| Literature DB >> 30998749 |
Shivani G Beall1, Jason Cantera2, Maureen H Diaz1, Jonas M Winchell1, Lorraine Lillis2, Heather White2, Michael Kalnoky2, James Gallarda3, David S Boyle2.
Abstract
Infectious disease nucleic acid amplification technologies (NAAT) have superior sensitivity, specificity, and rapid time to result compared to traditional microbiological methods. Recovery of concentrated, high quality pathogen nucleic acid (NA) from complex specimen matrices is required for optimal performance of several NA amplification/detection technologies such as polymerase chain reaction (PCR). Fully integrated NAAT platforms that enable rapid sample-to-result workflows with minimal user input are generally restricted to larger reference lab settings, and their complexity and cost are prohibitive to widespread implementation in resource limited settings (RLS). Identification of component technologies for incorporation of reliable and affordable sample preparation with pathogen NA amplification/detection into an integrated platform suitable for RLS, is a necessary first step toward achieving the overarching goal of reducing infectious disease-associated morbidity and mortality globally. In the current study, we evaluate the performance of six novel NA extraction technologies from different developers using blinded panels of stool, sputum and blood spiked with variable amounts of quality-controlled DNA- and/or RNA-based microbes. The extraction efficiencies were semi-quantitatively assessed using validated real-time reverse transcription (RT)-PCR assays specific for each microbe and comparing target-specific RT-PCR results to those obtained with reference NA extraction methods. The technologies were ranked based on overall diagnostic accuracy (analytical sensitivity and specificity). Sample input and output volumes, total processing time, user-required manual steps and cost estimates were also examined for suitability in RLS. Together with the performance analysis, these metrics were used to select the more suitable candidate technologies for further optimization of integrated NA amplification and detection technologies for RLS.Entities:
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Year: 2019 PMID: 30998749 PMCID: PMC6472818 DOI: 10.1371/journal.pone.0215753
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Target-spike levels used in the construction of each specimen panel.
The format of each panel was the same. Samples were spiked with different microbes to represent varying levels of DNA and RNA for subsequent NA extraction: +++ high spike (Ct 18 ± 1.5); ++ medium spike (Ct 26 ± 1.5); + low spike (Ct 35 ± 1.5);–no spike.
| Sample | RNA-based microbe | DNA-based microbe |
|---|---|---|
| + | +++ | |
| - | - | |
| - | +++ | |
| +++ | - | |
| - | + | |
| - | - | |
| +++ | + | |
| - | - | |
| - | ++ | |
| ++ | - |
Mean Ct values derived from real time RT-PCR analyses of nucleic acid extracts prepared by different extraction methods using the blood, stool and sputum test panels.
Shaded and non-shaded rows represent spiked (positive) and non-spiked (negative) samples, respectively; A–F represent coded identifiers of the six developers; the CDC used the Roche MagNaPure platform; PATH used the Qiagen extraction kits except for MTB; SP, sputum; BL, blood; ST, stool; ND no amplification detected; a 1–2 false negative RT-PCR replicate(s) detected within a confirmed positive member; b false positive RT-PCR replicate(s) detected within negative sample; Sens, mean sensitivity across all nine replicates; Spec, mean specificity across all nine replicates; CI, confidence interval. Dark shading indicates spiked samples; NC, not calculated.
