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 Anschutz Medical Campus
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
Gabriel M.F. Almeida
University of Jyväskylä
Tomislav Cernava
Technische Universität Graz
Carlos O. Sorzano
Spanish National Research Council (CSIC)
Andy W.K. Yeung
The University of Hong Kong
Michael S. Engel
Division of Entomology
Arun R. Chandrasekaran
Confer Health Inc.
Thilo Muth
Robert Koch Institut
Martin S. Staege
Martin-Luther-Universität Halle-Wittenberg
Swapna V. Daulatabad
IU School of Informatics and Computing
Darius Widera
University of Reading
Junpeng Zhang
Dali University
Adrian Meule
University of Salzburg
Ken Honjo
University of Tsukuba
Olivier Pourret
UniLaSalle
Cong-Cong Yin
Henry Ford Health System
Zhongheng Zhang
Zhejiang University
Marco Cascella
Istituto Nazionale Tumori
Willy A. Flegel
National Institutes of Health, Bethesda
Carl S. Goodyear
University of Glasgow
Mark J. van Raaij
Spanish National Research Council (CSIC)
Zuzanna Bukowy-Bieryllo
Polish Academy of Sciences
Luca G. Campana
University of Padua
Nicholas A. Kurniawan
Eindhoven University of Technology
David Lalaouna
University of Strasbourg
Felix J. Hüttner
Heidelberg University
Brooke A. Ammerman
University of Notre Dame
Felix Ehret
Harvard Medical School
Paul A. Cobine
Auburn University
Ene-Choo Tan
KK Women's and Children's Hospital
Hyemin Han
University of Alabama
Wenfeng Xia
University College London (UCL)
Christopher McCrum
Maastricht University
Ruud P.M. Dings
University of Arkansas System
Francesco Marinello
University of Padua
Henrik Nilsson
University of Gothenburg
Brett Nixon
University of Newcastle
Konstantinos Voskarides
University of Cyprus
Long Yang
College of Plant Protection
Vincent D. Costa
National Institute of Mental Health
Johan Bengtsson Palme
University of Wisconsin Madison
William Bradshaw
University of Oxford
Dominik G. Grimm
TUM Campus Straubing for Biotechnology and Sustainability
Nitin Kumar
University of Michigan
Elvis Martis
Bombay College of Pharmacy
Daniel Prieto
Instituto de Investigaciones Biologicas Clemente Estable
Sandeep C. Sabnis
Gem Hospital & Research Centre
Said E.D.R. Amer
Faculty of Science
Alan W.C. Liew
Griffith University
Paul Perco
Medical University of Innsbruck
Farid Rahimi
Australian National University
Giuseppe Riva
Università Cattolica del Sacro Cuore
Chongxing Zhang
Shandong Institute of Parasitic Diseases
Hari P. Devkota
Kumamoto University
Koichi Ogami
Graduate School of Pharmaceutical Sciences
Zarrin Basharat
University of Karachi
Walter Fierz
Labormedizinisches Zentrum Dr Risch
Robert Siebers
University of Otago
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
Brian P. Dalrymple
University of Western Australia
David J. Harvey
University of Oxford
Grace Ng
SingHealth Polyclinics
Sebastiaan Werten
Medical University of Innsbruck
Mark Bleackley
La Trobe University
Zhanwu Dai
University of Bordeaux
Raman Dhariwal
Agriculture et Agroalimentaire Canada
Yael Gelfer
St George's Hospital
Marcus D. Hartmann
Max Planck Society
Pawel Miotla
Medical University of Lublin
Radu Tamaian
National Research and Development Institute for Cryogenics and Isotopic Technologies - I.C.I.T.
Pragashnie Govender
University of KwaZulu-Natal
Oliver J. Gurney-Champion
Institute of Cancer Research
Joonas H. Kauppila
Karolinska Institutet
Xiaolei Zhang
Second Affiliated Hospital of Wenzhou Medical University
Natalia Echeverría
University of the Republic
Santhilal Subhash
University of Gothenburg
Hannes Sallmon
Charité University Medicine Berlin
Marco Tofani
Sapienza University of Rome
Taeok Bae
Indiana University
Oliver Bosch
University of Regensburg
Páraic O. Cuív
University of Queensland
Antoine Danchin
The University of Hong Kong
Barthelemy Diouf
St. Jude Children Research Hospital
Tuomas Eerola
Durham University
Evangelos Evangelou
University of Ioannina
Fabian Filipp
Program for Quantitative Systems Biology
Hannes Klump
Universitats Klinikum Essen und Medizinische Fakultat
Lukasz Kurgan
Virginia Commonwealth University
Simon S. Smith
University of Queensland
Olivier Terrier
Université de Lyon
Neil Tuttle
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David B. Ascher
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Sarath C. Janga
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Leon N. Schulte
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Daniel Becker
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Stephen J. Bush
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Guillaume Gaullier
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Kazuki Ide
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Clement Meseko
Friedrich Loeffler Institute
Gijsbert D.A. Werner
University of Oxford
Jan Zaucha
Technical University of Munich
Abd A. Al-Farha
University of Adelaide
Noah F. Greenwald
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Segun I. Popoola
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Shaifur Rahman
Heinrich Heine University Düsseldorf
Jialin Xu
University of British Columbia (UBC)
Sunny Y. Yang
University of British Columbia (UBC)
Noboru Hiroi
Yeshiva University
Ozgul M. Alper
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Chris I. Baker
National Institute of Mental Health
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George Chacko
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Birgit Debrabant
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Ray Dixon
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Evelyne Forano
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Kehinde Ross
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Birgitt Schuele
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Kjell Sergeant
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Marcel Heers
University of Freiburg
Khe F. Hew
The University of Hong Kong
Yohei Higuchi
University of Tokyo
Cynthia St. Hilaire
University of Pittsburgh
Rachel Hilton
NHS Foundation Trust
Enisa Hodzic
Blood Vessel and Rheumatic Diseases
Andrew Hone
University Of Kent
Yuichi Hongoh
Tokyo Institute of Technology
Guoku Hu
University of Nebraska Medical Center
Heinz P. Huber
Fachhochschule Münster - Abteilung Steinfurt
Luis E. Hueso
CIC nanoGUNE
Judith Huirne
VU University Medical Center
Lisa Hurt
Cardiff University
Helena Idborg
Karolinska Institutet
Kazuho Ikeo
National Institute of Genetics
Evan Ingley
Murdoch University
Philip M. Jakeman
University of Limerick
Arne Jensen
Ruhr-Universität Bochum
Hong Jia
School of Public Health
Husen Jia
Griffith University
Shuqin Jia
Key Laboratory of Carcinogenesis and Translational Research
Jianping Jiang
Chengdu Institute of Biology
Xingyu Jiang
