Author
Affilliation
Abstract
High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery.
Publisher
Nature Publishing Group
Citation
THE ATOMWISE AIMS PROGRAM. AI is a viable alternative to high throughput screening: a 318-target study. Scientific Reports, v. 14, n. 1, p. 7526, 2024. doi.org/10.1038/s41598-024-54655-z.
ISSN
2045-2322
Notes
IzharWallach
Atomwise Inc. San Francisco, USA.
Denzil Bernard
Atomwise Inc. San Francisco, USA.
Kong Nguyen
Atomwise Inc. San Francisco, USA.
Gregory Ho
Atomwise Inc. San Francisco, USA.
Adrian Morrison
Atomwise Inc. San Francisco, USA.
Adrian Stecula
Atomwise Inc. San Francisco, USA.
Andreana Rosnik
Atomwise Inc. San Francisco, USA.
Ann Marie O’Sullivan
Atomwise Inc. San Francisco, USA.
Aram Davtyan
Atomwise Inc. San Francisco, USA.
Ben Samudio
Atomwise Inc. San Francisco, USA.
BillThomas
Atomwise Inc. San Francisco, USA.
BradWorley
Atomwise Inc. San Francisco, USA.
Brittany Butler
Atomwise Inc. San Francisco, USA.
Christian Laggner
Atomwise Inc. San Francisco, USA.
DesireeThayer
Atomwise Inc. San Francisco, USA.
Ehsan Moharreri
Atomwise Inc. San Francisco, USA.
Greg Friedland
Atomwise Inc. San Francisco, USA.
HaTruong
Atomwise Inc. San Francisco, USA.
Henry van den Bedem
Atomwise Inc. San Francisco, USA.
Ho Leung Ng
Atomwise Inc. San Francisco, USA.
Kate Staford
Atomwise Inc. San Francisco, USA.
Krishna Sarangapani
Atomwise Inc. San Francisco, USA.
KyleGiesler
Atomwise Inc. San Francisco, USA.
Lien Ngo
Atomwise Inc. San Francisco, USA.
Michael Mysinger
Atomwise Inc. San Francisco, USA.
MostafaAhmed
Atomwise Inc. San Francisco, USA.
Nicholas J.Anthis
Atomwise Inc. San Francisco, USA.
Niel Henriksen
Atomwise Inc. San Francisco, USA.
PawelGniewek
Atomwise Inc. San Francisco, USA.
Sam Eckert
Atomwise Inc. San Francisco, USA.
Saulo de Oliveira
Atomwise Inc. San Francisco, USA.
Shabbir Suterwala
Atomwise Inc. San Francisco, USA.
SrimukhVeccham Krishna PrasadPrasad
Atomwise Inc. San Francisco, USA.
Stefani Shek
Atomwise Inc. San Francisco, USA.
Stephanie Contreras
Atomwise Inc. San Francisco, USA.
Stephanie Hare
Atomwise Inc. San Francisco, USA.
Teresa Palazzo
Atomwise Inc. San Francisco, USA.
Terrence E. O’Brien
Atomwise Inc. San Francisco, USA.
TessaVanGrack
Atomwise Inc. San Francisco, USA.
TifanyWilliams
Atomwise Inc. San Francisco, USA.
Ting Rong Chern
Atomwise Inc. San Francisco, USA.
Victor Kenyon
Atomwise Inc. San Francisco, USA.
Andreia H. Lee
Amgen. Thousand Oaks, USA.
Andrew B. Cann
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Model Medicines. La Jolla, USA.
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Totus Medicines, Inc. Emeryville, USA.
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Cytokinetics, Inc. South San Francisco, USA.
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Nurix Therapeutics. San Francisco, USA.
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Albert Einstein College of Medicine. Bronx, USA.
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Fundação Oswaldo Cruz. Instituto René Rachou. Belo Horizonte, MG. Brazil. 31 Herbert Wertheim College of Medicine. Biomolecular Science Institute. Florida International University. Miami, USA.
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Herbert Wertheim College of Medicine. Biomolecular Science Institute. Florida International University. Miami, USA.
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NYU Langone Health. New York, USA.
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Italian National Research Council. Rome, Italy.
