| Literature DB >> 29074852 |
Britta Kohlmorgen1, Johannes Elias1,2, Christoph Schoen3.
Abstract
Tuberculosis (TB) and the spread of Mycobacterium tuberculosis complex (MTBC) strains resistant against rifampin (RIF) and isoniazid (INH) pose a serious threat to global health. However, rapid and reliable MTBC detection along with RIF/INH susceptibility testing are challenging in low prevalence countries due to the higher rate of false positives. Here, we provide the first performance data for the artus MTBC PCR assay in a low prevalence setting. We analyze 1323 respiratory and 311 non-respiratory samples with the artus MTBC PCR assay as well as by mycobacterial culture and microscopy. We propose retesting of specimens in duplicate and consideration of a determined cycle-threshold value cut-off greater than 34, as this significantly increases accuracy, specificity, and negative predictive value without affecting sensitivity. Furthermore, we tested fourteen MTBC positive samples with the GenoType MTBDRplus test and demonstrate that using an identical DNA extraction protocol for both assays does not impair downstream genotypic testing for RIF and INH susceptibility. In conclusion, our procedure optimizes the use of the artus MTB assay with workload efficient methods in a low incidence setting. Combining the modified artus MTB with the GenoType MTBDRplus assays allows rapid and accurate detection of MTBC and RIF/INH resistance.Entities:
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Year: 2017 PMID: 29074852 PMCID: PMC5658397 DOI: 10.1038/s41598-017-14367-z
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Flow diagram of patient sample types and results of the artus MTB PCR accuracy study. Abbreviations: Ct. cycle threshold; MTB. M. tuberculosis bacteria. NAAT. nucleic acid amplification test (artus MTB PCR); TP. true positive; TN. true negative.
Clinical specimens included in this study and the corresponding Ziehl-Neelsen (ZN) and culture results listed by origin.
| Respiratory samples | No. | ZN positive | ZN not determined | Culture positive | Culture and ZN positive |
|---|---|---|---|---|---|
| Bronchial Secretions | 845 | 13 | 0 | 9 | 5 |
| Bronchial Lavages | 258 | 6 | 0 | 6 | 4 |
| Sputum | 153 | 7 | 1 | 9 | 5 |
| Tracheal Secretions | 33 | 2 | 0 | 2 | 2 |
| Gastric Aspirations | 26 | 0 | 0 | 0 | 0 |
| Tissues, Lung | 7 | 1 | 0 | 0 | 0 |
| Biopsy, Bronchial | 1 | 0 | 0 | 0 | 0 |
| Total | 1323 | 29 | 1 | 26 | 16 |
|
| |||||
| Pleural Aspirations | 70 | 0 | 0 | 4 | 0 |
| Urine | 68 | 1 | 63 | 1 | 1 |
| Cerebrospinal Fluids | 53 | 0 | 0 | 0 | 0 |
| Aspirations other than Pleura | 43 | 1 | 0 | 5 | 0 |
| Tissues other than Lymphnode | 34 | 2 | 0 | 2 | 0 |
| Tissues, Lymphnode | 30 | 2 | 0 | 2 | 0 |
| Biopsies | 6 | 0 | 0 | 2 | 0 |
| Secretions | 3 | 0 | 0 | 0 | 0 |
| Ascites | 2 | 0 | 0 | 1 | 0 |
| Dialysate | 1 | 0 | 0 | 0 | 0 |
| Skin Swab | 1 | 0 | 1 | 0 | 0 |
| Total | 311 | 6 | 64 | 17 | 1 |
Stratified results for sensitivity, specificity and accuracy of the artus MTB assay using culture as diagnostic reference.
