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Heller NC, Garrett AM, Merkley ED, Cendrowski SR, Melville AM, Arce JS, Jenson SC, Wahl KL, Jarman KH. Probabilistic Limit of Detection for Ricin Identification Using a Shotgun Proteomics Assay. Anal Chem 2019; 91:12399-12406. [PMID: 31490662 DOI: 10.1021/acs.analchem.9b02721] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Robust and highly specific methods for the detection of the protein toxin ricin are of interest to the law enforcement community. In previous studies, methods based on liquid chromatography-tandem mass spectrometry shotgun proteomics have been proposed. The successful implementation of this approach relies on specific data evaluation criteria addressing (1) the quality of the mass spectrometric data, (2) the confidence of peptide identifications (peptide-spectrum matches), and (3) the number and sequence specificity of peptides detected. We present such data evaluation criteria and use a novel approach to establish the limit of detection for this ricin assay. Specifically, we use logistic regression to determine the probability of detection for individual ricin peptides at different concentrations. We then apply basic rules from probability theory, combining these individual peptide probabilities into an overall assay limit of detection. This procedure yields an assay limit of detection for ricin at 42.5 ng on column or 21.25 ng/μL for a 2-μL injection. We also show that, despite the conventional wisdom that detergents are deleterious to mass spectrometric analyses, the presence of Tween-20 did not prevent detection of ricin peptides, and indeed assays performed in buffers that included Tween-20 gave better results than assays performed using other buffer formulations with or without detergent removal.
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Affiliation(s)
| | - Alaine M Garrett
- National Biodefense Analysis and Countermeasures Center , Operated by BNBI for the U.S. Department of Homeland Security Science and Technology Directorate , Frederick , Maryland , United States
| | | | - Stephen R Cendrowski
- National Biodefense Analysis and Countermeasures Center , Operated by BNBI for the U.S. Department of Homeland Security Science and Technology Directorate , Frederick , Maryland , United States
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Gaudreault C, Salvas J, Sirois J. Savitzky-Golay smoothing and differentiation for polymerase chain reaction quantification. Biochem Cell Biol 2017; 96:380-389. [PMID: 29190123 DOI: 10.1139/bcb-2016-0194] [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: 11/22/2022] Open
Abstract
In quantitative PCR (qPCR), replicates can minimize the impact of intra-assay variation; however, inter-assay variations must be minimized to obtain a robust quantification method. The method proposed in this study uses Savitzky-Golay smoothing and differentiation (SGSD) to identify a derivative-maximum-based cycle of quantification. It does not rely on curve modeling, as is the case with many existing techniques. PCR fluorescence data sets challenged for inter-assay variations (different thermocycler units, different reagents batches, different operators, different standard curves, and different labs) were used for the evaluation. The algorithm was compared with a four-parameter logistic model (4PLM) method, the Cy0 method, and the threshold method. The SGSD method compared favourably with all methods in terms of inter-assay variation. SGSD was statistically different from the 4PLM (P = 0.03), Cy0 (P = 0.05), and threshold (P = 0.004) methods on relative error comparison basis. For intra-assay variations, SGSD outperformed the threshold method (P = 0.005) and equalled the 4PLM and Cy0 methods (P > 0.05) on relative error basis. Our results demonstrate that the SGSD method could potentially be an alternative to sigmoid modeling based methods (4PLM and Cy0) when PCR data are challenged for inter-assay variations.