| Developer | Developer | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | E | F | CDC | PATH | A | B | C | D | E | F | CDC | PATH | |
| Panel | Influenza A | |||||||||||||||
| SP1 | ND | ND | 37.4 | ND | 32.6 a | ND | 32.2 | 33.9 | 15.2 | 28.5 | 17.6 | 33.6 a | 20.9 | 16.7 | 16.9 | 16.8 |
| SP2 | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | 36.5 b | ND | ND | ND | ND |
| SP3 | ND | ND | ND | ND | 24.8 b | ND | ND | ND | 15.2 | 29.9 | 17.5 | 34.9 a | 21.9 | 16.7 | 16.6 | 17.1 |
| SP4 | 22.3 | ND | 21.8 | ND | 23.3 | 24.8 | 21.2 | 19.6 | 37.5 b | ND | ND | ND | ND | ND | ND | ND |
| SP5 | ND | ND | ND | ND | ND | ND | ND | ND | 34 | ND | 36.1 a | ND | 37.9 a | 35.3 a | 36.1 | 33.9 |
| SP7 | 22 | ND | 26.4 | ND | 23.5 | 25 | 21.2 | 19.6 | 34 | ND | 36.2 a | ND | 41.3 a | ND | 34.9 | 35.9 |
| SP8 | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND |
| SP9 | ND | ND | ND | ND | ND | ND | ND | ND | 22.9 | ND | 26.1 | ND | 32.1 | 25.0 | 25.9 | 26.4 |
| SP10 | 29.1 | ND | 28.8 | ND | 30.3 | 31.9 | 28.2 | 26.5 | ND | ND | ND | ND | ND | ND | ND | ND |
| Sens | 0.75 | 0.00 | 1.00 | 0.00 | 0.86 | 0.75 | NC | NC | 1.00 | 0.40 | 0.86 | 0.33 | 0.76 | 0.71 | NC | NC |
| Spec | 1.00 | 1.00 | 1.00 | 1.00 | 0.93 | 1.00 | NC | NC | 0.86 | 1.00 | 1.00 | 0.92 | 1.00 | 1.00 | NC | NC |
| Rank | 3 | 5 | 1 | 6 | 2 | 3 | 1 | 5 | 1 | 6 | 3 | 4 | ||||
| Panel | MS2 bacteriophage | |||||||||||||||
| BL1 | 31.0 | 32.4 a | ND | ND | 36.5 a | 32.8 | 33.4 | 32.3 | 20.6 | 27.6 | 25 | 30.5 | 23.9 | 21.9 | 19.2 | 20.9 |
| BL2 | ND | 34.9 b | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND |
| BL3 | ND | 34.8 b | ND | ND | ND | ND | ND | ND | 20.8 | 27.8 | 24.7 | 29.7 | 24.2 | 22.5 | 19.1 | 20.8 |
| BL4 | 17.5 | 23.6 | 34 | ND | 23.2 | 18.8 | 19.4 | 19.7 | ND | ND | ND | ND | ND | ND | ND | ND |
| BL5 | ND | 36.4 b | ND | ND | ND | ND | ND | ND | 32.1 | ND | 37.1 a | 37.0 a | 35.8 | 37.0 a | 31.9 | 33.3 |
| BL6 | 31.1 | 35.6 | ND | ND | 36.5 a | 32.7 | 33.3 | 33.5 | ND | ND | ND | ND | ND | ND | ND | ND |
| BL7 | 17.0 | 23.8 | 33.9 a | 38.1 a | 22.5 | 19.4 | 19.6 | 20.7 | 34.5 | ND | 35.7 a | 37. a | 36.6 a | 37.0 | 32 | 33.0 |
| BL8 | ND | 36.1 b | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | 40.4 b | ND | ND |
| BL9 | ND | 36.2 b | ND | ND | ND | 37.6 b | ND | ND | 28 | 34.1 | 30.3 | 36.6 a | 29.9 | 30.8 | 26.1 | 28.0 |
| BL10 | 24.0 | 30.9 | ND | ND | 29.8 | 26.7 | 26.5 | 24.9 | ND | ND | ND | ND | ND | 39.3 b | ND | ND |
| Sens | 1.00 | 0.93 | 0.36 | 0.07 | 0.87 | 1.00 | NC | NC | 1.00 | 0.60 | 0.73 | 0.60 | 0.96 | 0.98 | NC | NC |
| Spec | 1.00 | 0.02 | 1.00 | 1.00 | 1.00 | 0.98 | NC | NC | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.91 | NC | NC |
| Rank | 1 | 6 | 4 | 5 | 3 | 2 | 1 | 5 | 4 | 5 | 2 | 3 | ||||
| Panel | MS2 bacteriophage | |||||||||||||||
| ST1 | 38.1 a | ND | 38.6 a | ND | ND | 41.6 a | 36 | 34.4 | 24.5 | 28.7 | 35.3 | 32.1 a | 26 | 25.5 | 26.4 | 22.7 |
| ST2 | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND |
| ST3 | ND | ND | ND | ND | ND | ND | ND | ND | 21 | 29.6 | 30.1 | 29.3 a | 25 | 26.6 | 26.5 | 23.2 |
| ST4 | 21.1 | 23 | 24.3 | 27.5 | 23.9 | 22.1 | 22.6 | 16.3 | ND | ND | ND | ND | ND | ND | ND | ND |