Key Laboratory of Nano Biological Effects and Safety
Yi Jin
Novartis International AG
Daehyun Jo
Daejeon St. Mary's Hospital
Andrew M. Johnson
Western University
Marie Johnston
University of Aberdeen
Karen R. Jonscher
University of Colorado Anschutz Medical Campus
Philippe G. Jorens
UZA (Antwerp University Hospital)
Jens O.L. Jorgensen
Arhus Universitetshospital
Johan W. Joubert
University of Pretoria
Sin-Ho Jung
Duke University
Antonio M. Junior
Pontifical Catholic University of Goiás
Thomas Kahan
Danderyd Hospital
Sunjeev K. Kamboj
University College London (UCL)
Yong-Kook Kang
Korea Research Institute of Bioscience and Biotechnology (KRIBB)
Yannis Karamanos
Artois University
Natasha A. Karp
AstraZeneca AB
Ryan Kelly
Pacific Northwest National Laboratory
Ralph Kenna
Coventry University
Jonathan Kennedy
Wilton Centre
Birgit Kersten
Bundesforschungsanstalt fur Forst Und Holzwirtschaft
Roy A. Khalaf
Lebanese American University
Javaria M. Khalid
Evidence and Value Generation
T. Khatlani
King Abdullah International Medical Research Center
Tarig Khider
University of Bahri
Gregor S. Kijanka
University of Queensland
Sarah R.B. King
Colorado State University
Tomasz Kluz
Rzeszow University Hospital
Paul Knox
University of Leeds
Tatsuya Kobayashi
Massachusetts General Hospital
Karl-Wilhelm Koch
The Carl von Ossietzky University of Oldenburg
Maija R.J. Kohonen-Corish
University of New South Wales (UNSW)
Xiangpeng Kong
New York University
Deborah Konkle-Parker
University of Mississippi
Kalevi M. Korpela
University of Tampere
Leondios G. Kostrikis
University of Cyprus
Peter Kraiczy
Goethe University Frankfurt
Harald Kratz
Charité University Medicine Berlin
Günter Krause
University Hospital Cologne
Paul H. Krebsbach
University of California
Søren R. Kristensen
Aalborg Sygehus
Prerna Kumari
Manipal University
Akira Kunimatsu
University of Tokyo
Hatice Kurdak
Faculty of Medicine
Young D. Kwon
College of Medicine
Carl Lachat
Ghent university
Malgorzata Lagisz
University of New South Wales (UNSW)
Brenda Laky
St. Vincent Shoulder & Sports Clinic
Jan Lammerding
Cornell University
Matthias Lange
Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)
Mar Larrosa
European University of Madrid
Andrew L. Laslett
Commonwealth Scientific and Industrial Research Organisation (CSIRO)
Gozewijn D. Laverman
Ziekenhuis Groep Twente
Elizabeth E. Leclair
DePaul University
Kyung-Woo Lee
Konkuk University
Ming-Yih Lee
Chang Gung Memorial Hospital Linkou Medical Center and College of Medicine
Moon-Soo Lee
Korea University
Genyuan Li
Princeton University
Jiansheng Li
Henan University of Chinese Medicine
Klaus Lieb
University Medical Center Mainz
Yau Y. Lim
Monash University Malaysia
Merry L. Lindsey
University of Mississippi
Paul-Dag Line
University of Oslo
Dengcai Liu
Sichuan Agricultural University
Fengbin Liu
Guangzhou University of Chinese Medicine
Haiyan Liu
University of Science and Technology of China
Hongde Liu
Southeast University
Vett K. Lloyd
Mount Allison University
Te-Wen Lo
Ithaca College
Emanuela Locci
University of Cagliari
Josef Loidl
University of Vienna
Johan Lorenzen
University of Zürich
Stefan Lorkowski
Friedrich Schiller University Jena
Nigel H. Lovell
University of New South Wales (UNSW)
Hua Lu
Critical Care & Environmental Medicine
Wei Lu
National Institute of Neurological Disorders and Stroke
Zhiyong Lu
NLM
Gustavo S. Luengo
L'Oréal
Lars-Gunnar Lundh
Lund University
Philippe A. Lysy
Universite catholique de Louvain
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
Toby Maher
Imperial College London
Sankar N. Maity
University of Texas MD Anderson Cancer Center
Brigitte Malgrange
University of Liège
Charalampos Mamoulakis
University of Crete
Arduino A. Mangoni
Flinders University
Thomas Manke
Max Planck Society
Antony S.R. Manstead
Cardiff University
Athanasios Mantalaris
Imperial College London
Jan Marsal
Skåne University Hospital
H. U. Marschall
University of Gothenburg
Francis L. Martin
University of Central Lancashire
Jose Martinez-Raga
Hospital Universitario Doctor Peset
Encarnacion Martinez-Salas
Spanish National Research Council (CSIC)
Daniel Mathieu
Lille University Hospital
Yoichi Matsui
Kansai Medical University
Elie Maza
National Polytechnic Institute of Toulouse
James E. McCutcheon
University Of Leicester
Gareth J. McKay
Queen's University Belfast
Brian McMillan
University of Manchester
Nigel McMillan
Griffith University
Catherine Meads
Anglia Ruskin University
Loreta Medina
Universidad De Lleida
B. Alex Merrick
National Institute of Environmental Health Sciences
Dennis W. Metzger
Albany Medical College
Frederic A. Meunier
University of Queensland
Martin Michaelis
University Of Kent
Olivier Micheau
University of Burgundy - Franche-Comté
Hisaaki Mihara
College of Life Sciences
Eric M. Mintz
Kent State University
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
Antonia Monteiro
National University of Singapore (NUS)
Matthieu Montes
Conservatoire National des Arts et Metiers
John V. Moran
University of Michigan
Sergey Y. Morozov
Moscow State University
Matthew Mort
Cardiff University
Noriyuki Murai
Jikei University School of Medicine
Denis J. Murphy
University of South Wales
Susan K. Murphy
Duke University
Shauna A. Murray
University of Technology Sydney
Shinji Naganawa
Nagoya University
Srinivas Nammi
Western Sydney University
Grigorios Nasios
Technological Educational Institute of Epirus
Roman M. Natoli
IU School of Informatics and Computing
Frederique Nguyen
Oniris
Christine Nicol
Royal Veterinary College
Filip van Nieuwerburgh
Ghent university
Erlend B. Nilsen
Norwegian Institute for Nature Research
Clarissa J. Nobile
Program for Quantitative Systems Biology
Margaret O'Mahony
Trinity College Dublin
Sophie Ohlsson
Lund University
Oluremi Olatunbosun
University of Birmingham
Per Olofsson
Lund University
Alberto Ortiz
IIS-Fundacion Jimenez Diaz-UAM
Kostya Ostrikov
Queensland University of Technology (QUT)
Siegmar Otto
Otto von Guericke Universitaet Magdeburg
Tiago F. Outeiro
University Medical Center Göttingen
Songying Ouyang
Fujian Normal University
Sabrina Paganoni
Harvard Medical School
Andrew Page
Institute of Food Research
Christoph Palm
Regensburg University of Applied Sciences
Yin Paradies
Deakin University
Michael H. Parsons
Fordham University
Nick Parsons
The University of Warwick
Pigny Pascal
Inserm Transfert
Elisabeth Paul
University of Liège
Michelle Peckham
University of Leeds
Nicoletta Pedemonte
IRCCS Istituto Giannina Gaslini
Michael A. Pellizzon
Research Diets
M. Petrelli
University of Perugia
Alexander Pichugin
Walter Reed National Military Medical Center
Carlos J.C. Pinto
Universidade Federal de Santa Catarina
John N. Plevris
University of Edinburgh