| Results | Test implementation | Sensitivity | Specificity | Accuracy | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All samples | TP/P¹ | % | [95%-CI] | p-value2 | TN/N3 | % | [95%-CI] | p-value | TN + TP/N + P | % | [95%-CI] | p-value | |
| All (n = 1634) | NAAT1X | 22/43 | 51.2 | [35.5; 67.7] | n.a. | 1542/1591 | 96.9 | [96.0; 97.7] | n.a. | 1564/1634 | 95.7 | [94.6; 96.6] | n.a. |
| NAAT3X | 22/43 | 51.2 | [35.5; 67.7] | 1 | 1567/1591 | 98.5 | [97.8; 99.0] |
| 1598/1634 | 97.2 | [96.2; 97.9] |
| |
| Ct cut-off = 34 | 11/43 | 25.6 | [13.5; 41.2] |
| 1568/1591 | 98.5 | [97.1; 99.1] |
| 1579/1634 | 96.6 | [95.6; 97.5] | 0.171 | |
| Combination | 22/43 | 51.2 | [35.5; 67.7] | 1 | 1566/1591 | 98.4 | [97.7; 98.9] |
| 1588/1634 | 97.2 | [96.3; 97.9] |
| |
| ZN Positive (n = 35) | NAAT1X | 15/17 | 88.2 | [63.6; 98.5] | n.a. | 15/18 | 83.3 | [58.6; 96.4] | n.a. | 30/35 | 85.9 | [69.7; 95.2] | n.a. |
| NAAT3X | 15/17 | 88.2 | [63.6; 98.5] | 1 | 17/18 | 94.4 | [72.7; 99.9] | 0.289 | 32/35 | 91.4 | [76.9; 98.2] | 0.452 | |
| Ct cut-off = 34 | 9/17 | 52.9 | [27.8; 77.0] |
| 16/18 | 88.9 | [65.3; 98.6] | 0.629 | 25/35 | 71.4 | [53.7; 85.4] | 0.145 | |
| Combination | 15/17 | 88.2 | [63.6; 98.5] | 1 | 16/18 | 88.9 | [65.3; 98.6] | 0.629 | 31/35 | 88.6 | [73.3; 96.8] | 0.720 | |
| ZN Negative (n = 1534) | NAAT1X | 7/26 | 26.9 | [11.6; 47.8] | n.a. | 1465/1508 | 97.1 | [96.2; 97.9] | n.a. | 1472/1534 | 96,0 | [94.9; 97.0] | n.a. |
| NAAT3X | 7/26 | 26.9 | [11.6; 47.8] | 1 | 1487/1508 | 98.6 | [97.9; 99.1] |
| 1494/1534 | 97.4 | [96.5; 98.1] |
| |
| Ct cut-off = 34 | 2/26 | 7.7 | [0.9; 25.1] | 0.067 | 1488/1508 | 98.7 | [97.9; 99.2] |
| 1450/1534 | 94.5 | [93.3; 95.6] |
| |
| Combination | 7/26 | 26.9 | [11.6; 47.8] | 1 | 1487/1508 | 98.6 | [97.9; 99.1] |
| 1494/1534 | 97.4 | [96.5; 98.1] |
| |
| ZN n.d. (n = 65) | NAAT1X | 0/0 | n.a. | n.a. | n.a. | 62/65 | 95.4 | [87.1; 99.0] | n.a. | 62/65 | 95.4 | [87.1; 99.0] | n.a. |
| NAAT3X | 0/0 | n.a. | n.a. | n.a. | 63/65 | 96.9 | [89.3; 99.6] | 0.640 | 63/65 | 96.9 | [89.3; 99.6] | 0.648 | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 64/65 | 98.5 | [91.7; 99.9] | 0.310 | 64/65 | 98.5 | [91.7; 99.9] | 0.309 | |
| Combination | 0/0 | n.a. | n.a. | n.a. | 63/65 | 96.9 | [89.3; 99.6] | 0.640 | 63/65 | 96.9 | [89.3; 99.6] | 0.648 | |
|
| |||||||||||||
| All (n = 1323) | NAAT1X | 18/26 | 69.2 | [48.2; 85.7] | n.a. | 1262/1297 | 97.3 | [96.3; 98.1] | n.a. | 1280/1323 | 96.7 | [95.7; 97.7] | n.a. |
| NAAT3X | 18/26 | 69.2 | [48.2; 85.7] | 1 | 1281/1297 | 98.8 | [98.0; 99.3] |
| 1299/1323 | 98.2 | [97.3; 98.8] |
| |
| Ct cut-off = 34 | 10/26 | 38.4 | [20.2; 59.4] |
| 1281/1297 | 98.8 | [98.0; 99.3] |
| 1291/1323 | 97.6 | [96.6; 98.3] | 0.198 | |
