Large expert-curated database for benchmarking document similarity detection in biomedical literature search
Artikel i vetenskaplig tidskrift, 2019

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.

Författare

Peter Brown

Griffith University

Yaoqi Zhou

Griffith University

Aik-Choon Tan

University of Colorado Anschutz Medical Campus

Mohamed A. El-Esawi

Faculty of Science

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

Jyväskylän Yliopisto

Tomislav Cernava

Technische Universität Graz

Carlos O. Sorzano

CSIC - Centro Nacional de Biotecnologia (CNB)

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

Universität 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

CSIC - Centro Nacional de Biotecnologia (CNB)

Zuzanna Bukowy-Bieryllo

Polish Academy of Sciences

Luca G. Campana

Università di Padova

Nicholas A. Kurniawan

Technische Universiteit Eindhoven

David Lalaouna

Université de Strasbourg

Felix J. Hüttner

Universität Heidelberg

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

Universiteit Maastricht

Ruud P.M. Dings

University of Arkansas for Medical Sciences

Francesco Marinello

Università di Padova

Henrik Nilsson

Göteborgs universitet

Brett Nixon

University of Newcastle, Australia

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

Medizinische Universität Innsbruck

Farid Rahimi

Australian National University

Giuseppe Riva

Universita 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

Albert-Ludwigs-Universität Freiburg

Peter Brenneisen

Heinrich Heine Universität Düsseldorf

James A.L. Brown

National University of Ireland

Brian P. Dalrymple

University of Western Australia

David J. Harvey

Nuffield Department of Medicine

Grace Ng

SingHealth Polyclinics

Sebastiaan Werten

Medizinische Universität Innsbruck

Mark Bleackley

La Trobe University

Zhanwu Dai

Université de Bordeaux

Raman Dhariwal

Agriculture et Agroalimentaire Canada

Yael Gelfer

St George's Hospital

Marcus D. Hartmann

Max Planck Institute for Developmental Biology

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

Universidad de la Republica

Santhilal Subhash

Göteborgs universitet

Hannes Sallmon

Charité Universitätsmedizin Berlin

Marco Tofani

Sapienza, Università di Roma

Taeok Bae

Indiana University School of Medicine-Northwest

Oliver Bosch

Universität 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

Griffith University

David B. Ascher

University of Melbourne

Sarath C. Janga

IU School of Informatics and Computing

Leon N. Schulte

Philipps-Universität Marburg

Daniel Becker

Indiana University

Christopher Browngardt

University of Florida

Stephen J. Bush

Nuffield Department of Medicine

Guillaume Gaullier

University of Colorado at Boulder

Kazuki Ide

Kyoto University

Clement Meseko

Friedrich Loeffler Institute

Gijsbert D.A. Werner

University of Oxford

Jan Zaucha

Technische Universität München

Abd A. Al-Farha

University of Adelaide

Noah F. Greenwald

Stanford University

Segun I. Popoola

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Shaifur Rahman

Heinrich Heine Universität Düsseldorf

Jialin Xu

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Sunny Y. Yang

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Noboru Hiroi

Albert Einstein College of Medicine of Yeshiva University

Ozgul M. Alper

Akdeniz Universitesi

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National Institute of Mental Health

Michael Bitzer

Universitatsklinikum Tubingen Medizinische Fakultat

George Chacko

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Birgit Debrabant

Syddansk Universitet

Ray Dixon

John Innes Centre

Evelyne Forano

Université de Bordeaux

Matthew Gilliham

University of Adelaide

Sarah Kelly

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Karl-Heinz Klempnauer

Universität Münster

Brett A. Lidbury

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Michael Z. Lin

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Iseult Lynch

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Murdoch University

Edward W. Maibach

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Diane E. Mather

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Kutty S. Nandakumar

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Robert S. Ohgami

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Yu Xue

Huazhong University of Science and Technology

Charles Armitage

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Pierre Barraud

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Stella Chatzitheochari

The University of Warwick

Luis P. Coelho

European Molecular Biology Laboratory

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University of Cincinnati College of Medicine

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Max-Planck-Gesellschaft

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University of Virginia

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Clinic for Neurology and Psychiatry for Children and Youth

