Large expert-curated database for benchmarking document similarity detection in biomedical literature search
Journal article, 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.
Author
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
University Medical Center 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
Spanish National Research Council (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
University of Salzburg
Mark J. van Raaij
Spanish National Research Council (CSIC)
Zuzanna Bukowy-Bieryllo
Polish Academy of Sciences
Ken Honjo
University of Tsukuba
Luca G. Campana
University of Padua
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
Eindhoven University of Technology
Christopher McCrum
Maastricht University
David Lalaouna
University of Strasbourg
Henrik Nilsson
University of Gothenburg
Felix J. Hüttner
Heidelberg University
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
Medical University of Innsbruck
Francesco Marinello
University of Padua
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
University of Freiburg
Peter Brenneisen
Heinrich Heine University 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 and Agri Food Canada
Alan W.C. Liew
Griffith University
Marcus D. Hartmann
Max Planck Society
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
University of Bordeaux
Santhilal Subhash
University of Gothenburg
Yael Gelfer
St George's Hospital
Oliver Bosch
University of 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
University of the Republic
Lukasz Kurgan
Virginia Commonwealth University
Hannes Sallmon
Charité University Medicine Berlin
Neil Tuttle
Griffith University
Marco Tofani
Sapienza University of Rome
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
University of Tübingen
David B. Ascher
University of Melbourne
George Chacko
NETE
Sarath C. Janga
Indiana University
Leon N. Schulte
Philipps University Marburg
Daniel Becker
Indiana University
Stephen J. Bush
University of Oxford
Guillaume Gaullier
University of Colorado
Clement Meseko
Friedrich Loeffler Institute
Jan Zaucha
Technical University of Munich
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 University Düsseldorf
Brett A. Lidbury
Australian National University
Noboru Hiroi
Yeshiva University
Zahra Mozaheb
Mashhad University of Medical Sciences
Ozgul M. Alper
Akdeniz University
Sarah Kelly
University of Cambridge
Karl-Heinz Klempnauer
University of Münster
Michael Z. Lin
Stanford University
Xin Tong
China Agricultural University
Iseult Lynch
University of Birmingham
Matthew Gilliham
University of Adelaide
Evelyne Forano
University of Bordeaux
Birgit Debrabant
University of Southern Denmark
Wujun Ma
Murdoch University
Ritu Swali
University of California
Edward W. Maibach
George Mason University
Yu Xue
Huazhong University of Science and Technology
Diane E. Mather
University of Adelaide
Kutty S. Nandakumar
Southern Medical University
Robert S. Ohgami
Stanford University
Adam Martin
University of Toronto
Piero Parchi
University of Bologna
Jiajie Diao
University of Cincinnati
Patrizio Tressoldi
University of Padua
Angélique Gobet
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Walter Ricciardi
Università Cattolica del Sacro Cuore
Stefan Kaiser
Max Planck Society
Kate M. Mitchell
Imperial College London
Charles Armitage
Queensland University of Technology (QUT)
Mohamed F. Salama
Mansoura University
Pierre Barraud
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Ivan G. Shabalin
University of Virginia
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Carlo Besta Neurological Institute
Stella Chatzitheochari
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European Molecular Biology Laboratory
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Clinic for Neurology and Psychiatry for Children and Youth
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Oslo University Hospital
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University of Tasmania
Adugna A. Woldesemayat
University of South Africa
Sherwin S. Chan
Children's Mercy Hospital
Michael Gatchell
Stockholm University
Chris Patterson
University of Glasgow
Marcin Piotrowski
Commonwealth Scientific and Industrial Research Organisation (CSIRO)
Alvin Wong
University of Queensland
Mehmet I. Cosacak
German Center for Neurodegenerative Diseases
Scott Haston
University College London (UCL)
Ajay Panwar
Kakatiya Medical College
Cedric Alaux
University of Bordeaux
Stephanie A. Ross
Simon Fraser University
Dirk R. Albrecht
Worcester Polytechnic Institute
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University of Manchester
Edwin Meresh
Loyola University Medical Center
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Atkins Veterinary Services
Senhong Lee
Skin and Cancer Foundation
Muhammad B. Abid
Medical College of Wisconsin
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James A. Bull
Imperial College London
Pedro Cardoso
University of Helsinki
Cyrus Agarabi
U.S. Food and Drug Administration
Zheng-Yin Liao
West China Hospital
Robin M. Delahay
University of Nottingham
Wei-Ting Liao
Kaohsiung Medical University
Bernard Ducommun
University of Toulouse
Gerald J. Atkins
University of Adelaide
Trevor Epp
Czech Academy of Sciences
Deog-Hwan Oh
Kangwon National University
Charles R. Beck
Public Health England
Eeva-Liisa Eskelinen
University of Turku
Monther Obeidat
Queen Alia Heart Institute
Debora B. Farber
Stein Eye Institute
Sheryl H.X. Ng
National University of Singapore (NUS)
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Helmholtz Association of German Research Centres