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
Martin Prince
King's College London
Gwendolyn P. Quinn
New York University
Terence J. Quinn
University of Glasgow
Satu Ramula
University of Turku
Juri Rappsilber
Technische Universität Berlin
Florian Rehfeldt
University of Göttingen
Jan H. Reiling
BioMed X Innovation Center
Claire Remacle
University of Liège
Mohsen Rezaei
Tarbiat Modares University
Eric W. Riddick
USDA
Uwe Ritter
University of Regensburg
Neil W. Roach
University of Nottingham
David D. Roberts
National Institutes of Health, Bethesda
Guillermo Robles
Universidad Carlos III de Madrid
Tiago Rodrigues
Instituto de Medicina Molecular
Cesar Rodriguez
University of Costa Rica
Jo Roislien
University of Stavanger
Monique J. Roobol
Erasmus University Rotterdam
Alexandra Rowe
University of Edinburgh
Andreas Ruepp
Helmholtz Association of German Research Centres
Jan van Ruitenbeek
Leiden University
Petra Rust
University of Vienna
Sonia Saad
Kolling Instiitute of Medical Research
George H. Sack
Johns Hopkins University
Manuela Santos
Université de Montréal
Aurore Saudemont
GlaxoSmithKline
Gianni Sava
University of Trieste
Simone Schrading
RWTH Aachen University
Alexander Schramm
Universitats Klinikum Essen und Medizinische Fakultat
Martin Schreiber
Medical University of Vienna
Sidney Schuler
FHI 360
Joost Schymkowitz
KU Leuven
Alexander Sczyrba
Bielefeld University
Kate L. Seib
Griffith University
Han-Ping Shi
Department of Clinical Nutrition
Tomohiro Shimada
Meiji University
Jeon-Soo Shin
Yonsei University
Colette Shortt
Johnson & Johnson EAME
Patricia Silveyra
Penn State College of Medicine
Debra Skinner
The University of North Carolina System
Ian Small
University of Western Australia
Paul A.M. Smeets
Wageningen University and Research
Po-Wah So
King's College London
Francisco Solano
University of Murcia
Daniel E. Sonenshine
Old Dominion University
Jiangning Song
Monash University
Tony Southall
Imperial College London
John R. Speakman
Chinese Academy of Sciences
Mandyam V. Srinivasan
University of Queensland
Laura P. Stabile
University of Pittsburgh
A. Stasiak
University of Lausanne
Kathryn J. Steadman
University of Queensland
Nils Stein
Leibniz Institute of Plant Genetics and Crop Plant Research (IPK)
Andrew W. Stephens
Piramal Imaging
Douglas I. Stewart
University of Leeds
Keith Stine
University of Missouri
Curt Storlazzi
US Geological Survey
Nataliya V. Stoynova
Ajinomoto-Genetika Research Institute
Wojciech Strzalka
Jagiellonian University in Kraków
Oscar M. Suarez
School of Medicine
Taranum Sultana
University of Regina
Anirudha V. Sumant
Argonne National Laboratory
Mathew J. Summers
University of the Sunshine Coast
Gang Sun
Chinese PLA General Hospital
Paul Tacon
Griffith University
Kozo Tanaka
Tohoku University
Haixu Tang
Indiana University
Y. Tanino
Fukushima Medical University School of Medicine
Paul Targett-Adams
Medivir AB
Mourad Tayebi
Western Sydney University
Reema Tayyem
University of Jordan
Christoph C. Tebbe
Bundesforschungsanstalt fur Forst Und Holzwirtschaft
Evelyn E. Telfer
University of Edinburgh
Wolfram Tempel
University of Toronto
Julita A. Teodorczyk-Injeyan
Canadian Memorial Chiropractic College (CMCC)
Gert Thijs
Agilent Technologies
Sally Thorne
University of British Columbia (UBC)
Amanda G. Thrift
Monash University
Celine Tiffon
Transfer
Philip Tinnefeld
Ludwig Maximilian University of Munich (LMU)
Daryono H. Tjahjono
Institut Teknologi Bandung
Fabrice Tolle
University of Luxembourg
Ervin Toth
Skåne University Hospital
Andria L. Del Tredici
Millennium Health
Apostolos Tsapas
Aristotle University of Thessaloniki
Konstantinos Tsirigotis
Akademia Swietokrzyska im. Jana Kochanowskiego w Kielcach
Ayse Turak
McMaster University
George Tzotzos
Marche Polytechnic University
Edet E. Udo
University of Kuwait
Toshiaki Utsumi
Fujita Health University
Subramanian Vaidyanathan
North West Regional Spinal Injuries Centre
Michel Vaillant
Luxembourg Institute of Health
Armand Valsesia
Nestlé Institute of Health Sciences SA
Roosmarijn E. Vandenbroucke
Ghent university
Feliciano H. Veiga
University of Lisbon
Marc Vendrell
University of Edinburgh
Peter A. Vesk
University of Melbourne
Paul Vickers
Northumbria University
Victor M. Victor
Universitat de Valencia
Richard Villemur
INRS
Marie-Claude Vohl
Universite Laval
Christian R. Voolstra
King Abdullah University of Science and Technology (KAUST)
Anne Vuillemin
Centre national de la recherche scientifique (CNRS)
Steven Wakelin
Scion
Levi Waldron
City University of New York (CUNY)
Laurence J. Walsh
University of Queensland
Amanda Y. Wang
The George Institute for Global Health
Fuan Wang
Wuhan University
Yun Wang
Griffith University
Yoichi Watanabe
University of Minnesota
Andreas Weigert
Goethe University Frankfurt
Jet-Chau Wen
National Yunlin University of Science and Technology
Carol Wham
Massey University
Ethan P. White
University of Florida
Jan Wiener
Bournemouth University
Gottfried Wilharm
Robert Koch Institut
Simon Wilkinson
University of Edinburgh
Raffaella Willmann
Biozentrum University of Basel
Coralie Wilson
University of Wollongong
Brunhilde Wirth
University of Cologne
Timothy R. Wojan
Economic Reserach Service
Mathieu Wolff
Centre national de la recherche scientifique (CNRS)
Bryan M. Wong
University of California
Tzu-Wei Wu
Mackay Medical College
Hanno Wuerbel
University of Bern
Xiangshu Xiao
Oregon Health and Science University
Dong Xu
University of Missouri
J.W. Xu
Shanghai University of Traditional Chinese Medicine
Jianping Xu
McMaster University
Bin Xue
University of South Florida
Suayib Yalcin
Hacettepe University
Hong Yan
City University of Hong Kong
En-Cheng Yang
National Taiwan University
Shiqi Yang
Chinese Academy of Agricultural Sciences
Wei Yang
Florida State University
Yuzhen Ye
Indiana University
Zhi-Qiang Ye
Beijing University of Technology
Jari Yli-Kauhaluoma
University of Helsinki
Hiroshi Yoneyama
Tohoku University
Ying Yu
School of Basical Medical Sciences
Guo-Cheng Yuan
Dana-Farber Cancer Institute
Chiou-Hwa Yuh
National Health Research Institutes
Manuela Zaccolo
University of Oxford
Chen Zeng
George Washington University
Branko Zevnik
University of Cologne
Chi Zhang
University of Nebraska - Lincoln
Li Zhang
Toronto General Hospital Research Institute
Yingkai Zhang
New York University
Yusen Zhang
Shandong University
Zhiyong Zhang
Hefei National Laboratory for Physical Sciences at Microscale
Zhong-Yin Zhang
Purdue University
Yuan Zhao
National Institute for Biological Standards and Control (NIBSC)
Min Zhou
Shanghai Jiao Tong University
Torsten Zuberbier
Charité University Medicine Berlin
Carmen M. Aanei
University Hospital of Saint-Etienne
Rafi Ahmad
Inland Norway University of Applied Sciences