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University of Iowa

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C.G. Alimba

University of Ibadan

Tariku J. Beyene

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Zehong Cao

University of Tasmania

Sherwin S. Chan

Children's Mercy Hospital

Michael Gatchell

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Skin and Cancer Foundation

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Medical College of Wisconsin

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U.S. Food and Drug Administration

Cedric Alaux

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Dirk R. Albrecht

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Gerald J. Atkins

University of Adelaide

Charles R. Beck

Public Health England

A.M.J.J. Bonvin

Universiteit Utrecht

Emer Bourke

National University of Ireland

Thomas Brand

National Heart and Lung Institute

R. J. Braun

Universität Bayreuth

James A. Bull

Imperial College London

Pedro Cardoso

University of Helsinki

Dee Carter

The University of Sydney

Robin M. Delahay

University of Nottingham

Bernard Ducommun

Université de Toulouse

Pascal H.G. Duijf

University of Queensland

Trevor Epp

Czech Academy of Sciences

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Turun Yliopisto

Mazyar Fallah

York University

Debora B. Farber

Stein Eye Institute

Jose Fernandez-Triana

Agriculture et Agroalimentaire Canada

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Helmholtz-Zentrum Geesthacht - Zentrum für Material- und Küstenforschung GmbH

Tullio Florio

Università degli Studi di Genova

Michael Friebe

Otto von Guericke Universitaet Magdeburg

Saori Furuta

University of Toledo

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CRUK Beatson Institute

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Leibniz Institute for Primate Research

Malgorzata Grybos

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Hainan University

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Beijing University of Technology

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GIGA-Research Institute & CHULiège

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Fondazione Bruno Kessler (FBK)

Haruyuki Kamiya

Hokkaido University

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KU Leuven

Erik Kristiansson

Chalmers, Matematiska vetenskaper, Tillämpad matematik och statistik

Frank-Erik de Leeuw

Radboud Universiteit

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University of South Australia

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Bio-Thera Solutions Ltd.

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Instituto de Investigación Biosanitario de Granada IBS

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Curtin University

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Newcastle University

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Johann Wolfgang Goethe Universität Frankfurt am Main

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CSIC - Centro Nacional de Biotecnologia (CNB)

Adriana E. Miele

Institut de Chimie et Biochimie Moléculaire et Supramoléculaire

Xavier Montagutelli

Institut Pasteur, Paris

Esteban Morcillo

Universitat de Valencia

Rosario Nicoletti

Citrus and Tree Fruit

Monika Niehof

Fraunhofer Institut fur Toxikologie und Experimentelle Medizin - ITEM

Ronan O'Toole

University of Tasmania

Toshihiko Ohtomo

Chugai Pharmaceutical Co. Ltd

Henrik Oster

Universitaet Zu Lübeck

Jose-Alberto Palma

NYU School of Medicine

Russell Paterson

Universiti Putra Malaysia

Mark Peifer

The University of North Carolina at Chapel Hill

Maribel Portilla

USDA Agricultural Research Service, Washington DC

M.C. Portillo

University of Southampton

Antonia L. Pritchard

University of the Highlands and Islands

Stefan Pusch

Universität Heidelberg

Gajendra P.S. Raghava

Indraprastha Institute of Information Technology Delhi

Nicola J. Roberts

Glasgow Caledonian University

Kehinde Ross

Liverpool John Moores University

Birgitt Schuele

Parkinson's Institute and Clinical Center

Kjell Sergeant

Luxembourg Institute of Science and Technology

Jun Shen

University of Wollongong

Alessandro Stella

University of Bari Aldo Moro

Olga Sukocheva

Flinders University

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University of South Florida

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University of Texas at Dallas

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Rhodes University

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Universidade NOVA de Lisboa

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Eidgenössische Technische Hochschule Zürich (ETH)

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German Red Cross Blood Service

Masayuki Yamato

Tokyo Women's Medical University

Ioannis Zabetakis

University of Limerick

Xin Zhao

McGill University

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University of KwaZulu-Natal

Wan M. Aizat

Universiti Kebangsaan Malaysia

Lauren Atlas

National Institutes of Health, Bethesda

Kristina M. Bridges

University of Kansas Medical Center

Sayan Chakraborty

Institute of Molecular and Cell Biology

Mieke Deschodt

Metabolism and Ageing

Helena S. Domingues

International Iberian Nanotechnology Laboratory

Shabnam S. Esfahlani

Anglia Ruskin

Sebastian Falk

Max-Planck-Gesellschaft

J.L. Guisado

Universidad de Sevilla

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University of Colorado at Boulder