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National Heart and Lung Institute
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CRUK Beatson Institute
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Institut de Chimie et Biochimie Moléculaire et Supramoléculaire
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Institut Pasteur, Paris
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Citrus and Tree Fruit
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Russell Paterson
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Erik Kristiansson
Chalmers, Mathematical Sciences, Applied Mathematics and Statistics
Jose A. Lopez-Escamez
Biosanitary Research Institute of Granada
Shide Liang
Bio-Thera Solutions Ltd.
Maribel Portilla
USDA Agricultural Research Service, Washington DC
Rolf Marschalek
Goethe University Frankfurt
Francisco J. Lopez-Ruiz
Curtin University
M.C. Portillo
University of Southampton
Esteban Morcillo
Universitat de Valencia
Giuseppe Jurman
Fondazione Bruno Kessler (FBK)
Nicola J. Roberts
Glasgow Caledonian University
Toshihiko Ohtomo
Chugai Pharmaceutical Co. Ltd
Birgitt Schuele
Parkinson's Institute and Clinical Center
Jose-Alberto Palma
New York University
Gajendra P.S. Raghava
Indraprastha Institute of Information Technology Delhi
Kehinde Ross
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Kjell Sergeant
Luxembourg Institute of Science and Technology
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Heidelberg University
Olga Sukocheva
Flinders University
Martin H. Villet
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Antonia L. Pritchard
University of the Highlands and Islands
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Alessandro Stella
University of Bari Aldo Moro
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University of Wollongong
Vladimir N. Uversky
University of South Florida
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Tokyo Women's Medical University
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Sven Vanneste
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Wan M. Aizat
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Nova University of Lisbon
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Swiss Federal Institute of Technology in Zürich (ETH)
Mieke Deschodt
Metabolism and Ageing
Christof Weinstock
German Red Cross Blood Service
Shabnam S. Esfahlani
Anglia Ruskin
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University of Limerick
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McGill University
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National Institutes of Health (NIH)
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University of Kansas Medical Center
Andreas M. Luu
St. Josef Hospital
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Agency for Science, Technology and Research (A*STAR)
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Battelle
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International Iberian Nanotechnology Laboratory INL
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Tempus Labs
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Hunan University
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Max Planck Society
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Philipp Baumert
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University of Tokyo
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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
National University of Singapore (NUS)
Marcos Dono
University of Santiago de Compostela (USC)
Jack Hanson
Griffith University
Sandrine Herbelet
Center for Medical Genetics
Emma Hobbs
Ghent university
Narendra Kumar
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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
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Jian Li
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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
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Raymond Pranata
Faculty of Medicine
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Ines Testoni
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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
Zhejiang University
Ruiyan Ma
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John D. Aplin
University of Manchester
Zihang Pan
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Christos Argyropoulos
University of New Mexico
Esmond Seow
Institute of Mental Health
Matthew Sydes
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Paul Avillach
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Anna L. Westermair
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Lars Backman
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Christophe Badie
Public Health England
Yongliang Yang
Dalian University of Technology
Alfonso Baldi
University of Campania Luigi Vanvitelli
Elizabeth Ball
Obstetrics and Gyanecology
Masoud Afnan
Tianjin United Family Healthcare
Olivier Bardot
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Jun Xu
Tsinghua University
Joan Albiol
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Adrian G. Barnett
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Taosheng Xu
Hefei Institutes of Physical Science
Lucia G. Albuquerque
São Paulo State University (UNESP)
Alan D. Workman
Massachusetts Eye and Ear Infirmary
Jyotsna Batra
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Stig U. Andersen
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Jinhui Wang
Chinese Academy of Sciences
