Combining CRISPRi and metabolomics for functional annotation of compound libraries
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作者:
Miquel Anglada-Girotto
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Miquel Anglada-Girotto
Gabriel Handschin
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Gabriel Handschin
Karin Ortmayr
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Karin Ortmayr
Adrian I. Campos
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Adrian I. Campos
Ludovic Gillet
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Ludovic Gillet
Pablo Manfredi
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Pablo Manfredi
Claire V. Mulholland
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Claire V. Mulholland
Michael Berney
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Michael Berney
Urs Jenal
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Urs Jenal
Paola Picotti
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Paola Picotti
Mattia Zampieri
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机构:ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
Mattia Zampieri
机构:
[1] ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
[2] University of Basel,Biozentrum
[3] Albert Einstein College of Medicine,Department of Microbiology and Immunology
来源:
Nature Chemical Biology
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2022年
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18卷
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摘要:
Molecular profiling of small molecules offers invaluable insights into the function of compounds and allows for hypothesis generation about small-molecule direct targets and secondary effects. However, current profiling methods are limited in either the number of measurable parameters or throughput. Here we developed a multiplexed, unbiased framework that, by linking genetic to drug-induced changes in nearly a thousand metabolites, allows for high-throughput functional annotation of compound libraries in Escherichia coli. First, we generated a reference map of metabolic changes from CRISPR interference (CRISPRi) with 352 genes in all major essential biological processes. Next, on the basis of the comparison of genetic changes with 1,342 drug-induced metabolic changes, we made de novo predictions of compound functionality and revealed antibacterials with unconventional modes of action (MoAs). We show that our framework, combining dynamic gene silencing with metabolomics, can be adapted as a general strategy for comprehensive high-throughput analysis of compound functionality from bacteria to human cell lines.
机构:
NGAlab, Tarragona 43762, SpainUniv Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
Bonini, Paolo
Kind, Tobias
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Univ Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USAUniv Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
Kind, Tobias
Tsugawa, Hiroshi
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机构:
RIKEN, Ctr Sustainable Resource Sci, Yokohama, Kanagawa 2300045, Japan
RIKEN, Ctr Integrat Med Sci, Yokohama, Kanagawa 2300045, JapanUniv Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
Tsugawa, Hiroshi
Barupal, Dinesh Kumar
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机构:
Univ Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USAUniv Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
Barupal, Dinesh Kumar
Fiehn, Oliver
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Univ Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USAUniv Calif Davis, West Coast Metabol Ctr, UC Davis Genome Ctr, Davis, CA 95616 USA
机构:
Lawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USALawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
Griesemer, Marc
Kimbrel, Jeffrey A.
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机构:
Lawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USALawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
Kimbrel, Jeffrey A.
Zhou, Carol E.
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机构:
Lawrence Livermore Natl Lab, Global Secur Comp Applicat Div, Livermore, CA 94551 USALawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
Zhou, Carol E.
Navid, Ali
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Lawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USALawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
Navid, Ali
D'haeseleer, Patrik
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Lawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
Lawrence Livermore Natl Lab, Global Secur Comp Applicat Div, Livermore, CA 94551 USALawrence Livermore Natl Lab, Biosci & Biotechnol Div, Livermore, CA 94551 USA
机构:
Univ Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, FranceUniv Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France
St Hilaire, Pierre Barbier
Hohenester, Ulli M.
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Univ Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, FranceUniv Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France
Hohenester, Ulli M.
Colsch, Benoit
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Univ Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, FranceUniv Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France
Colsch, Benoit
Tabet, Jean-Claude
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机构:
Univ Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France
Sorbonne Univ, IPCM, Campus Pierre & Marie Curie,4 Pl Jussieu, F-75252 Paris 05, FranceUniv Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France
Tabet, Jean-Claude
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机构:
Junot, Christophe
Fenaille, Francois
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机构:
Univ Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, FranceUniv Paris Saclay, INRA, Lab Etud Metab Medicaments, CEA,SPI,MetaboHUB, F-91191 Gif Sur Yvette, France