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University of Manchester

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Singapore-MIT Alliance for Research and Technology

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Australian Catholic University

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St. Josef Hospital

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Hunan University

Ines M. Pinto

International Iberian Nanotechnology Laboratory

Cristina R. Reschke

Physiology & Medical Physics

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Jyväskylän Yliopisto

Christopher J. Stewart

Newcastle University

Florian Uhle

Universität Heidelberg

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Pennsylvania State University

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Chinese Academy of Sciences

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University of Science and Technology of China

Mohamed Ashry

Michigan State University

Niels Bergsland

Department of Neurology

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Universität Rostock

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South China Normal University

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School of Medicine in Katowice

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Pacific Northwest National Laboratory

Ewout J.N. Groen

University of Edinburgh

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University of Pennsylvania

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Asthma and Allergy Unit

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Carl von Ossietzky Universität Oldenburg

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Universiteit Maastricht

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University of Manchester

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King's College London

Zhixiu Li

Queensland University of Technology (QUT)

Yu-Peng Liu

Harbin Medical University

Bjarte A. Lund

Universitetet i Tromsö

Alexandre A. Lussier

Cornell University

Liping Ma

East China Normal University

Pablo Mier

Johannes Gutenberg-Universität Mainz

Matthew D. Moore

University of Massachusetts

Katja Nagler

Max Planck Institute for Terrestrial Microbiology

Mark W. Orme

NIHR Biomedical Research Centre - Respiratory

James A. Pearson

Yale University

Anilkumar S. Prajapati

Sardar Patel University

Yu Saito

University of Tokyo

Simon E. Tröder

Universität zu Köln

Florence Uchendu

National Open University of Nigeria

Niklas Verloh

University Hospital Regensburg

Denitza D. Voutchkova

Universiti Kebangsaan Singapura (NUS)

Ahmed Abu-Zaid

Alfaisal University

Joaira Bakkach

Abdelmalek Essaâdi University

Philipp Baumert

Liverpool John Moores University

Marcos Dono

Universidade de Santiagode Compostela

Jack Hanson

Griffith University

Sandrine Herbelet

Center for Medical Genetics

Emma Hobbs

Universiteit Gent

Ameya Kulkarni

Albert Einstein College of Medicine of Yeshiva University

Narendra Kumar

Anglia Ruskin University

Siqi Liu

Beijing University of Technology

Nikolai D. Loft

Amtssygehuset i Gentofte

Tristan Reddan

Lady Cilento Children's Hospital

Thomas Senghore

School of Medicine and Allied Health Sciences

Howard Vindin

The University of Sydney

Haotian Xu

Wayne State University

Ross Bannon

Aberdeen Royal Infirmary

Branson Chen

University of Toronto

Johnny T.K. Cheung

Chinese University of Hong Kong

Jeffrey Cooper

University of Nebraska Medical Center

Ashwini K. Esnakula

University of Florida College of Medicine

Karine A. Feghali

University of Texas MD Anderson Cancer Center

Emilia Ghelardi

Universita di Pisa

Agostino Gnasso

Magna Grecia University

Jeffrey Horbar

Larner College of Medicine University of Vermont

Hei M. Lai

The University of Hong Kong

Jian Li

Sun Yat-sen University Cancer Center

Lan Ma

Fudan University

Ruiyan Ma

Shanxi Agricultural University

Zihang Pan

University of Toronto

Marco A. Peres

University of Adelaide

Raymond Pranata

Faculty of Medicine

Esmond Seow

Institute of Mental Health

Matthew Sydes

University College London (UCL)

Ines Testoni

Università di Padova

Anna L. Westermair

Universitaet Zu Lübeck

Yongliang Yang

Dalian University of Technology

Masoud Afnan

Tianjin United Family Healthcare

Joan Albiol

Universitat Autonoma de Barcelona (UAB)

Lucia G. Albuquerque

Universidade Estadual Paulista (UNESP)

Shimon Amir

Université Concordia

Eisuke Amiya

University of Tokyo

Rogerio M. Amorim

Universidade Estadual Paulista (UNESP)