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Drugs for Neglected Diseases Initiative. Geneva, Switzerland.
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Dana-Farber Cancer Institute and Harvard Medical School. Boston, USA.
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Istituto Italiano Di Tecnologia. Genoa, Italy.
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University of California. Santa Cruz, Santa Cruz, USA.
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Children’s Cancer Therapy Development Institute. Beaverton, USA.
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Columbia University Medical Center. New York, USA.
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Duke-NUS Medical School. Singapore, Singapore.
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Yale School of Medicine. New Haven, USA.
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Ludwig-Maximilians-Universität München. Munich, Germany.
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University of Wisconsin-Madison. Madison, USA.
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Virginia Commonwealth University. Richmond, USA.
Jônatas SantosAbrahão
Universidade Federal de Minas Gerais. Belo Horizonte, MG, Brazil.
Kamakshi Sishtla
Indiana University School of Medicine. Indianapolis, USA.
Karol R. Francisco
University of California. San Diego, USA.
Kasper B. Hansen
University of Montana. Missoula, USA.
KathleenA. Molyneaux
Case Western Reserve University. Cleveland, USA.
KathrynA. Cunningham
The University of Texas Medical Branch at Galveston. Galveston, USA.
Katie R. Martin
Michigan State University. East Lansing, USA.
KavitaGadar
Brunel University London. London, UK.
Kayode K. Ojo
University of Washington. Washington, USA.
Keith S. Wong
University of Toronto. Toronto, Canada.
Kelly L. Wentworth
University of California. San Francisco, San Francisco, USA.
Kent Lai
University of Utah. Salt Lake City, USA.
KevinA. Lobb
Rhodes University. Makhanda, South Africa.
Kevin M. Hopkins
Columbia University. Irving Medical Center. New York, USA.
Keykavous Parang
Chapman University. Orange, USA.
Khaled Machaca
Weill Cornell Medicine Qatar. Ar Rayyan, Qatar.
Kien Pham
Yale School of Medicine. New Haven, USA.
Kim Ghilarducci
Université du Québec À Montréal. Montreal, Canada.
Kim S. Sugamori
University of Toronto. Toronto, Canada.
Kirk James McManus
University of Manitoba. Winnipeg, Canada.
Kirsikka Musta
Tampere University. Tampere, Finland.
Kiterie M. E. Faller
University of Edinburgh. Edinburgh, UK.
Kiyo Nagamori
Children’s Cancer Therapy Development Institute. Beaverton, USA.
Konrad J. Mostert
Stellenbosch University. Stellenbosch, South Africa.
KonstantinV. Korotkov
University of Kentucky. Lexington, USA.
Koting Liu
National Taiwan University. Taipei, Taiwan.
Kristiana S. Smith
Rhodes College. Memphis, USA.
Kristopher Sarosiek
Harvard School of Public Health. Boston, USA.
Kyle H. Rohde
University of Central Florida. Orlando, USA.
Kyu Kwang Kim
University of Rochester. Rochester, USA.
Kyung Hyeon Lee
George Mason University. Fairfax, USA.
Lajos Pusztai
Yale School of Medicine. New Haven, USA.
Lari Lehtiö
University of Oulu. Oulu, Finland.
Larisa M. Haupt
Queensland University of Technology, Brisbane. USA.
Leah E. Cowen
University of Toronto. Toronto, Canada.
Lee J. Byrne
Canterbury Christ Church University. Canterbury, UK.
Leila Su
Sino-American Cancer Foundation. Covina, USA.
Leon Wert Lamas
Dana-Farber Cancer Institute and Harvard Medical School. Boston, USA.
Leonor Puchades Carrasco
Instituto Investigación Sanitaria La Fe, Valencia, Spain
Lifeng Chen
University of Chicago. Chicago, USA.
Linda H. Malkas
City of Hope Medical Center. Duarte, USA.
Ling Zhuo
Ludwig Maximilians-University. Munich, Germany.
Lizbeth Hedstrom
Brandeis University. Waltham, USA.
Lizbeth Hedstrom
Brandeis University. Waltham, USA.
Loren D. Walensky
Dana Farber Cancer Institute. Boston, USA.
Lorenzo Antonelli
University of Connecticut. Storrs, USA.
