujita
University of Fukui
Cyrille Goarant
Institut Pasteur
Ian Galea
Faculty of Medicine
Luca Galluzzi
Universita degli Studi di Urbino Carlo Bo
Federica Gani
Ospedale San Luigi
Arvind P. Ganpule
Muljibhai Patel Urological Hospital
Kristene Gedye
Massey University
Ravinder Goyal
Agriculture et Agroalimentaire Canada
Kathryn E. Graham
Alberta Innovates
Haipeng Gong
Tsinghua University
Ana Grande-Pérez
Universidad de Málaga-Consejo Superior de Investigaciones Científicas
Diop Gora
Sciences Faculty
Harm Greidanus
Europeiska kommissionen (EU)
Michael J. Gough
Providence Portland Medical Center
Christoph Grunau
Université de Montpellier
Vsevolod V. Gurevich
Vanderbilt University
Elke Hacker
Queensland University of Technology (QUT)
Patricia M. Graves
James Cook University
Steffen R. Hage
Universität Tübingen
Guy Hagen
University of Colorado
Darren Grice
Griffith University
Steven Hahn
Fred Hutchinson Cancer Center
Sven Hammerschmidt
Universität Greifswald
Yosephine Gumulya
Commonwealth Scientific and Industrial Research Organisation (CSIRO)
Renzhi Han
Ohio State University
Yabin Guo
Sun Yat-Sen University
Oleg Gusev
RIKEN
Jennifer E. Hardingham
The Queen Elizabeth Hospital
Khe F. Hew
The University of Hong Kong
Dagmar M. Haller
Université de Genève
Cynthia St. Hilaire
University of Pittsburgh
Jianwei Han
East China University of Science and Technology
Andrew Hone
University Of Kent
Martin Handfield
Oragenics
Heinz P. Huber
Fachhochschule Münster - Abteilung Steinfurt
Hapuarachchige C. Hapuarachchi
National Environment Agency
Luis E. Hueso
CIC nanoGUNE
Timm Harder
Friedrich-Loeffler-Institut
Judith Huirne
VU University Medical Center
Helena Idborg
Karolinska Institutet
Michelle Heck
USDA
Kazuho Ikeo
National Institute of Genetics
Philip M. Jakeman
University of Limerick
Marcel Heers
Albert-Ludwigs-Universität Freiburg
Arne Jensen
Ruhr-Universität Bochum
Hong Jia
School of Public Health
Yohei Higuchi
University of Tokyo
Shuqin Jia
Key Laboratory of Carcinogenesis and Translational Research
Rachel Hilton
NHS Foundation Trust
Enisa Hodzic
Blood Vessel and Rheumatic Diseases
Yuichi Hongoh
Tokyo Institute of Technology
Guoku Hu
University of Nebraska Medical Center
Lisa Hurt
Cardiff University
Daehyun Jo
Daejeon St. Mary's Hospital
Evan Ingley
Murdoch University
Andrew M. Johnson
Western University
Husen Jia
Griffith University
Karen R. Jonscher
University of Colorado
Jianping Jiang
Chengdu Institute of Biology
Sin-Ho Jung
Duke University
Antonio M. Junior
Pontifícia Universidade Católica de Goiás
Xingyu Jiang
Key Laboratory of Nano Biological Effects and Safety
Thomas Kahan
Danderyds sjukhus
Sunjeev K. Kamboj
University College London (UCL)
Yi Jin
Novartis International AG
Yong-Kook Kang
Korea Research Institute of Bioscience and Biotechnology (KRIBB)
Yannis Karamanos
Université d'Artois
Marie Johnston
University of Aberdeen
Natasha A. Karp
AstraZeneca AB
Ralph Kenna
Coventry University
Jonathan Kennedy
Wilton Centre
Philippe G. Jorens
UZA (Antwerp University Hospital)
Roy A. Khalaf
Lebanese American University
Jens O.L. Jorgensen
Arhus Universitetshospital
Johan W. Joubert
Universiteit van Pretoria
Gregor S. Kijanka
University of Queensland
Xiangpeng Kong
New York University
Ryan Kelly
Pacific Northwest National Laboratory
Deborah Konkle-Parker
University of Mississippi
Birgit Kersten
Bundesforschungsanstalt fur Forst Und Holzwirtschaft
Javaria M. Khalid
Evidence and Value Generation
Günter Krause
University Hospital Cologne
T. Khatlani
King Abdullah International Medical Research Center
Søren R. Kristensen
Aalborg Sygehus
Tarig Khider
University of Bahri
Akira Kunimatsu
University of Tokyo
Sarah R.B. King
Colorado State University
Young D. Kwon
College of Medicine
Tomasz Kluz
Rzeszow University Hospital
Malgorzata Lagisz
University of New South Wales (UNSW)
Brenda Laky
St. Vincent Shoulder & Sports Clinic
Paul Knox
University of Leeds
Matthias Lange
Leibniz-Gemeinschaft
Tatsuya Kobayashi
Massachusetts General Hospital
Mar Larrosa
Universidad Europea
Karl-Wilhelm Koch
Carl von Ossietzky Universität Oldenburg
Maija R.J. Kohonen-Corish
University of New South Wales (UNSW)
Elizabeth E. Leclair
DePaul University
Kyung-Woo Lee
Konkuk University
Ming-Yih Lee
Linkou Chang Gung Memorial Hospital
Moon-Soo Lee
Korea University
Kalevi M. Korpela
Tampereen Yliopisto
Jiansheng Li
Henan University of Chinese Medicine
Leondios G. Kostrikis
University of Cyprus
Klaus Lieb
University Medical Center Mainz
Yau Y. Lim
Monash University Malaysia
Peter Kraiczy
Johann Wolfgang Goethe Universität Frankfurt am Main
Merry L. Lindsey
University of Mississippi
Paul-Dag Line
Universitetet i Oslo
Harald Kratz
Charité Universitätsmedizin Berlin
Dengcai Liu
Sichuan Agricultural University
Paul H. Krebsbach
University of California
Prerna Kumari
Manipal University
Vett K. Lloyd
Mount Allison University
Hatice Kurdak
Faculty of Medicine
Johan Lorenzen
Universität Zürich
Carl Lachat
Universiteit Gent
Jan Lammerding
Cornell University
Gustavo S. Luengo
L'Oréal
Andrew L. Laslett
Commonwealth Scientific and Industrial Research Organisation (CSIRO)
Philippe A. Lysy
Universite catholique de Louvain
Gozewijn D. Laverman
Ziekenhuis Groep Twente
Sankar N. Maity
University of Texas
Genyuan Li
Princeton University
Brigitte Malgrange
Universite de Liège
Arduino A. Mangoni
Flinders University
Thomas Manke
Max-Planck-Gesellschaft
Athanasios Mantalaris
Imperial College London
Jan Marsal
Skånes universitetssjukhus (SUS)
H. U. Marschall
Göteborgs universitet
Francis L. Martin
University of Central Lancashire
Jose Martinez-Raga
Hospital Universitario Doctor Peset
Encarnacion Martinez-Salas
