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Haplotype-Contained PCR Products Analysis by Sequencing with Selective Restriction of Primer Extension. BIOMED RESEARCH INTERNATIONAL 2017; 2017:1397902. [PMID: 29376065 PMCID: PMC5742430 DOI: 10.1155/2017/1397902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Revised: 10/30/2017] [Accepted: 11/14/2017] [Indexed: 11/24/2022]
Abstract
We develop a strategy for haplotype analysis of PCR products that contained two adjacent heterozygous loci using sequencing with specific primers, allele-specific primers, and ddNTP-blocked primers. To validate its feasibility, two sets of PCR products, including two adjacent heterozygous SNPs, UGT1A1⁎6 (rs4148323) and UGT1A1⁎28 (rs8175347), and two adjacent heterozygous SNPs, K1637K (rs11176013) and S1647T (rs11564148), were analyzed. Haplotypes of PCR products, including UGT1A1⁎6 and UGT1A1⁎28, were successfully analyzed by Sanger sequencing with allele-specific primers. Also, haplotypes of PCR products, including K1637K and S1647T, could not be determined by Sanger sequencing with allele-specific primers but were successfully analyzed by pyrosequencing with ddNTP-blocked primers. As a result, this method is able to effectively haplotype two adjacent heterozygous PCR products. It is simple, fast, and irrespective of short read length of pyrosequencing. Overall, we fully hope it will provide a new promising technology to identify haplotypes of conventional PCR products in clinical samples.
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2
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How-Kit A, Tost J. Pyrosequencing®-Based Identification of Low-Frequency Mutations Enriched Through Enhanced-ice-COLD-PCR. Methods Mol Biol 2016; 1315:83-101. [PMID: 26103893 DOI: 10.1007/978-1-4939-2715-9_7] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
A number of molecular diagnostic assays have been developed in the last years for mutation detection. Although these methods have become increasingly sensitive, most of them are incompatible with a sequencing-based readout and require prior knowledge of the mutation present in the sample. Consequently, coamplification at low denaturation (COLD)-PCR-based methods have been developed and combine a high analytical sensitivity due to mutation enrichment in the sample with the identification of known or unknown mutations by downstream sequencing experiments. Among these methods, the recently developed Enhanced-ice-COLD-PCR appeared as the most powerful method as it outperformed the other COLD-PCR-based methods in terms of the mutation enrichment and due to the simplicity of the experimental setup of the assay. Indeed, E-ice-COLD-PCR is very versatile as it can be used on all types of PCR platforms and is applicable to different types of samples including fresh frozen, FFPE, and plasma samples. The technique relies on the incorporation of an LNA containing blocker probe in the PCR reaction followed by selective heteroduplex denaturation enabling amplification of the mutant allele while amplification of the wild-type allele is prevented. Combined with Pyrosequencing(®), which is a very quantitative high-resolution sequencing technology, E-ice-COLD-PCR can detect and identify mutations with a limit of detection down to 0.01 %.
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Affiliation(s)
- Alexandre How-Kit
- Laboratory for Functional Genomics, Fondation Jean Dausset-CEPH, 27 rue Juliette Dodu, 75010, Paris, France
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3
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Busato F, Tost J. SNP-Based Quantification of Allele-Specific DNA Methylation Patterns by Pyrosequencing®. Methods Mol Biol 2015; 1315:291-313. [PMID: 26103907 DOI: 10.1007/978-1-4939-2715-9_21] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The analysis of allele-specific DNA methylation patterns has recently attracted much interest as loci of allele-specific DNA methylation overlap with known risk loci for complex diseases and the analysis might contribute to the fine-mapping and interpretation of non-coding genetic variants associated with complex diseases and improve the understanding between genotype and phenotype. In the presented protocol, we present a method for the analysis of DNA methylation patterns on both alleles separately using heterozygous Single Nucleotide Polymorphisms (SNPs) as anchor for allele-specific PCR amplification followed by analysis of the allele-specific DNA methylation patterns by Pyrosequencing(®). Pyrosequencing is an easy-to-handle, quantitative real-time sequencing method that is frequently used for genotyping as well as for the analysis of DNA methylation patterns. The protocol consists of three major steps: (1) identification of individuals heterozygous for a SNP in a region of interest using Pyrosequencing; (2) analysis of the DNA methylation patterns surrounding the SNP on bisulfite-treated DNA to identify regions of potential allele-specific DNA methylation; and (3) the analysis of the DNA methylation patterns associated with each of the two alleles, which are individually amplified using allele-specific PCR. The enrichment of the targeted allele is re-enforced by modification of the allele-specific primers at the allele-discriminating base with Locked Nucleic Acids (LNA). For the proof-of-principle of the developed approach, we provide assay details for three imprinted genes (IGF2, IGF2R, and PEG3) within this chapter. The mean of the DNA methylation patterns derived from the individual alleles corresponds well to the overall DNA methylation patterns and the developed approach proved more reliable compared to other protocols for allele-specific DNA methylation analysis.
