| Literature DB >> 26824465 |
Sheila N Balinda1, Pascale Ondoa2, Ekwaro A Obuku1, Aletta Kliphuis3, Isaac Egau1, Michelle Bronze4, Lordwin Kasambula1, Rob Schuurman5, Nicole Spieker3, Tobias F Rinke de Wit2, Cissy Kityo1.
Abstract
BACKGROUND: WHO recommends regular viral load (VL) monitoring of patients on antiretroviral therapy (ART) for timely detection of virological failure, prevention of acquired HIV drug resistance (HIVDR) and avoiding unnecessary switching to second-line ART. However, the cost and complexity of routine VL testing remains prohibitive in most resource limited settings (RLS). We evaluated a simple, low-cost, qualitative viral-failure assay (VFA) on dried blood spots (DBS) in three clinical settings in Uganda.Entities:
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Year: 2016 PMID: 26824465 PMCID: PMC4732948 DOI: 10.1371/journal.pone.0145110
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of the MARCH and PASER cohorts.
| Characteristic | MARCH (n = 168) | PASER (n = 328) | Total (n = 496) |
|---|---|---|---|
| Age (years, mean, sd) | 5.6 (3.5) | 38.2 (9.3) | 25.8 (16.8) |
| Sex (Female) | 91 (54.2) | 189 (57.6) | 280 (56.4) |
| Orphan | 115 (67.3) | n/a | 115 |
| CD4+ (%, median, IQR) | 18 (12.6–25.4) | 26 (19.8–35) | 24 (16–32) |
| 649 (318–948) | 346 (228–521) | 403 (255–628) | |
| Viral Load (log10, median, IQR) | 4.6 (3.6–5.2) | 1.3 (1.3–2.3) | 3.6 (1.3–4.8) |
| ART regimen (2nd line) | 51 (30.4) | missing | 51 |
| A | 82 (49.7) | 158 (57.5) | 240 (54.5) |
| D | 39 (23.6) | 107 (38.9) | 146 (33.2) |
| C | 5 (3.0) | 7 (2.5) | 12 (2.7) |
| Recombinant | 19 (11.5) | 0 (0.0) | 19 (4.3) |
| Complex | 10 (6.1) | 0 (0.0) | 10 (2.3) |
| Other | 10 (6.1) | 3 (1.1) | 13 (3.0) |
All figures in parentheses are % unless stated otherwise
§–CD4+ cell counts at time of sampling for Viral Load measurements
*–Data for HIV-1 subtype was available for 440 samples
VFA characteristics by ART status, age, VF threshold and HIV-1 subtype for >5000 copies/mL threshold.
| Category | N (%) | Sensitivity | Specificity | Accuracy | PPV | NPV |
|---|---|---|---|---|---|---|
| Naive | 124 (25) | 0.794 | 0.545 | 0.750 | 0.890 | 0.364 |
| >6 months | 372 (75) | 0.757 | 0.955 | 0.941 | 0.651 | 0.973 |
| 12–36 months | 342 (66) | 0.889 | 0.981 | 0.968 | 0.727 | 0.993 |
| Children | 168 (33.9) | 0.769 | 0.604 | 0.726 | 0.830 | 0.509 |
| Adults | 328 (66.1) | 0.889 | 0.981 | 0.979 | 0.762 | 0.993 |
| A | 240 (54.5) | 0.814 | 0.923 | 0.869 | 0.814 | 0.923 |
| D | 146 (33.2) | 0.75 | 0.953 | 0.902 | 0.844 | 0.919 |
| > 1000 cp/mL | 164 (33.1) | 0.957 | 0.386 | 0.574 | 0.434 | 0.949 |
| > 5000 cp/mL | 134 (27.0) | 0.784 | 0.930 | 0.890 | 0.813 | 0.918 |
PPV: Positive predictive value; NPV: Negative Predictive value
Fig 1Receiver Operating Characteristics Curve for VFA compared to Cobas-Ampliprep.