| Combination | 18/26 | 69.2 | [48.2; 85.7] | 1 | 1280/1297 | 98.6 | [97.9; 99.2] |
| 1298/1323 | 98.1 | [97.2; 98.8] |
| |
| ZN Positive (n = 29) | NAAT1X | 14/16 | 87.5 | [61.7; 98.5] | n.a. | 11/13 | 84.7 | [55.6; 98.1] | n.a. | 25/29 | 86.2 | [68.3; 96.1] | n.a. |
| NAAT3X | 14/16 | 87.5 | [61.7; 98.5] | 1 | 13/13 | 100 | [75.0; 100.0] | 0.141 | 27/29 | 93.1 | [77.2; 99.1] | 0.389 | |
| Ct cut-off = 34 | 8/16 | 50.0 | [24.7; 75.4] |
| 12/13 | 92.3 | [63.9; 99.8] | 0.540 | 20/29 | 68.9 | [49.2; 84.7] | 0.115 | |
| Combination | 14/16 | 87.5 | [61.7; 98.5] | 1 | 12/13 | 92.3 | [63.9; 99.8] | 0.540 | 26/29 | 89.7 | [72.7; 97.8] | 0.687 | |
| ZN Negative (n = 1293) | NAAT1X | 4/10 | 40.0 | [12.1; 73.7] | n.a. | 1250/1283 | 97.4 | [96.4; 98.2] | n.a. | 1254/1293 | 97.0 | [95.9; 97.9] | n.a. |
| NAAT3X | 4/10 | 40.0 | [12.1; 73.7] | 1 | 1267/1283 | 98.8 | [98.0; 99.3] |
| 1271/1293 | 98.3 | [97.4; 98.9] |
| |
| Ct cut-off = 34 | 2/10 | 20.0 | [2.5; 55.6] | 0.330 | 1268/1283 | 98.8 | [98.1; 99.3] |
| 1271/1293 | 98.3 | [97.4; 98.9] |
| |
| Combination | 4/10 | 40.0 | [12.1; 73.7] | 1 | 1267/1283 | 98.8 | [98.0; 99.3] |
| 1271/1293 | 98.3 | [97.4; 98.9] |
| |
| ZN n.d. (n = 1) | NAAT1X | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. |
| NAAT3X | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
| Combination | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
|
| |||||||||||||
| All (n = 311) | NAAT1X | 4/17 | 23.5 | [6.8; 50.0] | n.a. | 280/294 | 95.2 | [92.1; 97.4] | n.a. | 284/311 | 91.3 | [87.5; 94.2] | n.a. |
| NAAT3X | 4/17 | 23.5 | [6.8; 50.0] | 1 | 288/294 | 98.0 | [95.6; 99.3] | 0.069 | 292/311 | 93.9 | [90.6; 96.3] | 0.220 | |
| Ct cut-off = 34 | 1/17 | 5.9 | [0.2; 28.7] | 0.146 | 287/294 | 97.6 | [95.2; 99.0] | 0.120 | 288/311 | 92.6 | [89.1; 95.3] | 0.555 | |
| Combination | 4/17 | 23.5 | [6.8; 50.0] | 1 | 288/294 | 98.0 | [95.6; 99.3] | 0.069 | 292/311 | 93.9 | [90.6; 96.3] | 0.220 | |
| ZN Positive (n = 6) | NAAT1X | 1/1 | 100 | n.a. | n.a. | 4/5 | 80.0 | [28.4; 99.5] | n.a. | 5/6 | 83.3 | [35.9; 99.6] | n.a. |
| NAAT3X | 1/1 | 100 | n.a. | n.a. | 4/5 | 80.0 | [28.4; 99.5] | 1 | 5/6 | 83.3 | [35.9; 99.6] | 1 | |
| Ct cut-off = 34 | 1/1 | 100 | n.a. | n.a. | 4/5 | 80.0 | [28.4; 99.5] | 1 | 5/6 | 83.3 | [35.9; 99.6] | 1 | |
| Combination | 1/1 | 100 | n.a. | n.a. | 4/5 | 80.0 | [28.4; 99.5] | 1 | 5/6 | 83.3 | [35.9; 99.6] | 1 | |
| ZN Negative (n = 241) | NAAT1X | 3/16 | 18.8 | [4.1; 45.7] | n.a. | 215/225 | 95.6 | [92.0; 97.8] | n.a. | 218/241 | 90.5 | [86.0; 93.9] | n.a. |
| NAAT3X | 3/16 | 18.8 | [4.1; 45.7] | 1 | 220/225 | 97.8 | [94.9; 99.3] | 0.189 | 223/241 | 92.5 | [88.4; 95.5] | 0.414 | |