Consejo Superior de Investigaciones Científicas (CSIC)
Fengbin Liu
Guangzhou University of Chinese Medicine
Daniel Mathieu
Lille University Hospital
Wei Lu
National Institute of Neurological Disorders and Stroke
Lars-Gunnar Lundh
Lunds universitet
Hua Lu
Critical Care & Environmental Medicine
James E. McCutcheon
University Of Leicester
Zhiyong Lu
National Library of Medicine (NLM)
Nigel H. Lovell
University of New South Wales (UNSW)
Angela Mabb
Georgia State University
Heather G. Mack
University of Melbourne
David A. Mackey
University of Western Australia
S.R. Mahdavi
Tehran
Pamela Maher
Salk Institute for Biological Studies
Catherine Meads
Anglia Ruskin University
Toby Maher
Imperial College London
B. Alex Merrick
National Institute of Environmental Health Sciences
Dennis W. Metzger
Albany Medical College
Charalampos Mamoulakis
Panepistimio Kritis
Frederic A. Meunier
University of Queensland
Antony S.R. Manstead
Cardiff University
Eric M. Mintz
Kent State University
Yoichi Matsui
Kansai Medical University
Haiyan Liu
University of Science and Technology of China
Hongde Liu
Southeast University
Te-Wen Lo
Ithaca College
Antonia Monteiro
Universiti Kebangsaan Singapura (NUS)
Emanuela Locci
Universita degli Studi di Cagliari
Elie Maza
Institut National Polytechnique de Toulouse
Gareth J. McKay
Queen's University Belfast
Josef Loidl
Universität Wien
Sergey Y. Morozov
Moscow State University
Brian McMillan
University of Manchester
Nigel McMillan
Griffith University
Shauna A. Murray
University of Technology Sydney
Stefan Lorkowski
Friedrich-Schiller-Universität Jena
Loreta Medina
Universidad De Lleida
Martin Michaelis
University Of Kent
Olivier Micheau
Université Bourgogne Franche-Comté
Hisaaki Mihara
Ritsumeikan Universitet
Takuo Mizukami
National Institute of Infectious Diseases
Yann Moalic
Institut Univesitaire Europeen de la Mer
D.P. Mohapatra
Roy J. and Lucille A. Carver College of Medicine
Matthieu Montes
Conservatoire National des Arts et Metiers
John V. Moran
University of Michigan
Christine Nicol
Royal Veterinary College
Matthew Mort
Cardiff University
Noriyuki Murai
Jikei University School of Medicine
Denis J. Murphy
University of South Wales
Sophie Ohlsson
Lunds universitet
Susan K. Murphy
Duke University
Oluremi Olatunbosun
University of Birmingham
Alberto Ortiz
IIS-Fundacion Jimenez Diaz-UAM
Shinji Naganawa
Nagoya University
Kostya Ostrikov
Queensland University of Technology (QUT)
Srinivas Nammi
Western Sydney University
Tiago F. Outeiro
Universitätsmedizin Göttingen
Grigorios Nasios
TEI of Epirus
Songying Ouyang
Fujian Normal University
Roman M. Natoli
Indiana University
Christoph Palm
Regensburg University of Applied Sciences
Frederique Nguyen
Oniris
Yin Paradies
Deakin University
Michael H. Parsons
Fordham University
Filip van Nieuwerburgh
Universiteit Gent
Nick Parsons
The University of Warwick
Erlend B. Nilsen
Norwegian Institute for Nature Research
Clarissa J. Nobile
Program for Quantitative Systems Biology
Nicoletta Pedemonte
IRCCS Istituto Giannina Gaslini
Michael A. Pellizzon
Research Diets
Margaret O'Mahony
Trinity College Dublin
M. Petrelli
Universita degli Studi di Perugia
Per Olofsson
Lunds universitet
Piero Pollesello
Orion Pharma
Martin Polz
Massachusetts Institute of Technology (MIT)
Giovanna Ponti
Universita degli Studi di Torino
Piero Porcelli
Universita degli Studi Gabriele d'annunzio di Chieti-Pescara
Siegmar Otto
Otto-von-Guericke-Universität Magdeburg
Martin Prince
King's College London
Gwendolyn P. Quinn
New York University
Satu Ramula
Turun Yliopisto
Juri Rappsilber
Technische Universität Berlin
Florian Rehfeldt
Georg-August-Universität Göttingen
Sabrina Paganoni
Harvard Medical School
Jan H. Reiling
BioMed X Innovation Center
Andrew Page
Institute of Food Research
Uwe Ritter
Universität Regensburg
Pigny Pascal
Inserm Transfert
Neil W. Roach
University of Nottingham
Elisabeth Paul
Universite de Liège
Tiago Rodrigues
Instituto de Medicina Molecular
Cesar Rodriguez
Universidad de Costa Rica
Michelle Peckham
University of Leeds
Jo Roislien
Universitetet i Stavanger
Monique J. Roobol
Erasmus Universiteit Rotterdam
Alexandra Rowe
University of Edinburgh
Alexander Pichugin
Walter Reed National Military Medical Center
Petra Rust
Universität Wien
Carlos J.C. Pinto
Universidade Federal de Santa Catarina
George H. Sack
Johns Hopkins University
John N. Plevris
University of Edinburgh
Manuela Santos
Université de Montréal
Gianni Sava
Universita degli Studi di Trieste
Simone Schrading
RWTH Aachen University
Martin Schreiber
Medizinische Universität Wien
Terence J. Quinn
University of Glasgow
Kate L. Seib
Griffith University
Han-Ping Shi
Department of Clinical Nutrition
Tomohiro Shimada
Meiji University
Jeon-Soo Shin
Yonsei University
Claire Remacle
Universite de Liège
Colette Shortt
Johnson & Johnson EAME
Mohsen Rezaei
Tarbiat Modares University
Po-Wah So
King's College London
Eric W. Riddick
USDA
Jiangning Song
Monash University
David D. Roberts
National Institutes of Health (NIH)
John R. Speakman
Chinese Academy of Sciences
Mandyam V. Srinivasan
University of Queensland
Guillermo Robles
Universidad Carlos III de Madrid
A. Stasiak
Université de Lausanne
Kathryn J. Steadman
University of Queensland
Nils Stein
Leibniz-Gemeinschaft
Joost Schymkowitz
KU Leuven
Andrew W. Stephens
Piramal Imaging
Patricia Silveyra
Penn State College of Medicine
Sidney Schuler
FHI 360
Wojciech Strzalka
Uniwersytet Jagiellonski w Krakowie
Alexander Schramm
Universitats Klinikum Essen und Medizinische Fakultat
Aurore Saudemont
GlaxoSmithKline
Alexander Sczyrba
Universität Bielefeld
Debra Skinner
The University of North Carolina System