Luisa Iommarini
University of Bologna. Bologna, Italy
Luke Whitesell
University of Toronto. Toronto, Canada.
Lía M. Randall
Universidad de La República. Litoral Norte, Montevideo, Uruguay.
M. Dahmani Fathallah
Arabian Gulf University. Manama, Bahrain.
Maira Harume Nagai
Duke University School of Medicine. Durham, USA.
Mairi Louise Kilkenny
University of Cambridge. Cambridge, UK.
Manu Ben Johny
Columbia University. New York, USA.
Marc P. Lussier
Université du Québec À Montréal. Montreal, Canada.
Marc P. Windisch
Institut Pasteur Korea, Seongnam. South Korea.
Marco Lolicato
University of Pavia. Pavia, Italy.
Marco Lucio Lolli
University of Turin, Turin, Italy.
Margot V leminckx
University of Antwerp. Antwerp, Belgium.
Maria Cristina Caroleo
University of Magna Graecia. Catanzaro, Italy.
Maria J. Macias
IRB Barcelona. Barcelona, Spain.
Marilia Valli
University of São Paulo. São Paulo, SP, Brazil.
Marim M. Barghash
University of Toronto. Toronto, Canada.
Mario Mellado
Centro Nacional de Biotecnologia. Madrid, Spain.
Mark A. Tye
Massachusetts General Hospital, Boston, USA.
Mark A. Wilson
University of Nebraska-Lincoln. Lincoln, USA.
Mark Hannink
University of Missouri-Columbia. Columbia, USA.
Mark R. Ashton
UniQuest Pty Ltd. St Lucia, Australia.
Mark Vincent C. dela Cerna
University of 15 Louisville. Louisville, USA.
Marta Giorgis
University of Aberdeen, Aberdeen, UK.
Martin K. Safo
Virginia Commonwealth University. Richmond, USA.
Martin St. Maurice
Marquette University. Milwaukee, USA.
MaryAnn McDowell
University of Notre Dame. Notre Dame, USA.
Marzia Pasquali
University of Utah. Salt Lake City, USA.
Masfque Mehedi
University of North Dakota. Grand Forks, USA.
Mateus Sá Magalhães Serafm
Universidade Federal de Minas Gerais. Belo Horizonte, MG, Brazil.
Matthew B. Soellner
University of Michigan. Ann Arbor, USA.
Matthew G.Alteen
Simon Fraser University. Burnaby, Canada.
Matthew M. Champion
University of Notre Dame. Notre Dame, USA.
Maxim Skorodinsky
CancerCare Manitoba Research Institute. Winnipeg, Canada.
Megan L. O’Mara
The University of Queensland, Brisbane, Australia.
Mel Bedi
Wayne State University. Detroit, USA.
Menico Rizzi
Università del Piemonte Orientale. Vercelli, Italy.
Michael Levin
Tufts University. Medford, USA.
Michael Mowat
University of Manitoba and CancerCare Manitoba Research Institute, Winnipeg, Canada.
Michael R. Jackson
Sanford Burnham Prebys, La Jolla, USA.
Mikell Paige
George Mason University. Fairfax, USA.
MinnatallahAl Yozbaki
Canterbury Christ Church University. Canterbury, UK.
Miriam A.Giardini
Skaggs School of Pharmacy and Pharmaceutical Sciences. University of California San Diego. San Diego, USA.
Mirko M. Maksimainen
University of Oulu. Oulu, Finland.
Monica De Luise
University of Bologna. Bologna, Italy
Muhammad Saddam Hussain
Indiana University School of Medicine. Indianapolis, USA.
Myron Christodoulides
University of Southampton. Southampton, UK.
Natalia Stec
International Institute of Molecular and Cell Biology in Warsaw. Warsaw, Poland.
Natalia Zelinskaya
Emory University. Atlanta, USA.
NataschaVan Pelt
University of Antwerp. Antwerp, Belgium.
Nathan M. Merrill
University of Michigan. Ann Arbor, USA.
Nathanael Singh
CUNY Advanced Science Research Center. New York, USA
NeeltjeA. Kootstra
University of Amsterdam, Amsterdam, The Netherlands.
Neeraj Singh
UConn Health, Farmington, USA.