Manar Al-Lawama
University of Jordan
Alexandre Alanio
Institut Pasteur, Paris
Judith Allardyce
Cardiff University
David Alonso-Caneiro
Queensland University of Technology (QUT)
John M. Atack
Griffith University
Dirk Baier
Zurich University of Applied Sciences
Abhisheka Bansal
Jawaharlal Nehru University
Yannick Benezeth
Université de Bourgogne
Colette Berbesque
University of Roehampton
Frederik Berrevoet
Center for Medical Genetics
Peter H.W. Biedermann
University of Würzburg
Erik Bijleveld
Radboud University
Florian Bittner
Fraunhofer Society
Fabian Blombach
University College London (UCL)
Wouter van den Bos
University of Amsterdam
Shellie A. Boudreau
Aalborg University
Adam D. Bramoweth
VA Medical Center
Oliver Braubach
Cedars-Sinai Medical Center
Yufeng Cai
Sun Yat-Sen University
Matthew Campbell
Griffith University
Zanxia Cao
Dezhou University
Thibault Catry
Institut de Recherche pour le Développement
Xin Chen
Xiamen University
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)
Bruno M. Costa
University of Minho
Normand Cyr
Université de Montréal
Lorraine T. Dean
Johns Hopkins University
Martin S. Denzel
Max Planck Society
S.V. Dlamini
University of Swaziland
Kevin J. Dudley
Queensland University of Technology (QUT)
Maeva Dufies
Centre Scientifique de Monaco
Thorsten Ecke
HELIOS Hospital
Denitsa Eckweiler
Technische Universität Braunschweig
Elisenda Eixarch
University of Barcelona
Hosny El-Adawy
Friedrich Loeffler Institute
Julius V. Emmrich
Charité University Medicine Berlin
Alex J. Eustace
Dublin City University
Christine M. Falter-Wagner
Ludwig Maximilian University of Munich (LMU)
Ramin Farhoudi
Pasteur Institute of Iran
Johannes Fuss
Universitatsklinikum Hamburg-Eppendorf und Medizinische Fakultat
Jianzhao Gao
Nankai University
Martin R. Gill
University of Oxford
Liz Gloyn
Royal Holloway University of London
Robert Goggs
Cornell University
Usha Govinden
University of KwaZulu-Natal
Garrett Greene
Physiology & Medical Physics
Victor Greiff
University of Oslo
D.S. Grundle
Bermuda Institute of Ocean Sciences
Patrick Grüneberg
Kanazawa University
Nicksy Gumede
World Health Organization (WHO)
Gbaguidi Haore
University Hospital of BesanÇon
Pille Harrison
Galapagos NV
Xavier Hoenner
University of Tasmania
Diego Hojsgaard
University of Göttingen
Hikaru Hori
University of Occupational and Environmental Health
Maria P. Ikonomopoulou
IMDEA Food Institute
Patrick Jeurissen
Radboud University
Daniel M. Johnson
Maastricht University
Dhiraj Kabra
German Diabetes Center
Koji Kamagata
Juntendo University Graduate School of Medicine
Chandan Karmakar
Deakin University
Olga Kasian
Max Planck Society
Linda K. Kaye
Edge Hill University
Murad M. Khan
Aga Khan University
Yong-Min Kim
Korea Research Institute of Bioscience and Biotechnology (KRIBB)
J.K. Kish
Cardinal Health Specialty Solutions
Sebastian Kobold
Klinikum der Universitat Munchen
Gary Kohanbash
University of Pittsburgh
Gregor Kohls
Psychosomatics
Jan-Michael Kugler
University of Copenhagen
Gyanendra Kumar
St. Jude Children Research Hospital
Jon Lacy-Colson
Royal Shrewsbury Hospital
Asam Latif
University of Nottingham
Volker M. Lauschke
Karolinska Institutet
Bingling Li
Chinese Academy of Sciences
Chinten J. Lim
University of British Columbia (UBC)
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
Poornima Mahavadi
Justus Liebig University Giessen
Ugo Marzocchi
Aarhus University
Christine A. McGarrigle
Trinity College Dublin
Tom van Meerten
University of Groningen
Rogier Min
VU University Medical Center
Iain Moal
European Bioinformatics Institute
Massimiliano Molari
Max Planck Society
Lucas Molleman
Max Planck Society
Saiful R. Mondal
College of Medicine
Thea van de Mortel
Griffith University
W.N. Moss
Iowa State University
Othonas A. Moultos
Delft University of Technology
Maheswari Mukherjee
University of Nebraska Medical Center
Kazuhiko Nakayama
Shinko Memorial Hospital
Edward Narayan
Western Sydney University
[NO FIRST NAME IN SCOPUS] Navaratnarajah
Imperial College London
Philipp-Alexander Neumann
Technical University of Munich
Jiyun Nie
Chinese Academy of Agricultural Sciences
Yingjiu Nie
James Madison University
Frank Niemeyer
University Hospital of Ulm
Fiona Nolan
University of Essex
Ogueri Nwaiwu
Alpha-Altis
Wendy H. Oldenmenger
Erasmus University Rotterdam
Emmanuel Olumayede
Federal University Oye
Jianhong Ou
Duke University
Menuka Pallebage-Gamarallage
University of Oxford
Simon P. Pearce
University of Manchester
Tuula Pelkonen
Helsinki University Central Hospital
Maria C. Pelleri
University of Bologna
Joana L. Pereira
University of Aveiro
Mpho Pheko
University of Botswana
Karina A. Pinto
Federal University of Bahia
Allison Piovesan
University of Bologna
Michael Pluess
Queen Mary University of London
Illya M. Podolsky
National University of Pharmacy
Julie Prescott
The University of Bolton
Dongchen Qi
La Trobe University
Xingshun Qi
General Hospital of Shenyang Military Area
Vaia D. Raikou
Doctors Hospital Athens
Andreas Ranft
Universitats Klinikum Essen und Medizinische Fakultat
Johanna Rhodes
Imperial College London
Jean-Yves Rotge
Sorbonne University
Anna D. Rowe
University of New South Wales (UNSW)
Manish Saggar
Stanford University
Robert A. Schuon
Hannover Medical School (MHH)
Shaouli Shahid
Curtin University
Vahid Shalchyan
Iran University of Science and Technology
Prasad Shirvalkar
University of California
Oleg Shiryayev
Khalifa University
Jugpreet Singh
University of Florida
Michael J. Smout
James Cook University
António Soares
University of Porto
Chunjiao Song
Shaoxing People's Hospital
Kshitij Srivastava
National Institutes of Health, Bethesda
Rupesh K. Srivastava
All India Institute of Medical Sciences
Jim Sun
University of Ottawa
Attila Szabo
University of Oslo
Wiktor Szymanski
University of Groningen
Chan N.P. Tai
The University of Hong Kong
Hisashi Takeuchi
Tokyo Medical University
S. Tanadini-Lang
University Hospital of Zürich
Fei Tang
University of Maryland
Wanyin Tao
University of Science and Technology of China
G. Theron
Stellenbosch University
Chang F. Tian
China Agricultural University
Yu-Shi Tian
Osaka University
Lisa M. Tuttle
University of Washington
Anna Valenti
Consiglo Nazionale Delle Richerche
Pierre Verlot
Université de Lyon
Mirella Walker
University of Basel
Jun Wang
Barts Cancer Institute
Danielle Welter
European Bioinformatics Institute
Matthew Winslade
Charles Sturt University
Dalei Wu
Shandong University
Yi-Rui Wu
Shantou University
Han Xiao
Shanxi University
Beisi Xu
St. Jude Children Research Hospital
Juan Xu
Harbin Medical University
Ziyue Xu
National Institutes of Health, Bethesda
Dongdong Yang
Georgia Institute of Technology
Mingjun Yang
XtalPi Inc.
