Droplet digital PCR for simultaneous quantification of general and human-associated fecal indicators for water quality assessment

被引:142
作者
Cao, Yiping [1 ]
Raith, Meredith R. [1 ]
Griffith, John F. [1 ]
机构
[1] Southern Calif Costal Water Res Project Author, Costa Mesa, CA USA
关键词
Digital PCR; Microbial source tracking; Enterococcus; Human fecal-associated Bacteroidales; Recreational water quality; GUIDELINES MINIMUM INFORMATION; QUANTITATIVE PCR; GENETIC-MARKERS; ENTEROCOCCUS; PUBLICATION; PERFORMANCE; INHIBITION; ASSAYS;
D O I
10.1016/j.watres.2014.12.008
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Despite wide application to beach water monitoring and microbial source identification, results produced by quantitative PCR (qPCR) methods are subject to bias introduced by reliance on quantitative standards. Digital PCR technology provides direct, standards-free quantification and may potentially alleviate or greatly reduce other qPCR limitations such as difficulty in multiplexing and susceptibility to PCR inhibition. This study examined the efficacy of employing a duplex droplet digital PCR (ddPCR) assay that simultaneously quantifies Enterococcus spp. and the human fecal-associated HF183 marker for water quality assessment. Duplex ddPCR performance was evaluated side-by-side with qPCR and simplex ddPCR using reference material and 131 fecal and water samples. Results for fecal and water samples were highly correlated between ddPCR and simplex qPCR (co-efficients > 0.93, p < 0.001). Duplexing Enterococcus and HF183 in qPCR led to competition and resulted in non-detection or underestimation of the target with low concentration relative to the other, while results produced by simplex and duplex ddPCR were consistent and often indistinguishable from one another. ddPCR showed greater tolerance for inhibition, with no discernable effect on quantification at inhibitor concentrations one to two orders of magnitude higher than that tolerated by qPCR. Overall, ddPCR also exhibited improved precision, higher run-to-run repeatability, similar diagnostic sensitivity and specificity on the HF183 marker, but a lower upper limit of quantification than qPCR. Digital PCR has the potential to become a reliable and economical alternative to qPCR for recreational water monitoring and fecal source identification. Findings from this study may also be of interest to other aspects of water research such as detection of pathogens and antibiotic resistance genes. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:337 / 349
页数:13
相关论文
共 27 条
[1]   Performance of forty-one microbial source tracking methods: A twenty-seven lab evaluation study [J].
Boehm, Alexandria B. ;
Van De Werfhorst, Laurie C. ;
Griffith, John F. ;
Holden, Patricia A. ;
Jay, Jenny A. ;
Shanks, Orin C. ;
Wang, Dan ;
Weisberg, Stephen B. .
WATER RESEARCH, 2013, 47 (18) :6812-6828
[2]   The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments [J].
Bustin, Stephen A. ;
Benes, Vladimir ;
Garson, Jeremy A. ;
Hellemans, Jan ;
Huggett, Jim ;
Kubista, Mikael ;
Mueller, Reinhold ;
Nolan, Tania ;
Pfaffl, Michael W. ;
Shipley, Gregory L. ;
Vandesompele, Jo ;
Wittwer, Carl T. .
CLINICAL CHEMISTRY, 2009, 55 (04) :611-622
[3]   Effectiveness of qPCR permutations, internal controls and dilution as means for minimizing the impact of inhibition while measuring Enterococcus in environmental waters [J].
Cao, Y. ;
Griffith, J. F. ;
Dorevitch, S. ;
Weisberg, S. B. .
JOURNAL OF APPLIED MICROBIOLOGY, 2012, 113 (01) :66-75
[4]   Effect of platform, reference material, and quantification model on enumeration of Enterococcus by quantitative PCR methods [J].
Cao, Yiping ;
Sivaganesan, Mano ;
Kinzelman, Julie ;
Blackwood, A. Denene ;
Noble, Rachel T. ;
Haugland, Richard A. ;
Griffith, John F. ;
Weisberg, Stephen B. .
WATER RESEARCH, 2013, 47 (01) :233-241
[5]   Comparing rapid and culture indicator bacteria methods at inland lake beaches [J].
Francy, Donna S. ;
Bushon, Rebecca N. ;
Brady, Amie M. G. ;
Kephart, Christopher M. .
LAKE AND RESERVOIR MANAGEMENT, 2013, 29 (02) :99-102
[6]   Challenges in Implementing New Technology for Beach Water Quality Monitoring: Lessons From a California Demonstration Project [J].
Griffith, John F. ;
Weisberg, Stephen B. .
MARINE TECHNOLOGY SOCIETY JOURNAL, 2011, 45 (02) :65-73
[7]   Microbial source tracking markers for detection of fecal contamination in environmental waters: relationships between pathogens and human health outcomes [J].
Harwood, Valerie J. ;
Staley, Christopher ;
Badgley, Brian D. ;
Borges, Kim ;
Korajkic, Asja .
FEMS MICROBIOLOGY REVIEWS, 2014, 38 (01) :1-40
[8]   Absolute quantification by droplet digital PCR versus analog real-time PCR [J].
Hindson, Christopher M. ;
Chevillet, John R. ;
Briggs, Hilary A. ;
Gallichotte, Emily N. ;
Ruf, Ingrid K. ;
Hindson, Benjamin J. ;
Vessella, Robert L. ;
Tewari, Muneesh .
NATURE METHODS, 2013, 10 (10) :1003-+
[9]   Molecular quantification of environmental DNA using microfluidics and digital PCR [J].
Hoshino, Tatsuhiko ;
Inagaki, Fumio .
SYSTEMATIC AND APPLIED MICROBIOLOGY, 2012, 35 (06) :390-395
[10]   The Digital MIQE Guidelines: Minimum Information for Publication of Quantitative Digital PCR Experiments [J].
Huggett, Jim F. ;
Foy, Carole A. ;
Benes, Vladimir ;
Emslie, Kerry ;
Garson, Jeremy A. ;
Haynes, Ross ;
Hellemans, Jan ;
Kubista, Mikael ;
Mueller, Reinhold D. ;
Nolan, Tania ;
Pfaffl, Michael W. ;
Shipley, Gregory L. ;
Vandesompele, Jo ;
Wittwer, Carl T. ;
Bustin, Stephen A. .
CLINICAL CHEMISTRY, 2013, 59 (06) :892-902