Qianli An

Zhejiang University

Stig U. Andersen

Aarhus Universitet

John D. Aplin

University of Manchester

Christos Argyropoulos

University of New Mexico

Yan W. Asmann

Mayo Clinic

Abdulaziz M. Assaeed

King Saud University

Atanas G. Atanasov

Institute of Genetics and Animal Breeding

David A. Atchison

Queensland University of Technology (QUT)

Simon V. Avery

University of Nottingham

Paul Avillach

Harvard Medical School

Peter D. Baade

Cancer Council Queensland

Lars Backman

Umeå universitet

Christophe Badie

Public Health England

Alfonso Baldi

Università degli Studi della Campania Luigi Vanvitelli

Elizabeth Ball

Obstetrics and Gyanecology

Olivier Bardot

Université Clermont Auvergne

Adrian G. Barnett

Queensland University of Technology (QUT)

Mathias Basner

University of Pennsylvania

Jyotsna Batra

Queensland University of Technology (QUT)

O.M. Bazanova

Novosibirsk State University

Andrew Beale

University College London (UCL)

Travis Beddoe

La Trobe University

Melanie L. Bell

University of Arizona

Eugene Berezikov

Rijksuniversiteit Groningen

Sue Berners-Price

Griffith University

Peter Bernhardt

Göteborgs universitet

Edward Berry

State University of New York Upstate Medical University

Theolis B. Bessa

Escola Nacional de Saúde Pública Sergio Arouca

Craig Billington

Water and Environmental Microbiology

John Birch

University of Otago

Randy D. Blakely

Florida Atlantic University

Mark A.T. Blaskovich

University of Queensland

Robert Blum

University Hospital Würzburg

Marleen Boelaert

Institute of Tropical Medicine

Dimitrios Bogdanos

University of Thessaly

Carles Bosch

Universität Basel

Thierry Bourgoin

Museum National d'Histoire Naturelle

Daniel Bouvard

Centre national de la recherche scientifique (CNRS)

Laura M. Boykin

University of Western Australia

Graeme Bradley

University of Fort Hare

Daniel Braun

Universität Tübingen

Jeremy Brownlie

Griffith University

Albert Brühl

Philosophisch-Theologische Hochschule Vallendar

Austin Burt

Imperial College London

Lisa M. Butler

University of Adelaide

Siddappa N. Byrareddy

University of Nebraska Medical Center

Hugh J. Byrne

Dublin Institute of Technology (DIT)

Stephanie Cabantous

Inserm Transfert

Sara Calatayud

Universitat de Valencia

Eva Candal

Universidade de Santiagode Compostela

Kimberly Carlson

University of Nebraska

Sònia Casillas

Universitat Autonoma de Barcelona (UAB)

Valter Castelvetro

Universita di Pisa

Patrick T. Caswell

University of Manchester

Giacomo Cavalli

Université de Montpellier

Vaclav Cerovsky

Czech Academy of Sciences

Monica Chagoyen

CSIC - Centro Nacional de Biotecnologia (CNB)

Chang-Shi Chen

National Cheng Kung University

Dong F. Chen

Harvard Medical School

Hao Chen

Lanzhou University Second Hospital

Hui Chen

University of Technology Sydney

Jui-Tung Chen

JT Chen Clinic

Yinglong Chen

University of Western Australia

Changxiu Cheng

Beijing Normal University

Jianlin Cheng

University of Missouri

Mai Chinapaw

Amsterdam Public Health Research Institute

Christos Chinopoulos

Semmelweis Egyetem

William C.S. Cho

Queen Elizabeth Hospital

Lillian Chong

University of Pittsburgh

Debashish Chowdhury

G B Pant Institute of Post Graduate Medical Education and Research

Andre Chwalibog

Köpenhamns universitet

A. Ciresi

Universita degli Studi di Palermo

Shamshad Cockcroft

University College London (UCL)

