| Literature DB >> 27336160 |
Jie Liu1, Jean Gratz1, Caroline Amour2, Rosemary Nshama2, Thomas Walongo2, Athanasia Maro3, Esto Mduma2, James Platts-Mills1, Nadia Boisen4, James Nataro4, Doris M Haverstick5, Furqan Kabir6, Paphavee Lertsethtakarn7, Sasikorn Silapong7, Pimmada Jeamwattanalert7, Ladaporn Bodhidatta7, Carl Mason7, Sharmin Begum8, Rashidul Haque8, Ira Praharaj9, Gagandeep Kang9, Eric R Houpt1.
Abstract
Detection and quantification of enteropathogens in stool specimens is useful for diagnosing the cause of diarrhea but is technically challenging. Here we evaluate several important determinants of quantification: specimen collection, nucleic acid extraction, and extraction and amplification efficiency. First, we evaluate the molecular detection and quantification of pathogens in rectal swabs versus stool, using paired flocked rectal swabs and whole stool collected from 129 children hospitalized with diarrhea in Tanzania. Swabs generally yielded a higher quantification cycle (Cq) (average 29.7, standard deviation 3.5 vs. 25.3 ± 2.9 from stool, P<0.001) but were still able to detect 80% of pathogens with a Cq < 30 in stool. Second, a simplified total nucleic acid (TNA) extraction procedure was compared to separate DNA and RNA extractions and showed 92% (318/344) sensitivity and 98% (951/968) specificity, with no difference in Cq value for the positive results (ΔCq(DNA+RNA-TNA) = -0.01 ± 1.17, P = 0.972, N = 318). Third, we devised a quantification scheme that adjusts pathogen quantity to the specimen's extraction and amplification efficiency, and show that this better estimates the quantity of spiked specimens than the raw target Cq. In sum, these methods for enteropathogen quantification, stool sample collection, and nucleic acid extraction will be useful for laboratories studying enteric disease.Entities:
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Year: 2016 PMID: 27336160 PMCID: PMC4918952 DOI: 10.1371/journal.pone.0158199
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Comparison of enteropathogen detection on 129 stool and swab sample pairs collected on the same day.
Sensitivity and specificity of detection on swabs was calculated using the results from the corresponding stool as the reference.
| Stool positive, Cq<25 | Stool positive, Cq<30 | Stool positive, Cq<35 | Stool negative | Cq correlation (both Cqs < 35) | Average Cq (both Cqs < 35) | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Swab + | swab - | Sensitivity, % | Swab + | swab - | Sensitivity, % | Swab + | swab - | Sensitivity, % | Swab+, Cq<25 | Swab+, Cq<35 | Specificity, % | R2 | P | Swab | Stool | P | |
| 4 | 0 | 100 | 5 | 1 | 83 | 6 | 4 | 60 | 0 | 2 | 98 | 0.834 | 0.011 | 21.4±8.3 | 21.2±7.8 | 0.600 | |
| 4 | 1 | 80 | 15 | 9 | 63 | 22 | 21 | 51 | 0 | 2 | 98 | 0.000 | 0.968 | 31.3±2.3 | 28.1±3.0 | ||
| 8 | 1 | 89 | 10 | 4 | 71 | 10 | 7 | 59 | 0 | 0 | 100 | 0.333 | 0.081 | 26.9±3.3 | 23.6±3.1 | ||
| 16 | 0 | 100 | 31 | 5 | 86 | 34 | 8 | 81 | 0 | 2 | 98 | 0.217 | 0.006 | 29.7±3.5 | 25.3±2.9 | ||
| 3 | 0 | 100 | 6 | 3 | 67 | 10 | 14 | 42 | 0 | 1 | 99 | 0.557 | 0.013 | 30.3±4.1 | 27.1±4.6 | ||
| 17 | 1 | 94 | 21 | 6 | 78 | 34 | 18 | 65 | 0 | 2 | 97 | 0.751 | <0.001 | 27.7±6.6 | 23.4±8.0 | ||
| 1 | 0 | 100 | 2 | 1 | 67 | 4 | 7 | 36 | 0 | 4 | 97 | 0.051 | 0.715 | 31.2±3.6 | 29.0±4.2 | 0.345 | |
| 13 | 2 | 87 | 19 | 6 | 76 | 24 | 20 | 55 | 1 | 9 | 89 | 0.102 | 0.129 | 29.2±4.1 | 25.8±4.2 | ||
| 14 | 0 | 100 | 17 | 2 | 89 | 19 | 11 | 63 | 0 | 4 | 96 | 0.782 | <0.001 | 25.5±5.2 | 22.6±5.2 | ||
| 49 | 5 | 91 | 64 | 13 | 83 | 73 | 23 | 76 | 3 | 12 | 64 | 0.090 | 0.010 | 26.3±5.2 | 22.9±5.2 | ||
| 20 | 2 | 91 | 30 | 10 | 75 | 39 | 28 | 58 | 0 | 3 | 95 | 0.259 | 0.001 | 29.0±4.8 | 24.4±5.4 | ||
| 43 | 5 | 90 | 50 | 8 | 86 | 57 | 20 | 74 | 0 | 7 | 87 | 0.391 | <0.001 | 26.7±5.1 | 21.2±5.8 | ||
| 2 | 0 | 100 | 5 | 3 | 63 | 8 | 11 | 42 | 0 | 3 | 97 | 0.544 | 0.037 | 30.4±3.2 | 28.5±4.1 | 0.069 | |
| 5 | 2 | 71 | 8 | 3 | 73 | 9 | 11 | 45 | 0 | 1 | 99 | 0.171 | 0.270 | 30.2±3.0 | 25.2±3.6 | ||
| 0 | 1 | 0 | 2 | 2 | 50 | 3 | 2 | 60 | 0 | 1 | 99 | 0.792 | 0.301 | 27.8±4.2 | 29.9±3.6 | 1.000 | |
| 12 | 1 | 92 | 18 | 2 | 90 | 21 | 10 | 68 | 0 | 2 | 98 | 0.584 | <0.001 | 28.1±4.4 | 23.7±5.1 | ||
| 211 | 21 | 91 | 303 | 78 | 80 | 373 | 215 | 63 | 4 | 55 | 96 | - | - | 28.0±5.1 | 24.0±5.5 | ||
* Wilcoxon Signed Ranks Test.