Keith Stine
University of Missouri
Ian Small
University of Western Australia
Paul A.M. Smeets
Wageningen University and Research
Taranum Sultana
University of Regina
Francisco Solano
Universidad de Murcia
Gang Sun
Chinese PLA General Hospital
Daniel E. Sonenshine
Old Dominion University
Paul Tacon
Griffith University
Sonia Saad
Kolling Instiitute of Medical Research
Jan van Ruitenbeek
Universiteit Leiden
Andreas Ruepp
Helmholtz-Gemeinschaft Deutscher Forschungszentren
Haixu Tang
Indiana University
Tony Southall
Imperial College London
Y. Tanino
Fukushima Medical University
Mourad Tayebi
Western Sydney University
Laura P. Stabile
University of Pittsburgh
Reema Tayyem
University of Jordan
Douglas I. Stewart
University of Leeds
Gert Thijs
Agilent Technologies
Amanda G. Thrift
Monash University
Curt Storlazzi
US Geological Survey
Celine Tiffon
Transfer
Nataliya V. Stoynova
Ajinomoto-Genetika Research Institute
Philip Tinnefeld
Ludwig-Maximilians-Universität München (LMU)
Oscar M. Suarez
School of Medicine
Andria L. Del Tredici
Millennium Health
Anirudha V. Sumant
Argonne National Laboratory
Mathew J. Summers
University of the Sunshine Coast
Ayse Turak
McMaster University
Kozo Tanaka
Tohoku University
Toshiaki Utsumi
Fujita Health University
Paul Targett-Adams
Medivir AB
Armand Valsesia
Nestlé Institute of Health Sciences SA
Christoph C. Tebbe
Bundesforschungsanstalt fur Forst Und Holzwirtschaft
Peter A. Vesk
University of Melbourne
Evelyn E. Telfer
University of Edinburgh
Wolfram Tempel
University of Toronto
George Tzotzos
Universita Politecnica Delle Marche
Edet E. Udo
University of Kuwait
Roosmarijn E. Vandenbroucke
Universiteit Gent
Subramanian Vaidyanathan
North West Regional Spinal Injuries Centre
Michel Vaillant
Luxembourg Institute of Health
Laurence J. Walsh
University of Queensland
Feliciano H. Veiga
Universidade de Lisboa
Amanda Y. Wang
The George Institute for Global Health
Marc Vendrell
University of Edinburgh
Yoichi Watanabe
University of Minnesota
Paul Vickers
Northumbria University
Andreas Weigert
Johann Wolfgang Goethe Universität Frankfurt am Main
Victor M. Victor
Universitat de Valencia
Carol Wham
Massey University
Richard Villemur
INRS
Marie-Claude Vohl
Universite Laval
Jan Wiener
Bournemouth University
Christian R. Voolstra
King Abdullah University of Science and Technology (KAUST)
Julita A. Teodorczyk-Injeyan
Canadian Memorial Chiropractic College (CMCC)
Gottfried Wilharm
Robert Koch Institut
Simon Wilkinson
University of Edinburgh
Sally Thorne
University of British Columbia (UBC)
Raffaella Willmann
Biozentrum University of Basel
Anne Vuillemin
Centre national de la recherche scientifique (CNRS)
Daryono H. Tjahjono
Institut Teknologi Bandung
Coralie Wilson
University of Wollongong
Fabrice Tolle
Université du Luxembourg
Steven Wakelin
Scion
Brunhilde Wirth
Universität zu Köln
Ervin Toth
Skånes universitetssjukhus (SUS)
Levi Waldron
City University of New York (CUNY)
Apostolos Tsapas
Aristotelio Panepistimio Thessalonikis
Mathieu Wolff
Centre national de la recherche scientifique (CNRS)
Tzu-Wei Wu
Mackay Medical College
Konstantinos Tsirigotis
Akademia Swietokrzyska im. Jana Kochanowskiego w Kielcach
Hanno Wuerbel
Universität Bern
Fuan Wang
Wuhan University
Dong Xu
University of Missouri
J.W. Xu
Shanghai University of Traditional Chinese Medicine
Yun Wang
Griffith University
Bin Xue
University of South Florida
Jet-Chau Wen
National Yunlin University of Science and Technology
Hong Yan
City University of Hong Kong
Ethan P. White
University of Florida
Yuzhen Ye
Indiana University
Zhi-Qiang Ye
Beijing University of Technology
Jari Yli-Kauhaluoma
Helsingin Yliopisto
Timothy R. Wojan
Economic Reserach Service
Chiou-Hwa Yuh
National Health Research Institutes
Branko Zevnik
Universität zu Köln
Bryan M. Wong
University of California
Chi Zhang
University of Nebraska - Lincoln
Yingkai Zhang
New York University
Zhiyong Zhang
Hefei National Laboratory for Physical Sciences at Microscale
Xiangshu Xiao
Oregon Health and Science University
Zhong-Yin Zhang
Purdue University
Min Zhou
Shanghai Jiao Tong University
Carmen M. Aanei
University Hospital of Saint-Etienne
Jianping Xu
McMaster University
Rafi Ahmad
Inland Norway University of Applied Sciences
Suayib Yalcin
Hacettepe Üniversitesi
En-Cheng Yang
National Taiwan University
Shiqi Yang
Chinese Academy of Agricultural Sciences
John M. Atack
Griffith University
Wei Yang
Florida State University
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Ying Yu
School of Basical Medical Sciences
Guo-Cheng Yuan
Dana-Farber Cancer Institute
Manuela Zaccolo
University of Oxford
Chen Zeng
George Washington University
Li Zhang
Toronto General Hospital Research Institute
Yusen Zhang
Shandong University
Frederik Berrevoet
Center for Medical Genetics
Yuan Zhao
National Institute for Biological Standards and Control (NIBSC)
Erik Bijleveld
Radboud Universiteit
Torsten Zuberbier
Charité Universitätsmedizin Berlin
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Universiteit Van Amsterdam
Shellie A. Boudreau
Aalborg Universitet
Manar Al-Lawama
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Adam D. Bramoweth
VA Medical Center
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Institut Pasteur, Paris
Yufeng Cai
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Judith Allardyce
Cardiff University
David Alonso-Caneiro
Queensland University of Technology (QUT)
Dirk Baier
Zürcher Hochschule für Angewandte Wissenschaften
Abhisheka Bansal
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Yannick Benezeth
Université de Bourgogne
Colette Berbesque
University of Roehampton