Ana Conesa

University of Florida

Penny A. Cook

University of Salford

David N. Cooper

Cardiff University

Olivier Coqueret

Inserm Transfert

Enoka M. Corea

University of Colombo

Antonio Costa

Istituto Nazionale di Geofisica e Vulcanologia

Elisio Costa

Universidade do Porto

Carol Coupland

University of Nottingham

Stephanie Y. Crawford

University of Illinois

Aparecido D. Cruz

Pontifícia Universidade Católica de Goiás

Huijuan Cui

China-Japan Friendship Hospital

Qiang Cui

Boston University

David C. Culver

American University

Amedeo D'Angiulli

Carleton University

Tanya E.S. Dahms

University of Regina

France Daigle

Université de Montréal

Raymond Dalgleish

University Of Leicester

Håvard E. Danielsen

Oslo universitetssykehus

Sébastien Darras

Centre national de la recherche scientifique (CNRS)

Sean M. Davidson

University College London (UCL)

David A. Day

Flinders University

Volkan Degirmenci

The University of Warwick

Luc Demaison

Université de Bordeaux

Koenraad Devriendt

KU Leuven

Jiandong Ding

Fudan University

Yunus Dogan

Dokuz Eylül Üniversitesi

X.C. Dong

Indiana University School of Medicine

Claudio F. Donner

Mondo Medico

Walter Dressick

Naval Research Laboratory

Christian A. Drevon

Universitetet i Oslo

Huiling Duan

Beijing University of Technology

Christian Ducho

Universität des Saarlandes

Nicolas Dumaz

Inserm Transfert

Bilikere S. Dwarakanath

Shanghai Proton and Heavy Ion Center

Mark H. Ebell

The University of Georgia

Steffen Eisenhardt

Albert-Ludwigs-Universität Freiburg

Naser Elkum

Sidra Medicine

Nadja Engel

Rostock University Medical Center

Timothy B. Erickson

Harvard Medical School

Michael Fairhead

University of Oxford

Marty J. Faville

AgResearch Grasslands Research Centre

Marlena S. Fejzo

University of California

Fernanda Festa

Arizona State University

Antonio Feteira

Sheffield Hallam University

Patrick Flood-Page

Aneurin Bevan University Healthboard

John Forsayeth

University of California

Simon A. Fox

University of Western Australia

Steven J. Franks

Fordham University

Francesca D. Frentiu

Queensland University of Technology (QUT)

Mikko J. Frilander

Helsingin Yliopisto

Xinmiao Fu

Fujian Normal University

Satoshi Fujita

University of Fukui

Ian Galea

Faculty of Medicine

Luca Galluzzi

Universita degli Studi di Urbino Carlo Bo

Federica Gani

Ospedale San Luigi

Arvind P. Ganpule

Muljibhai Patel Urological Hospital

Antonio García-Alix

Universidad de Granada

Kristene Gedye

Massey University

Maurizio Giordano

Consiglo Nazionale Delle Richerche

Cecilia Giunta

University Children's Hospital Zürich

Paul A. Gleeson

University of Melbourne

Cyrille Goarant

Institut Pasteur

Haipeng Gong

Tsinghua University

Diop Gora

Sciences Faculty

Michael J. Gough

Providence Portland Medical Center

Ravinder Goyal

Agriculture et Agroalimentaire Canada

Kathryn E. Graham

Alberta Innovates

Ana Grande-Pérez

Universidad de Málaga-Consejo Superior de Investigaciones Científicas

Patricia M. Graves

James Cook University, Australia

Harm Greidanus

EU Joint Research Centre (JRC)

Darren Grice

Griffith University

Christoph Grunau

Université de Montpellier

Yosephine Gumulya

Commonwealth Scientific and Industrial Research Organisation (CSIRO)

Yabin Guo

Sun Yat-Sen University

Vsevolod V. Gurevich

Vanderbilt University

Oleg Gusev

RIKEN

Elke Hacker

Queensland University of Technology (QUT)

Steffen R. Hage

Universität Tübingen

Guy Hagen

University of Colorado

Steven Hahn

Fred Hutchinson Cancer Center

Dagmar M. Haller

Universite de Geneve

Sven Hammerschmidt

Ernst-Moritz-Arndt-Universität Greifswald

Jianwei Han

East China University of Science and Technology

Renzhi Han

Ohio State University

Martin Handfield

Oragenics

Hapuarachchige C. Hapuarachchi

National Environment Agency

Timm Harder

Friedrich Loeffler Institute

Jennifer E. Hardingham

Queen Elizabeth Hosptal

Michelle Heck

USDA

Marcel Heers

Albert-Ludwigs-Universität Freiburg

Khe F. Hew

The University of Hong Kong

Yohei Higuchi

University of Tokyo

Cynthia St. Hilaire

University of Pittsburgh

Rachel Hilton

Guy's and St Thomas' 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

Universiteit van Pretoria

Sin-Ho Jung

Duke University

Antonio M. Junior

Pontifícia Universidade Católica de Goiás

Thomas Kahan

Danderyds sjukhus

Sunjeev K. Kamboj

University College London (UCL)

