Gene-Based Pathogen Detection: Can We Use qPCR to Predict the Outcome of Diagnostic Metagenomics?

被引:10
作者
Andersen, Sandra Christine [1 ]
Fachmann, Mette Sofie Rousing [1 ]
Kiil, Kristoffer [2 ]
Nielsen, Eva Moller [2 ]
Hoorfar, Jeffrey [1 ]
机构
[1] Tech Univ Denmark, Natl Food Inst, Bldg 204, DK-2800 Lyngby, Denmark
[2] Statens Serum Inst, Artillerivej 5, DK-2300 Copenhagen S, Denmark
关键词
zoonoses; testing; feces; DNA sequencing; bioinformatics; DNA EXTRACTION; BACTERIAL;
D O I
10.3390/genes8110332
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
In microbial food safety, molecular methods such as quantitative PCR (qPCR) and next-generation sequencing (NGS) of bacterial isolates can potentially be replaced by diagnostic shotgun metagenomics. However, the methods for pre-analytical sample preparation are often optimized for qPCR, and do not necessarily perform equally well for qPCR and sequencing. The present study investigates, through screening of methods, whether qPCR can be used as an indicator for the optimization of sample preparation for NGS-based shotgun metagenomics with a diagnostic focus. This was used on human fecal samples spiked with 10(3) or 10(6) colony-forming units (CFU)/g Campylobacter jejuni, as well as porcine fecal samples spiked with 10(3) or 10(6) CFU/g Salmonella typhimurium. DNA was extracted from the samples using variations of two widely used kits. The following quality parameters were measured: DNA concentration, qPCR, DNA fragmentation during library preparation, amount of DNA available for sequencing, amount of sequencing data, distribution of data between samples in a batch, and data insert size; none showed any correlation with the target ratio of the spiking organism detected in sequencing data. Surprisingly, diagnostic metagenomics can have better detection sensitivity than qPCR for samples spiked with 10(3) CFU/g C. jejuni. The study also showed that qPCR and sequencing results may be different due to inhibition in one of the methods. In conclusion, qPCR cannot uncritically be used as an indicator for the optimization of sample preparation for diagnostic metagenomics.
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页数:12
相关论文
共 23 条
[1]   Towards diagnostic metagenomics of Campylobacter in fecal samples [J].
Andersen, Sandra Christine ;
Kiil, Kristoffer ;
Harder, Christoffer Bugge ;
Josefsen, Mathilde Hasseldam ;
Persson, Soren ;
Nielsen, Eva Moller ;
Hoorfar, Jeffrey .
BMC MICROBIOLOGY, 2017, 17 :1-8
[2]   Comparison of DNA extraction kits for PCR-DGGE analysis of human intestinal microbial communities from fecal specimens [J].
Ariefdjohan, Merlin W. ;
Savaiano, Dennis A. ;
Nakatsu, Cindy H. .
NUTRITION JOURNAL, 2010, 9
[3]   Freezing fecal samples prior to DNA extraction affects the Firmicutes to Bacteroidetes ratio determined by downstream quantitative PCR analysis [J].
Bahl, Martin Iain ;
Bergstrom, Anders ;
Licht, Tine Rask .
FEMS MICROBIOLOGY LETTERS, 2012, 329 (02) :193-197
[4]   A comparison of the efficiency of five different commercial DNA extraction kits for extraction of DNA from faecal samples [J].
Claassen, Shantelle ;
du Toit, Elloise ;
Kaba, Mamadou ;
Moodley, Clinton ;
Zar, Heather J. ;
Nicol, Mark P. .
JOURNAL OF MICROBIOLOGICAL METHODS, 2013, 94 (02) :103-110
[5]   Application of next generation sequencing in clinical microbiology and infection prevention [J].
Deurenberg, Ruud H. ;
Bathoorn, Erik ;
Chlebowicz, Monika A. ;
Couto, Natacha ;
Ferdous, Mithila ;
Garcia-Cobos, Silvia ;
Kooistra-Smid, Anna M. D. ;
Raangs, Erwin C. ;
Rosema, Sigrid ;
Veloo, Alida C. M. ;
Zhou, Kai ;
Friedrich, Alexander W. ;
Rossen, John W. A. .
JOURNAL OF BIOTECHNOLOGY, 2017, 243 :16-24
[6]  
Hedman Johannes, 2013, Methods Mol Biol, V943, P17, DOI 10.1007/978-1-60327-353-4_2
[7]   Microbial food safety: Potential of DNA extraction methods for use in diagnostic metagenomics [J].
Josefsen, Mathilde H. ;
Andersen, Sandra C. ;
Christensen, Julia ;
Hoorfar, Jeffrey .
JOURNAL OF MICROBIOLOGICAL METHODS, 2015, 114 :30-34
[8]   The Impact of Different DNA Extraction Kits and Laboratories upon the Assessment of Human Gut Microbiota Composition by 16S rRNA Gene Sequencing [J].
Kennedy, Nicholas A. ;
Walker, Alan W. ;
Berry, Susan H. ;
Duncan, Sylvia H. ;
Farquarson, Freda M. ;
Louis, Petra ;
Thomson, John M. ;
Satsangi, Jack ;
Flint, Harry J. ;
Parkhill, Julian ;
Lees, Charlie W. ;
Hold, Georgina L. .
PLOS ONE, 2014, 9 (02)
[9]   Impact of Sample Type and DNA Isolation Procedure on Genomic Inference of Microbiome Composition [J].
Knudsen, Berith E. ;
Bergmark, Lasse ;
Munk, Patrick ;
Lukjancenko, Oksana ;
Prieme, Anders ;
Aarestrup, Frank M. ;
Pamp, Sunje J. .
MSYSTEMS, 2016, 1 (05)
[10]   Comparative, collaborative, and on-site validation of a TaqMan PCR method as a tool for certified production of fresh, Campylobacter-free chickens [J].
Krause, M. ;
Josefsen, M. H. ;
Lund, M. ;
Jacobsen, N. R. ;
Brorsen, L. ;
Moos, M. ;
Stockmarr, A. ;
Hoorfar, J. .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2006, 72 (08) :5463-5468