Bruno M. Costa
Universidade do Minho
Peter H.W. Biedermann
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Martin S. Denzel
Max-Planck-Gesellschaft
Florian Bittner
Fraunhofer-Gesellschaft
S.V. Dlamini
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Maeva Dufies
Centre Scientifique de Monaco
Thorsten Ecke
HELIOS Hospital
Fabian Blombach
University College London (UCL)
Denitsa Eckweiler
Technische Universität Braunschweig
Oliver Braubach
Cedars-Sinai Medical Center
Julius V. Emmrich
Charité Universitätsmedizin Berlin
Ramin Farhoudi
Pasteur Institute of Iran
Matthew Campbell
Griffith University
Jianzhao Gao
Nankai University
Zanxia Cao
Dezhou University
Thibault Catry
Institut de Recherche pour le Développement
Liz Gloyn
Royal Holloway University of London
Robert Goggs
Cornell University
Xin Chen
Xiamen University
Usha Govinden
University of KwaZulu-Natal
Shuiqin Cheng
Jinling Hospital
Hee-Jung Chung
University Of Kent
Miguel A. Chávez-Fumagalli
Universidade Federal de Minas Gerais
Aaron Conway
Queensland University of Technology (QUT)
Gbaguidi Haore
University Hospital of BesanÇon
Normand Cyr
Université de Montréal
Diego Hojsgaard
Georg-August-Universität Göttingen
Hikaru Hori
University of Occupational and Environmental Health
Lorraine T. Dean
Johns Hopkins University
Maria P. Ikonomopoulou
IMDEA Institute
Patrick Jeurissen
Radboud Universiteit
Johannes Fuss
Universitatsklinikum Hamburg-Eppendorf und Medizinische Fakultat
Martin R. Gill
University of Oxford
Koji Kamagata
Juntendo University Graduate School of Medicine
Garrett Greene
Physiology & Medical Physics
Christine M. Falter-Wagner
Ludwig-Maximilians-Universität München (LMU)
Alex J. Eustace
Dublin City University
Hosny El-Adawy
Friedrich-Loeffler-Institut
Kevin J. Dudley
Queensland University of Technology (QUT)
Elisenda Eixarch
Universitat de Barcelona
Chandan Karmakar
Deakin University
Victor Greiff
Universitetet i Oslo
Olga Kasian
Max-Planck-Gesellschaft
D.S. Grundle
Bermuda Institute of Ocean Sciences
Murad M. Khan
Aga Khan University
Patrick Grüneberg
Kanazawa University
J.K. Kish
Cardinal Health Specialty Solutions
Nicksy Gumede
Världshälsoorganisationen (WHO)
Gregor Kohls
Psychosomatics
Pille Harrison
Galapagos NV
Jan-Michael Kugler
Köpenhamns universitet
Xavier Hoenner
University of Tasmania
Volker M. Lauschke
Karolinska Institutet
Daniel M. Johnson
Universiteit Maastricht
Bingling Li
Chinese Academy of Sciences
Dhiraj Kabra
German Diabetes Center
Fang Liu
Anyang Institute of Technology
Xiaodong Liu
Chinese University of Hong Kong
Jin-Jian Lu
University of Macau
Qiang Lu
North China Electric Power University
Linda K. Kaye
Edge Hill University
Ugo Marzocchi
Aarhus Universitet
Yong-Min Kim
Korea Research Institute of Bioscience and Biotechnology (KRIBB)
Iain Moal
European Bioinformatics Institute
Sebastian Kobold
Klinikum der Universitat Munchen
Lucas Molleman
Max-Planck-Gesellschaft
Gary Kohanbash
University of Pittsburgh
Saiful R. Mondal
College of Medicine
Maheswari Mukherjee
University of Nebraska Medical Center
Gyanendra Kumar
St. Jude Children Research Hospital
Kazuhiko Nakayama
Shinko Memorial Hospital
Jon Lacy-Colson
Royal Shrewsbury Hospital
Edward Narayan
Western Sydney University
[NO FIRST NAME IN SCOPUS] Navaratnarajah
Imperial College London
Philipp-Alexander Neumann
Technische Universität München
Asam Latif
University of Nottingham
Jiyun Nie
Chinese Academy of Agricultural Sciences
Frank Niemeyer
Universitätsklinikum Ulm
Chinten J. Lim
University of British Columbia (UBC)
Ogueri Nwaiwu
Alpha-Altis
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Erasmus Universiteit Rotterdam
Emmanuel Olumayede
Federal University Oye
Menuka Pallebage-Gamarallage
University of Oxford
Simon P. Pearce
University of Manchester
Tuula Pelkonen
Helsinki University Central Hospital
Poornima Mahavadi
Justus-Liebig-Universität Gießen
Maria C. Pelleri
Universita di Bologna
Joana L. Pereira
Universidade de Aveiro
Christine A. McGarrigle
Trinity College Dublin
Mpho Pheko
University of Botswana
Allison Piovesan
Universita di Bologna
Tom van Meerten
Rijksuniversiteit Groningen
Michael Pluess
Queen Mary University of London
Rogier Min
VU University Medical Center
Julie Prescott
The University of Bolton
Massimiliano Molari
Max-Planck-Gesellschaft
Dongchen Qi
La Trobe University
Andreas Ranft
Universitats Klinikum Essen und Medizinische Fakultat
Thea van de Mortel
Griffith University
Jean-Yves Rotge
Sorbonne Université
W.N. Moss
Iowa State University
Robert A. Schuon
Medizinische Hochschule Hannover (MHH)
Othonas A. Moultos
TU Delft
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Curtin University
Prasad Shirvalkar
University of California
Yingjiu Nie
James Madison University
Michael J. Smout
James Cook University
Rupesh K. Srivastava
All India Institute of Medical Sciences
Fiona Nolan
University of Essex
Jim Sun
University of Ottawa
Wiktor Szymanski
Rijksuniversiteit Groningen
Chan N.P. Tai
The University of Hong Kong
Hisashi Takeuchi
Tokyo Medical University
Jianhong Ou
Duke University
S. Tanadini-Lang
Universitätsspital Zürich
Wanyin Tao
University of Science and Technology of China
G. Theron
Universiteit Stellenbosch
Chang F. Tian
China Agricultural University
Yu-Shi Tian
Osaka University
Anna Valenti
Consiglo Nazionale Delle Richerche
Pierre Verlot
Université de Lyon
Mirella Walker
Universität Basel
Karina A. Pinto
Federal University of Bahia
Jun Wang
Barts Cancer Institute
Illya M. Podolsky
National University of Pharmacy
Yi-Rui Wu
Shantou University
Beisi Xu
St. Jude Children Research Hospital
Juan Xu
Harbin Medical University
Xingshun Qi
General Hospital of Shenyang Military Area