Yong-Kook Kang

Korea Research Institute of Bioscience and Biotechnology (KRIBB)

Yannis Karamanos

Université d'Artois

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

Carl von Ossietzky Universität Oldenburg

Maija R.J. Kohonen-Corish

University of New South Wales (UNSW)

Xiangpeng Kong

NYU School of Medicine

Deborah Konkle-Parker

University of Mississippi Medical Center

Kalevi M. Korpela

Tampereen Yliopisto

Leondios G. Kostrikis

University of Cyprus

Peter Kraiczy

Johann Wolfgang Goethe Universität Frankfurt am Main

Harald Kratz

Charité Universitätsmedizin 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

Universiteit Gent

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

Universidad Europea de 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 Medical Center

Paul-Dag Line

Universitetet i 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

Universita degli Studi di Cagliari

Josef Loidl

Universität Wien

Johan Lorenzen

Universität Zürich

Stefan Lorkowski

Friedrich-Schiller-Universität 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

Lunds universitet

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

Toby Maher

Imperial College London

Sankar N. Maity

University of Texas MD Anderson Cancer Center

Brigitte Malgrange

Universite de Liège

Charalampos Mamoulakis

Panepistimio Kritis

Arduino A. Mangoni

Flinders University

Thomas Manke

Max-Planck-Gesellschaft

Antony S.R. Manstead

Cardiff University

Athanasios Mantalaris

Imperial College London

Jan Marsal

Skånes universitetssjukhus (SUS)

H. U. Marschall

Göteborgs universitet

Francis L. Martin

University of Central Lancashire

Jose Martinez-Raga

Hospital Universitario Doctor Peset

Encarnacion Martinez-Salas

CSIC-UAM - Centro de Biología Molecular Severo Ochoa (CBM)

Daniel Mathieu

Unviversity Hospital of Lille

Yoichi Matsui

Kansai Medical University

Elie Maza

Institut National Polytechnique de 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

University of 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

Université Bourgogne 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

Universiti Kebangsaan Singapura (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 Medical Center

Shauna A. Murray

University of Technology Sydney

Shinji Naganawa

Nagoya University Graduate School of Medicine

Srinivas Nammi

Western Sydney University

Grigorios Nasios

TEI of Epirus

Roman M. Natoli

IU School of Informatics and Computing

Frederique Nguyen

Oniris

Christine Nicol

Royal Veterinary College

Filip van Nieuwerburgh

Universiteit Gent

Erlend B. Nilsen

Norwegian Institute for Nature Research

Clarissa J. Nobile

Program for Quantitative Systems Biology

Margaret O'Mahony

Trinity College Dublin

Sophie Ohlsson

Lunds universitet

Oluremi Olatunbosun

University of Birmingham

Per Olofsson

Lunds universitet

Alberto Ortiz

IIS-Fundacion Jimenez Diaz-UAM

Kostya Ostrikov

Queensland University of Technology (QUT)

