In silico activity profiling reveals the mechanism of action of antimalarials discovered in a high-throughput screen
被引:360
作者:
Plouffe, David
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Plouffe, David
[1
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Brinker, Achim
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Brinker, Achim
[1
]
McNamara, Case
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
McNamara, Case
[1
]
Henson, Kerstin
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Henson, Kerstin
[1
]
Kato, Nobutaka
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Kato, Nobutaka
[1
]
Kuhen, Kelli
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Kuhen, Kelli
[1
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Nagle, Advait
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Nagle, Advait
[1
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Adrian, Francisco
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Adrian, Francisco
[1
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Matzen, Jason T.
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Matzen, Jason T.
[1
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Anderson, Paul
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Anderson, Paul
[1
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Nam, Tae-gyu
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机构:
Scripps Res Inst, Dept Chem, La Jolla, CA 92037 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Nam, Tae-gyu
[2
]
Gray, Nathanael S.
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Gray, Nathanael S.
[1
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Chatterjee, Arnab
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Chatterjee, Arnab
[1
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Janes, Jeff
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Janes, Jeff
[1
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Yan, S. Frank
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Yan, S. Frank
[1
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Trager, Richard
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Trager, Richard
[1
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Caldwell, Jeremy S.
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Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Caldwell, Jeremy S.
[1
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Schultz, Peter G.
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机构:
Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Scripps Res Inst, Dept Chem, La Jolla, CA 92037 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Schultz, Peter G.
[1
,2
]
Zhou, Yingyao
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机构:
Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Zhou, Yingyao
[1
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Winzeler, Elizabeth A.
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机构:
Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Scripps Res Inst, Dept Cell Biol, La Jolla, CA 92037 USANovartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
Winzeler, Elizabeth A.
[1
,3
]
机构:
[1] Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
[2] Scripps Res Inst, Dept Chem, La Jolla, CA 92037 USA
[3] Scripps Res Inst, Dept Cell Biol, La Jolla, CA 92037 USA
The growing resistance to current first-line antimalarial drugs represents a major health challenge. To facilitate the discovery of new antimalarials, we have implemented an efficient and robust high-throughput cell-based screen (1,536-well format) based on proliferation of Plasmodium falciparum (Pf) in erythrocytes. From a screen of approximate to 1.7 million compounds, we identified a diverse collection of approximate to 6,000 small molecules comprised of >530 distinct scaffolds, all of which show potent antimalarial activity (<1.25 mu M). Most known antimalarials were identified in this screen, thus validating our approach. In addition, we identified many novel chemical scaffolds, which likely act through both known and novel pathways. We further show that in some cases the mechanism of action of these antimalarials can be determined by in silico compound activity profiling. This method uses large datasets from unrelated cellular and biochemical screens and the guilt-by-association principle to predict which cellular pathway and/or protein target is being inhibited by select compounds. In addition, the screening method has the potential to provide the malaria community with many new starting points for the development of biological probes and drugs with novel antiparasitic activities.