Ziyue Xu
National Institutes of Health (NIH)
Vaia D. Raikou
Doctors Hospital Athens
Johanna Rhodes
Imperial College London
Chenglong Yu
University of South Australia
Jian Zhan
Griffith University
Anna D. Rowe
University of New South Wales (UNSW)
Gong Zhang
Jinan University
Manish Saggar
Stanford University
Yi Zhang
Guangdong Institute of Applied Biological Resources
Guoyan Zhao
Shandong Normal University
Jing Zhao
Shandong University
Xiaofan Zhou
South China Agriculture University
Vahid Shalchyan
Iran University of Science and Technology
Penelope A. Ajani
University of Technology Sydney
Oleg Shiryayev
Khalifa University
Udunna C. Anazodo
Lawson Health Research Institute
Jugpreet Singh
University of Florida
António Soares
Universidade do Porto
David Benkeser
Emory University
Meghan L. Bernier
Johns Hopkins University
Adam M. Blanchard
Nottingham Trent University
Chunjiao Song
Shaoxing People's Hospital
Dominic W. Boakye
University of Exeter
Kshitij Srivastava
National Institutes of Health (NIH)
Attila Szabo
Universitetet i Oslo
George Bouboulis
University of Athens
Joshua Brown
University of Florida
Kathryn J. Burton
Centre Hospitalier Universitaire Vaudois
Fei Tang
University of Maryland
Eugene G. Butkowski
Charles Sturt University
Lisa M. Tuttle
University of Washington
Xiaoyin Chen
Cold Spring Harbor Laboratory
Cyril Cosse
Université Paris Descartes
Danielle Welter
European Bioinformatics Institute
Yanru Cui
Chinese Academy of Agricultural Sciences
Matthew Winslade
Charles Sturt University
Avik Dutt
Stanford University
Dalei Wu
Shandong University
Han Xiao
Shanxi University
Kieran G. Foley
Cardiff University
Dongdong Yang
Georgia Institute of Technology
Luria L. Founou
Centre of Expertise and Biological Diagnostic of Cameroon
Mingjun Yang
XtalPi Inc.
Patricio Yankilevich
Consejo Nacional de Investigaciones Cientificas y Tecnicas
Quentin Gouil
Walter and Eliza Hall Institute of Medical Research
Yuyi You
The University of Sydney
James Grey
Newcastle University
Kai Zhang
Human Genetics and Environmental Sciences
Tuo Zhang
Weill Cornell Medicine
David Hasler
Universität Bern
Joan Y. Holgate
Australian National University
Ancheng Huang
John Innes Centre
Amanda M. Hulse-Kemp
USDA
Claire Jean-Quartier
Medizinische Universität Graz
Zhenxing Zhu
Liaoning Academy of Agricultural Sciences
Sang-Min Jeon
Ajou University
Catherine Jutzeler
University of British Columbia (UBC)
Panagiotis Kalatzis
Köpenhamns universitet
Masud Karim
University of South Australia
Saeed Asadi Bagloee
University of Melbourne
Anne Keitel
University of Glasgow
Kasia Bail
University of Canberra
Chin M. Khoo
National University Health System
Ido Bar
Griffith University
Nyil Khwaja
University of Canterbury
Joe Bathelt
University of Cambridge
Sasha Kosanic
Universität Konstanz
Dimitrios A. Koutoukidis
University of Oxford
Dilip Kumar
Baylor College of Medicine
Nükhet Kiraǧ
Faculty of Nursing
Vasileios Bonatsos
NHS Foundation Trust
Giuseppe Lanza
Oasi Research Institute - IRCCS
Michele H. Boon
University of Glasgow
Andreia Leite
London School of Hygiene & Tropical Medicine
Elizabeth Bromfield
University of Newcastle
Ying Li
Xi'an Jiaotong University
Kim C.M. Bul
Coventry University
Renly Lim
University of South Australia
Li Lin
Southern Medical University
Grace Carroll
Queen's University Belfast
Tong Ling
Stanford University
Fengqing Chao
Universiti Kebangsaan Singapura (NUS)
Yao Lu
University College London (UCL)
Elisabeth E. Charrier
University of Pennsylvania
Fok M. Lum
Singapore Immunology Network
Yu-Chih Chen
University of Michigan
Jatin Machhi
University of Nebraska Medical Center
[NO FIRST NAME IN SCOPUS] Chenguang
Tsinghua University
Jane R. Choi
University of British Columbia (UBC)
Tore Christoffersen
Universitetet i Tromsø – Norges arktiske universitet
Nicola de Maio
European Bioinformatics Institute
João C. Comel
Hospital of Clinics of Porto Alegre
Kalina Makowiecki
Georg-August-Universität Göttingen
Pieter van Dessel
Universiteit Gent
[NO FIRST NAME IN SCOPUS] Dhaval
Indian Institute of Advanced Research
Luca Marsili
University of Cincinnati
Daria Diodato
Bambino Ges. Children's Research Hospital
Moa Megersa
Jimma University
Maelle Duffey
Universität Heidelberg
Julia Menichetti
Universitetet i Oslo
Luis G. Egea
Universidad de Cadiz
Rebecca Mercieca-Bebber
The University of Sydney
Mohammed El-Said
Mansoura University
Kathrin Karsay
Universität Wien
Rogier A. Kievit
University of Cambridge
Eleanor Mishra
NHS Foundation Trust
Daniel Leightley
King's College London
Paul Kramer
National Institute of Neurological Disorders and Stroke
Jung W. Leem
Purdue University
Thuc D. Le
University of South Australia
Nicola Morrice
University of Dundee
Lukas Lercher
Leibniz Universität Hannover
Alexander E. Moskalensky
Novosibirsk State University
Nicolò Navarin
Università di Padova
Luiz R.A. Lima
Universidade Federal de Santa Catarina
Edessa Negera
London School of Hygiene & Tropical Medicine
Ana Nordberg
Lunds universitet
Yuchen Liu
Shenzhen Second People's Hospital
Rickard Nordén
Göteborgs universitet
Zhonghua Liu
The University of Hong Kong
Nelly Olova
University of Edinburgh
Robert Onzima
NARO
Hang Luo
Central South University
Chih-Long Pan
National Yunlin University of Science and Technology
Charny Park
National Cancer Center
Angus Macleod
University of Aberdeen
Dong I. Park
DANDRITE
Chandrashekhar D. Patil
Université de recherche Paris Sciences et Lettres
Isaac Macwan
University of Bridgeport
Sansoa A. Pedro
Universidade Eduardo Mondlane (UEM)
Samuel R. Perry
Griffith University
Hanumantha R. Madala
Texas Tech University
Jessica Peter
Universität Bern