Neha S.Gandhi
Queensland University of Technology, Brisbane. USA.
Nei Li Chan
National Taiwan University. Taipei, Taiwan.
Nguyen MaiTrinh
Nanyang Technological University. Singapore, Singapore.
Nicholas O. Schneider
Marquette University. Milwaukee, USA.
Nick Matovic
UniQuest Pty Ltd. St Lucia, Australia.
Nicola Horstmann
The University of Texas MD Anderson Cancer Center, Houston, USA.
Nicola Longo
University of Utah. Salt Lake City, USA.
Nikhil Bharambe
Nanyang Technological University. Singapore, Singapore.
Nirvan Rouzbeh
University of Montana. Missoula, USA.
Niusha Mahmoodi
Albert Einstein College of Medicine. Bronx, USA.
Njabulo JoyfullGumede
Walter Sisulu University, Mthatha, South Africa.
Noelle C.Anastasio
The University of Texas Medical Branch at Galveston. Galveston, USA.
Noureddine Ben Khalaf
Arabian Gulf University. Manama, Bahrain.
Obdulia Rabal
Centro de Investigación Médica Aplicada. Pamplona, Spain.
Olga Kandror
Harvard School of Public Health. Boston, USA.
Olivier Escafre
The University of Texas Medical Branch at Galveston. Galveston, USA.
Olli Silvennoinen
Tampere University. Tampere, Finland.
OzlemTastan Bishop
Rhodes University. Makhanda, South Africa.
Pablo Iglesias
Universidade de Santiago de Compostela. Santiago, Spain.
Pablo Sobrado
Virginia Tech. Blacksburg, USA.
Patrick Chuong
University of Houston. Houston, USA.
Patrick O’Connell
Michigan State University. East Lansing, USA.
Pau Martin Malpartida
IRB Barcelona. Barcelona, Spain.
Paul Mellor
University of Saskatchewan. Saskatoon, Canada.
Paul V. Fish
University College London. London, UK.
Pei Zhou
Duke University School of Medicine. Durham, USA.
Pengda Liu
University of North Carolina at Chapel Hill. Chapel Hill, USA.
Pengda Liu
University of North Carolina at Chapel Hill. Chapel Hill, USA.
Pengpeng Wu
Rutgers University. New Brunswick, USA.
Percy Agogo Mawuli
University of North Texas Health Science Center at Fort Worth. Fort Worth, USA.
Peter L. Jones
University of Nevada. Reno, USA.
Peter Ngoi
University of California. Santa Cruz, Santa Cruz, USA.
Peter Toogood
University of Michigan. Ann Arbor, USA.
Philbert Ip University of Toronto. Toronto, Canada.
Philipp von Hundelshausen
Ludwig-Maximilians-Universität München. Munich, Germany.
Pil H. Lee
University of Michigan. Ann Arbor, USA.
Rachael B. Rowswell Turner
University of Rochester. Rochester, USA.
Rafael Balaña Fouce
Universidad de León. León, Spain.
Rafael Eduardo Oliveira Rocha
Universidade Federal de Minas Gerais. Belo Horizonte, MG, Brazil.
Rafael V. C. Guido
University of São Paulo. São Paulo, SP, Brazil.
Rafaela Salgado Ferreira
Universidade Federal de Minas Gerais. Belo Horizonte, MG, Brazil.
Rajendra K.Agrawal58, Rajesh K. Harijan
Albert Einstein College of Medicine. Bronx, USA.
Rajesh Ramachandran
School of Medicine. Case Western Reserve University. Cleveland, USA.
RajkumarVerma
School of Medicine. UConn Health. Farmington, USA.
Rakesh K. Singh
University of Rochester Medical Center. Rochester, USA.
Rakesh KumarTiwari
Chapman University School of Pharmacy. Irvine, USA.
Ralph Mazitschek
Massachusetts General Hospital, Boston, USA.
Rama K. Koppisetti
University of Missouri. Columbia, USA.
RemusT. Dame
Leiden University, Leiden. The Netherlands.
Renée N. Douville
University of Winnipeg/St. Boniface Research Centre. Winnipeg, Canada.
Richard C.Austin
McMaster University. Hamilton, Canada.