| Ct cut-off = 34 | 0/16 | 0 | [0.0; 20.6] | 0.069 | 220/225 | 97.8 | [94.9; 99.3] | 0.189 | 220/241 | 91.3 | [86.9; 94.5] | 0.752 | |
| Combination | 3/16 | 18.8 | [4.1; 45.7] | 1 | 220/225 | 97.8 | [94.9; 99.3] | 0.189 | 223/241 | 92.5 | [88.4; 95.5] | 0.414 | |
| ZN n.d. (n = 64) | NAAT1X | 0/0 | n.a. | n.a. | n.a. | 61/64 | 95.3 | [86.9; 99.0] | n.a. | 61/64 | 95.3 | [86.9; 99.0] | n.a. |
| NAAT3X | 0/0 | n.a. | n.a. | n.a. | 62/64 | 96.9 | [89.2; 99.6] | 0.648 | 62/64 | 96.9 | [89.2; 99.6] | 0.648 | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 63/64 | 98.4 | [91.6; 99.9] | 0.310 | 63/64 | 98.4 | [91.6; 99.9] | 0.309 | |
| Combination | 0/0 | n.a. | n.a. | n.a. | 62/64 | 96.9 | [89.2; 99.6] | 0.648 | 62/64 | 96.9 | [89.2; 99.6] | 0.648 | |
1TP = true positive (NAAT and reference positive); P = positive (reference positive including also inhibitory samples).
2p-value of a 2-sample test for equality of proportions in comparison with the standard “NAAT1x” test implementation. p-values smaller than 0.05 are printed in bold.
3TN = true negative (NAAT and reference negative); N = negative (reference negative).
4FP = false positive (NAAT positive and reference negative).
5FN = false negative (NAAT negative and reference positive).
Stratified results for positive (PPV) and negative (NPV) predictive values of the artus MTB assay using culture as diagnostic reference.
| Results | Test implementation | PPV | NPV | ||||||
|---|---|---|---|---|---|---|---|---|---|
| All samples | TP/TP + FP4 | % | [95%-CI] | p-value | TN/TN + FN5 | % | [95%-CI] | p-value | |
| All (n = 1634) | NAAT1X | 22/50 | 44.0 | [30.0; 58.8] | n.a. | 1542/1562 | 98.7 | [98.0; 99.2] | n.a. |
| NAAT3X | 22/25 | 88.0 | [68.8; 97.5] |
| 1567/1587 | 98.7 | [98.1; 99.2] | 0.960 | |
| Ct cut-off = 34 | 11/13 | 84.6 | [54.5; 98.1] |
| 1568/1599 | 98.1 | [97.3; 98.7] | 0.142 | |
| Combination | 22/26 | 84.6 | [65.1; 95.6] |
| 1566/1586 | 98.7 | [98.1; 99.2] | 0.961 | |
| ZN Positive (n = 35) | NAAT1X | 15/18 | 83.3 | [58.6; 96.4] | n.a. | 15/16 | 93.8 | [69.8; 99.8] | n.a. |
| NAAT3X | 15/16 | 93.8 | [69.8; 99.8] | 0.347 | 17/18 | 94.4 | [72.7; 99.9] | 0.932 | |
| Ct cut-off = 34 | 9/11 | 81.8 | [48.2; 97.7] | 0.917 | 16/23 | 69.6 | [47.1; 86.8] | 0.066 | |
| Combination | 15/17 | 88.2 | [63.6; 98.5] | 0.679 | 16/17 | 94.1 | [74.3; 99.9] | 0.965 | |
| ZN Negative (n = 1534) | NAAT1X | 7/30 | 23.3 | [9.9; 42.3] | n.a. | 1465/1484 | 98.7 | [98.0; 99.2] | n.a. |
| NAAT3X | 7/8 | 87.5 | [47.4; 99.7] |
| 1487/1506 | 98.7 | [98.0; 99.2] | 0.964 | |
| Ct cut-off = 34 | 2/2 | 100 | [15.8; 100.0] |
| 1488/1512 | 98.4 | [97.7; 98.9] | 0.480 | |
| Combination | 7/8 | 87.5 | [47.4; 99.7] |
| 1487/1506 | 98.7 | [98.0; 99.2] | 0.964 | |