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Affiliation(s)
- Charles Gaudreault
- a Université de Sherbrooke, Engineering Faculty, 2500 boul. de l'université, QC J1K 2R1, Canada
| | - Joanny Salvas
- b Process Analytical Science Group, Pfizer Montréal, 1025 boul. Marcel-Laurin, Montréal, QC H4R 1J6, Canada
| | - Joël Sirois
- a Université de Sherbrooke, Engineering Faculty, 2500 boul. de l'université, QC J1K 2R1, Canada
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Hajia M. Limitations of Different PCR Protocols Used in Diagnostic Laboratories: A Short Review. ACTA ACUST UNITED AC 2017. [DOI: 10.30699/mmlj17-01-01] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Vejdani M, Mansour R, Hamzavi Y, Vejdani S, Nazeri N, Michaeli A. Immunofluorescence Assay and PCR Analysis of Cryptosporidium Oocysts and Species From Human Fcal Specimens. Jundishapur J Microbiol 2014; 7:e10284. [PMID: 25371795 PMCID: PMC4217664 DOI: 10.5812/jjm.10284] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2013] [Revised: 05/05/2013] [Accepted: 05/08/2013] [Indexed: 11/16/2022] Open
Affiliation(s)
- Mehdi Vejdani
- Department of Parasitology and Mycology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran
- Corresponding author: Mehdi Vejdani, Department of Parasitology and Mycology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran. Tel: +98-8314274618-21, Fax: +98-8314276477, E-mail:
| | - Rezaei Mansour
- Department of Statistic and Epidemiology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran
| | - Yezdan Hamzavi
- Department of Parasitology and Mycology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran
| | - Sina Vejdani
- Department of Bioscience, University of Calgary, Alberta, Canada
| | - Naser Nazeri
- Department of Parasitology and Mycology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran
| | - Ali Michaeli
- Department of Parasitology and Mycology, Kermanshah University of Medical Sciences, Kermanshah, IR Iran
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Rådström P, Löfström C, Lövenklev M, Knutsson R, Wolffs P. Strategies for overcoming PCR inhibition. ACTA ACUST UNITED AC 2008; 2008:pdb.top20. [PMID: 21356797 DOI: 10.1101/pdb.top20] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
INTRODUCTIONThe use of conventional and real-time PCR is to some extent restricted by the presence of PCR inhibitors. This is particularly so when the techniques are applied directly to complex biological samples such as clinical, environmental, or food samples for the detection of microorganisms. PCR inhibitors can originate from the sample itself, or as a result of the method used to collect or otherwise prepare the sample. Either way, inhibitors can dramatically reduce the sensitivity and amplification efficiency of PCR. This article discusses methods of reducing inhibition and designing reliable and sensitive conventional and real-time PCR experiments.
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Ramirez NE, Sreevatsan S. Development of a sensitive detection system for Cryptosporidium in environmental samples. Vet Parasitol 2006; 136:201-13. [PMID: 16387443 DOI: 10.1016/j.vetpar.2005.11.023] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2005] [Revised: 10/20/2005] [Accepted: 11/17/2005] [Indexed: 11/21/2022]
Abstract
The identification of Cryptosporidium species and genotypes is necessary to determine sources of infection in outbreaks and the risk factors associated with their transmission. Few studies have applied isolation methods to field samples because of difficulties with detection of oocysts in environmental samples, particularly in soil and manure. The objective of this study was to develop an easy to use method which can be applied to field samples to rapidly detect the presence of Cryptosporidium parasites and identify their species. The assay included an oocyst recovery method combined with spin column DNA extraction, followed by PCR-hybridization for detection and a real-time PCR-melting curve analysis for species assignment. An internal positive control (IPC) was developed to determine the presence of PCR inhibitory substances. Two oocyst recovery methods, sodium chloride and sucrose flotation techniques were compared. Two commercial DNA extraction kits were performed using feces, soil and water samples each inoculated with different concentration of Cryptosporidium oocysts. Subsequently, methods were used to test field samples. The sucrose flotation method provided the greatest analytical sensitivity detecting as few as 10 oocysts. The PCR-hybridization detection limit was 10 oocysts for feces and soil, and less than 10 oocysts for water samples. IPC was positive for all inoculated and field samples indicating 0% PCR inhibition. Cryptosporidium species DNA samples were detected with the real-time PCR and were differentiated by the melting curve analysis. The results of this study demonstrate the potential of the assay system for rapid detection of Cryptosporidium parasites in environmental samples.