Patricio Yankilevich
Consejo Nacional de Investigaciones Cientificas y Tecnicas
Yuyi You
The University of Sydney
Chenglong Yu
University of South Australia
Jian Zhan
Griffith University
Gong Zhang
Jinan University
Kai Zhang
Human Genetics and Environmental Sciences
Tuo Zhang
Weill Cornell Medicine
Yi Zhang
Guangdong Institute of Applied Biological Resources
Guoyan Zhao
Shandong Normal University
Jing Zhao
Shandong University
Xiaofan Zhou
South China Agriculture University
Zhenxing Zhu
Liaoning Academy of Agricultural Sciences
Penelope A. Ajani
University of Technology Sydney
Udunna C. Anazodo
Lawson Health Research Institute
Saeed Asadi Bagloee
University of Melbourne
Kasia Bail
University of Canberra
Ido Bar
Griffith University
Joe Bathelt
University of Cambridge
David Benkeser
Emory University
Meghan L. Bernier
Johns Hopkins University
Adam M. Blanchard
Nottingham Trent University
Dominic W. Boakye
University of Exeter
Vasileios Bonatsos
NHS Foundation Trust
Michele H. Boon
University of Glasgow
George Bouboulis
University of Athens
Elizabeth Bromfield
University of Newcastle
Joshua Brown
University of Florida
Kim C.M. Bul
Coventry University
Kathryn J. Burton
Centre Hospitalier Universitaire Vaudois
Eugene G. Butkowski
Charles Sturt University
Grace Carroll
Queen's University Belfast
Fengqing Chao
National University of Singapore (NUS)
Elisabeth E. Charrier
University of Pennsylvania
Xiaoyin Chen
Cold Spring Harbor Laboratory
Yu-Chih Chen
University of Michigan
[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
João C. Comel
Hospital of Clinics of Porto Alegre
Cyril Cosse
Paris Descartes University
Yanru Cui
Chinese Academy of Agricultural Sciences
Pieter van Dessel
Ghent university
[NO FIRST NAME IN SCOPUS] Dhaval
Indian Institute of Advanced Research
Daria Diodato
Bambino Ges. Children's Research Hospital
Maelle Duffey
Heidelberg University
Avik Dutt
Stanford University
Luis G. Egea
University of Cádiz
Mohammed El-Said
Mansoura University
Martin Faye
Institut Pasteur de Dakar
Beatriz Fernandez-Fernandez
IIS-Fundacion Jimenez Diaz-UAM
Kieran G. Foley
Cardiff University
Luria L. Founou
Centre of Expertise and Biological Diagnostic of Cameroon
Fan Fu
Swiss Federal Laboratories for Materials Science and Technology (Empa)
Rabea A. Gadelkareem
Assiut University
Evgeny Galimov
University College London (UCL)
Gulcan Garip
University of Derby
Alison Gemmill
Stony Brook University
Quentin Gouil
Walter and Eliza Hall Institute of Medical Research
James Grey
Newcastle University
Zoya Gridneva
University of Western Australia
Michel J. Grothe
German Center for Neurodegenerative Diseases
Théophile Grébert
Adaptation et Diversite en Milieu Marin
Fabricio Guerrero
University of Barcelona
Léo Guignard
Janelia Research Campus
Marco J. Haenssgen
University of Oxford
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
Sang-Min Jeon
Ajou University
Yangyang Jia
City University of Hong Kong
Catherine Jutzeler
University of British Columbia (UBC)
Panagiotis Kalatzis
University of Copenhagen
Masud Karim
University of South Australia
Kathrin Karsay
University of Vienna
Anne Keitel
University of Glasgow
Andreas Kempe
Technische Universität Dresden
Jeremy R. Keown
University of Oxford
Chin M. Khoo
National University Health System
Nyil Khwaja
University of Canterbury
Rogier A. Kievit
University of Cambridge
Sasha Kosanic
University of Konstanz
Dimitrios A. Koutoukidis
University of Oxford
Paul Kramer
National Institute of Neurological Disorders and Stroke
Dilip Kumar
Baylor College of Medicine
Nükhet Kiraǧ
Faculty of Nursing
Giuseppe Lanza
Oasi Research Institute - IRCCS
Thuc D. Le
University of South Australia
Jung W. Leem
Purdue University
Daniel Leightley
King's College London
Andreia Leite
London School of Hygiene & Tropical Medicine
Lukas Lercher
University of Hanover
Ying Li
Xi'an Jiaotong University
Renly Lim
University of South Australia
Luiz R.A. Lima
Universidade Federal de Santa Catarina
Li Lin
Southern Medical University
Tong Ling
Stanford University
Yuchen Liu
Shenzhen Second People's Hospital
Zhonghua Liu
The University of Hong Kong
Yao Lu
University College London (UCL)
Fok M. Lum
Singapore Immunology Network
Hang Luo
Central South University
Jatin Machhi
University of Nebraska Medical Center
Angus Macleod
University of Aberdeen
Isaac Macwan
University of Bridgeport
Hanumantha R. Madala
Texas Tech University at Lubbock
Nima Madani
University of Montana
Nicola de Maio
European Bioinformatics Institute
Kalina Makowiecki
University of Göttingen
Daniel J. Mallinson
Penn State Harrisburg
Ruta Margelyte
University of Bristol
Caracausi Maria
University of Bologna
Y. Markonis
Czech University of Life Sciences Prague (CULS)
Luca Marsili
University of Cincinnati
Suzanne Mavoa
University of Melbourne
Lorna McWilliams
NHS Foundation Trust
Moa Megersa
Jimma University
Caetano S.M. Mendes
Lung
Julia Menichetti
University of Oslo
Rebecca Mercieca-Bebber
The University of Sydney
Jack J. Miller
University of Oxford
David-Paul M. Minde
University of Cambridge
Alexander Minges
Heinrich Heine University Düsseldorf
Eleanor Mishra
NHS Foundation Trust
Virendra R. Mishra
Cleveland Clinic Foundation
Carly Moores
Flinders University
Nicola Morrice
University of Dundee
Alexander E. Moskalensky
Novosibirsk State University
Nicolò Navarin
University of Padua
Edessa Negera
London School of Hygiene & Tropical Medicine
Philippe Nolet
Université du Québec
Ana Nordberg
Lund University
Rickard Nordén
University of Gothenburg
Jessica P. Nowicki
Stanford University
Nelly Olova
University of Edinburgh