Travis Beddoe
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Yan W. Asmann
Mayo Clinic
Horng-Dar Wang
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Edward Berry
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Abdulaziz M. Assaeed
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Veronica Vitriol
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Institute of Genetics and Animal Breeding
Ralf Veys
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Demetrios G. Vavvas
Harvard Medical School
John Birch
University of Otago
David A. Atchison
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Mehala Subramaniapillai
University Health Network
Randy D. Blakely
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Children's Hospital of The King's Daughters
Robert Blum
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University of Freiburg
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Institute of Tropical Medicine
Christopher Sampson
University of Missouri
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Daniel Bouvard
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Andrew Beale
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Clare Pridans
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Felipe Penagos-Tabaree
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Hugh J. Byrne
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Pia Pace-Asciak
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College of Science
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Jeremy Brownlie
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Siddappa N. Byrareddy
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Dong F. Chen
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Jui-Tung Chen
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Monica Chagoyen
Spanish National Research Council (CSIC)
Yinglong Chen
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Jianlin Cheng
University of Missouri
Hao Chen
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Hui Chen
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Ana Conesa
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Koenraad Devriendt
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Sean M. Davidson
University College London (UCL)
Yunus Dogan
Dokuz Eylul University
Volkan Degirmenci
The University of Warwick
Claudio F. Donner
Mondo Medico
Christian A. Drevon
University of Oslo
Jiandong Ding
Fudan University
Nicolas Dumaz
Inserm Transfert
Mark H. Ebell
University of Georgia
X.C. Dong
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Naser Elkum
Sidra Medicine
Walter Dressick
Naval Research Laboratory
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Huiling Duan
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Christian Ducho
Universität des Saarlandes
Marty J. Faville
AgResearch Lincoln
Bilikere S. Dwarakanath
Shanghai Proton and Heavy Ion Center
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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
University of Urbino
Federica Gani
Ospedale San Luigi
Arvind P. Ganpule
Muljibhai Patel Urological Hospital
Kristene Gedye
Massey University
Ravinder Goyal
Agriculture and Agri Food 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
European Commission (EC)
Michael J. Gough
Providence Portland Medical Center
Christoph Grunau
University of Montpellier
Vsevolod V. Gurevich
Vanderbilt University
Elke Hacker
Queensland University of Technology (QUT)
Patricia M. Graves
James Cook University
Steffen R. Hage
University of Tübingen
Guy Hagen
University of Colorado
Darren Grice
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Steven Hahn
Fred Hutchinson Cancer Center
Sven Hammerschmidt
University of 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
University of Geneva
Cynthia St. Hilaire
University of Pittsburgh
Jianwei Han
East China University of Science and Technology
Andrew Hone
University Of Kent
Martin Handfield
Oragenics
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Fachhochschule Münster - Abteilung Steinfurt
Hapuarachchige C. Hapuarachchi
National Environment Agency
Luis E. Hueso
CIC nanoGUNE
Timm Harder
Friedrich Loeffler Institute
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
University of 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
Pontifical Catholic University of Goiás
Xingyu Jiang
Key Laboratory of Nano Biological Effects and Safety
Thomas Kahan
Danderyd Hospital
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
Artois University
Marie Johnston
University of Aberdeen
Natasha A. Karp
AstraZeneca AB
Ralph Kenna
Coventry University
Jonathan Kennedy
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Philippe G. Jorens
UZA (Antwerp University Hospital)
Roy A. Khalaf
Lebanese American University
Jens O.L. Jorgensen
Arhus Universitetshospital
Johan W. Joubert
University of 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 University Hospital
Tarig Khider
University of Bahri
Akira Kunimatsu
University of Tokyo
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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 Association
Tatsuya Kobayashi
Massachusetts General Hospital
Mar Larrosa
European Universit
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Elizabeth E. Leclair
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Kyung-Woo Lee
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Ming-Yih Lee
Linkou Chang Gung Memorial Hospital
Moon-Soo Lee
Korea University
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University of Tampere