Brent M. Peterson
Biola University
Nima Madani
University of Montana
Andrea Pezzuolo
Università di Padova
Daniel J. Mallinson
Penn State Harrisburg
Ruta Margelyte
University of Bristol
Lei Qin
Beijing Institute of Technology
Caracausi Maria
Universita di Bologna
Y. Markonis
Česká zemědělská univerzita v Praze
Henrike Rebl
Universität Rostock
Suzanne Mavoa
University of Melbourne
Lorna McWilliams
NHS Foundation Trust
Martin Faye
Institut Pasteur de Dakar
Caetano S.M. Mendes
Lung
Beatriz Fernandez-Fernandez
IIS-Fundacion Jimenez Diaz-UAM
Fan Fu
Eidgenössische Materialprüfungs- und Forschungsanstalt (Empa)
Rabea A. Gadelkareem
Assiut University
Mark F. Richardson
Deakin University
Jack J. Miller
University of Oxford
Evgeny Galimov
University College London (UCL)
Luca Rossoni
University of Nottingham
Gulcan Garip
University of Derby
David-Paul M. Minde
University of Cambridge
Alison Gemmill
Stony Brook University
Alexander Minges
Heinrich Heine Universität Düsseldorf
Zoya Gridneva
University of Western Australia
Agata Sebastian
AKademia Medyczna Wroclawiu
Jennifer Selinski
La Trobe University
Virendra R. Mishra
Cleveland Clinic Foundation
Michel J. Grothe
Deutsches Zentrum für Neurodegenerative Erkrankungen
Théophile Grébert
Adaptation et Diversite en Milieu Marin
Stefanie Seltmann
Charité Universitätsmedizin Berlin
Carly Moores
Flinders University
Nir Shalev
University of Oxford
Fabricio Guerrero
Universitat de Barcelona
Jin-Long Shang
Huazhong Normal University
Léo Guignard
Janelia Research Campus
Taylor Smith
Universität Potsdam
Philippe Nolet
Université du Québec
Emma Solomon-Moore
University of Bath
Marco J. Haenssgen
University of Oxford
Ryan Stanley
Bedford Institute of Oceanography
Frederic Strobl
Johann Wolfgang Goethe Universität Frankfurt am Main
Jessica P. Nowicki
Stanford University
Lorenzo Subissi
Sciensano
Irwan Supriyanto
Gadjah Mada University
Pawel Olszewski
Uniwersytet Gdański
Chinmay R. Surve
Yeshiva University
Yangyang Jia
City University of Hong Kong
Young Tang
University of Connecticut
Seyoung Park
Yale University
Marwa Tantawy
Children's Cancer Hospital
Christine Toelzer
University of Bristol
Nikola Tomov
Faculty of Medicine
Ilya Pozdnyakov
Institute of Cytology RAS
Azubuike C. Ukubuiwe
Federal University of Technology Minna
Carolina O.L. Ung
University of Macau
Andreas Kempe
Technische Universität Dresden
Siyu Qian
University of Wollongong
Jeremy R. Keown
University of Oxford
Kaspar Valgepea
University of Queensland
Hamid Vatanparast
IOR Research Institute
Ali Rafe
Research Institute of Food Science and Technology (RIFST)
Arnau Vidal
Universiteit Gent
Ishier Raote
Centre for Genomic Regulation
Qing Wang
Dalian University of Technology
Ricky Watari
University of Calgary
Rebecca Webster
King's College London
Ali Raza
University of Queensland
Ruth Webster
The George Institute for Global Health
Junnian Wei
University of California
Osama Refai
Florida Atlantic University
Tanja S.H. Wingenbach
Mackenzie Presbyterian University
Tim Regan
University of Edinburgh
Tambi Richa
College of Medicine
K.R. Robinson
University of Nottingham
Ruifeng Yao
Tsinghua University
Romain Rouet
Garvan Institute
Wen Yao
Henan Agricultural University
Soroush Safaei
University of Auckland
Yongbo Yu
Capital Medical University
Pierre H.H. Schneeberger
Universität Basel
Masayoshi Zaitsu
University of Tokyo
Daniela Schwotzer
Fraunhofer-Gesellschaft
Jilei Zhang
University of Illinois
Wei Zhang
Affiliated Hospital of Zunyi Medical University
Xianglilan Zhang
Beijing Institute of Microbiology and Epidemiology
Feng Sha
The University of Hong Kong
Shan Zheng
Ministry of Health of People's Republic of China
Xiaoyan Zhou
Fudan University Shanghai Cancer Center
Josef Singer
University Clinic Krems
Sayo A. Akinwumi
Covenant University
Mandeep Singh
University Health Network
Lijuan Song
Justus-Liebig-Universität Gießen
Samuele Soraggi
Köpenhamns universitet
Andrey Anikin
Lunds universitet
Nico Steckhan
Charité Universitätsmedizin Berlin
Samuel O. Azubuike
National Open University of Nigeria
Martin Bartas
Faculty of Science
Tomo Suzuki
St. Marianna University
Kiflemariam Y. Belachew
Helsingin Yliopisto
Caitlin Syme
Department of Environment and Science
Karl Sörelius
Uppsala universitet
Sumudu Tennakoon
Florida State University
Giovanna E. Calabrò
Università Cattolica del Sacro Cuore
Serafino Teseo
Centre national de la recherche scientifique (CNRS)
Tiffany J. Callahan
University of Colorado
Miguel Tovar
Hans-Knoll-Institute (HKI)
Zhengping Che
University of Southern California
Linh Tran
Duy Tan University
Sushil Tripathi
Helsingin Yliopisto
Huaming Chen
University of Wollongong
Anil M. Tuladhar
Radboud Universiteit
Youning Chen
Xianyang Normal University
Youngrok Choi
Seoul National University Bundang Hospital
Mohiuddin A.K. Chowdhury
International Centre for Diarrhoeal Disease Research Bangladesh
Martin R. Christensen
Köpenhamns universitet
Marzia Cottini
Niguarda Hospital
Julien Delarocque
Tierarztliche Hochschule Hannover
Aurup R. Dhar
Bangladesh Agricultural University
Ke-Feng Ding
Zhejiang University
Fang Wang
Sun Yat-Sen University
Kexian Dong
Harbin Medical University
Tanguy Fardet
Université Paris Descartes
Berhanu E. Feleke
Bahar Dar University
David Wibowo
Griffith University
[NO FIRST NAME IN SCOPUS] Gebremedhin
Rijksuniversiteit Groningen
Rose M. Xavier
University of Pennsylvania
Shumin Xiao
Tianjin Chengjian University
Alexander Hogrebe
Köpenhamns universitet
Peng Xiong
Griffith University
Shicai Xu
Dezhou University
Shilin Xu
University of Michigan
Qinan Yin
National Institutes of Health (NIH)
Zian Zeineb
Faculty of Sciences and Techniques
