1. Background
2. Objectives
3. Methods
3.1. Study Site, Safety, and Ethics
3.2. Severe Acute Respiratory Syndrome Coronavirus 2 Propagation
3.3. Surrogate of Replicating and Nonreplicating Severe Acute Respiratory Syndrome Coronavirus 2 from In Vitro Experiment
3.4. Clinical Samples and Selection Criterion
3.5. Ribonucleic Acid Extraction and Quantitative Reverse Transcription-Polymerase Chain Reaction Assay for Severe Acute Respiratory Syndrome Coronavirus 2 RNA Detection
| Gene and Primer | Sequence 5’ to 3’ | Tm (°C) | References |
|---|---|---|---|
| Envelope (gRNA E) | 80 | Corman et al. (24) | |
| E_Sarbeco Fw | ACAGGTACGTTAATAGTTAATAGCGT | ||
| E_Sarbeco Rw | ATATTGCAGCAGTACGCACACA | ||
| Nucleocapsid (gRNA N) | 83.5 | Centers for Disease Control and Prevention (25) | |
| CCDC-N Fw | GGGGAACTTCTCCTGCTAGAAT | ||
| CCDC-N Rw | CAGACATTTTGCTCTCAAGCTG | ||
| sgRNA E | 76.5 | Zollo et al. (26) | |
| Forward | CAAACCAACCAACTTTCGATCTCTTGTA | ||
| Reverse | AGAAGTACGCTATTAACTATT | ||
| sgRNA N | 80.5 | Zollo et al. (26) | |
| Forward | CAAACCAACCAACTTTCGATCTCTTGTA | ||
| Reverse | TCTGGTTACTGCCAGTTGAATC |
Abbreviations: gRNA, genomic ribonucleic acid; sgRNA, subgenomic ribonucleic acid.
3.6. Statistical Analyses
4. Results
4.1. Comparison of Detection of Genomic RNAs and Subgenomic RNAs with Viral Culture from In Vitro Experiment
| Samples | Culture (Plaque-Forming Units/mL) | RNA Source | Average Cycle Threshold Value | Difference of Cycle Threshold | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| N | sgN | E | sgE | E-N | sgN-N | sgE-E | sgE-sgN | |||
| SARS-CoV-2-infected cells (MOI: 0.001) | 2.5 × 106 | Cell | 5.60 | 7.24 | 6.7 | 19.20 | 1.1 | 1.64 | 12.5 | 11.96 |
| S/N | 18.98 | 27.24 | 18.06 | 35.92 | -0.92 | 8.26 | 17.86 | 8.68 | ||
| Drug-treated SARS-CoV-2-infected cells (MOI: 0.001) | ND | Cell | 9.26 | 10.34 | 10.50 | 23.06 | 1.24 | 1.08 | 12.56 | 12.72 |
| S/N | 25.20 | 32.02 | 24.51 | ND | -0.69 | 6.82 | - | - | ||
| SARS-CoV-2-infected cells (MOI: 0.01) | 2.05 × 105 | Cell | 6.70 | 8.07 | 7.53 | 20.29 | 0.83 | 1.37 | 12.76 | 12.22 |
| S/N | 17.92 | 25.05 | 17.00 | 33.55 | -0.92 | 7.13 | 16.55 | 8.5 | ||
| Drug-treated SARS-CoV-2-infected cells (MOI: 0.01) | ND | Cell | 7.51 | 8.65 | 8.63 | 20.79 | 1.12 | 1.14 | 12.16 | 12.14 |
| S/N | 22.99 | 28.79 | 22.31 | ND | -0.68 | 5.8 | - | - | ||
| Mean ± SD | Cell | 1.07 ± 0.17 | 1.31 ± 0.25 | 12.50 ± 0.25 | 12.26 ± 0.33 | |||||
| S/N | -0.80 ± 0.17 | 7.00 ± 1.01 | 17.21 ± 0.93 | 8.59 ± 0.13 | ||||||
Abbreviations: RNA, ribonucleic acid; SARS-CoV-2; severe acute respiratory syndrome coronavirus 2; MOI, multiplicity of infection; S/N, culture supernatant; sg, subgenomic; ND, not detected; SD, standard deviation.