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
Goethe University Frankfurt
Merry L. Lindsey
University of Mississippi
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Charité University Medicine Berlin
Dengcai Liu
Sichuan Agricultural University
Paul H. Krebsbach
University of California
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L'Oréal
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Gozewijn D. Laverman
Ziekenhuis Groep Twente
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Brigitte Malgrange
University of Liège
Arduino A. Mangoni
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Thomas Manke
Max Planck Society
Athanasios Mantalaris
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Jan Marsal
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H. U. Marschall
University of Gothenburg
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University of Central Lancashire
Jose Martinez-Raga
Hospital Universitario Doctor Peset
Encarnacion Martinez-Salas
Spanish National Research Council (CSIC)
Fengbin Liu
Guangzhou University of Chinese Medicine
Daniel Mathieu
Lille University Hospital
Wei Lu
National Institute of Neurological Disorders and Stroke
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Lund University
Hua Lu
Critical Care & Environmental Medicine
James E. McCutcheon
University Of Leicester
Zhiyong Lu
National Library of Medicine (NLM)
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University of New South Wales (UNSW)
Angela Mabb
Georgia State University
Heather G. Mack
University of Melbourne
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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
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Albany Medical College
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University of Science and Technology of China
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Ithaca College
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University of Cagliari
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National Polytechnic Institute of Toulouse
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University of Vienna
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Moscow State University
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University of Manchester
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University of Burgundy - Franche-Comté
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Ritsumeikan University
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National Institute of Infectious Diseases
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Institut Univesitaire Europeen de la Mer
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Conservatoire National des Arts et Metiers
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University of Michigan
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Royal Veterinary College
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Jikei University School of Medicine
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University of Birmingham
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IIS-Fundacion Jimenez Diaz-UAM
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Queensland University of Technology (QUT)
Srinivas Nammi
Western Sydney University
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University Medical Center Göttingen
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Technological Educational Institute of Epirus
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Fujian Normal University
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Regensburg University of Applied Sciences
Frederique Nguyen
Oniris
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Ghent university
Nick Parsons
The University of Warwick
Erlend B. Nilsen
Norwegian Institute for Nature Research
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IRCCS Istituto Giannina Gaslini
Michael A. Pellizzon
Research Diets
Margaret O'Mahony
Trinity College Dublin
M. Petrelli
University of Perugia
Per Olofsson
Lund University
Piero Pollesello
Orion Pharma
Martin Polz
Massachusetts Institute of Technology (MIT)
Giovanna Ponti
University of Turin
Piero Porcelli
G. d'Annunzio University of Chieti-Pescara
Siegmar Otto
Otto-von-Guericke University
Martin Prince
King's College London
Gwendolyn P. Quinn
New York University
Satu Ramula
University of Turku
Juri Rappsilber
Technische Universität Berlin
Florian Rehfeldt
University of Göttingen
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Harvard Medical School
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BioMed X Innovation Center
Andrew Page
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Uwe Ritter
University of Regensburg
Pigny Pascal
Inserm Transfert
Neil W. Roach
University of Nottingham
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University of Liège
Tiago Rodrigues
Instituto de Medicina Molecular
Cesar Rodriguez
University of Costa Rica
Michelle Peckham
University of Leeds
Jo Roislien
University of Stavanger
Monique J. Roobol
Erasmus University Rotterdam
Alexandra Rowe
University of Edinburgh
Alexander Pichugin
Walter Reed National Military Medical Center
Petra Rust
University of Vienna
Carlos J.C. Pinto
Universidade Federal de Santa Catarina
George H. Sack
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John N. Plevris
University of Edinburgh
Manuela Santos
Université de Montréal
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Martin Schreiber
Medical University of Vienna
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
