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Manju MA, Van Den Heuvel ER, IJzerman-Boon PC. A comparison of spiking experiments to estimate the detection proportion of qualitative microbiological methods. J Biopharm Stat 2018; 29:30-55. [PMID: 29553884 DOI: 10.1080/10543406.2018.1452027] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
The detection proportion of a qualitative microbiological test method is the probability to detect a single micro-organism. A general expression for the moment estimator of the detection proportion is provided. It depends on the distribution of the spikes used in a validation study through its moment-generating function. Several forms of spiking experiments are compared on their estimation performance using simulations and assuming a generalized Poisson distribution (GPD) for the spikes. The optimal design, which minimizes the mean squared error of our proposed moment estimator, depends on the dispersion parameter of the GPD. The design that uses just one spiked solution instead of multiple solutions is optimal for Poisson and overdispersed Poisson and it is robust against distributions for the spikes.
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Affiliation(s)
- Md Abu Manju
- a Center for Mathematical Sciences , Merck Sharp & Dohme , Oss , The Netherlands
| | - Edwin R Van Den Heuvel
- b Department of Mathematics and Computer Science , Eindhoven University of Technology , Eindhoven , The Netherlands
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2
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Wang D, Yamahara KM, Cao Y, Boehm AB. Absolute Quantification of Enterococcal 23S rRNA Gene Using Digital PCR. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2016; 50:3399-408. [PMID: 26903207 DOI: 10.1021/acs.est.5b05747] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
We evaluated the ability of chip-based digital PCR (dPCR) to quantify enterococci, the fecal indicator recommended by the United States Environmental Protection Agency (USEPA) for water-quality monitoring. dPCR uses Poisson statistics to estimate the number of DNA fragments in a sample with a specific sequence. Underestimation may occur when a gene is redundantly encoded in the genome and multiple copies of that gene are on one DNA fragment. When genomic DNA (gDNA) was extracted using two commercial DNA extraction kits, we confirmed that dPCR could discern individual copies of the redundant 23s rRNA gene in the enterococcal genome. dPCR quantification was accurate when compared to the nominal concentration inferred from fluorometer measurements (linear regression slope = 0.98, intercept = 0.03, R(2) = 0.99, and p value <0.0001). dPCR quantification was also consistent with quantitative PCR (qPCR) measurements as well as cell counts for BioBall reference standard and 24 environmental water samples. qPCR and dPCR quantification of enterococci in the 24 environmental samples were significantly correlated (linear regression slope =1.08, R(2) of 0.96, and p value <0.0001); the group mean of the qPCR measurements was 0.19 log units higher than that of the dPCR measurements. At environmentally relevant concentrations, dPCR quantification was more precise (i.e., had narrower 95% confidence intervals than qPCR quantification). We observed that humic acid caused a similar level of inhibition in both dPCR and qPCR, but calcium inhibited dPCR to a lesser degree than qPCR. Inhibition of dPCR was partially relieved when the number of thermal cycles was increased. Based on these results, we conclude that dPCR is a viable option for enumerating enterococci in ambient water.
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Affiliation(s)
- Dan Wang
- Environmental and Water Studies, Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
| | - Kevan M Yamahara
- Environmental and Water Studies, Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
| | - Yiping Cao
- Southern California Coastal Water Research Project Authority , Costa Mesa, California 92626, United States
| | - Alexandria B Boehm
- Environmental and Water Studies, Department of Civil and Environmental Engineering, Stanford University , Stanford, California 94305, United States
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Gunar OV, Sakhno NG. Uncertainty of quantitative microbiological methods of pharmaceutical analysis. Int J Pharm 2015; 496:1073-6. [PMID: 26456251 DOI: 10.1016/j.ijpharm.2015.10.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 10/04/2015] [Indexed: 10/22/2022]
Abstract
The total uncertainty of quantitative microbiological methods, used in pharmaceutical analysis, consists of several components. The analysis of the most important sources of the quantitative microbiological methods variability demonstrated no effect of culture media and plate-count techniques in the estimation of microbial count while the highly significant effect of other factors (type of microorganism, pharmaceutical product and individual reading and interpreting errors) was established. The most appropriate method of statistical analysis of such data was ANOVA which enabled not only the effect of individual factors to be estimated but also their interactions. Considering all the elements of uncertainty and combining them mathematically the combined relative uncertainty of the test results was estimated both for method of quantitative examination of non-sterile pharmaceuticals and microbial count technique without any product. These data did not exceed 35%, appropriated for a traditional plate count methods.