NB: AUC–Area under curve denotes the area in the graph below Receiver Operating Characteristic (ROC) curve, comparing the true positive to the true negative values. The true positive rate (sensitivity) is plotted in function of the false positive rate (100 –specificity) for different cut–off points. Each point on the ROC curve represents a sensitivity/specificity pair corresponding to a particular decision threshold. A test with perfect discrimination (no overlap in the two distributions) has a ROC curve that passes through the upper left corner (100% sensitivity, 100% specificity). Therefore the closer the ROC curve is to the upper left corner, the higher the overall accuracy of the test. An area of 1 represents a perfect test whilst 0.5 is a worthless test.
VFA characteristics by ART status, age and HIV-1 subtype for >1000 copies/mL threshold.
| Category | N (%) | Sensitivity | Specificity | Accuracy | PPV | NPV |
|---|---|---|---|---|---|---|
| Naive | 124 (25) | 0.973 | 0.273 | 0.911 | 0.932 | 0.500 |
| >6 months | 372 (75) | 0.922 | 0.390 | 0.463 | 0.193 | 0.969 |
| 12–36 months | 342 (66) | 0.920 | 0.405 | 0.445 | 0.113 | 0.984 |
| Children | 168 (33.9) | 0.964 | 0.200 | 0.828 | 0.848 | 0.545 |
| Adults | 328 (66.1) | 0.920 | 0.405 | 0.445 | 0.113 | 0.984 |
| A | 240 (54.5) | 0.975 | 0.369 | 0.576 | 0.444 | 0.967 |
| D | 146 (33.2) | 0.951 | 0.431 | 0.580 | 0.402 | 0.957 |
PPV: Positive predictive value; NPV: Negative Predictive value
Fig 2Receiver Operating Characteristics Curve for VFA comparing ART–naïve and treated PLWHAs (VL threshold ≥ 5,000 cp/mL).
Performance of VFA across the three study sites.
| Study site | Samples tested | True Negative | True Positive | Correctly classified | False Negative | False Positive | Incorrectlyclassified |
|---|---|---|---|---|---|---|---|
| Kampala | 198 | 132 (0.67) | 42 (0.21) | 174 (0.88) | 12 (0.06) | 12 (0.06) | 24 (0.12) |
| Fort Portal | 151 | 119 (0.79) | 20 (0.13) | 39 (0.92) | 5 (0.03) | 7 (0.05) | 12 (0.08) |
| Mbale | 147 | 83 (0.57) | 47 (0.32) | 130 (0.88) | 13 (0.09) | 4 (0.03) | 17 (0.12) |
| Combined | 496 | 334 (0.67) | 109 (0.22) | 443 (0.89) | 30 (0.06) | 23 (0.05) | 53 (0.11) |
NB: The two tests are compared at the WHO cut-off: <5,000 cp/mL (not eligible for HIV-DR testing) and >5000 cp/mL eligible for HIV-DR testing)
Cost estimates for ART-A compared to the reference HIV-1 viral load test.
| #Cost variable | ART-A (US$) | Reference test (US$) |
|---|---|---|
| Test kit | 6,968.1 | 2,098 |
| Number of tests per kit | 250 | 48 |
| Unit cost of each test | 27.9 | 43.7 |
| Turn-around-time (hours) | 7.5 | 4.5 |
| Number of tests per run | 48 | |
| Salary (Laboratory Technician) | (898,000), 305.4 | (898,000), 305.4 |
| Labor per run (TAT | 13.63 | 8.18 |
| Cost per run | 683.2 (1,366.4) | 2,105.8 |
| 22,000 | 200,000 |
§Equipment for ART–A is the MiniOpticon real-time PCR detection system #359–1592, and a laptop computer whilst the reference standard is COBAS AmpliPrep and COBAS TaqMan® Systems
# All costs were converted to 2015 US$. Costs for equipment and kits were computed from multiple sources including local facility procurement records, published studies or conference presentations, or from the website of the manufacturer (http://www.bio-rad.com/ and http://www.roche.com/); salary for Laboratory Technician (UGX 898,000) was obtained from the Uganda Public Service Single Spine Structure; the cost per run = (labour per run)*(unit cost of each test)*(number of tests)
*Although the ARTA–A method allows for up to 48 tests per run, logistical considerations permit about 24 per Laboratory Technician.