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''''High-throughput identification of human drug targets in Saccharomyces cerevisiae''''' | '''''Chromatin is an ancient innovation conserved between Archaea and Eukarya''''' |
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The development of drug-based therapies has been a mainstay of biomedical research for the past 50 years. With the dawn of the “omics” era, the discovery rate of novel drugs, therapeutic targets and related biochemical pathways has the potential to increase significantly. However, we have not yet seen a dramatic increase in the number of novel drugs. The emergent discipline of chemogenomics has developed to determine genome-wide organismal changes in response to treatment with chemical compounds and may help alleviate the current drug bottleneck. In our assay, we transform the yeast Saccharomyces cerevisiae with the entire human ORFeome collection (approximately 12000 ORFs), generating a collection of yeast in which each strain should overexpress a single human protein upon induction. The collection was subsequently pooled and treated with a drug at growth inhibitory concentrations, such that only strains that are resistant can survive and reproduce. We have termed this assay as human Transgene Overexpression in Yeast (TOY). After drug treatment, ORFs are extracted, amplified and hybridized onto a human gene microarray as a readout of relative ORFs abundance. Human genes (the ORFs) that confer resistance to the drug challenge when overexpressed are assumed to either (a) directly interact with the compound or (b) buffer an orthologous pathway that interacts with the compound. As a proof-of-principle, human TOY was used to successfully identify dihydrofolate reductase (DHFR) as a drug target of the folate biosynthesis inhibitor methotrexate. Additional potential human drug targets of methotrexate were also identified, warranting further investigation. In a separate analysis, the pool was treated with clozapine, an antipsychotic drug used to treat drug-resistant schizophrenia. This screen yielded multiple potential targets, several of which were linked to schizophrenia in the literature. Therefore, the human TOY assay can be used to determine potential drug targets and off-target effects. As more ORFs are being added to the human ORFeome (current predicted max of ~24000), chemogenomic profiles will be expanded. The genome-wide portraits of drug action determined using this assay may aid in increasing the rate of drug discovery and characterization. | The eukaryotic nucleosome is the fundamental unit of chromatin, comprising a protein octamer that wraps ∼147 bp of DNA and has essential roles in DNA compaction, replication and gene expression. Nucleosomes and chromatin have historically been considered to be unique to eukaryotes, yet studies of select archaea have identified homologs of histone proteins that assemble into tetrameric nucleosomes. Here we report the first archaeal genome-wide nucleosome occupancy map, as observed in the halophile Haloferax volcanii. Nucleosome occupancy was compared with gene expression by compiling a comprehensive transcriptome of Hfx. volcanii. We found that archaeal transcripts possess hallmarks of eukaryotic chromatin structure: nucleosome-depleted regions at transcriptional start sites and conserved −1 and +1 promoter nucleosomes. Our observations demonstrate that histones and chromatin architecture evolved before the divergence of Archaea and Eukarya, suggesting that the fundamental role of chromatin in the regulation of gene expression is ancient. |
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'''''Enriching for drug-gene interactions in genome-wide screens''''' | [[http://elife.elifesciences.org/content/1/e00078|Our eLife paper]] |
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Project description coming soon | '''''Genetic and Genomic Architecture of the Evolution of Resistance to Antifungal Drug Combinations''''' The evolution of drug resistance in fungal pathogens compromises the efficacy of the limited number of antifungal drugs. Drug combinations have emerged as a powerful strategy to enhance antifungal efficacy and abrogate drug resistance, but the impact on the evolution of drug resistance remains largely unexplored. Targeting the molecular chaperone Hsp90 or its downstream effector, the protein phosphatase calcineurin, abrogates resistance to the most widely deployed antifungals, the azoles, which inhibit ergosterol biosynthesis. Here, we evolved experimental populations of the model yeast Saccharomyces cerevisiae and the leading human fungal pathogen Candida albicans with azole and an inhibitor of Hsp90, geldanamycin, or calcineurin, FK506. To recapitulate a clinical context where Hsp90 or calcineurin inhibitors could be utilized