Pawel Olszewski
University of Gdańsk
Robert Onzima
National Agricultural Research Organization (NARO)
Chih-Long Pan
National Yunlin University of Science and Technology
Charny Park
National Cancer Center
Dong I. Park
Danish Research Institute of Translational Neuroscience (DAN-DRITE)
Seyoung Park
Yale University
Chandrashekhar D. Patil
Université Paris PSL
Sansoa A. Pedro
Eduardo Mondlane University (UEM)
Samuel R. Perry
Griffith University
Jessica Peter
University of Bern
Brent M. Peterson
Biola University
Andrea Pezzuolo
University of Padua
Ilya Pozdnyakov
Institute of Cytology RAS
Siyu Qian
University of Wollongong
Lei Qin
Beijing Institute of Technology
Ali Rafe
Research Institute of Food Science and Technology (RIFST)
Ishier Raote
Centre for Genomic Regulation
Ali Raza
University of Queensland
Henrike Rebl
University of Rostock
Osama Refai
Florida Atlantic University
Tim Regan
University of Edinburgh
Tambi Richa
College of Medicine
Mark F. Richardson
Deakin University
K.R. Robinson
University of Nottingham
Luca Rossoni
University of Nottingham
Romain Rouet
Garvan Institute
Soroush Safaei
University of Auckland
Pierre H.H. Schneeberger
University of Basel
Daniela Schwotzer
Fraunhofer Society
Agata Sebastian
AKademia Medyczna Wroclawiu
Jennifer Selinski
La Trobe University
Stefanie Seltmann
Charité University Medicine Berlin
Feng Sha
The University of Hong Kong
Nir Shalev
University of Oxford
Jin-Long Shang
Huazhong Normal University
Josef Singer
University Clinic Krems
Mandeep Singh
University Health Network
Taylor Smith
University of Potsdam
Emma Solomon-Moore
University of Bath
Lijuan Song
Justus Liebig University Giessen
Samuele Soraggi
University of Copenhagen
Ryan Stanley
Bedford Institute of Oceanography
Nico Steckhan
Charité University Medicine Berlin
Frederic Strobl
Goethe University Frankfurt
Lorenzo Subissi
Sciensano
Irwan Supriyanto
Gadjah Mada University
Chinmay R. Surve
Yeshiva University
Tomo Suzuki
St. Marianna University
Caitlin Syme
Department of Environment and Science
Karl Sörelius
Uppsala University
Young Tang
University of Connecticut
Marwa Tantawy
Children's Cancer Hospital
Sumudu Tennakoon
Florida State University
Serafino Teseo
Centre national de la recherche scientifique (CNRS)
Christine Toelzer
University of Bristol
Nikola Tomov
Faculty of Medicine
Miguel Tovar
Hans-Knoll-Institute (HKI)
Linh Tran
Duy Tan University
Sushil Tripathi
University of Helsinki
Anil M. Tuladhar
Radboud University
Azubuike C. Ukubuiwe
Federal University of Technology Minna
Carolina O.L. Ung
University of Macau
Kaspar Valgepea
University of Queensland
Hamid Vatanparast
IOR Research Institute
Arnau Vidal
Ghent university
Fang Wang
Sun Yat-Sen University
Qing Wang
Dalian University of Technology
Ricky Watari
University of Calgary
Rebecca Webster
King's College London
Ruth Webster
The George Institute for Global Health
Junnian Wei
University of California
David Wibowo
Griffith University
Tanja S.H. Wingenbach
Mackenzie Presbyterian University
Rose M. Xavier
University of Pennsylvania
Shumin Xiao
Tianjin Chengjian University
Peng Xiong
Griffith University
Shicai Xu
Dezhou University
Shilin Xu
University of Michigan
Ruifeng Yao
Tsinghua University
Wen Yao
Henan Agricultural University
Qinan Yin
National Institutes of Health, Bethesda
Yongbo Yu
Capital Medical University
Masayoshi Zaitsu
University of Tokyo
Zian Zeineb
Faculty of Sciences and Techniques
Xiao-Yong Zhan
Sun Yat-Sen University
Jilei Zhang
University of Illinois
Rongqiang Zhang
School of Public Health
Wei Zhang
Affiliated Hospital of Zunyi Medical University
Xianglilan Zhang
Beijing Institute of Microbiology and Epidemiology
Shan Zheng
Ministry of Health of People's Republic of China
Bailing Zhou
Dezhou University
Xiaoyan Zhou
Fudan University Shanghai Cancer Center
Haroon Ahmad
Griffith University
Sayo A. Akinwumi
Covenant 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
Andrey Anikin
Lund University
Samuel O. Azubuike
National Open University of Nigeria
Anders Bach-Mortensen
University of Oxford
Lior Baltiansky
Weizmann Institute of Science
Martin Bartas
Faculty of Science
Kiflemariam Y. Belachew
University of Helsinki
Vivek Bhardwaj
Max Planck Society
Karin Binder
University of Regensburg
Nicholas S. Bland
University of Queensland
Michael Boah
Ghana Health Service
Benjamin Bullen
NHS Foundation Trust
Giovanna E. Calabrò
Università Cattolica del Sacro Cuore
Tiffany J. Callahan
University of Colorado Anschutz Medical Campus
Bing Cao
Beijing University of Technology
Kelsey Chalmers
The University of Sydney
Wei Chang
Heilongjiang University
Zhengping Che
University of Southern California
Andrew T.Y. Chen
University of Auckland
Haimin Chen
Zhejiang Sci-Tech University
Huaming Chen
University of Wollongong
Youning Chen
Xianyang Normal University
Zhao Chen
Research Center of TCM Information Engineering
Youngrok Choi
Seoul National University Bundang Hospital
Mohiuddin A.K. Chowdhury
International Centre for Diarrhoeal Disease Research Bangladesh
Martin R. Christensen
University of Copenhagen
Robert S.C. Cooke
University of Southampton
Marzia Cottini
Niguarda Hospital
Natalie V. Covington
Vanderbilt University
Catriona Cunningham
University of Manchester
Julien Delarocque
Tierarztliche Hochschule Hannover
Lucie Devos
Centre national de la recherche scientifique (CNRS)
Aurup R. Dhar
Bangladesh Agricultural University
Ke-Feng Ding
Second Affiliated Hospital of Zhejiang University
Kexian Dong
Harbin Medical University
Zheng Dong
Collaborative Innovation Center for Genetics and Development