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Affiliation(s)
- O V Gunar
- Scientific Centre for Expert Evaluation of Medicinal Products, The Ministry of health of Russia. Petrovsky Boulevard 8, 127051 Moscow, Russia
| | - N G Sakhno
- Scientific Centre for Expert Evaluation of Medicinal Products, The Ministry of health of Russia. Petrovsky Boulevard 8, 127051 Moscow, Russia.
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Kerstens M, Boulet G, Tritsmans C, Horemans T, Hellings M, Delputte P, Maes L, Cos P. Flow Cytometric Enumeration of Bacteria Using TO-PRO®-3 Iodide as a Single-Stain Viability Dye. ACTA ACUST UNITED AC 2014; 19:555-61. [DOI: 10.1177/2211068214546745] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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5
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IJzerman-Boon PC, van den Heuvel ER. Validation of qualitative microbiological test methods. Pharm Stat 2014; 14:120-8. [PMID: 25412584 DOI: 10.1002/pst.1663] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2014] [Revised: 10/02/2014] [Accepted: 10/29/2014] [Indexed: 11/07/2022]
Abstract
This paper considers a statistical model for the detection mechanism of qualitative microbiological test methods with a parameter for the detection proportion (the probability to detect a single organism) and a parameter for the false positive rate. It is demonstrated that the detection proportion and the bacterial density cannot be estimated separately, not even in a multiple dilution experiment. Only the product can be estimated, changing the interpretation of the most probable number estimator. The asymptotic power of the likelihood ratio statistic for comparing an alternative method with the compendial method, is optimal for a single dilution experiment. The bacterial density should either be close to two CFUs per test unit or equal to zero, depending on differences in the model parameters between the two test methods. The proposed strategy for method validation is to use these two dilutions and test for differences in the two model parameters, addressing the validation parameters specificity and accuracy. Robustness of these two parameters might still be required, but all other validation parameters can be omitted. A confidence interval-based approach for the ratio of the detection proportions for the two methods is recommended, since it is most informative and close to the power of the likelihood ratio test.
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Tryptic soy medium is feasible for the in situ preparation of standards containing small defined numbers of microbial cells. J Microbiol Methods 2013; 93:49-51. [DOI: 10.1016/j.mimet.2013.01.021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2012] [Revised: 01/30/2013] [Accepted: 01/31/2013] [Indexed: 11/21/2022]
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7
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Cao Y, Sivaganesan M, Kinzelman J, Blackwood AD, Noble RT, Haugland RA, Griffith JF, Weisberg SB. Effect of platform, reference material, and quantification model on enumeration of Enterococcus by quantitative PCR methods. WATER RESEARCH 2013; 47:233-241. [PMID: 23123048 DOI: 10.1016/j.watres.2012.09.056] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2012] [Revised: 08/28/2012] [Accepted: 09/28/2012] [Indexed: 06/01/2023]
Abstract
Quantitative polymerase chain reaction (qPCR) is increasingly being used for the quantitative detection of fecal indicator bacteria in beach water. QPCR allows for same-day health warnings, and its application is being considered as an option for recreational water quality testing in the United States (USEPA, 2011. EPA-OW-2011-0466, FRL-9609-3, Notice of Availability of Draft Recreational Water Quality Criteria and Request for Scientific Views). However, transition of qPCR from a research tool to routine water quality testing requires information on how various method variations affect target enumeration. Here we compared qPCR performance and enumeration of enterococci in spiked and environmental water samples using three qPCR platforms (Applied Biosystem StepOnePlus™, the BioRad iQ™5 and the Cepheid SmartCycler(®) II), two reference materials (lyophilized cells and frozen cells on filters) and two comparative CT quantification models (ΔCT and ΔΔCT). Reference materials exerted the biggest influence, consistently affecting results by approximately 0.5 log(10) unit. Platform had the smallest effect, generally exerting <0.1 log(10) unit difference in final results. Quantification model led to small differences (0.04-0.2 log(10) unit) in this study with relatively uninhibited samples, but has the potential to cause as much as 8-fold (0.9 log(10) unit) difference in potentially inhibitory samples. Our findings indicate the need for a certified and centralized source of reference materials and additional studies to assess applicability of the quantification models in analyses of PCR inhibitory samples.
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Affiliation(s)
- Yiping Cao
- Southern California Coastal Water Research Project Authority, Costa Mesa, CA 92626, USA.