| ST5 | ND | 38.0 a | ND | ND | ND | ND | ND | ND | 30.7 | ND | ND | 39.0 a | ND | ND | ND | 32.9 |
| ST6 | 36.8 a | ND | 37.8 | 37.9 a | ND | 42.4 a | 36 | 32.1 | ND | ND | ND | ND | ND | ND | ND | ND |
| ST7 | 20.9 | 23.8 | 23.9 | 27.9 | 25.5 | 21.8 | 22.8 | 15.9 | 30.4 | ND | ND | 37.3 a | ND | ND | ND | 33.0 |
| ST8 | ND | 31.2 b | 38.4 | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND | ND |
| ST9 | ND | 35.5 b | ND | ND | ND | ND | ND | ND | 25.6 | 31.3 | ND | 32.4 | 29.0 | 30.9 | 31.6 | 27.9 |
| ST10 | 29.3 | 31.1 | 32.9 | 38.7 a | 35.1 | 30.8 | 32.9 | 24.2 | ND | ND | ND | ND | ND | ND | ND | ND |
| Sens | 0.84 | 0.60 | 0.73 | 0.60 | 0.67 | 0.80 | NC | NC | 1.00 | 0.60 | 0.40 | 0.64 | 0.57 | 0.60 | NC | NC |
| Spec | 1.00 | 0.53 | 1.00 | 1.00 | 1.00 | 1.00 | NC | NC | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | NC | NC |
| Rank | 1 | 6 | 3 | 5 | 4 | 2 | 1 | 3 | 6 | 2 | 5 | 3 | ||||
The comparative assessment of sample input amounts and NA elution volumes used by each developer.
The amounts of samples provided in each panel is shown alongside the amount of sample used for NA extraction by each developer in addition to the elution volume. The percentage of NA eluates used for each RT-PCR reaction (5 μL per reaction) and the percentage of sample used per RT-PCR reaction are shown with the ranking of pooled sensitivity and specificity observed from each specimen type. NA; nucleic acid.
| Group | Specimen type | NA extracted | Sample input (μL or mg stool) | % of total sample | Elution volume (μL) | % of eluate used for RT-PCR | % of sample used for RT-PCR |
|---|---|---|---|---|---|---|---|
| PATH | Sputum | DNA | 500 | 100 | 100 | 5.0 | 5.0 |
| RNA | 140 | 28 | 60 | 8.3 | 2.3 | ||
| Blood | DNA | 200 | 20 | 200 | 2.5 | 0.5 | |
| RNA | 140 | 14 | 60 | 8.3 | 1.2 | ||
| Stool | DNA | 200 | 20 | 200 | 2.5 | 0.5 | |
| RNA | 28 | 3 | 60 | 8.3 | 0.2 | ||
| CDC | Sputum | DNA/RNA | 300 | 60 | 100 | 5.0 | 3.0 |
| Blood | DNA/RNA | 225.8 | 23 | 100 | 5.0 | 1.2 | |
| Stool | DNA/RNA | 22.6 | 2 | 100 | 5.0 | 0.1 | |
| A | Sputum | DNA/RNA | 500 | 100 | 105 | 4.8 | 4.8 |
| Blood | DNA/RNA | 1000 | 100 | 105 | 4.8 | 4.8 | |
| Stool | DNA/RNA | 750 | 75 | 105 | 4.8 | 3.6 | |
| B | Sputum | DNA/RNA | 500 | 100 | 150 | 3.3 | 3.3 |
| Blood | DNA/RNA | 100 | 10 | 150 | 3.3 | 0.3 | |
| Stool | DNA/RNA | 250 | 25 | 150 | 3.3 | 0.8 | |
| C | Sputum | DNA/RNA | 150 | 30 | 50 | 10.0 | 3.0 |
| Blood | DNA/RNA | 50 | 5 | 50 | 10.0 | 0.5 | |
| Stool | DNA/RNA | 70 | 7 | 50 | 10.0 | 0.7 | |
| D | Sputum | DNA/RNA | 80 | 16 | 100 | 5.0 | 0.8 |
| Blood | DNA/RNA | 80 | 8 | 100 | 5.0 | 0.4 | |
| Stool | DNA/RNA | 80 | 8 | 100 | 5.0 | 0.4 | |
| E | Sputum | DNA/RNA | 100 | 20 | 50 | 10.0 | 2.0 |
| Blood | DNA/RNA | 100 | 10 | 50 | 10.0 | 1.0 | |
| Stool | DNA/RNA | 77 | 8 | 50 | 10.0 | 0.8 | |
| F | Sputum | DNA/RNA | 500 | 100 | 100 | 5.0 | 5.0 |
| Blood | DNA/RNA | 250 | 25 | 100 | 5.0 | 1.3 | |
| Stool | DNA/RNA | 150 | 15 | 100 | 5.0 | 0.8 |
Fig 1A comparison of sample processing times and manual steps to extract NAs from sputum, blood and stool specimens.