University of 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
University of Lausanne
Kathryn J. Steadman
University of Queensland
Nils Stein
Leibniz Association
Joost Schymkowitz
KU Leuven
Andrew W. Stephens
Piramal Imaging
Patricia Silveyra
Penn State College of Medicine
Sidney Schuler
FHI 360
Wojciech Strzalka
Jagiellonian University in Kraków
Alexander Schramm
Universitats Klinikum Essen und Medizinische Fakultat
Aurore Saudemont
GlaxoSmithKline
Alexander Sczyrba
Bielefeld University
Debra Skinner
The University of North Carolina System
Keith Stine
University of Missouri
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Paul A.M. Smeets
Wageningen University and Research
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Francisco Solano
University of Murcia
Gang Sun
Chinese PLA General Hospital
Daniel E. Sonenshine
Old Dominion University
Paul Tacon
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Sonia Saad
Kolling Instiitute of Medical Research
Jan van Ruitenbeek
Leiden University
Andreas Ruepp
Helmholtz Association of German Research Centres
Haixu Tang
Indiana University
Tony Southall
Imperial College London
Y. Tanino
Fukushima Medical University
Mourad Tayebi
Western Sydney University
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University of Pittsburgh
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University of Jordan
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University of Leeds
Gert Thijs
Agilent Technologies
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Monash University
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US Geological Survey
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Transfer
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Oscar M. Suarez
School of Medicine
Andria L. Del Tredici
Millennium Health
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Argonne National Laboratory
Mathew J. Summers
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Ayse Turak
McMaster University
Kozo Tanaka
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Toshiaki Utsumi
Fujita Health University
Paul Targett-Adams
Medivir AB
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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
Marche Polytechnic University
Edet E. Udo
University of Kuwait
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Ghent university
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Michel Vaillant
Luxembourg Institute of Health
Laurence J. Walsh
University of Queensland
Feliciano H. Veiga
University of Lisbon
Amanda Y. Wang
The George Institute for Global Health
Marc Vendrell
University of Edinburgh
Yoichi Watanabe
University of Minnesota
Paul Vickers
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Andreas Weigert
Goethe University Frankfurt
Victor M. Victor
Universitat de Valencia
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Universite Laval
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Christian R. Voolstra
King Abdullah University of Science and Technology (KAUST)
Julita A. Teodorczyk-Injeyan
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University of Edinburgh
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Raffaella Willmann
Biozentrum University of Basel
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Daryono H. Tjahjono
Institut Teknologi Bandung
Coralie Wilson
University of Wollongong
Fabrice Tolle
University of Luxembourg
Steven Wakelin
Scion
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University of Cologne
Ervin Toth
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Levi Waldron
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Aristotle University of Thessaloniki
Mathieu Wolff
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Tzu-Wei Wu
Mackay Medical College
Konstantinos Tsirigotis
Akademia Swietokrzyska im. Jana Kochanowskiego w Kielcach
Hanno Wuerbel
University of Bern
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Wuhan University
Dong Xu
University of Missouri
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Yun Wang
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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
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Indiana University
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Beijing University of Technology
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Hefei National Laboratory for Physical Sciences at Microscale
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Purdue University
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University Hospital of Saint-Etienne
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En-Cheng Yang
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Shiqi Yang
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School of Basical Medical Sciences
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Dana-Farber Cancer Institute
Manuela Zaccolo
University of Oxford
Chen Zeng
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Li Zhang
Toronto General Hospital Research Institute
Yusen Zhang
Shandong University
Frederik Berrevoet
Center for Medical Genetics
Yuan Zhao
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Erik Bijleveld
Radboud University
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Charité University Medicine Berlin
Wouter van den Bos
University of Amsterdam
Shellie A. Boudreau
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Maeva Dufies
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Thorsten Ecke