4.2. Evaluation of Subgenomic RNAs Detection in Confirmed Coronavirus Disease 2019 Clinical Samples
| No. | Sample ID | Days a | Culture | Cycle Threshold Value | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| N | sgN | E | sgE | E-N | sgN-N | sgE-E | sgE-sgN | ||||
| 1 | IDRA004 | 7 | Negative | 30.91 | 31.35 | 28.49 | ND | 2.42 | 0.44 | - | - |
| 2 | IDRA005 | 6 | Negative | 36.73 | ND | 34.33 | ND | 2.4 | - | - | - |
| 3 | IDRA006 | 6 | Negative | ND | ND | ND | ND | - | - | - | - |
| 4 | IDRA007 | 0 | Positive | 18.38 | 20.95 | 14.99 | 30.09 | 3.39 | 2.57 | 15.1 | 9.14 |
| 5 | IDRA007 | 12 | Negative | ND | ND | ND | ND | - | - | - | - |
| 6 | IDRA008 | 11 | Negative | 31.9 | 32.01 | 30.56 | ND | 1.34 | 0.11 | - | - |
| 7 | IDRA009 | 30 | Negative | ND | ND | ND | ND | - | - | - | - |
| 8 | IDRA013 | 12 | Negative | ND | ND | ND | ND | - | - | - | - |
| 9 | IDRA013 | 31 | Negative | ND | ND | ND | ND | - | - | - | - |
| 10 | IDRA014 | 11 | Negative | ND | ND | ND | ND | - | - | - | - |
| 11 | IDRA016 | 30 | Negative | ND | ND | ND | ND | - | - | - | - |
| 12 | IDRA018 | 12 | Negative | ND | ND | ND | ND | - | - | - | - |
| 13 | IDRA018 | 21 | Negative | ND | ND | ND | ND | - | - | - | - |
| 14 | IDRA019 | 28 | Negative | ND | ND | ND | ND | - | - | - | - |
| 15 | IDRA043 | 0 | Positive | 24.05 | 21.09 | 21.3 | 30.88 | 2.75 | -2.96 | 9.58 | 9.79 |
| 16 | IDRA043 | 9 | Negative | 35.64 | ND | 32.8 | ND | 2.84 | - | - | - |
| 17 | IDRA061 | 0 | Positive | 21.68 | 23.42 | 19.09 | 32.98 | 2.59 | 1.74 | 13.89 | 9.56 |
| 18 | IDRA061 | 5 | Negative | 24.28 | 24.05 | 21.26 | 32.93 | 3.02 | -0.23 | 11.67 | 8.88 |
| 19 | IDRA065 | 0 | Negative | ND | ND | ND | ND | -0.21 | - | - | - |
| 20 | IDRA065 | 5 | Positive | 18.94 | 19.48 | 15.87 | 28.67 | 3.07 | 0.54 | 12.8 | 9.19 |
| 21 | IDRA065 | 7 | Positive | 20.5 | 21.2 | 17.9 | 30.83 | 2.6 | 0.7 | 12.93 | 9.63 |
| 22 | IDRA095 | 0 | Positive | 27.77 | 27.98 | 24.69 | 38.21 | 3.08 | 0.21 | 13.52 | 10.23 |
| 23 | IDRA097 | 8 | Negative | 34.41 | 33.88 | 31.84 | ND | 2.57 | -0.53 | - | - |
| 24 | IDRA100 | 0 | Positive | 19.08 | 18.71 | 16.09 | 33.74 | 2.99 | -0.37 | 17.65 | 15.03 |
| 25 | IDRA105 | 4 | Negative | 19.27 | 20 | 16.47 | 34.49 | 2.8 | 0.73 | 18.02 | 14.49 |
| 26 | IDRA106 | 4 | Negative | 18.38 | 16.99 | 16.32 | 30.66 | 2.06 | -1.39 | 14.34 | 13.67 |
| 27 | IDRA106 | 8 | Negative | 28.75 | 27.46 | 26.08 | ND | 2.67 | -1.29 | - | - |
| 28 | IDRA107 | 5 | Negative | 21.83 | 20.23 | 18.5 | 32.09 | 3.33 | -1.6 | 13.59 | 11.86 |
| 29 | IDRA108 | 5 | Negative | 29.74 | 34.04 | 26.72 | ND | 3.02 | 4.3 | - | - |
| 30 | IDRA109 | 0 | Positive | 18.36 | 22.68 | 14.15 | 36.57 | 4.21 | 4.32 | 22.42 | 13.89 |