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Affiliation(s)
- Florence Busato
- Laboratory for Epigenetics and Environment, Centre National de Génotypage, CEA-Institut de Génomique, Batiment G2, 2 rue Gaston Crémieux, 91000, Evry, France
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How Kit A, Mazaleyrat N, Daunay A, Nielsen HM, Terris B, Tost J. Sensitive Detection of KRAS
Mutations Using Enhanced-ice
-COLD-PCR Mutation Enrichment and Direct Sequence Identification. Hum Mutat 2013; 34:1568-80. [DOI: 10.1002/humu.22427] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2013] [Accepted: 08/02/2013] [Indexed: 12/21/2022]
Affiliation(s)
- Alexandre How Kit
- Laboratory for Functional Genomics; Fondation Jean Dausset - CEPH, 27 rue Juliette Dodu; Paris 75010 France
| | - Nicolas Mazaleyrat
- Laboratory for Epigenetics and Environment; Centre National de Génotypage, CEA- Institut de Génomique; Evry 91000 France
| | - Antoine Daunay
- Laboratory for Functional Genomics; Fondation Jean Dausset - CEPH, 27 rue Juliette Dodu; Paris 75010 France
| | - Helene Myrtue Nielsen
- Laboratory for Functional Genomics; Fondation Jean Dausset - CEPH, 27 rue Juliette Dodu; Paris 75010 France
| | - Benoît Terris
- Service d'Anatomie et de Cytologie Pathologique; Hôpital Cochin, AP-HP, Université Paris Descartes; Paris 75014 France
- Institut Cochin de Génétique Moléculaire; Université Paris V René Descartes, CNRS (UMR8104); Paris 75014 France
- Institut National de la Santé et de la Recherche Médicale U567; Paris 75014 France
| | - Jörg Tost
- Laboratory for Functional Genomics; Fondation Jean Dausset - CEPH, 27 rue Juliette Dodu; Paris 75010 France
- Laboratory for Epigenetics and Environment; Centre National de Génotypage, CEA- Institut de Génomique; Evry 91000 France
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5
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Integration of rolling circle amplification and cationic conjugated polymer for the homogeneous detection of single nucleotide polymorphisms. ACTA ACUST UNITED AC 2011. [DOI: 10.1007/s11434-011-4663-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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6
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Wei W, Luo HB, Yan J, Hou YP. Exploring of new Y-chromosome SNP loci using Pyrosequencing and the SNaPshot methods. Int J Legal Med 2011; 126:825-33. [DOI: 10.1007/s00414-011-0603-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2011] [Accepted: 07/08/2011] [Indexed: 11/30/2022]
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7
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Lin YS, Liu FGR, Wang TY, Pan CT, Chang WT, Li WH. A simple method using PyrosequencingTM to identify de novo SNPs in pooled DNA samples. Nucleic Acids Res 2010; 39:e28. [PMID: 21131285 PMCID: PMC3061071 DOI: 10.1093/nar/gkq1249] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
A practical way to reduce the cost of surveying single-nucleotide polymorphism (SNP) in a large number of individuals is to measure the allele frequencies in pooled DNA samples. PyrosequencingTM has been frequently used for this application because signals generated by this approach are proportional to the amount of DNA templates. The PyrosequencingTM pyrogram is determined by the dispensing order of dNTPs, which is usually designed based on the known SNPs to avoid asynchronistic extensions of heterozygous sequences. Therefore, utilizing the pyrogram signals to identify de novo SNPs in DNA pools has never been undertook. Here, in this study we developed an algorithm to address this issue. With the sequence and pyrogram of the wild-type allele known in advance, we could use the pyrogram obtained from the pooled DNA sample to predict the sequence of the unknown mutant allele (de novo SNP) and estimate its allele frequency. Both computational simulation and experimental PyrosequencingTM test results suggested that our method performs well. The web interface of our method is available at http://life.nctu.edu.tw/∼yslin/PSM/.