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Affiliation(s)
- Norma E Ramirez
- Food Animal Health Research Program and Department of Veterinary Preventive Medicine, College of Veterinary Medicine, Ohio Agricultural Research and Development Center, The Ohio State University, Wooster, 44691, USA
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Chesnot T, Schwartzbrod J. Quantitative and qualitative comparison of density-based purification methods for detection of Cryptosporidium oocysts in turbid environmental matrices. J Microbiol Methods 2004; 58:375-86. [PMID: 15279942 DOI: 10.1016/j.mimet.2004.05.001] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2003] [Revised: 05/07/2004] [Accepted: 05/07/2004] [Indexed: 11/15/2022]
Abstract
Purification methods for Cryptosporidium oocysts are usually selected on the basis of recovery yield, but the amount of particulate debris in environmental matrices could limit efficiency of oocyst detection by microscopic examination or PCR detection. Previous studies have shown that the standard immunomagnetic separation (IMS) procedure would not be the most suitable method for oocyst purification from turbid matrices. We compared the capacity of Percoll-sucrose flotation and six other density-based purification methods to achieve selective separation of Cryptosporidium oocysts from particulate debris. Rate of oocyst recovery and particulate loading in the purified suspensions were chosen as comparison criteria for the different purification methods. In most earlier studies, the chemical treatments employed to obtain a purified oocyst suspension modify the surface properties of oocysts in spiked samples. Assuming this produces unrealistic conditions affecting the evaluation of purification methods, we performed the present study with native oocysts. Flotation and gradient procedures were tested with and without formaldehyde ethyl acetate (FEA) separation. FEA separation was found to be unsuitable. Filtration and Percoll gradient did not allow selective oocyst separation from debris. Among the purification methods suitable for routine microscopic examination, Percoll-sucrose flotation provided the best recovery rates. For automated enumeration systems or PCR detection, potassium bromide and especially Nycodenz gradients appeared to be the most suitable purification methods. Potassium bromide and Nycodenz gradients provided the best balance between oocyst recovery and particulate load.
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Affiliation(s)
- Thierry Chesnot
- LCPME-UMR 7564 UHP-CNRS, Equipe Microbiologie-Physique, Faculté de pharmacie, 5 rue A. LEBRUN, B.P. 403, 54 001 Nancy Cedex, France.
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Abstract
Epifluorescent microscopy and flow cytometry were used in different combinations with fluorescein isothiocyanate-labeled immunoglobulins M and G3 to estimate the numbers of Cryptosporidium parvum oocysts in soil extracts containing 10 to 10,017 oocysts/ml. No combination had a systematic effect on accuracy or precision. Background debris may have produced overestimates at low oocyst concentrations when flow cytometry was used.
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Affiliation(s)
- Mark Walker
- Department of Natural Resources and Environmental Sciences, University of Nevada, Reno, Nevada 89557, USA.
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Lindergard G, Nydam DV, Wade SE, Schaaf SL, Mohammed HO. A novel multiplex polymerase chain reaction approach for detection of four human infective Cryptosporidium isolates: Cryptosporidium parvum, types H and C, Cryptosporidium canis, and Cryptosporidium felis in fecal and soil samples. J Vet Diagn Invest 2003; 15:262-7. [PMID: 12735348 DOI: 10.1177/104063870301500307] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
A nested multiplex polymerase chain reaction (PCR) approach was adopted for the simultaneous detection of 4 human infective genotypes of the protozoan parasite Cryptosporidium. Specific PCR primers were designed for the heat shock protein 70 gene of 2 genotypes of Cryptosporidium parvum (human and bovine types), Cryptosporidium canis, and Cryptosporidium felis. These 4 genotypes have all been found in human fecal samples. The primers amplified DNA fragments of specific sizes, each representing a unique genotype. The limit of detection of the method was found to vary between 10 and 100 oocysts per 1 ml fecal material. There appeared to be no cross-reactivity with other organisms commonly present in feces and soil, and the approach has a high specificity. The rapid identification of various human infective Cryptosporidium isolates is a part of the authors' long-term aim of determining the routes of infection with oocysts and thereby increase their epidemiological understanding of Cryptosporidium infection in humans and animals.