| 31 | IDRA109 | 7 | Negative | 26.27 | 32.45 | 24.52 | ND | 1.75 | 6.18 | - | - |
| 32 | IDRA111 | 0 | Positive | 24.6 | 18.36 | 21.33 | 29.01 | 3.27 | -6.24 | 7.68 | 10.65 |
| 33 | IDRA111 | 5 | Negative | 29.03 | 25.19 | 25.44 | ND | 3.59 | -3.84 | - | - |
| 34 | IDRA112 | 0 | Positive | 17.15 | 22.46 | 13.65 | 33.53 | 3.5 | 5.31 | 19.88 | 11.07 |
| 35 | IDRA113 | 0 | Positive | 22.37 | 24.58 | 20.92 | 35.99 | 1.45 | 2.21 | 15.07 | 11.41 |
| 36 | IDRA113 | 5 | Negative | 24.58 | 22.35 | 21.77 | 35.35 | 2.81 | -2.23 | 13.58 | 13 |
| 37 | IDRA114 | 0 | Negative | 27.3 | 30.45 | 25.19 | ND | 2.11 | 3.15 | - | - |
| 38 | IDRA115 | 0 | Negative | 14.25 | 16.52 | 12.95 | 26.77 | 1.3 | 2.27 | 13.82 | 10.25 |
| 39 | IDRA116 | 0 | Positive | 21.16 | 18.77 | 17.18 | 28.92 | 3.98 | -2.39 | 11.74 | 10.15 |
| 40 | IDRA116 | 5 | Negative | 26.33 | 26.35 | 23.64 | ND | 2.69 | 0.02 | - | - |
| Mean ± SD | 24.61 ± 5.87 | 24.19 ± 5.33 | 21.86 ± 6.03 | 30.62 ± 8.00 | 2.65 ± 0.89 | 0.43 ± 2.84 | 14.29 ± 3.51 | 11.22 ± 1.98 | |||
Abbreviations: sg, subgenomic; ND, not detected; SD, standard deviation.
a Duration of antiviral treatment.
| Target Gene in RT-qPCR | Culture | ||
|---|---|---|---|
| Positive | Negative | Total | |
| N gRNA | |||
| Positive | 12 | 17 | 29 |
| Negative | 0 | 11 | 11 |
| Total | 12 | 28 | 40 |
| E gRNA | |||
| Positive | 12 | 17 | 29 |
| Negative | 0 | 11 | 11 |
| Total | 12 | 28 | 40 |
| N sgRNA | |||
| Positive | 12 | 15 | 27 |
| Negative | 0 | 13 | 13 |
| Total | 12 | 28 | 40 |
| E sgRNA | |||
| Positive | 12 | 6 | 18 |
| Negative | 0 | 22 | 22 |
| Total | 12 | 28 | 40 |
Abbreviations: RT-qPCR, quantitative reverse transcription-polymerase chain reaction; gRNA, genomic ribonucleic acid; sgRNA, subgenomic ribonucleic acid.
| Target Gene | Percentage of Diagnostic Parameters (95% CI) | Cohen’s Kappa | |||||
|---|---|---|---|---|---|---|---|
| Sensitivity | Specificity | PPV | NPV | Accuracy | Index Value | Interpretation a | |
| N gRNA | 100.00% (73.54 - 100) | 39.29% (21.50 - 59.42) | 41.38% (34.38 - 48.74) | 100.00% | 57.50% (40.89 - 72.96) | 0.28 | Fair agreement |
| E gRNA | 100.00% (73.54 - 100) | 39.29% (21.50 - 59.42) | 41.38% (34.38 - 48.74) | 100.00% | 57.50% (40.89 - 72.96) | 0.28 | Fair agreement |
| N sgRNA | 100.00% (73.54 - 100) | 46.43% (27.51 - 66.13) | 44.44% (36.17 - 53.04) | 100.00% | 62.50% (45.80 - 77.27) | 0.34 | Fair agreement |
| E sgRNA | 100.00% (73.54 - 100) | 78.57% (59.0 - 91.70) | 66.67% (49.60 - 80.26) | 100.00% | 85.00% (70.16 - 94.29) | 0.69 | Good agreement |
Abbreviations: PPV, positive predictive value; NPV, negative predictive value; gRNA, genomic ribonucleic acid; sgRNA, subgenomic ribonucleic acid.
a Henry et al. (27)