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Affiliation(s)
- Yeong-Shin Lin
- Institute of Bioinformatics and Systems Biology, National Chiao Tung University, Hsinchu 300, Taiwan.
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8
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Pyrosequencing enhancement for better detection limit and sequencing homopolymers. Biochem Biophys Res Commun 2010; 401:117-23. [PMID: 20833128 DOI: 10.1016/j.bbrc.2010.09.022] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2010] [Accepted: 09/05/2010] [Indexed: 11/24/2022]
Abstract
Pyrosequencing is a DNA sequencing technique based on sequencing-by-synthesis enabling rapid and real-time sequence determination. Although ample genomic research has been undertaken using pyrosequencing, the requirement of relatively high amount of DNA template and the difficulty in sequencing the homopolymeric regions limit its key advantages in the applications directing towards clinical research. In this study, we demonstrate that pyrosequencing on homopolymeric regions with 10 identical nucleotides can be successfully performed with optimal amount of DNA (0.3125-5 pmol) immobilized on conventional non-porous Sepharose beads. We also validate that by using porous silica beads, the sequencing signal increased 3.5-folds as compared to that produced from same amount of DNA immobilized on solid Sepharose beads. Our results strongly indicate that with optimized quantity of DNA and suitable solid support, the performance of pyrosequencing on homopolymeric regions and its detection limit has been significantly improved.
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Abstract
A simple instrument or device for easy DNA analysis is required. A combination of bioluminometric assay and photo-detection with an inexpensive photo-diode array provides a simple instrument for various DNA analyses. Its characteristics and applications for DNA analyses are described.
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10
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Zhang X, Wu H, Chen Z, Zhou G, Kajiyama T, Kambara H. Dye-Free Gene Expression Detection by Sequence-Tagged Reverse-Transcription Polymerase Chain Reaction Coupled with Pyrosequencing. Anal Chem 2008; 81:273-81. [DOI: 10.1021/ac801964a] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Xiaodan Zhang
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Haiping Wu
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Zhiyao Chen
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Guohua Zhou
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Tomoharu Kajiyama
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
| | - Hideki Kambara
- Huadong Research Institute for Medicine and Biotechnics, Nanjing 210002, China, Medical School, Nanjing University, Nanjing 210093, China, and Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
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11
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Affiliation(s)
- Karel Klepárník
- Institute of Analytical Chemistry, Academy of Sciences of the Czech Republic, Veveří 97, CZ-602 00 Brno, Czech Republic
| | - Petr Boček
- Institute of Analytical Chemistry, Academy of Sciences of the Czech Republic, Veveří 97, CZ-602 00 Brno, Czech Republic
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12
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Kishimoto A, Kambara H. ELECTROCHEMISTRY 2007; 75:976-981. [DOI: 10.5796/electrochemistry.75.976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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13
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Microchip Electrophoresis Coupled with Multiplex Polymerase Chain Reaction for Typing Multiple Single Nucleotide Polymorphisms Simultaneously. CHINESE JOURNAL OF ANALYTICAL CHEMISTRY 2006. [DOI: 10.1016/s1872-2040(07)60011-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Abstract
Insects comprise the largest species composition in the entire animal kingdom and possess a vast undiscovered genetic diversity and gene pool that can be better explored using molecular marker techniques. Current trends of application of DNA marker techniques in diverse domains of insect ecological studies show that mitochondrial DNA (mtDNA), microsatellites, random amplified polymorphic DNA (RAPD), expressed sequence tags (EST) and amplified fragment length polymorphism (AFLP) markers have contributed significantly for progresses towards understanding genetic basis of insect diversity and for mapping medically and agriculturally important genes and quantitative trait loci in insect pests. Apart from these popular marker systems, other novel approaches including transposon display, sequence-specific amplification polymorphism (S-SAP), repeat-associated polymerase chain reaction (PCR) markers have been identified as alternate marker systems in insect studies. Besides, whole genome microarray and single nucleotide polymorphism (SNP) assays are becoming more popular to screen genome-wide polymorphisms in fast and cost effective manner. However, use of such methodologies has not gained widespread popularity in entomological studies. The current study highlights the recent trends of applications of molecular markers in insect studies and explores the technological advancements in molecular marker tools and modern high throughput genotyping methodologies that may be applied in entomological researches for better understanding of insect ecology at molecular level.