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Verdonk G, Willemse M, Hoefs S, Cremers G, van den Heuvel E. The Most Probable Limit of Detection (MPL) for rapid microbiological methods. J Microbiol Methods 2010; 82:193-7. [DOI: 10.1016/j.mimet.2010.04.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2010] [Revised: 04/27/2010] [Accepted: 04/30/2010] [Indexed: 10/19/2022]
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Díaz M, Herrero M, García LA, Quirós C. Application of flow cytometry to industrial microbial bioprocesses. Biochem Eng J 2010. [DOI: 10.1016/j.bej.2009.07.013] [Citation(s) in RCA: 132] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Abstract
Biobanks are actively contributing to advances in biomedical research by offering opportunities to link laboratory research with clinical applications and by accelerating developments in personalized medicine. Microbiologists have a long tradition of storing microorganisms as part of projects focused on microbial genetics or phenotypic investigations. However, the impressive recent advances of biomedical translational research demand the integration of biobanks with high-level technological infrastructures in genomics, proteomics, bioinformatics, patient information systems and disease registries, where data originating from microorganisms are linked with human clinical information with the ultimate aim of improving healthcare by increasing the quality of biomedical research.
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Affiliation(s)
- P De Paoli
- Microbiology, Immunology & Virology, Centro di Riferimento Oncologico, IRCCS 33081, Aviano, Italy
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Fluorescent reference strains of bacteria by chromosomal integration of a modified green fluorescent protein gene. Appl Microbiol Biotechnol 2007; 77:1287-95. [PMID: 17994234 DOI: 10.1007/s00253-007-1253-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2007] [Revised: 10/18/2007] [Accepted: 10/19/2007] [Indexed: 10/22/2022]
Abstract
Fluorescent reference strains of bacteria carrying a stable chromosomally integrated single copy of the gfp gene have been developed. A modified version of the gfp gene has been generated by mutagenesis and expressed under the control of the bacteriophage lambda promoter P(L). A cassette comprising bacteriophage Mu transposon arms flanking the modified gfp gene and regulatory regions was irreversibly integrated as an in-vitro-assembled transposition complex into the genomes of Escherichia coli and Salmonella spp. The modified green fluorescent protein (GFP) protein retained the fluorescence excitation and emission wavelengths of wild-type GFP. However, it fluoresced more brightly in E. coli and Salmonella compared to wild-type GFP, presumably due to improved protein maturation. Fluorescent E. coli and Salmonella strains carrying the gfp gene cassette were easily differentiated from their respective non-fluorescent parental strains on various growth media by visualization under UV light. The bacterial strains produced by this method remained viable and stably fluorescent when incorporated into a matrix for delivery of exact numbers of viable bacterial cells for use as quality control agents in microbiological procedures.
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Morgan CA, Herman N, White PA, Vesey G. Preservation of micro-organisms by drying; A review. J Microbiol Methods 2006; 66:183-93. [PMID: 16632005 DOI: 10.1016/j.mimet.2006.02.017] [Citation(s) in RCA: 319] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2006] [Accepted: 02/28/2006] [Indexed: 11/28/2022]
Abstract
The preservation of micro-organisms by different drying methodologies has been used for decades. Freeze drying in particular is the preferred method for transporting and storing vast culture collections of micro-organism strain types. The literature on drying and preserving micro-organisms is extensive, but is often specific to one particular strain. This review attempts to draw some similar concepts and findings together in one paper, to compare different drying techniques, with specific reference to microorganisms. The main topics covered are cell growth phases and concentration, inducing drying tolerance in microbial cells, drying methods, rehydration of dried cells and packaging and storage conditions. Also, particular attention has been paid to the use of freeze drying and the protective matrices used to improve microbial cell viability after drying.
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Affiliation(s)
- C A Morgan
- BTF Pty Ltd, PO Box 599, North Ryde BC, NSW 1670, Australia
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Wohlsen T, Bates J, Vesey G, Robinson WA, Katouli M. Evaluation of the methods for enumerating coliform bacteria from water samples using precise reference standards. Lett Appl Microbiol 2006; 42:350-6. [PMID: 16599987 DOI: 10.1111/j.1472-765x.2006.01854.x] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
AIMS To use BioBall cultures as a precise reference standard to evaluate methods for enumeration of Escherichia coli and other coliform bacteria in water samples. METHODS AND RESULTS Eight methods were evaluated including membrane filtration, standard plate count (pour and spread plate methods), defined substrate technology methods (Colilert and Colisure), the most probable number method and the Petrifilm disposable plate method. Escherichia coli and Enterobacter aerogenes BioBall cultures containing 30 organisms each were used. All tests were performed using 10 replicates. The mean recovery of both bacteria varied with the different methods employed. CONCLUSIONS The best and most consistent results were obtained with Petrifilm and the pour plate method. Other methods either yielded a low recovery or showed significantly high variability between replicates. SIGNIFICANCE AND IMPACT OF THE STUDY The BioBall is a very suitable quality control tool for evaluating the efficiency of methods for bacterial enumeration in water samples.
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Affiliation(s)
- T Wohlsen
- Public Health Microbiology, Queensland Health Scientific Services, Coopers Plains, Brisbane, Qld, Australia.
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