Niklas Dreyer
University of Copenhagen
Chelsea Ekstrand
University of Saskatchewan
Tanguy Fardet
Paris Descartes University
Berhanu E. Feleke
Bahar Dar University
Thomas Feurer
Swiss Federal Laboratories for Materials Science and Technology (Empa)
Angela Freitas
University of Coimbra
Tian Gao
University of Nebraska - Lincoln
[NO FIRST NAME IN SCOPUS] Gebremedhin
University of Groningen
Francesco Giganti
University College London (UCL)
Piotr Grabowski
Technische Universität Berlin
José R. Guerra-Mora
South Central High Specialty Hospital
Chengying Guo
College of Plant Protection
Xinyi Guo
Sichuan University
Himanshu Gupta
Curtin University
Shuonan He
Stowers Institute for Medical Research
Marloes Heijne
Wageningen University and Research
Stephanie Heinemann
University Medical Center Göttingen
Alexander Hogrebe
University of Copenhagen
Zhengping Huang
Guangdong Second Provincial General Hospital
Sophinese Iskander-Rizk
Erasmus University Rotterdam
Lavanya M. Iyer
University Medical Center Göttingen
Yasmin Jahan
Hiroshima University
Ameh S. James
University of the Sunshine Coast
Emmanuel Joel
Covenant University
Bastian Joffroy
Technische Universität Dresden
Clara Jégousse
University of Iceland
George Kambondo
Ministry of Health and Child Care
Priyanka Karnati
Ohio State University
Cihan Kaya
University of Pittsburgh
An Ke
Beijing University of Technology
Daniel Kelly
University of Manchester
Rob Kickert
Erasmus University Rotterdam
Peter E. Kidibule
Spanish National Research Council (CSIC)
Jennifer P. Kieselmann
Institute of Cancer Research
Hyeon J. Kim
Ewha Womans University
Takeshi Kitazawa
Matsunami General Hospital
Aniek Lamberts
University of Groningen
You Li
University of Edinburgh
Huakang Liang
Harbin Institute of Technology
Sabrina N. Linn
Tierarztliche Hochschule Hannover
Thomas Litfin
Griffith University
Wang Liusuo
Nanjing University
Vasiliki Lygirou
Academy of Athens
Ajay K. Mahato
ICAR-National Research Centre on Plant Biotechnology
Zhi-Ming Mai
The University of Hong Kong
Rupert W. Major
University Of Leicester
Samira Mali
University of Illinois
Panagiotis Mallis
Academy of Athens
Wenzhi Mao
Tsinghua University
Katie Marvin-Dowle
Sheffield Hallam University
Leanda D. Mason
Curtin University
Ben Merideth
University of Missouri
Maria J. Merino-Plaza
Hospital Doctor Moliner
Britt Merlaen
Ghent university
Rossella Messina
University of Bologna
Anand K. Mishra
Istituto Italiano di Tecnologia
Junaid Muhammad
Shanghai Jiao Tong University
Conrad Musinguzi
Baylor College of Medicine Children's Foundation
Afroditi Nanou
University of Twente
Amreen Naqash
University of Kashmir
Joe T. Nguyen
University of Michigan
Thi T.H. Nguyen
Queensland University of Technology (QUT)
Duan Ni
Shanghai Jiao Tong University
[NO FIRST NAME IN SCOPUS] Nida
Aga Khan University
Shirli Notcovich
Massey University
Barnabas Ohst
University of Freiburg
Quinn R. Ollivier
Deakin University
Daniël F. Osses
Erasmus University Rotterdam
Xiangda Peng
Chinese Academy of Sciences
Arnoud Plantinga
Tilburg University
Michael Pulia
University of Wisconsin Madison
Muhammad Rafiq
Karolinska Institutet
Ayush Raman
Baylor College of Medicine
[NO FIRST NAME IN SCOPUS] Raucher-Chéné
University Hospital of Reims
Rafal Rawski
Rzeszów University of Technology
Asit Ray
Siksha O Anusandhan Universityr
Lubna A. Razak
University of Newcastle
Kevin Rudolf
German Sport University
Peter Rusch
Universitats Klinikum Essen und Medizinische Fakultat
Margaux L. Sadoine
Université de Montréal
Axel Schmidt
Clausthal University of Technology
Roey Schurr
The Hebrew University Of Jerusalem
Stephen Searles
University of California
Saurab Sharma
Kathmandu University
Barry Sheehan
University of Limerick
Chunhu Shi
University of Manchester
Belal Shohayeb
University of Queensland
Andrew Sommerlad
University College London (UCL)
Jan Strehlow
Fraunhofer Society
Xianbao Sun
University of Science and Technology of China
Raghav Sundar
National University Health System
Ghazaleh Taherzadeh
Griffith University
Nur D.M. Tahir
Universiti Putra Malaysia
Jun Tang
Sun Yat-Sen University
Jean Testa
Centre de Recherche Medicale et Sanitaire
Zhiqi Tian
University of Cincinnati
Qian Tingting
Bengbu Medical College
Geert P. Verheijen
Radboud University
Casey Vickstrom
Medical College of Wisconsin
Teng Wang
Queensland University of Technology (QUT)
Xiaomin Wang
Zhejiang University
Zhenxing Wang
Harbin Institute of Technology
Pan Wei
Mississippi State University
Alex Wilson
University of Oxford
[NO FIRST NAME IN SCOPUS] Wyart
University of Turin
Abdul-Amir Yassine
University of Toronto
Abbas Yousefzadeh
Tehran University of Medical Sciences
Asma Zare
Shiraz University of Medical Sciences
Zhen Zeng
University of Helsinki
Chengrong Zhang
Weifang Medical University
Haowen Zhang
Georgia Institute of Technology
Linxing Zhang
Beijing University of Technology
Tongchuan Zhang
Griffith University
Weijia Zhang
University of South Australia
Zhe Zhang
Griffith University
Jianyu Zhou
Tsinghua University
Dongjie Zhu
Chinese Academy of Sciences
Vincenzo Adamo
University of Messina
Adebolajo A. Adeyemo
University of Ibadan
Maria Aggelidou
University Hospital of Alexandroupolis
Adi M. Al-Owaifeer
College of Medicine
Arwa Z. Al-Riyami
Sultan Qaboos University Hospital
Saeed K. Alzghari
Gulfstream Diagnostics
Vibeke Andersen
University of Southern Denmark
Kathryn Angus
University of Stirling
Muhammad Asaduzzaman
International Centre for Diarrhoeal Disease Research Bangladesh
Hadi Asady
Saveh University of Medical Sciences
Dai Ato
Gakujutsu Shien Co. Ltd.