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Affiliation(s)
- Susanta K Behura
- Department of Entomology, 505 S Goodwin Avenue, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA.
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15
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Law GHE, Gandelman OA, Tisi LC, Lowe CR, Murray JAH. Mutagenesis of solvent-exposed amino acids in Photinus pyralis luciferase improves thermostability and pH-tolerance. Biochem J 2006; 397:305-12. [PMID: 16551268 PMCID: PMC1513288 DOI: 10.1042/bj20051847] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Firefly luciferase catalyses a two-step reaction, using ATP-Mg2+, firefly luciferin and molecular oxygen as substrates, leading to the efficient emission of yellow-green light. We report the identification of novel luciferase mutants which combine improved pH-tolerance and thermostability and that retain the specific activity of the wild-type enzyme. These were identified by the mutagenesis of solvent-exposed non-conserved hydrophobic amino acids to hydrophilic residues in Photinus pyralis firefly luciferase followed by in vivo activity screening. Mutants F14R, L35Q, V182K, I232K and F465R were found to be the preferred substitutions at the respective positions. The effects of these amino acid replacements are additive, since combination of the five substitutions produced an enzyme with greatly improved pH-tolerance and stability up to 45 degrees C. All mutants, including the mutant with all five substitutions, showed neither a decrease in specific activity relative to the recombinant wild-type enzyme, nor any substantial differences in kinetic constants. It is envisaged that the combined mutant will be superior to wild-type luciferase for many in vitro and in vivo applications.
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Affiliation(s)
- G H Erica Law
- Institute of Biotechnology, University of Cambridge, Tennis Court Road, Cambridge CB2 1QT, UK.
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16
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Zhou G, Kajiyama T, Gotou M, Kishimoto A, Suzuki S, Kambara H. Enzyme System for Improving the Detection Limit in Pyrosequencing. Anal Chem 2006; 78:4482-9. [PMID: 16808457 DOI: 10.1021/ac051927q] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Highly sensitive real-time pyrosequencing seems promising for constructing an inexpensive and small DNA sequencer with a low running cost. A DNA sample of a picomole level is usually used in the conventional pyrosequencing based on a luciferase assay coupled with an APS-ATP surfurylase reaction for producing ATP from pyrophosphate (PPi). Although the luminescence intensity could be increased by increasing the amount of luciferase, it was impossible to reduce the target DNA amount because of a large background luminescence due to the luciferase-APS reaction. In this report, a novel approach using a new conversion reaction of PPi to ATP is proposed. This method has a very low background and can produce high signals in the presence of a large amount of luciferase; thus, the sample amount required for sequencing is significantly reduced. The ATP production from PPi is catalyzed with pyruvate orthophosphate dikinase (PPDK) using AMP and phosphoenolpyruvate as the substrates, which are inactive for the luciferase-catalyzed reaction. All of the components in the AMP-PPDK-based pyrosequencing system are suitable for highly sensitive DNA sequencing in one tube. Real-time DNA sequencing with a readable length up to 70 bases was successfully demonstrated by using this system. By increasing the amount of luciferase, as low as 2.5 fmol of DNA templates was accurately sequenced by the proposed method with a novel simple and inexpensive DNA sequencer having a photodiode array as a sensor instead of a PMT or CCD camera. A sample amount as low as 2 orders of magnitude smaller than that used in the conventional pyrosequencer can be used.