Comparison or turnaround time (min) and number of manual steps for extraction methods for developers (A-F) for each specimen type (sputum, blood, and stool). The area surrounded by the dashed line indicates where the more optimal technologies are in terms of processing time and the number of user steps. Note, to prevent obfuscation with clusters of multiple symbols located on a single point, in such instances each symbol is slightly diffused (where applicable) to provide clarity to the reader.
Fig 2The comparison of each technology (developer A–F) via radar plots using ASSUR. The ASSUR criteria, as defined in the text, was applied for each target microbe used in the three specimen panels of sputum, blood and stool. Each component for ASSUR was normalized from 0.0 to 1.0 where 1.0 represents the most optimal value within each component in the set of data points for each component. The uppermost set of three images are examples to indicate the polar curves generated to indicate analysis via ASSUR as Good (1.0), Intermediate (0.5) and Poor (0.0) respectively. The developers are listed as A–F and with panels for sputum (SP), Blood (BL) and sputum (SP) and plots for each target nucleic acid associated within each panel. When the radar plot is read clockwise the letters read ASSUR; A, affordable; S, sensitivity; S, specificity; U, Number of user steps; R, rapid turnaround time; INF, influenza A; MS2, male specific bacteriophage; MTB, M. tuberculosis; SPN, S. pneumoniae; STM, S. Typhimurium.
The ranking of each developers based on analyses of radial plot values.
The five data points for each ASSUR radial data point were equally weighted and the averaged data within each plot was calculated as compared to optimal ASSUR plot values of 1.0 (Fig 2). The developers were ranked for each of the three sample panels and overall via the average of the pooled values for both targets per sample panel and for all six targets for overall. The developers were ranked in ascending order. The ranking of the developers based upon sensitivity and specificity only is provided in parentheses; FLU, influenza A, MTB, M. tuberculosis; SP, sputum; MS2, male specific bacteriophage; SPN, S. pneumoniae; BL, blood, STM, S. Typhimurium; ST, stool.
| Developer | FLU | MTB | SP | MS2 | SPN | BL | MS2 | STM | ST | Overall rank |
|---|---|---|---|---|---|---|---|---|---|---|
| A | 0.65 | 0.67 | 4 (3) | 0.68 | 0.68 | 3 (1) | 0.61 | 0.64 | 3 (1) | |
| B | 0.54 | 0.62 | 5 (5) | 0.61 | 0.71 | 4 (6) | 0.74 | 0.69 | 2 (6) | |
| C | 0.80 | 0.78 | 1 (1) | 0.68 | 0.75 | 2 (4) | 0.63 | 0.56 | 4 (4) | |
| D | 0.44 | 0.49 | 6 (6) | 0.50 | 0.61 | 6 (5) | 0.59 | 0.60 | 5 (5) | |
| E | 0.72 | 0.72 | 3 (2) | 0.65 | 0.66 | 5 (3) | 0.59 | 0.57 | 6 (3) | |
| F | 0.75 | 0.75 | 2 (4) | 0.80 | 0.82 | 1 (2) | 0.76 | 0.74 | 1 (2) |