Xiao-Yong Zhan
Sun Yat-Sen University
Rongqiang Zhang
School of Public Health
Bailing Zhou
Dezhou University
Haroon Ahmad
Griffith University
Gregory F. Albery
University of Edinburgh
Ahmed Alhowimel
Prince Sattam Bin Abdulaziz University
Junaid Ali
Loughborough University
Mansour Alshehri
Umm Al-Qura University
Mohammed Alsuhaibani
University of Liverpool
Anders Bach-Mortensen
University of Oxford
Sophinese Iskander-Rizk
Erasmus Universiteit Rotterdam
Lior Baltiansky
Weizmann Institute of Science
Emmanuel Joel
Covenant University
Vivek Bhardwaj
Max-Planck-Gesellschaft
Clara Jégousse
Háskóli Íslands
Karin Binder
Universität Regensburg
Nicholas S. Bland
University of Queensland
Michael Boah
Ghana Health Service
Benjamin Bullen
NHS Foundation Trust
Bing Cao
Beijing University of Technology
Rob Kickert
Erasmus Universiteit Rotterdam
Wei Chang
Heilongjiang University
Jennifer P. Kieselmann
Institute of Cancer Research
Hyeon J. Kim
Ewha Womans University
Andrew T.Y. Chen
University of Auckland
Takeshi Kitazawa
Matsunami General Hospital
Haimin Chen
Zhejiang Sci-Tech University
Zhao Chen
Research Center of TCM Information Engineering
Thomas Litfin
Griffith University
Wang Liusuo
Nanjing University
Vasiliki Lygirou
Academy of Athens
Robert S.C. Cooke
University of Southampton
Ajay K. Mahato
ICAR-National Research Centre on Plant Biotechnology
Natalie V. Covington
Vanderbilt University
Samira Mali
University of Illinois
Catriona Cunningham
University of Manchester
Katie Marvin-Dowle
Sheffield Hallam University
Lucie Devos
Centre national de la recherche scientifique (CNRS)
Leanda D. Mason
Curtin University
Britt Merlaen
Universiteit Gent
Zheng Dong
Collaborative Innovation Center for Genetics and Development
Rossella Messina
Universita di Bologna
Niklas Dreyer
Köpenhamns universitet
Anand K. Mishra
Istituto Italiano di Tecnologia
Chelsea Ekstrand
University of Saskatchewan
Amreen Naqash
University of Kashmir
Joe T. Nguyen
University of Michigan
Thomas Feurer
Eidgenössische Materialprüfungs- und Forschungsanstalt (Empa)
Thi T.H. Nguyen
Queensland University of Technology (QUT)
Angela Freitas
Universidade de Coimbra
Tian Gao
University of Nebraska - Lincoln
Shirli Notcovich
Massey University
Francesco Giganti
University College London (UCL)
Barnabas Ohst
Albert-Ludwigs-Universität Freiburg
Piotr Grabowski
Technische Universität Berlin
Quinn R. Ollivier
Deakin University
Daniël F. Osses
Erasmus Universiteit Rotterdam
José R. Guerra-Mora
South Central High Specialty Hospital
Arnoud Plantinga
Tilburg University
Chengying Guo
Nanjing Agricultural University
Muhammad Rafiq
Karolinska Institutet
Xinyi Guo
Sichuan University
[NO FIRST NAME IN SCOPUS] Raucher-Chéné
University Hospital of Reims
Rafal Rawski
Politechnika Rzeszowska
Asit Ray
Siksha O Anusandhan Universityr
Himanshu Gupta
Curtin University
Lubna A. Razak
University of Newcastle
Shuonan He
Stowers Institute for Medical Research
Marloes Heijne
Wageningen University and Research
Peter Rusch
Universitats Klinikum Essen und Medizinische Fakultat
Stephanie Heinemann
Universitätsmedizin Göttingen
Zhengping Huang
Guangdong Second Provincial General Hospital
Lavanya M. Iyer
Universitätsmedizin Göttingen
Stephen Searles
University of California
Yasmin Jahan
Hiroshima University
Saurab Sharma
Kathmandu University
Ameh S. James
University of the Sunshine Coast
Barry Sheehan
University of Limerick
Chunhu Shi
University of Manchester
Belal Shohayeb
University of Queensland
Bastian Joffroy
Technische Universität Dresden
Andrew Sommerlad
University College London (UCL)
George Kambondo
Ministry of Health and Child Care
Wenzhi Mao
Tsinghua University
Ben Merideth
University of Missouri
Junaid Muhammad
Shanghai Jiao Tong University
Maria J. Merino-Plaza
Hospital Doctor Moliner
Conrad Musinguzi
Baylor College
Afroditi Nanou
Universiteit Twente
Duan Ni
Shanghai Jiao Tong University
[NO FIRST NAME IN SCOPUS] Nida
Aga Khan University
Rupert W. Major
University Of Leicester
Xianbao Sun
University of Science and Technology of China
Panagiotis Mallis
Academy of Athens
Raghav Sundar
National University Health System
Zhi-Ming Mai
The University of Hong Kong
Sabrina N. Linn
Tierarztliche Hochschule Hannover
Huakang Liang
Harbin Institute of Technology
You Li
University of Edinburgh
Aniek Lamberts
Rijksuniversiteit Groningen
Peter E. Kidibule
Consejo Superior de Investigaciones Científicas (CSIC)
Daniel Kelly
University of Manchester
An Ke
Beijing University of Technology
Cihan Kaya
University of Pittsburgh
Priyanka Karnati
Ohio State University
Ley Muyaya
Universiteit Stellenbosch
Jorge Mota
Universidade do Porto
Qingchun Li
Hangzhou Center for Disease Control and Prevention
Jihoon G. Yoon
Yonsei University
Li-Xin Xie
Chinese PLA General Hospital
Maoteng Li
Huazhong University of Science and Technology
Guy Leclercq
Institut J. Bordet
Tingxiu Xiang
First Affiliated Hospital of Chongqing Medical University
Alejandro Lazo-Langner
Western University
Dmitry Labutin
Vreden Russian Research Institute of Traumatology and Orthopaedics
Addanki P. Kumar
University of Texas
Jennifer L. Kraschnewski
Penn State College of Medicine
Reinhild Klein
Universität Tübingen
Brendan A. Williams
University of Florida
Fayez Kheir
Critical Care & Environmental Medicine
S.A. Webb
University of Cambridge
Shona Kelly
Sheffield Hallam University
Harsheen Kaur
University of New Mexico
Jason Waugh
University of Auckland
Souha S. Kanj
American University of Beirut Medical Center
Adriaan P. Ijzerman
Universiteit Leiden
Jiucun Wang
Collaborative Innovation Center for Genetics and Development
Lisa-Marie Thomas
University of Aberdeen