| ZN n.d. (n = 65) | NAAT1X | 0/2 | n.a. | n.a. | n.a. | 62/62 | 100 | [94.1; 100.0] | n.a. |
| NAAT3X | 0/0 | n.a. | n.a. | n.a. | 63/63 | 100 | [94.3; 100.0] | 1 | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 64/64 | 100 | [94.4; 100.0] | 1 | |
| Combination | 0/1 | n.a. | n.a. | n.a. | 63/63 | 100 | [94.3; 100.0] | 1 | |
|
| |||||||||
| All (n = 1323) | NAAT1X | 18/38 | 47.4 | [31.0; 64.1] | n.a. | 1262/1269 | 99.4 | [98.9; 99.8] | n.a. |
| NAAT3X | 18/19 | 94.7 | [74.0; 99.9] |
| 1281/1288 | 99.5 | [98.9; 99.8] | 0.978 | |
| Ct cut-off = 34 | 10/11 | 90.9 | [58.7; 99.8] |
| 1281/1296 | 98.8 | [98.1; 99.4] | 0.096 | |
| Combination | 18/20 | 90 | [68.3; 98.8] |
| 1280/1287 | 99.5 | [98.9; 99.8] | 0.98 | |
| ZN Positive (n = 29) | NAAT1X | 14/16 | 87.5 | [61.2; 98.5] | n.a. | 11/12 | 91.7 | [61.5; 99.8] | n.a. |
| NAAT3X | 14/14 | 100 | [76.8; 100.0] | 0.171 | 13/14 | 92.9 | [66.1; 98.8] | 0.910 | |
| Ct cut-off = 34 | 8/9 | 88.9 | [51.8; 99.7] | 0.918 | 12/19 | 63.2 | [38.4; 83.7] | 0.077 | |
| Combination | 14/15 | 93.3 | [68.1; 99.8] | 0.583 | 12/13 | 92.3 | [63.9; 99.8] | 0.953 | |
| ZN Negative (n = 1293) | NAAT1X | 4/22 | 18.2 | [5.2; 40.3] | n.a. | 1250/1256 | 99.5 | [99.0; 99.8] | n.a. |
| NAAT3X | 4/5 | 80.0 | [28.4; 99.5] |
| 1267/1273 | 99.5 | [99.0; 99.8] | 0.981 | |
| Ct cut-off = 34 | 2/2 | 100 | [15.9; 100.0] |
| 1268/1276 | 99.4 | [98.8; 99.7] | 0.613 | |
| Combination | 4/5 | 80.0 | [28.4; 99.5] |
| 1267/1273 | 99.5 | [99.0; 99.8] | 0.981 | |
| ZN n.d. (n = 1) | NAAT1X | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. |
| NAAT3X | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
| Combination | 0/0 | n.a. | n.a. | n.a. | 1/1 | 100 | n.a. | n.a. | |
|
| |||||||||
| All (n = 311) | NAAT1X | 4/12 | 33.3 | [9.9; 65.1] | n.a. | 280/293 | 95.6 | [92.5; 97.6] | n.a. |
| NAAT3X | 4/6 | 66.7 | [22.3; 95.7] | 0.178 | 288/299 | 96.3 | [93.5; 98.1] | 0.640 | |
| Ct cut-off = 34 | 1/2 | 50 | [1.3; 98.7] | 0.649 | 287/303 | 86.9 | [82.9; 90.4] | 0.632 | |
| Combination | 4/6 | 66.7 | [22.3; 95.7] | 0.180 | 288/299 | 96.3 | [93.5; 98.1] | 0.640 | |
| ZN Positive (n = 6) | NAAT1X | 1/2 | 50.0 | [1.3; 98.7] | n.a. | 4/4 | 100 | [39.8; 100.0] | n.a. |
| NAAT3X | 1/2 | 50.0 | [1.3; 98.7] | 1 | 4/4 | 100 | [39.8; 100.0] | 1 | |
| Ct cut-off = 34 | 1/2 | 50.0 | [1.3; 98.7] | 1 | 4/4 | 100 | [39.8; 100.0] | 1 | |
| Combination | 1/2 | 50.0 | [1.3; 98.7] | 1 | 4/4 | 100 | [39.8; 100.0] | 1 | |
| ZN Negative (n = 241) | NAAT1X | 3/8 | 37.5 | [8.5; 75.5] | n.a. | 215/229 | 94.3 | [90.5; 96.9] | n.a. |
| NAAT3X | 3/3 | 100 | [29.2; 100.0] | 0.064 | 220/233 | 94.4 | [90.7; 97.0] | 0.955 | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 220/236 | 93.2 | [89.2; 96.1] | 0.632 | |