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Fabian Blombach
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Denitsa Eckweiler
Technische Universität Braunschweig
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Pasteur Institute of Iran
Matthew Campbell
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Royal Holloway University of London
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Universitatsklinikum Hamburg-Eppendorf und Medizinische Fakultat
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University of Oxford
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Alex J. Eustace
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University of Oslo
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Cardinal Health Specialty Solutions
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World Health Organization (WHO)
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Bingling Li
Chinese Academy of Sciences
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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
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Ugo Marzocchi
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Iain Moal
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Lucas Molleman
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Gary Kohanbash
University of Pittsburgh
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University of Nebraska Medical Center
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Royal Shrewsbury Hospital
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[NO FIRST NAME IN SCOPUS] Navaratnarajah
Imperial College London
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Allison Piovesan
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The University of Bolton
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University of California
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Chan N.P. Tai
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Hisashi Takeuchi
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Duke University
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Yu-Shi Tian
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Anna Valenti
Consiglo Nazionale Delle Richerche
Pierre Verlot
Université de Lyon
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University of Basel
Karina A. Pinto
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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
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Vaia D. Raikou
Doctors Hospital Athens
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Imperial College London
Chenglong Yu
University of South Australia
Jian Zhan
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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
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Khalifa University
Udunna C. Anazodo
Lawson Health Research Institute
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University of Florida
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University of Porto
David Benkeser
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Shaoxing People's Hospital
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University of Exeter
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Attila Szabo
University of Oslo
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University of Athens
Joshua Brown
University of Florida
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University of Washington
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Cold Spring Harbor Laboratory
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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
University of Bern
Joan Y. Holgate
Australian National University
Ancheng Huang
John Innes Centre
Amanda M. Hulse-Kemp
USDA
Claire Jean-Quartier
Medical University of Graz
Zhenxing Zhu
Liaoning Academy of Agricultural Sciences
Sang-Min Jeon
Ajou University
Catherine Jutzeler
University of British Columbia (UBC)
Panagiotis Kalatzis
University of Copenhagen
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
University of 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
National University of Singapore (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
University of Tromsø – The Arctic University of Norway
Nicola de Maio
European Bioinformatics Institute
João C. Comel
Hospital of Clinics of Porto Alegre
Kalina Makowiecki
University of Göttingen
Pieter van Dessel
Ghent university
[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
Heidelberg University
Julia Menichetti
University of Oslo
Luis G. Egea
University of Cádiz
Rebecca Mercieca-Bebber
The University of Sydney
Mohammed El-Said
Mansoura University
Kathrin Karsay
University of Vienna
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
University of Hanover
Alexander E. Moskalensky
Novosibirsk State University
Nicolò Navarin
University of Padua
Luiz R.A. Lima
Universidade Federal de Santa Catarina
Edessa Negera
London School of Hygiene & Tropical Medicine
Ana Nordberg
Lund University
Yuchen Liu
Shenzhen Second People's Hospital
Rickard Nordén
University of Gothenburg
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 Paris PSL
Isaac Macwan
University of Bridgeport
Sansoa A. Pedro
Eduardo Mondlane University (UEM)
Samuel R. Perry
Griffith University
Hanumantha R. Madala
Texas Tech University
Jessica Peter
University of Bern
Brent M. Peterson
Biola University
Nima Madani
University of Montana
Andrea Pezzuolo
University of Padua
Daniel J. Mallinson
Penn State Harrisburg
Ruta Margelyte
University of Bristol