in combination with azoles to render resistant pathogens responsive to treatment, the evolution experiment was initiated with strains that are resistant to azoles in a manner that depends on Hsp90 and calcineurin. Of the 290 lineages initiated, most went extinct, yet 14 evolved resistance to the drug combination. Drug target mutations that conferred resistance to geldanamycin or FK506 were identified and validated in five evolved lineages. Whole-genome sequencing identified mutations in a gene encoding a transcriptional activator of drug efflux pumps, PDR1, and a gene encoding a transcriptional repressor of ergosterol biosynthesis genes, MOT3, that transformed azole resistance of two lineages from dependent on calcineurin to independent of this regulator. Resistance also arose by mutation that truncated the catalytic subunit of calcineurin, and by mutation in LCB1, encoding a sphingolipid biosynthetic enzyme. Genome analysis revealed extensive aneuploidy in four of the C. albicans lineages. Thus, we identify molecular determinants of the transition of azole resistance from calcineurin dependence to independence and establish multiple mechanisms by which resistance to drug combinations evolves, providing a foundation for predicting and preventing the evolution of drug resistance. [[http://www.plosgenetics.org/article/info:doi/10.1371/journal.pgen.1003390|Our PLoS Genetics paper]] '''''Tools for identifying human drug targets''''' Modern drug discovery methods have been developed for the challenging endeavor of identifying candidate drug targets and target pathways. Here I report a novel assay to identify human drug targets, called human Multi-copy Suppression Profiling (hMSP). This assay is optimized for use with a custom DNA microarray platform that was designed for high-throughput ORFeome studies. In hMSP, a collection of Saccharomyces cerevisiae strains, each expressing a different human protein, is exposed en masse to a drug at growth inhibitory concentrations. Strains that are resistant to drug inhibition are prioritized as candidate drug targets. I confirmed the utility of hMSP by identifying human dihydrofolate reductase as the target of methotrexate. hMSP was applied to study the β adrenergic receptor (βAR) antagonist propranolol, a drug used in the treatment of cardiovascular diseases. Propranolol has been shown to be an effective and safe therapeutic via a mechanism independent of its βAR activity. I identified yeast strains overexpressing the dual specificity phosphatases (DUSPs) 10 and 16 as resistant to propranolol treatment. These observations were confirmed in human embryonic kidney cells, where the overexpression of DUSP16 was able to rescue the cells from propranolol toxicity. Propranolol was subsequently shown to inhibit DUSP10 activity in vitro, suggesting that these dual-specificity phosphatases are bona fide targets of propranolol. This study emphasizes the value of in vivo chemical genomic assays in yeast for the purpose of identifying novel human drug targets in a rapid and unbiased manner. As presented at GSA MOHB 2012 meeting. Manuscript in preparation. |
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=== Scripts === [[Software/nucleosome-prediction|GC-based Nucleosome Prediction for Archaea and Eukarya]] |
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=== Other Resources/Pages === [[https://twitter.com/RonAmmar|My Twitter Page: Science and other thoughts]] [[http://elements.eaglegenomics.com/]] |
Ron Ammar
Ron is a PhD candidate in the Bader/Giaever/Nislow labs. His research seeks to answer biological questions through the integration of bioinformatic and high-throughput large scale molecular methods.
Project Descriptions
Chromatin is an ancient innovation conserved between Archaea and Eukarya
The eukaryotic nucleosome is the fundamental unit of chromatin, comprising a protein octamer that wraps ∼147 bp of DNA and has essential roles in DNA compaction, replication and gene expression. Nucleosomes and chromatin have historically been considered to be unique to eukaryotes, yet studies of select archaea have identified homologs of histone proteins that assemble into tetrameric nucleosomes. Here we report the first archaeal genome-wide nucleosome occupancy map, as observed in the halophile Haloferax volcanii. Nucleosome occupancy was compared with gene expression by compiling a comprehensive transcriptome of Hfx. volcanii. We found that archaeal transcripts possess hallmarks of eukaryotic chromatin structure: nucleosome-depleted regions at transcriptional start sites and conserved −1 and +1 promoter nucleosomes. Our observations demonstrate that histones and chromatin architecture evolved before the divergence of Archaea and Eukarya, suggesting that the fundamental role of chromatin in the regulation of gene expression is ancient.