| Combination | 3/3 | 100 | [29.2; 100.0] | 0.063 | 220/233 | 94.4 | [90.7; 97.0] | 0.955 | |
| ZN n.d. (n = 64) | NAAT1X | 0/2 | n.a. | n.a. | n.a. | 61/61 | 100 | [94.1; 100.0] | n.a. |
| NAAT3X | 0/1 | n.a. | n.a. | n.a. | 62/62 | 100 | [94.2; 100.0] | 1 | |
| Ct cut-off = 34 | 0/0 | n.a. | n.a. | n.a. | 63/63 | 100 | [94.3; 100.0] | 1 | |
| Combination | 0/1 | n.a. | n.a. | n.a. | 62/62 | 100 | [94.2; 100.0] | 1 | |
¹TP = true positive (NAAT and reference positive); P = positive (reference positive including also inhibitory samples).
²p-value of a 2-sample test for equality of proportions in comparison with the standard “NAAT1x” test implementation. p-values smaller than 0.05 are printed in bold.
3TN = true negative (NAAT and reference negative); N = negative (reference negative).
4FP = false positive (NAAT positive and reference negative).
5FN = false negative (NAAT negative and reference positive).
Figure 2Stratified analysis of the artus MTB PCR performance data using culture as diagnostic reference. Panels on the left depict the results for the artus MTB PCR performed once according to the manufacturers’ instruction. The panels in the middle show the corresponding results for the combined application of a Ct cut-off in the first round and confirmation of all positive results in the second round in test-retest approach. The panels on the right display the p-values for the comparisons of both methods for the different parameters and sample types. The bars give the 95% confidence intervals. Abbreviations: Non resp. non-respiratory samples; n. d. no data; NPV. negative predictive value; PPV. positive predictive value. resp. respiratory samples; ZN. Ziehl-Neelsen stain.
Figure 3Use of threshold cycle number (Ct) values to assess the artus MTB PCR performance. (A) Scatter plot depicting the threshold cycle number (Ct) values of Ziehl-Neelsen positive samples according to the grade of acid-fast bacilli in smear microscopy. ranging from scant “(+)” to “+++”. Black triangles are individual samples and the dotted blue line gives the linear regression of the Ct value data. (B) Sensitivity, specificity and positive predictive value (PPV) (ordinate) in dependency on Ct cut-off values (abscissa). (C) Diagnostic odds ratio in dependency on the Ct values. (D) Histogram depicting the frequency of positive artus MTB test results (ordinate) in dependency on Ct values (abscissa). Grey: false positive NAATs (reference negative). red: true positive NAATs (reference positive). Panels (E) to (F) are identical to panels (B) to (D) except that the data are based only on the 1323 respiratory samples as validated by the manufacturer for use with the artus MTB test for calculating the diagnostic odds ratio.