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Aziz RK, Khaw VL, Monk JM, Brunk E, Lewis R, Loh SI, Mishra A, Nagle AA, Satyanarayana C, Dhakshinamoorthy S, Luche M, Kitchen DB, Andrews KA, Palsson BØ, Charusanti P. Model-driven discovery of synergistic inhibitors against E. coli and S. enterica serovar Typhimurium targeting a novel synthetic lethal pair, aldA and prpC. Front Microbiol 2015; 6:958. [PMID: 26441892 PMCID: PMC4585216 DOI: 10.3389/fmicb.2015.00958] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Accepted: 08/28/2015] [Indexed: 11/13/2022] Open
Abstract
Mathematical models of biochemical networks form a cornerstone of bacterial systems biology. Inconsistencies between simulation output and experimental data point to gaps in knowledge about the fundamental biology of the organism. One such inconsistency centers on the gene aldA in Escherichia coli: it is essential in a computational model of E. coli metabolism, but experimentally it is not. Here, we reconcile this disparity by providing evidence that aldA and prpC form a synthetic lethal pair, as the double knockout could only be created through complementation with a plasmid-borne copy of aldA. Moreover, virtual and biological screening against the two proteins led to a set of compounds that inhibited the growth of E. coli and Salmonella enterica serovar Typhimurium synergistically at 100-200 μM individual concentrations. These results highlight the power of metabolic models to drive basic biological discovery and their potential use to discover new combination antibiotics.
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Affiliation(s)
- Ramy K Aziz
- Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University Cairo, Egypt ; Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Valerie L Khaw
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Jonathan M Monk
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Elizabeth Brunk
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Robert Lewis
- Computer-Aided Drug Discovery, Albany Molecular Research, Inc., Albany NY, USA
| | - Suh I Loh
- Biology and Pharmacology, Albany Molecular Research Singapore Research Centre, Pte. Ltd., Singapore Singapore
| | - Arti Mishra
- Biology and Pharmacology, Albany Molecular Research Singapore Research Centre, Pte. Ltd., Singapore Singapore
| | - Amrita A Nagle
- Biology and Pharmacology, Albany Molecular Research Singapore Research Centre, Pte. Ltd., Singapore Singapore
| | - Chitkala Satyanarayana
- Biology and Pharmacology, Albany Molecular Research Singapore Research Centre, Pte. Ltd., Singapore Singapore
| | | | - Michele Luche
- Computer-Aided Drug Discovery, Albany Molecular Research, Inc., Albany NY, USA
| | - Douglas B Kitchen
- Computer-Aided Drug Discovery, Albany Molecular Research, Inc., Albany NY, USA
| | - Kathleen A Andrews
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Bernhard Ø Palsson
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA
| | - Pep Charusanti
- Department of Bioengineering, University of California, San Diego La Jolla, CA, USA ; The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark Hørsholm, Denmark
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The mechanism of Bacillus anthracis intracellular germination requires multiple and highly diverse genetic loci. Infect Immun 2008; 77:23-31. [PMID: 18936179 DOI: 10.1128/iai.00801-08] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
In an effort to better understand the mechanisms by which Bacillus anthracis establishes disease, experiments were undertaken to identify the genes essential for intracellular germination. Eighteen diverse genetic loci were identified via an enrichment protocol using a transposon-mutated library of B. anthracis spores, which was screened for mutants delayed in intracellular germination. Fourteen transposon mutants were identified in genes not previously associated with B. anthracis germination and included disruption of factors involved in membrane transport, transcriptional regulation, and intracellular signaling. Four mutants contained transposon insertions in gerHA, gerHB, gerHC, and pagA, respectively, each of which has been previously associated with germination or survival of B. anthracis within macrophages. Strain MIGD101 (named for macrophage intracellular germination defective 101) was of particular interest, since this mutant contained a transposon insertion in an intergenic region between BAs2807 and BAs2808, and was the most highly represented mutant in the enrichment. Analysis of B. anthracis MIGD101 by confocal microscopy and differential heat sensitivity following macrophage infection revealed ungerminated spores within the cell. Moreover, B. anthracis MIGD101 was attenuated in cell killing relative to the parent strain. Further experimental analysis found that B. anthracis MIGD101 was defective in five known B. anthracis germination pathways, supporting a mechanism wherein the intergenic region between BAs2807 and BAs2808 has a global affect on germination of this pathogen. Collectively, these findings provide insight into the mechanisms supporting B. anthracis germination within host cells.
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Ayyadevara S, Thaden JJ, Shmookler Reis RJ. Anchor polymerase chain reaction display: a high-throughput method to resolve, score, and isolate dimorphic genetic markers based on interspersed repetitive DNA elements. Anal Biochem 2000; 284:19-28. [PMID: 10933851 DOI: 10.1006/abio.2000.4636] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Genes which confer a disease when mutated, or for which population variability contributes to a quantitative trait such as longevity or disease susceptibility, can be localized in the genetic map by use of an appropriately dense set of polymorphic DNA markers. Here we describe an anchor PCR method for high-throughput genotyping, which can be used to amplify the DNA segments flanking an interspersed repetitive sequence such as a transposon, and to limit the number of product bands per reaction to facilitate marker resolution. We used this method to amplify and display DNA fragments flanking the Tc1 transposable elements from different strains of the nematode Caenorhabditis elegans, varying widely in insert number, and to analyze marker segregation in recombinant inbred lines generated from an interstrain cross. Since essentially all eukaryotic genomes contain abundant interspersed repeat families, many of which are dimorphic (for presence or absence of specific elements) among populations, this method can be used for rapid genotyping and fine-scale chromosomal mapping in many species, including those for which extensive mapping and sequencing data do not yet exist.
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Affiliation(s)
- S Ayyadevara
- Department of Biochemistry and Molecular Biology, University of Arkansas for Medical Sciences, Little Rock, Arkansas 72205, USA
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