Richard E.Taylor
University of Notre Dame. Notre Dame, USA.
RichardG. Moore
University of Rochester. Rochester, USA.
Richard H. Ebright
Rutgers University. Newark, USA.
Richard M.Angell
University College London. London, UK.
RiqiangYan
UConn Health, Farmington, USA.
Rishabh Kejriwal
University of Connecticut. Storrs, USA.
Robert A. Batey
University of Toronto. Toronto, Canada.
Robert Blelloch
University of California. San Francisco, San Francisco, USA.
Robert J.Vandenberg
University of Sydney. Sydney, Australia.
Robert J. Hickey
City of Hope Medical Center. Duarte, USA.
Robert J. Kelm Jr.
University of Vermont. Burlington, USA.
Robert J. Lake
University of New Mexico Comprehensive Cancer Center. Albuquerque, USA.
Robert K. Bradley
Fred Hutchinson Cancer Center. Seattle, USA.
Robert M. Blumenthal
The University of Toledo. Toledo, USA.
Roberto Solano
Department of Plant Molecular Genetics+ Centro Nacional de Biotecnología, Consejo Superior de Investigaciones Científcas. Madrid, Spain.
Robin MatthiasGierse
Helmholtz Institute for Pharmaceutical Research Saarland. Saarbrücken, Germany.
Ronald E.Viola
University of Toledo. Toledo, USA.
Ronan R. McCarthy
Brunel University London. London, UK.
Rosa Maria Reguera
Universidad de León. León, Spain.
RubenVazquez Uribe
Technical University of Denmark. Kongens Lyngby, Denmark.
Ruggiero Gorgoglione
University of Bari Aldo Moro. Bari, Italy.
RyanT. Cullinane
Brandeis University. Waltham, USA.
Sachin Katyal
University of Manitoba and CancerCare Manitoba, Winnipeg, Canada.
Sakib Hossain
CUNY Advanced Science Research Center. New York, USA
Sameer Phadke
University of Michigan. Ann Arbor, USA.
SamuelA. Shelburne
The University of Texas MD Anderson Cancer Center, Houston, USA.
Sandra E.Geden
University of Central Florida. Orlando, USA.
Sandra Johannsen61, SarahWazir
University of Oulu. Oulu, Finland.
Scott Legare
University of Manitoba. Winnipeg, Canada.
Scott M. Landfear
Oregon Health and Science University. Portland, USA.
Senthil K. Radhakrishnan
Virginia Commonwealth University. Richmond, USA.
Serena Ammendola
University of Rome Tor Vergata. Rome, Italy.
Sergei Dzhumaev
The City College of New York. New York, USA.
Seung Yong Seo
Gachon University, Seongnam. South Korea.
Shan Li
California Institute of Technology. Pasadena, USA.
Shan Zhou
Baylor College of Medicine. Houston, USA.
Shaoyou Chu
Indiana University. Bloomington, USA.
Shefali Chauhan
Children’s Cancer, Therapy Development Institute. Beaverton, USA.
Shinsaku Maruta
Soka University. Hachioji, Japan/of Clinical Physiology. National Research Council. Pisa, Italy.
Shireen R.Ashkar
University of Michigan. Ann Arbor, USA.
Show Ling Shyng
Oregon Health and Science University. Portland, USA.
Silvestro G. Conticello
Core Research Laboratory. ISPRO, Florence, Italy/ Institute of Clinical Physiology. National Research Council. Pisa, Italy.
Silvia Buroni
University of Pavia. Pavia, Italy.
SilviaGaravaglia
Università del Piemonte Orientale. Vercelli, Italy.
Simon J. White
University of Connecticut. Storrs, USA.
Siran Zhu
International Institute of Molecular and Cell Biology in Warsaw. Warsaw, Poland/Infection Medicine, University of Edinburgh The Chancellor’s Building. Edinburgh, UK.
SofyaTsimbalyuk
Charles Sturt University. Bathurst, Australia.
Somaia Haque Chadni
Florida International University. Miami, USA.
SooYoung Byun
Institut Pasteur Korea, Seongnam. South Korea.
Soonju Park
Institut Pasteur Korea, Seongnam. South Korea.
Sophia Q. Xu
Washington University. St Louis, USA.