Siegmar Otto

Otto von Guericke Universitaet Magdeburg

Tiago F. Outeiro

Universitätsmedizin 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

Warwick Medical School

Pigny Pascal

Inserm Transfert

Elisabeth Paul

Universite de Liège

Michelle Peckham

University of Leeds

Nicoletta Pedemonte

IRCCS Istituto Giannina Gaslini

Michael A. Pellizzon

Research Diets

M. Petrelli

Universita degli Studi di 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

Universita degli Studi di Torino

Piero Porcelli

Universita degli Studi Gabriele d'annunzio di Chieti-Pescara

Martin Prince

King's College London

Gwendolyn P. Quinn

NYU School of Medicine

Terence J. Quinn

University of Glasgow

Satu Ramula

Turun Yliopisto

Juri Rappsilber

Technische Universität Berlin

Florian Rehfeldt

Georg-August-Universität Göttingen

Jan H. Reiling

BioMed X Innovation Center

Claire Remacle

Universite de Liège

Mohsen Rezaei

Tarbiat Modares University

Eric W. Riddick

USDA

Uwe Ritter

Universität 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

Universidad de Costa Rica

Jo Roislien

Universitetet i Stavanger

Monique J. Roobol

Erasmus University Medical Center

Alexandra Rowe

University of Edinburgh

Andreas Ruepp

Helmholtz Zentrum München

Jan van Ruitenbeek

Universiteit Leiden

Petra Rust

Universität Wien

Sonia Saad

Kolling Instiitute of Medical Research

George H. Sack

Johns Hopkins University

Manuela Santos

Université de Montréal

Aurore Saudemont

GlaxoSmithKline

Gianni Sava

Universita degli Studi di Trieste

Simone Schrading

RWTH Aachen University

Alexander Schramm

Universitats Klinikum Essen und Medizinische Fakultat

Martin Schreiber

Medizinische Universität Wien

Sidney Schuler

FHI 360

Joost Schymkowitz

KU Leuven

Alexander Sczyrba

Universität Bielefeld

Kate L. Seib

Griffith University

Han-Ping Shi

Department of Clinical Nutrition

Tomohiro Shimada

Meiji University

Jeon-Soo Shin

Yonsei University College of Medicine

Colette Shortt

Johnson & Johnson EAME

Patricia Silveyra

Penn State College of Medicine

Debra Skinner

The University of North Carolina at Chapel Hill

Ian Small

University of Western Australia

Paul A.M. Smeets

Wageningen University and Research

Po-Wah So

King's College London

Francisco Solano

Universidad de 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

Université de 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

Uniwersytet Jagiellonski w Krakowie

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

The 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

Gert Thijs

Agilent Technologies

Sally Thorne

University of British Columbia (UBC)

Amanda G. Thrift

Monash University

Celine Tiffon

Transfer

Philip Tinnefeld

Ludwig-Maximilians-Universität München

Daryono H. Tjahjono

Institut Teknologi Bandung

Fabrice Tolle

Université du Luxembourg

Ervin Toth

Skånes universitetssjukhus (SUS)

Andria L. Del Tredici

Millennium Health

Apostolos Tsapas

Aristotelio Panepistimio Thessalonikis

Konstantinos Tsirigotis

Akademia Swietokrzyska im. Jana Kochanowskiego w Kielcach

Ayse Turak

McMaster University

George Tzotzos

Universita Politecnica Delle Marche

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

Nestle Institute of Health Sciences SA

Roosmarijn E. Vandenbroucke

Universiteit Gent

Feliciano H. Veiga

Universidade de Lisboa

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

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Anne Vuillemin

CNRS

Steven Wakelin

Scion

Levi Waldron

CUNY Graduate School of Public Health and Health Policy

Laurence J. Walsh

University of Queensland

Amanda Y. Wang

George Institute for Global Health

Fuan Wang

Wuhan University

Yun Wang

Griffith University

Yoichi Watanabe

University of Minnesota

Andreas Weigert

Johann Wolfgang Goethe Universität Frankfurt am Main

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

Universität zu Köln

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

Universität 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 Üniversitesi

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

Helsingin Yliopisto

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

Universität zu Köln

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

Ruijin Hospital Affiliated to Shanghai Jiao Tong University

Torsten Zuberbier

Charité Universitätsmedizin Berlin

Carmen M. Aanei

University Hospital of Saint-Etienne

Rafi Ahmad

Inland Norway University of Applied Sciences

Manar Al-Lawama

The University of Jordan

Alexandre Alanio

Institut Pasteur, Paris

Judith Allardyce

Cardiff University

David Alonso-Caneiro

Queensland University of Technology (QUT)

John M. Atack

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Dirk Baier

Zürcher Hochschule Winterthur

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

Julius-Maximilians Universität Würzburg

Erik Bijleveld

Radboud Universiteit

Florian Bittner

Fraunhofer WKI

Fabian Blombach

University College London (UCL)