Guangqun Huang
China Agricultural University
Juan I. Tellechea
Profensa
William E. Hogg
University of Ottawa
Cher M. Tan
Linkou Chang Gung Memorial Hospital
Paul Spearman
Cincinnati Children's Hospital Medical Center
Joshua M. Gleason
Ross University
Manisha Singh
University of Arkansas System
Sherif Saleh
University of Kentucky
Sayantan Ghosh
Koblenz University of Applied Sciences
Frank M. Sacks
Harvard School of Public Health
Ronald B. George
Dalhousie University
Adi Gazdar
UT Southwestern Medical Center
Alexandros Rovas
Division of General Internal Medicine
Enid J. Garcia-Rivera
School of Medicine
Yibo Gao
National Cancer Center/Cancer Hospital
Tzvi Furer
Child Study Center
Xiangda Peng
Chinese Academy of Sciences
Michael Pulia
University of Wisconsin Madison
Stephen Foster
Massachusetts Eye Research and Surgery Institution
Ayush Raman
Baylor College of Medicine
Trevor S. Ferguson
University of the West Indies
Olaf Riess
Universität Tübingen
Dongsheng Fan
Peking University Third Hospital
Kevin Rudolf
German Sport University
Tienush Rassaf
Universitats Klinikum Essen und Medizinische Fakultat
Proton Rahman
Rheumatology
Margaux L. Sadoine
Université de Montréal
Axel Schmidt
Technischen Universität Clausthal
Yaser H.A. Elewa
Zagazig University
Alireza Mohebbi
Golestan University of Medical Sciences
Roey Schurr
The Hebrew University Of Jerusalem
Zaian Deng
Wenzhou Medical University
Luis Martinez-Sobrido
University of Rochester
Delphine Dauga
Bioself Communication
Myriam Dao
CHU Bicêtre
Haroon Majeed
Wrightington Hospital
Diego A.V. Cornejo
Clínica Vista
Cher Lowies
Aintree University Hospital National Health Service Foundation Trust
Adnan K. Chhatriwalla
Mid America Heart Institute - Kansas City
Giambattista Lobreglio
Vito Fazzi General Hospital
Jessica Lin
University of California
Liming Chen
Huazhong University of Science and Technology
Yongzhe Li
Key Laboratory of Rheumatology and Clinical Immunology
He Chen
Beijing University of Technology
Jan Strehlow
Fraunhofer-Gesellschaft
Tangliang Li
School of Medicine
Shun C. Chang
Mackay Medical College
Tom Kovesi
University of Ottawa
Piero Carninci
RIKEN
Musa Kiyani
Duke University
Colin D. Canham
Rochester General Hospital
Arturo Brunetti
Universita degli Studi di Napoli Federico II
V.S. Kichatova
Mechnikov Research Institute for Vaccines and Sera
James S. Lewis
Vanderbilt University
Ron Blankstein
Harvard Medical School
Gao Jian
Sun Yat-Sen University
Ghazaleh Taherzadeh
Griffith University
Carlos Jesus
Coimbra Health School
Kylie E. Hunter
The University of Sydney
Paul Harper
Palmerston North Hospital
Bo Ban
Affiliated Hospital of Jining Medical University
Nur D.M. Tahir
Universiti Putra Malaysia
Jun Tang
Sun Yat-Sen University
Richard Hall
Dalhousie University
Adam Hall
University of Alberta
Maghan Ballantyne
U.S. Food and Drug Administration
Jean Testa
Centre de Recherche Medicale et Sanitaire
Allan Hackshaw
University College London (UCL)
Dai Ato
Gakujutsu Shien
Elena Gianchecchi
VisMederi srl
Emma J. Foster
University of Aberdeen
Hadi Asady
Saveh University of Medical Sciences
Zhiqi Tian
University of Cincinnati
Francesco Fleres
Universita degli Studi di Messina
Qian Tingting
Bengbu Medical College
Shi Feifei
University of Science and Technology Beijing
Geert P. Verheijen
Radboud Universiteit
Mohammed Faruk
Ahmadu Bello University
Kathryn Angus
University of Stirling
Lisa V. Doan
New York University
Kiran Devkota
Renmin Hospital
Vibeke Andersen
Syddansk Universitet
Casey Vickstrom
Medical College of Wisconsin
Ana Cuenda
Consejo Superior de Investigaciones Científicas (CSIC)
Arwa Z. Al-Riyami
Sultan Qaboos University Hospital
Rosane G. Collevatti
Universidade Federal de Goias
Trees-Juen Chuang
Academia Sinica
Adi M. Al-Owaifeer
College of Medicine
Teng Wang
Queensland University of Technology (QUT)
Xiaomin Wang
Zhejiang University
Ibrahim Chikowe
Kamuzu University of Health Sciences (KUHeS)
Yi-Chun Chen
Linkou Chang Gung Memorial Hospital
Adebolajo A. Adeyemo
University of Ibadan
Pranab Chatterjee
National Institute of Cholera and Enteric Diseases
Jie Chao
Southeast University
Richard Carvajal
Columbia University
Zhenxing Wang
Harbin Institute of Technology
Josue Brox-Ponce
Universitat de Valencia
Anastasia Brooks
University of Queensland
Jianyu Zhou
Tsinghua University
Pan Wei
Mississippi State University
Paulo Borges
Evolution and Environmental Changes
Neil Bodagh
NHS Foundation Trust
Zhe Zhang
Griffith University
Antoine Blancher
CHU de Toulouse
Alex Wilson
University of Oxford
Emma Black
University of New South Wales (UNSW)
Tongchuan Zhang
Griffith University
Walid Ben-Nafa
University of Salford
Jill Beck
Children's Hospital & Medical Center
[NO FIRST NAME IN SCOPUS] Wyart
Universita degli Studi di Torino
Rebecca L. Baines
University of Plymouth
Haowen Zhang
Georgia Institute of Technology
Xiaoyong Bai
Chinese Academy of Sciences
Muhammad Asaduzzaman
International Centre for Diarrhoeal Disease Research Bangladesh
Abdul-Amir Yassine
University of Toronto
Saeed K. Alzghari
Gulfstream Diagnostics
Maria Aggelidou
University Hospital of Alexandroupolis
Vincenzo Adamo
Universita degli Studi di Messina
Dongjie Zhu
Chinese Academy of Sciences
Abbas Yousefzadeh
Tehran University of Medical Sciences
Weijia Zhang
University of South Australia
Linxing Zhang
Beijing University of Technology
Chengrong Zhang
Weifang Medical University
Zhen Zeng
Helsingin Yliopisto
Asma Zare
Shiraz University of Medical Sciences
Database : the journal of biological databases and curation
17580463 (ISSN)
Vol. 2019 baz138Ämneskategorier (SSIF 2011)
Data- och informationsvetenskap
DOI
10.1093/database/baz085