Genetic and Genomic Architecture of the Evolution of Resistance to Antifungal Drug Combinations
The evolution of drug resistance in fungal pathogens compromises the efficacy of the limited number of antifungal drugs. Drug combinations have emerged as a powerful strategy to enhance antifungal efficacy and abrogate drug resistance, but the impact on the evolution of drug resistance remains largely unexplored. Targeting the molecular chaperone Hsp90 or its downstream effector, the protein phosphatase calcineurin, abrogates resistance to the most widely deployed antifungals, the azoles, which inhibit ergosterol biosynthesis. Here, we evolved experimental populations of the model yeast Saccharomyces cerevisiae and the leading human fungal pathogen Candida albicans with azole and an inhibitor of Hsp90, geldanamycin, or calcineurin, FK506. To recapitulate a clinical context where Hsp90 or calcineurin inhibitors could be utilized in combination with azoles to render resistant pathogens responsive to treatment, the evolution experiment was initiated with strains that are resistant to azoles in a manner that depends on Hsp90 and calcineurin. Of the 290 lineages initiated, most went extinct, yet 14 evolved resistance to the drug combination. Drug target mutations that conferred resistance to geldanamycin or FK506 were identified and validated in five evolved lineages. Whole-genome sequencing identified mutations in a gene encoding a transcriptional activator of drug efflux pumps, PDR1, and a gene encoding a transcriptional repressor of ergosterol biosynthesis genes, MOT3, that transformed azole resistance of two lineages from dependent on calcineurin to independent of this regulator. Resistance also arose by mutation that truncated the catalytic subunit of calcineurin, and by mutation in LCB1, encoding a sphingolipid biosynthetic enzyme. Genome analysis revealed extensive aneuploidy in four of the C. albicans lineages. Thus, we identify molecular determinants of the transition of azole resistance from calcineurin dependence to independence and establish multiple mechanisms by which resistance to drug combinations evolves, providing a foundation for predicting and preventing the evolution of drug resistance.
Tools for identifying human drug targets
Modern drug discovery methods have been developed for the challenging endeavor of identifying candidate drug targets and target pathways. Here I report a novel assay to identify human drug targets, called human Multi-copy Suppression Profiling (hMSP). This assay is optimized for use with a custom DNA microarray platform that was designed for high-throughput ORFeome studies. In hMSP, a collection of Saccharomyces cerevisiae strains, each expressing a different human protein, is exposed en masse to a drug at growth inhibitory concentrations. Strains that are resistant to drug inhibition are prioritized as candidate drug targets. I confirmed the utility of hMSP by identifying human dihydrofolate reductase as the target of methotrexate. hMSP was applied to study the β adrenergic receptor (βAR) antagonist propranolol, a drug used in the treatment of cardiovascular diseases. Propranolol has been shown to be an effective and safe therapeutic via a mechanism independent of its βAR activity. I identified yeast strains overexpressing the dual specificity phosphatases (DUSPs) 10 and 16 as resistant to propranolol treatment. These observations were confirmed in human embryonic kidney cells, where the overexpression of DUSP16 was able to rescue the cells from propranolol toxicity. Propranolol was subsequently shown to inhibit DUSP10 activity in vitro, suggesting that these dual-specificity phosphatases are bona fide targets of propranolol. This study emphasizes the value of in vivo chemical genomic assays in yeast for the purpose of identifying novel human drug targets in a rapid and unbiased manner.
As presented at GSA MOHB 2012 meeting. Manuscript in preparation.
Contact
Email: <ron DOT ammar AT utoronto DOT ca>
Scripts
GC-based Nucleosome Prediction for Archaea and Eukarya
Other Affiliations
Collaborative Graduate Program in Genome Biology and Bioinformatics
Other Resources/Pages
My Twitter Page: Science and other thoughts
http://elements.eaglegenomics.com/
Department of Molecular Genetics, University of Toronto Terrence Donnelly Centre for Cellular and Biomolecular Research 160 College St, Rm 1240, Toronto ON, M5S 3E1, Canada Phone: 416-978-5067 Fax: 416-978-4842