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Affiliation(s)
- Guohua Zhou
- Central Research Laboratory, Hitachi, Ltd., 1-280 Higashi-Koigakubo, Kokubunji-shi, Tokyo 185-8601, Japan
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17
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Zhang W, Qi W, Albert TJ, Motiwala AS, Alland D, Hyytia-Trees EK, Ribot EM, Fields PI, Whittam TS, Swaminathan B. Probing genomic diversity and evolution of Escherichia coli O157 by single nucleotide polymorphisms. Genome Res 2006; 16:757-67. [PMID: 16606700 PMCID: PMC1473186 DOI: 10.1101/gr.4759706] [Citation(s) in RCA: 88] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Infections by Shiga toxin-producing Escherichia coli O157:H7 (STEC O157) are the predominant cause of bloody diarrhea and hemolytic uremic syndrome in the United States. In silico comparison of the two complete STEC O157 genomes (Sakai and EDL933) revealed a strikingly high level of sequence identity in orthologous protein-coding genes, limiting the use of nucleotide sequences to study the evolution and epidemiology of this bacterial pathogen. To systematically examine single nucleotide polymorphisms (SNPs) at a genome scale, we designed comparative genome sequencing microarrays and analyzed 1199 chromosomal genes (a total of 1,167,948 bp) and 92,721 bp of the large virulence plasmid (pO157) of eleven outbreak-associated STEC O157 strains. We discovered 906 SNPs in 523 chromosomal genes and observed a high level of DNA polymorphisms among the pO157 plasmids. Based on a uniform rate of synonymous substitution for Escherichia coli and Salmonella enterica (4.7x10(-9) per site per year), we estimate that the most recent common ancestor of the contemporary beta-glucuronidase-negative, non-sorbitolfermenting STEC O157 strains existed ca. 40 thousand years ago. The phylogeny of the STEC O157 strains based on the informative synonymous SNPs was compared to the maximum parsimony trees inferred from pulsed-field gel electrophoresis and multilocus variable numbers of tandem repeats analysis. The topological discrepancies indicate that, in contrast to the synonymous mutations, parts of STEC O157 genomes have evolved through different mechanisms with highly variable divergence rates. The SNP loci reported here will provide useful genetic markers for developing high-throughput methods for fine-resolution genotyping of STEC O157. Functional characterization of nucleotide polymorphisms should shed new insights on the evolution, epidemiology, and pathogenesis of STEC O157 and related pathogens.
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Affiliation(s)
- Wei Zhang
- Foodborne and Diarrheal Diseases Branch, National Center for Infectious Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia 30333, USA.
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18
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Yeh HC, Ho YP, Shih IM, Wang TH. Homogeneous point mutation detection by quantum dot-mediated two-color fluorescence coincidence analysis. Nucleic Acids Res 2006; 34:e35. [PMID: 16517937 PMCID: PMC1390686 DOI: 10.1093/nar/gkl021] [Citation(s) in RCA: 63] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
This report describes a new genotyping method capable of detecting low-abundant point mutations in a homogeneous, separation-free format. The method is based on integration of oligonucleotide ligation with a semiconductor quantum dot (QD)-mediated two-color fluorescence coincidence detection scheme. Surface-functionalized QDs are used to capture fluorophore-labeled ligation products, forming QD-oligonucleotide nanoassemblies. The presence of such nanoassemblies and thereby the genotype of the sample is determined by detecting the simultaneous emissions of QDs and fluorophores that occurs whenever a single nanoassembly flows through the femtoliter measurement volume of a confocal fluorescence detection system. The ability of this method to detect single events enables analysis of target signals with a multiple-parameter (intensities and count rates of the digitized target signals) approach to enhance assay sensitivity and specificity. We demonstrate that this new method is capable of detecting zeptomoles of targets and achieve an allele discrimination selectivity factor >105.
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Affiliation(s)
- Hsin-Chih Yeh
- Department of Mechanical Engineering, The Johns Hopkins UniversityBaltimore, MD 21218, USA
| | - Yi-Ping Ho
- Department of Mechanical Engineering, The Johns Hopkins UniversityBaltimore, MD 21218, USA
| | - Ie-Ming Shih
- Department of Pathology, The Johns Hopkins UniversityBaltimore, MD 21218, USA
- Department of Oncology, The Johns Hopkins UniversityBaltimore, MD 21218, USA
- Department of Gynecology and Obstetrics, The Johns Hopkins UniversityBaltimore, MD 21218, USA
| | - Tza-Huei Wang
- Department of Mechanical Engineering, The Johns Hopkins UniversityBaltimore, MD 21218, USA
- Whitaker Biomedical Engineering Institute, The Johns Hopkins UniversityBaltimore, MD 21218, USA
- To whom correspondence should be addressed. Tel: +1 410 516 7086; Fax: 1 410 516 7254;
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