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Affiliation(s)
- Gabriella Lindergard
- Section of Epidemiology, Department of Population Medicine and Diagnostic Science, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA
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MacDonald LM, Sargent K, Armson A, Thompson RCA, Reynoldson JA. The development of a real-time quantitative-PCR method for characterisation of a Cryptosporidium parvum in vitro culturing system and assessment of drug efficacy. Mol Biochem Parasitol 2002; 121:279-82. [PMID: 12034463 DOI: 10.1016/s0166-6851(02)00041-5] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Affiliation(s)
- Louisa M MacDonald
- Division of Veterinary and Biomedical Sciences and State Agricultural Biotechnology Centre, Murdoch University, Murdoch, Perth, WA 6150, Australia.
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Knutsson R, Blixt Y, Grage H, Borch E, Rådström P. Evaluation of selective enrichment PCR procedures for Yersinia enterocolitica. Int J Food Microbiol 2002; 73:35-46. [PMID: 11883674 DOI: 10.1016/s0168-1605(01)00690-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Four enrichment PCR protocols for detecting unlysed cells of pathogenic Yersinia enterocolitica were studied. First, the probability of detecting Y. enterocolitica cells of known concentrations by a multiplex PCR assay was determined, and it was found to follow a logistic regression model. From this model, the probability of detecting Y enterocolitica at a specific concentration could be estimated; for example, the detection probability of 10(4) CFU/ml was estimated to be 85.4%. The protocols were evaluated on enrichment cultures inoculated with 10(2) CFU/ml Y. enterocolitica and 10(2)-10(6) CFU/ml of a defined background flora. For each protocol, the time for sample withdrawal and the presence of background flora were studied with respect to PCR detection. The optimal point in time of sample withdrawal was found to be different for each protocol employed. Early detection was favoured by concentrating the target cells, and the most rapid PCR detection of Y. enterocolitica was achieved with enrichment in Yersinia-PCR-compatible-enrichment (YPCE) medium for 3 h at 25 degrees C, followed by a centrifugation prior to PCR analysis. For detection of Y. enterocolitica in the presence of high concentrations (10(6) CFU/ml) of background flora, a long incubation time followed by density centrifugation and a dilution step was most successful. The protocol that gave the most reliable PCR detection in the presence of 10(6) CFU/ml background flora included 24 h incubation in Yersinia-selective-enrichment (YSE) broth at 25 degrees C, followed by Percoll density centrifugation, and a 100 times dilution prior to PCR analysis.
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Affiliation(s)
- Rickard Knutsson
- Applied Microbiology, Center for Chemistry and Chemical Engineering, Lund Institute of Technology; Lund Universitv, Sweden
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Kuczynska E, Shelton DR. Method for detection and enumeration of Cryptosporidium parvum oocysts in feces, manures, and soils. Appl Environ Microbiol 1999; 65:2820-6. [PMID: 10388670 PMCID: PMC91423 DOI: 10.1128/aem.65.7.2820-2826.1999] [Citation(s) in RCA: 91] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Eight concentration and purification methods were evaluated to determine percentages of recovery of Cryptosporidium parvum oocysts from calf feces. The NaCl flotation method generally resulted in the highest percentages of recovery. Based on the percentages of recovery, the amounts of fecal debris in the final oocyst preparations, the relatively short processing time (<3 h), and the low expense, the NaCl flotation method was chosen for further evaluation. Extraction efficiency was evaluated by using oocyst concentrations of 25, 50, 10(2), 10(3), 10(4), and 10(5) oocysts g of bovine feces-1. The percentages of recovery ranged from 10.8% (25 oocysts g-1) to 17.0% (10(4) oocysts g-1) (r2 = 0.996). A conservative estimate of the detection limit for bovine feces is ca. 30 oocysts g of feces-1. Percentages of recovery were determined for six different types of animal feces (cow, horse, pig, sheep, deer, and chicken feces) at a single oocyst concentration (10(4) oocysts g-1). The percentages of recovery were highest for bovine feces (17. 0%) and lowest for chicken feces (3.2%). Percentages of recovery were determined for bovine manure after 3 to 7 days of storage. The percentages of recovery ranged from 1.9 to 3.5% depending on the oocyst concentration, the time of storage, and the dispersing solution. The percentages of oocyst recovery from soils were evaluated by using different flotation solutions (NaCl, cold sucrose, ZnSO4), different dispersing solutions (Triton X-100, Tween 80, Tris plus Tween 80), different dispersion techniques (magnetic stirring, sonication, blending), and different dispersion times (5, 15, and 30 min). Twenty-five-gram soil samples were used to reduce the spatial variability. The highest percentages of recovery were obtained when we used 50 mM Tris-0.5% Tween 80 as the dispersing solution, dispersion for 15 min by stirring, and saturated NaCl as the flotation solution. The percentages of oocyst recovery from freshly spiked sandy loam, silty clay loam, and clay loam soils were ca. 12 to 18, 8, and 6%, respectively. The theoretical detection limits were ca. 1 to 2 oocysts g of soil-1 depending on the soil type. The percentages of recovery without dispersant (distilled H2O or phosphate-buffered saline) were less than 0.1%, which indicated that oocysts adhere to soil particles. The percentages of recovery decreased with storage time, although the addition of dispersant (Tris-Tween 80) before storage appeared to partially prevent adhesion. These data indicate that the NaCl flotation method is suitable for routine detection and enumeration of oocysts from feces, manures, soils, or soil-manure mixtures.