Sourav Banerjee
University of Dundee. Dundee, UK.
Stefan Zahler
LudwigMaximilians-University. Munich, Germany.
Stefano Espinoza
Istituto Italiano Di Tecnologia. Genoa, Italy.
StefanoGustincich
Istituto Italiano Di Tecnologia. Genoa, Italy.
Stefano Sainas
University of Turin, Turin, Italy.
Stephanie L. Celano
Michigan State University. East Lansing, USA.
Stephen J. Capuzzi
University of North Carolina at Chapel Hill. Chapel Hill, USA.
Stephen N.Waggoner
Cincinnati Children’s Hospital Medical Center. University of Cincinnati College of Medicine. Cincinnati, USA.
Steve Poirier
Montreal Heart Institute. Montreal, Canada.
Steven H. Olson Sanford Burnham Prebys, La Jolla, USA.
Steven O. Marx
Columbia University Vagelos College of Physicians and Surgeons. Columbia, USA.
Steven R.Van Doren
University of Missouri. Columbia, USA.
Suryakala Sarilla
Vanderbilt University Medical Center. Nashville, USA.
Susann M. Brady Kalnay
Case Western Reserve University. Cleveland, USA.
Sydney Dallman
University of North Dakota. Grand Forks, USA.
Syeda Maryam Azeem
CUNY Advanced Science Research Center. New York, USA
TadahisaTeramoto
Georgetown University. Washington, USA.
Tamar Mehlman
CUNY Advanced Science Research Center. New York, USA
Tarryn Swart
Rhodes University. Makhanda, South Africa.
TatjanaAbafy
Duke University. Durham, USA.
TatosAkopian
Harvard School of Public Health. Boston, USA.
Teemu Haikarainen
Tampere University. Tampere, Finland.
Teresa Lozano Moreda
Center for Applied Medical Research. University of Navarra, Pamplona, Spain.
Tetsuro Ikegami
The University of Texas Medical Branch at Galveston. Galveston, USA.
Thaiz Rodrigues Teixeira
Department of Biomolecular Sciences. School of Pharmaceutical Sciences of Ribeirão Preto. University of São Paulo. Ribeirão Preto, SP, Brazil.
Thilina D. Jayasinghe
University of Nebraska Medical Center. Omaha, USA.
Thomas H.Gillingwater
University of Edinburgh. Edinburgh, UK.
Thomas Kampourakis
King’s College London. London, UK.
Timothy I. Richardson
ndiana University School of Medicine. Indianapolis, USA.
Timothy J. Herdendorf
Kansas State University. Manhattan, USA.
Timothy J. Kotzé
Stellenbosch University. Stellenbosch, South Africa.
Timothy R. O’Meara
Precision Vaccines Program. Division of Infectious Diseases. Boston Children’s Hospital. Boston, USA.
TimothyW. Corson
Indiana University School of Medicine. Indianapolis, USA.
Tobias Hermle
University of Freiburg. Freiburg Im Breisgau, Germany
Tomisin Happy Ogunwa
Soka University. Hachioji, Japan.
Tong Lan
University of Chicago. Chicago, USA.
Tong Su
University of Missouri-Columbia. Columbia, USA.
Toshihiro Banjo
Fred Hutchinson Cancer Research Center. Seattle, USA.
TracyA. O’Mara
QIMR Berghofer Medical Research Institute. Herston, Australia.
Tristan Chou
Stanford University. Stanford, USA
Tsui Fen Chou
California Institute of Technology. Pasadena, USA.
Ulrich Baumann
University of Cologne. Cologne, Germany.
Umesh R. Desai
Virginia Commonwealth University. Richmond, USA.
Vaibhav P. Pai
Tufts University. Medford, USA.
Van ChiThai
University of Western Australia. Crawley, Australia.
VasudhaTandon
University of Dundee. Dundee, UK.
Versha Banerji
University of Manitoba. Winnipeg, Canada.
Victoria L. Robinson
University of Connecticut. Storrs, USA.
VigneshGunasekharan
Yale University. New Haven, USA.
Vigneshwaran Namasivayam
University of Bonn, Bonn. Germany.
Vincent F. M. Segers
University of Antwerp. Antwerp, Belgium.