# EAEC: enteroaggregative E. coli, aaiC or aatA; EPEC: enteropathogenic E. coli, eae with or without bfpA; ETEC: enterotoxigenic E. coli, LT or STh or STp.
Comparison of total nucleic acid extract versus 1:1 mixed DNA and RNA extracts.
For the RNA derived targets below, we compared Cqs between nucleic acid extracted with QIAamp Stool DNA mini kit versus a 1:1 mixture of QIAamp stool DNA mini kit extract and FUJIfilm QuickGene RNA tissue kit or QIAamp viral RNA mini kit extract.
| Average ΔCq [Cq(DNA+RNA)−Cq(DNA alone)] | ΔCq SD | N | ||
|---|---|---|---|---|
| 0.20 | 1.11 | 0.516 | 14 | |
| -0.27 | 1.00 | 0.325 | 14 | |
| -0.42 | 1.23 | 0.340 | 9 | |
| -0.90 | 1.26 | 18 | ||
| -0.20 | 1.47 | 0.634 | 13 | |
| -0.19 | 1.69 | 0.837 | 4 | |
| -0.38 | 0.81 | 0.261 | 7 | |
| -0.55 | 2.30 | 0.369 | 15 |
Validation of qPCR assays on clinical samples, using confirmatory PCR assays and amplicon sequencing.
The assays are listed in S1 Table.
| Target | No. TAC positive | Confirmatory assay | No. TAC negative | Confirmatory assay negative | Sensitivity vs. sequencing | Specificity | ||
|---|---|---|---|---|---|---|---|---|
| Clinical | Spiked | No. positive | Sequencing | |||||
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 3 | 5 | 8 | 3 | 30 | 30 | 100% | 100% | |
| 8 | - | 8 | 8 | 30 | 30 | 100% | 100% | |
| 15 | - | 14 | 14 | 30 | 31 | 100% | 97% | |
| 7 | - | 7 | 6 | 20 | 21 | 100% | 95% | |
| 6 | - | 6 | 6 | 30 | 30 | 100% | 100% | |
| 9 | - | 9 | 9 | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 45 | - | 14 | 13 | 32 | 64 | 100% | 50% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 13 | - | 12 | 12 | 30 | 31 | 100% | 97% | |
| 15 | - | 15 | 14 | 20 | 21 | 100% | 95% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 9 | - | 9 | 9 | 20 | 20 | 100% | 100% | |
| 3 | 5 | 8 | 3 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 2 | 5 | 7 | 2 | 20 | 20 | 100% | 100% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 6 | - | 6 | 6 | 20 | 20 | 100% | 100% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| 15 | - | 14 | 14 | 30 | 31 | 100% | 97% | |
| 3 | 5 | 8 | 3 | 30 | 30 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 12 | 3 | 12 | 12 | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 20 | 20 | 100% | 100% | |
| 10 | - | 10 | 9 | 20 | 21 | 100% | 95% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| - | 5 | 5 | - | 20 | 20 | 100% | 100% | |
| 8 | - | 8 | 8 | 20 | 20 | 100% | 100% | |
| 8 | - | 8 | 8 | 20 | 20 | 100% | 100% | |
| 15 | - | 15 | 15 | 30 | 30 | 100% | 100% | |
| 2 | 5 | 7 | 2 | 20 | 20 | 100% | 100% | |
| 3 | 5 | 8 | 3 | 30 | 30 | 100% | 100% | |
| 12 | - | 12 | 12 | 30 | 30 | 100% | 100% | |
| 2 | 5 | 7 | 2 | 30 | 30 | 100% | 100% | |
| - | 5 | 5 | - | 30 | 30 | 100% | 100% | |
* No. positive included both clinical and spiked samples, but only positive clinical samples were subjected to amplicon sequencing.
# The sensitivity was calculated using sequencing as the reference for most of the targets. When only spiked samples were tested, the sensitivity was based on the results of confirmatory assays.
Fig 1Demonstration of quantification on spiked analytical samples.
Five lots of stool with different amount of inhibitors were prepared, then the mixture of target nucleic acid was spiked. Extraction and testing with TAC were performed, target copy numbers were calculated based on standard curves and normalized to extrinsic controls. Target copy numbers (circles) were log2 transformed in order to be on the same scale as Cq.