Lei Qin
Beijing Institute of Technology
Caracausi Maria
University of Bologna
Y. Markonis
Czech University of Life Sciences Prague (CULS)
Henrike Rebl
University of 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
Swiss Federal Laboratories for Materials Science and Technology (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 University 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
German Center for Neurodegenerative Diseases
Théophile Grébert
Adaptation et Diversite en Milieu Marin
Stefanie Seltmann
Charité University Medicine Berlin
Carly Moores
Flinders University
Nir Shalev
University of Oxford
Fabricio Guerrero
University of Barcelona
Jin-Long Shang
Huazhong Normal University
Léo Guignard
Janelia Research Campus
Taylor Smith
University of Potsdam
Philippe Nolet
University of Québec
Emma Solomon-Moore
University of Bath
Marco J. Haenssgen
University of Oxford
Ryan Stanley
Bedford Institute of Oceanography
Frederic Strobl
Goethe University Frankfurt
Jessica P. Nowicki
Stanford University
Lorenzo Subissi
Sciensano
Irwan Supriyanto
Gadjah Mada University
Pawel Olszewski
University of Gdańsk
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
Ghent university
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
University of Basel
Masayoshi Zaitsu
University of Tokyo
Daniela Schwotzer
Fraunhofer Society
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 University Giessen
Samuele Soraggi
University of Copenhagen
Andrey Anikin
Lund University
Nico Steckhan
Charité University Medicine Berlin
Samuel O. Azubuike
National Open University of Nigeria
Martin Bartas
Faculty of Science
Tomo Suzuki
St. Marianna University
Kiflemariam Y. Belachew
University of Helsinki
Caitlin Syme
Department of Environment and Science
Karl Sörelius
Uppsala University
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
University of Helsinki
Huaming Chen
University of Wollongong
Anil M. Tuladhar
Radboud University
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
University of Copenhagen
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
Paris Descartes University
Berhanu E. Feleke
Bahar Dar University
David Wibowo
Griffith University
[NO FIRST NAME IN SCOPUS] Gebremedhin
University of Groningen
Rose M. Xavier
University of Pennsylvania
Shumin Xiao
Tianjin Chengjian University
Alexander Hogrebe
University of Copenhagen
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 University Rotterdam
Lior Baltiansky
Weizmann Institute of Science
Emmanuel Joel
Covenant University
Vivek Bhardwaj
Max Planck Society
Clara Jégousse
University of Iceland
Karin Binder
University of 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 University 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
Ghent university
Zheng Dong
Collaborative Innovation Center for Genetics and Development
Rossella Messina
University of Bologna
Niklas Dreyer
University of Copenhagen
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
Swiss Federal Laboratories for Materials Science and Technology (Empa)
Thi T.H. Nguyen
Queensland University of Technology (QUT)
Angela Freitas
University of Coimbra
Tian Gao
University of Nebraska - Lincoln
Shirli Notcovich
Massey University
Francesco Giganti
University College London (UCL)
Barnabas Ohst
University of Freiburg
Piotr Grabowski
Technische Universität Berlin
Quinn R. Ollivier
Deakin University
Daniël F. Osses
Erasmus University 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
Rzeszów University of Technology
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
University Medical Center Göttingen
Zhengping Huang
Guangdong Second Provincial General Hospital
Lavanya M. Iyer
University Medical Center 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
University of 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
University of Groningen
Peter E. Kidibule
Spanish National Research Council (CSIC)
Daniel Kelly
University of Manchester
An Ke
Beijing University of Technology
Cihan Kaya
University of Pittsburgh
Priyanka Karnati
Ohio State University
Ley Muyaya
Stellenbosch University
Jorge Mota
University of 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
University of 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
Leiden University
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
University of 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
Clausthal University of Technology
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 Society
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
University of Naples 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
University of Messina
Qian Tingting
Bengbu Medical College
Shi Feifei
University of Science and Technology Beijing
Geert P. Verheijen
Radboud University
Mohammed Faruk
Ahmadu Bello University
Kathryn Angus
University of Stirling
Lisa V. Doan
New York University
Kiran Devkota
Renmin Hospital
Vibeke Andersen
University of Southern Denmark
Casey Vickstrom
Medical College of Wisconsin
Ana Cuenda
Spanish National Research Council (CSIC)
Arwa Z. Al-Riyami
Sultan Qaboos University Hospital
Rosane G. Collevatti
Federal University of Goiás
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
University of Turin
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
University of 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
University of Helsinki
Asma Zare
Shiraz University of Medical Sciences
Database : the journal of biological databases and curation
17580463 (ISSN)
Vol. 2019 baz138Subject Categories (SSIF 2011)
Computer and Information Science
DOI
10.1093/database/baz085