Vincent Maranda
University of Saskatchewan. Saskatoon, Canada.
Vincenza Dolce
University of Calabria. Arcavacata, Italy.
ViníciusGonçalves Maltarollo
Universidade Federal de Minas Gerais. Belo Horizonte, MG, Brazil.
Viola Camilla Scofone
University of Pavia. Pavia, Italy.
VirgilA. Woods
CUNY Advanced Science Research Center. New York, USA
Virginia Paola Ronchi
Louisiana State University. Baton Rouge, USA
VuongVan Hung Le
Massey University. Palmerston North, New Zealand.
W. Brent Clayton
Purdue University. West Lafayette, USA.
W.Todd Lowther
Wake Forest University School of Medicine. Winston Salem, USA.
WalidA. Houry
University of Toronto. Toronto, Canada.
Wei Li
Central South University. Changsha, China.
WeipingTang
University of Wisconsin-Madison. Madison, USA.
Wenjun Zhang
University of California. Berkeley, Berkeley, USA.
Wesley C.VanVoorhis
University of Washington. Washington, USA.
William A. Donaldson
Marquette University. Milwaukee, USA.
William C. Hahn
DanaFarber Cancer Institute. Boston, USA.
William G. Kerr
SUNY Upstate Medical University. Syracuse, USA.
William H.Gerwick
Skaggs School of Pharmacy and Pharmaceutical Sciences. University of California San Diego. San Diego, USA.
William J. Bradshaw
University of Oxford, Oxford. UK.
Wuen Ee Foong
Goethe-University. Frankfurt, Frankfurt, Germany.
Xavier Blanchet
Institute for Cardiovascular Prevention. Ludwig-Maximilians-Universität München. Munich, Germany.
XiaoyangWu
University of Chicago. Chicago, USA.
Xin Lu
University of Notre Dame. Notre Dame, USA.
Xin Qi
School of Medicine. Case Western Reserve University. Cleveland, USA.
Xin Xu
Kansas State University. Manhattan, USA.
XinfangYu
Baylor College of Medicine. Houston, USA.
Xingping Qin
Harvard T.H. Chan School of Public Health. Boston, USA.
XingyouWang
Brandeis University. Waltham, USA.
XinruiYuan
University of Tennessee Health Science Center. Memphis, USA.
Xu Zhang
School of Medicine. Boston University. Boston, USA.
Yan Jessie Zhang
The University of Texas at Austin. Austin, USA.
Yanmei Hu
Rutgers University. Newark, USA.
YasserAliAldhamen
Michigan State University. East Lansing, USA.
Yicheng Chen
Case Western Reserve University. Cleveland, USA.
Yihe Li
Case Western Reserve University. Cleveland, USA.
Ying Sun
Cincinnati Children’s Hospital Medical Center. Cincinnati, USA.
Yini Zhu
University of Notre Dame. Notre Dame, USA.
Yogesh K.Gupta
University of Texas Health Science Center at San Antonio. San Antonio, USA.
Yolanda Pérez Pertejo
Universidad de León. León, Spain.
Yong Li
Baylor College of Medicine. Houston, USA.
YoungTang
University of Connecticut. Storrs, USA.
Yuan He
Wayne State University. Detroit, USA.
Yuk ChingTse Dinh
Florida International University. Miami, USA.
YuliaA. Sidorova
University of Helsinki. Helsinki, Finland.
YunYen
Sino-American Cancer Foundation. Covina, USA.
Yunlong Li
Wadsworth Center. NYSDOH, Albany, USA.
Zachary J. Frangos
The University of Sydney. Sydney, Australia.
Zara Chung
Nanyang Technological University. Singapore, Singapore.
Zhengchen Su
The University of Texas Medical Branch at Galveston. Galveston, USA.
ZhengheWang
Case Western Reserve University. Cleveland, USA.
Zhiguo Zhang
Columbia University. Irving Medical Center. New York, USA.
Zhongle Liu University of Toronto. Toronto, Canada.
Zintis Inde
Harvard School of Public Health. Boston, USA.
ZoraimaArtía
CENUR Litoral Norte. Universidad de La República. Montevideo, Uruguay.
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Atomwise Inc. San Francisco, USA.
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