Wouter van den Bos

Universiteit Van Amsterdam

Shellie A. Boudreau

Aalborg Universitet

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

Universidade do Minho, Escola de Ciências da Saúde

Normand Cyr

Université de Montréal

Lorraine T. Dean

Johns Hopkins University

Martin S. Denzel

Max-Planck-Gesellschaft

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

Universitat de Barcelona

Hosny El-Adawy

Friedrich Loeffler Institute

Julius V. Emmrich

Charité Universitätsmedizin Berlin

Alex J. Eustace

Dublin City University

Christine M. Falter-Wagner

Ludwig-Maximilians-Universität München

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

Universitetet i Oslo

D.S. Grundle

Bermuda Institute of Ocean Sciences

Patrick Grüneberg

Kanazawa University

Nicksy Gumede

Världshälsoorganisationen (WHO)

Gbaguidi Haore

University Hospital of BesanÇon

Pille Harrison

Galapagos NV

Xavier Hoenner

University of Tasmania

Diego Hojsgaard

Georg-August-Universität Göttingen

Hikaru Hori

University of Occupational and Environmental Health

Maria P. Ikonomopoulou

IMDEA-Food

Patrick Jeurissen

Radboud University Medical School

Daniel M. Johnson

Universiteit Maastricht

Dhiraj Kabra

German Diabetes Center

Koji Kamagata

Juntendo University Graduate School of Medicine

Chandan Karmakar

Deakin University

Olga Kasian

Max-Planck-Institut fur Eusenforschung

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

Köpenhamns universitet

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

Research Base in 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-Liegbig University

Ugo Marzocchi

Aarhus Universitet

Christine A. McGarrigle

Trinity College Dublin

Tom van Meerten

Rijksuniversiteit Groningen

Rogier Min

VU University Medical Center

Iain Moal

European Bioinformatics Institute

Massimiliano Molari

Max-Planck-Gesellschaft

Lucas Molleman

Max Planck Institute for Human Development

Saiful R. Mondal

College of Medicine

Thea van de Mortel

Griffith University

W.N. Moss

Iowa State University

Othonas A. Moultos

TU Delft

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

Technische Universität München

Jiyun Nie

Chinese Academy of Agricultural Sciences

Yingjiu Nie

James Madison University

Frank Niemeyer

Universitatsklinikum Ulm

Fiona Nolan

University of Essex

Ogueri Nwaiwu

Alpha-Altis

Wendy H. Oldenmenger

Erasmus University Medical Center

Emmanuel Olumayede

Federal University Oye

Jianhong Ou

Duke University Medical Center

Menuka Pallebage-Gamarallage

University of Oxford

Simon P. Pearce

University of Manchester

Tuula Pelkonen

Helsinki University Hospital

Maria C. Pelleri

Universita di Bologna

Joana L. Pereira

Universidade de Aveiro

Mpho Pheko

University of Botswana

Karina A. Pinto

Federal University of Bahia

Allison Piovesan

Universita di Bologna

Michael Pluess

Queen Mary University of London

Illya M. Podolsky

National University of Pharmacy

Julie Prescott

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 Universite

Anna D. Rowe

University of New South Wales (UNSW)

Manish Saggar

Stanford University

Robert A. Schuon

Medizinische Hochschule Hannover (MHH)

Shaouli Shahid

Curtin University

Vahid Shalchyan

Iran University of Science and Technology

Prasad Shirvalkar

University of California

Oleg Shiryayev

Khalifa University of Science and Technology

Jugpreet Singh

University of Florida

Michael J. Smout

James Cook University, Australia

António Soares

Universidade do 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, Canada

Attila Szabo

Universitetet i Oslo

Wiktor Szymanski

Rijksuniversiteit Groningen

Chan N.P. Tai

The University of Hong Kong

Hisashi Takeuchi

Tokyo Medical University

S. Tanadini-Lang

UniversitatsSpital Zurich

Fei Tang

University of Maryland

Wanyin Tao

University of Science and Technology of China

G. Theron

Universiteit Stellenbosch

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

Universität 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

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, Australia

Joshua Brown

University of Florida College of Pharmacy

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

Universiti Kebangsaan Singapura (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

Universitetet i Tromsö

João C. Comel

Hospital of Clinics of Porto Alegre

Cyril Cosse

University Paris Descartes

Yanru Cui

Chinese Academy of Agricultural Sciences

Pieter van Dessel

Universiteit Gent

[NO FIRST NAME IN SCOPUS] Dhaval

Indian Institute of Advanced Research

Daria Diodato

Bambino Ges. Children&