Xiaoyong Bai
Chinese Academy of Sciences
Rebecca L. Baines
University of Plymouth
Maghan Ballantyne
U.S. Food and Drug Administration
Bo Ban
Affiliated Hospital of Jining Medical University
Jill Beck
Children's Hospital & Medical Center
Walid Ben-Nafa
University of Salford
Emma Black
University of New South Wales (UNSW)
Antoine Blancher
CHU de Toulouse
Ron Blankstein
Harvard Medical School
Neil Bodagh
NHS Foundation Trust
Paulo Borges
Evolution and Environmental Changes
Anastasia Brooks
University of Queensland
Josue Brox-Ponce
Universitat de Valencia
Arturo Brunetti
University of Naples Federico II
Colin D. Canham
Rochester General Hospital
Piero Carninci
RIKEN
Richard Carvajal
Columbia University
Shun C. Chang
Mackay Medical College
Jie Chao
Southeast University
Pranab Chatterjee
National Institute of Cholera and Enteric Diseases
He Chen
Beijing University of Technology
Liming Chen
Huazhong University of Science and Technology
Yi-Chun Chen
Chang Gung Memorial Hospital Linkou Medical Center and College of Medicine
Adnan K. Chhatriwalla
Mid America Heart Institute - Kansas City
Ibrahim Chikowe
College of Medicine
Trees-Juen Chuang
Academia Sinica
Rosane G. Collevatti
Federal University of Goiás
Diego A.V. Cornejo
Clínica Vista
Ana Cuenda
Spanish National Research Council (CSIC)
Myriam Dao
CHU Bicêtre
Delphine Dauga
Bioself Communication
Zaian Deng
Wenzhou Medical University
Kiran Devkota
Renmin Hospital
Lisa V. Doan
New York University
Yaser H.A. Elewa
Zagazig University
Dongsheng Fan
Peking University Third Hospital
Mohammed Faruk
Ahmadu Bello University
Shi Feifei
University of Science and Technology Beijing
Trevor S. Ferguson
University of the West Indies
Francesco Fleres
University of Messina
Emma J. Foster
University of Aberdeen
Stephen Foster
Massachusetts Eye Research and Surgery Institution
Tzvi Furer
Child Study Center
Yibo Gao
National Cancer Center/Cancer Hospital
Enid J. Garcia-Rivera
School of Medicine
Adi Gazdar
UT Southwestern Medical Center
Ronald B. George
Dalhousie University
Sayantan Ghosh
Koblenz University of Applied Sciences
Elena Gianchecchi
VisMederi srl
Joshua M. Gleason
Ross University
Allan Hackshaw
University College London (UCL)
Adam Hall
University of Alberta
Richard Hall
Dalhousie University
Paul Harper
Palmerston North Hospital
William E. Hogg
University of Ottawa
Guangqun Huang
China Agricultural University
Kylie E. Hunter
The University of Sydney
Adriaan P. Ijzerman
Leiden University
Carlos Jesus
Coimbra Health School
Gao Jian
Sun Yat-Sen University
James S. Lewis
Vanderbilt University
Souha S. Kanj
American University of Beirut Medical Center
Harsheen Kaur
University of New Mexico
Shona Kelly
Sheffield Hallam University
Fayez Kheir
Critical Care & Environmental Medicine
V.S. Kichatova
Mechnikov Research Institute for Vaccines and Sera
Musa Kiyani
Duke University
Reinhild Klein
University of Tübingen
Tom Kovesi
University of Ottawa
Jennifer L. Kraschnewski
Penn State College of Medicine
Addanki P. Kumar
University of Texas
Dmitry Labutin
Vreden Russian Research Institute of Traumatology and Orthopaedics
Alejandro Lazo-Langner
Western University
Guy Leclercq
Institut J. Bordet
Maoteng Li
Huazhong University of Science and Technology
Qingchun Li
Hangzhou Center for Disease Control and Prevention
Tangliang Li
School of Medicine
Yongzhe Li
Key Laboratory of Rheumatology and Clinical Immunology
Wei-Ting Liao
Kaohsiung Medical University
Zheng-Yin Liao
West China Hospital
Jessica Lin
University of California at Irvine (UCI)
J. Lizer
Zoetis
Giambattista Lobreglio
Vito Fazzi General Hospital
Cher Lowies
Aintree University Hospital National Health Service Foundation Trust
Cheng Lu
Head Neck Surgery
Haroon Majeed
Wrightington Hospital
Adam Martin
University of Toronto
Luis Martinez-Sobrido
University of Rochester
Edwin Meresh
Loyola University Medical Center
Marianne Middelveen
Atkins Veterinary Services
Alireza Mohebbi
Golestan University of Medical Sciences
Jorge Mota
University of Porto
Zahra Mozaheb
Mashhad University of Medical Sciences
Ley Muyaya
Stellenbosch University
Amar Nandhakumar
Kovai Medical Center and Hospital
Sheryl H.X. Ng
National University of Singapore (NUS)
Monther Obeidat
Queen Alia Heart Institute
Deog-Hwan Oh
Kangwon National University
Mohammed Owais
Kakatiya Medical College
Pia Pace-Asciak
St. Paul's Hospital
Ajay Panwar
Kakatiya Medical College
Caroline Park
University of Toronto
Chris Patterson
University of Glasgow
Felipe Penagos-Tabaree
Universidad de Antioquia
Paolo T. Pianosi
NHS Foundation Trust
Valentina Pinzi
Carlo Besta Neurological Institute
Clare Pridans
University of Edinburgh
Anna Psaroulaki
University of Crete
Ravi K. Pujala
University of Hyderabad
Leonardo Pulido-Arjona
Colegio Mayor de Nuestra Senora del Rosario
Peng-Fei Qi
Sichuan Agricultural University
Proton Rahman
Rheumatology
Nayanjot K. Rai
University of Colorado Anschutz Medical Campus
Tienush Rassaf
Universitats Klinikum Essen und Medizinische Fakultat
Julie Refardt
University Hospital Basel
Walter Ricciardi
Università Cattolica del Sacro Cuore
Olaf Riess
University of Tübingen
Alexandros Rovas
Division of General Internal Medicine
Frank M. Sacks
Harvard School of Public Health
Sherif Saleh
University of Kentucky
Christopher Sampson
University of Missouri
Axel Schmutz
University of Freiburg
Robert Sepanski
Children's Hospital of The King's Daughters
Neeraj Sharma
IIHMR University
Manisha Singh
University of Arkansas System
Paul Spearman
Cincinnati Children's Hospital Medical Center
Mehala Subramaniapillai
University Health Network
Ritu Swali
University of California at Irvine (UCI)
Cher M. Tan
Chang Gung Memorial Hospital Linkou Medical Center and College of Medicine
Juan I. Tellechea
Profensa
Lisa-Marie Thomas
University of Aberdeen
Xin Tong
China Agricultural University
Demetrios G. Vavvas
Harvard Medical School
Ralf Veys
Katholieke Universiteit Leuven
Veronica Vitriol
University of Talca
Horng-Dar Wang
National Tsing Hua University
Jinhui Wang
Chinese Academy of Sciences
Jiucun Wang
Collaborative Innovation Center for Genetics and Development
Jason Waugh
University of Auckland
S.A. Webb
University of Cambridge
Brendan A. Williams
University of Florida
Alan D. Workman
Massachusetts Eye and Ear Infirmary
Tingxiu Xiang
First Affiliated Hospital of Chongqing Medical University
Li-Xin Xie
Chinese PLA General Hospital
Jun Xu
Tsinghua University
Taosheng Xu
Hefei Institutes of Physical Science
Chongjun Yang
Xiamen University
Jihoon G. Yoon
Yonsei University
Christina M. Yuan
Walter Reed National Military Medical Center
Arno Zaritsky
Children's Hospital of The King's Daughters
Yao Zhang
College of Science
Haochen Zhao
Xiangtan University
Hannah Zuckerman
University Health Network
Ran Lyu
Griffith University
Wayne Pullan
Griffith University
Database : the journal of biological databases and curation
17580463 (ISSN)
Vol. 2019 1-67Subject Categories (SSIF 2011)
Computer and Information Science
DOI
10.1093/database/baz085