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Affiliation(s)
- E Kuczynska
- Environmental Chemistry Laboratory, Agricultural Research Service, U. S. Department of Agriculture, BARC-West, Beltsville, Maryland 20705-2350, USA
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Jenkins MB, Walker MJ, Bowman DD, Anthony LC, Ghiorse WC. Use of a sentinel system for field measurements of Cryptosporidium parvum oocyst inactivation in soil and animal waste. Appl Environ Microbiol 1999; 65:1998-2005. [PMID: 10223991 PMCID: PMC91288 DOI: 10.1128/aem.65.5.1998-2005.1999] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/1998] [Accepted: 02/02/1999] [Indexed: 11/20/2022] Open
Abstract
A small-volume sentinel chamber was developed to assess the effects of environmental stresses on survival of sucrose-Percoll-purified Cryptosporidium parvum oocysts in soil and animal wastes. Chambers were tested for their ability to equilibrate with external chemical and moisture conditions. Sentinel oocysts were then exposed to stresses of the external environment that affected their viability (potential infectivity), as indicated by results of a dye permeability assay. Preliminary laboratory experiments indicated that temperatures between 35 and 50 degrees C and decreases in soil water potential (-0.003 to -3.20 MPa) increased oocyst inactivation rates. The effects of two common animal waste management practices on oocyst survival were investigated on three dairy farms in Delaware County, N.Y., within the New York City watershed: (i) piling wastes from dairy youngstock (including neonatal calves) and (ii) spreading wastes as a soil amendment on an agricultural field. Sentinel containers filled with air-dried and sieved (2-mm mesh) youngstock waste or field soil were wetted and inoculated with 2 million oocysts in an aqueous suspension and then placed in waste piles on two different farms and in soil within a cropped field on one farm. Controls consisted of purified oocysts in either phosphate-buffered saline or distilled water contained in sealed microcentrifuge tubes. Two microdata loggers recorded the ambient temperature at each field site. Sentinel experiments were conducted during the fall and winter (1996 to 1997) and winter (1998). Sentinel containers and controls were removed at 2- to 4-week intervals, and oocysts were extracted and tested by the dye permeability assay. The proportions of potentially infective oocysts exposed to the soil and waste pile material decreased more rapidly than their counterpart controls exposed to buffer or water, indicating that factors other than temperature affected oocyst inactivation in the waste piles and soil. The effect of soil freeze-thaw cycles was evident in the large proportion of empty sentinel oocysts. The potentially infective sentinel oocysts were reduced to <1% while the proportions in controls did not decrease below 50% potentially infective during the first field experiment. Microscopic observations of empty oocyst fragments indicated that abrasive effects of soil particles were a factor in oocyst inactivation. A similar pattern was observed in a second field experiment at the same site.
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Affiliation(s)
- M B Jenkins
- Department of Microbiology, College of Veterinary Medicine, Cornell University, Ithaca, New York, USA.
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