Skip to main content
. Author manuscript; available in PMC: 2020 Oct 1.
Published in final edited form as: AIDS. 2019 Oct 1;33(12):1881–1889. doi: 10.1097/QAD.0000000000002303

Table 3.

Meta-analysis of clinical metrics (median viral loads, mean bias, sensitivity, specificity, and misclassification) overall and for each comparator technology, across various treatment failure thresholds.

Comparator used
All together Abbott RealTime HIV-1 bioMerieux NucliSENS
EasyQ HIV-1
Roche COBAS TaqMan
HIV-1
n 3,790 1,981 376 1,433
Cepheid Xpert
median viral load (copies/ml) 119 188 39 63
Comparator
median viral load (copies/ml) 157 219 1 133
difference in medians (copies/ml) −38 −31 38 −70
mean bias (log copies/ml) 0.04 (0.02-0.07) 0.11 (0.07-0.14) 0.16 (0.10-0.22) −0.08 (−0.11- −0.04)
Threshold comparisons
Sensitivity (UCL-LCL) 1000:1000 96.47 (95.10-97.47) 95.86 (93.59-97.35) 99.10 (95.07-99.95) 96.56 (94.54-97.85)
800:800 96.92 (95.80-97.75) 96.96 (95.27-98.06) 98.26 (93.88-99.52) 96.66 (94.58-97.96)
600:600 96.86 (95.74-97.69) 97.24 (95.82-98.19) 97.54 (93.02-99.16) 95.71 (95.70-95.73)
500:500 96.74 (95.60-97.59) 96.82 (95.41-97.80) 97.58 (93.13-99.17) 96.44 (94.05-97.89)
400:400 96.04 (94.80-96.98) 96.24 (94.73-97.33) 95.28 (90.08-97.82) 95.61 (92.51-97.47)
200:200 95.36 (93.37-96.77) 95.12 (92.92-96.66) 91.16 (85.46-94.76) 96.20 (90.71-98.50)
detectable 93.33 (88.24-96.31) 95.92 (91.41-98.12) 96.13 (92.23-98.11) 88.42 (75.29-95.03)
Specificity (UCL-LCL) 1000:1000 96.59 (92.90-98.39) 94.18 (86.10-97.69) 97.36 (94.65-98.71) 98.22 (94.68-99.42)
800:800 96.75 (92.58-98.61) 94.23 (82.60-98.25) 96.93 (94.07-98.44) 98.22 (95.24-99.34)
600:600 95.88 (91.86-97.96) 92.98 (84.68-96.94) 97.64 (94.94-98.91) 98.03 (98.03-98.04)
500:500 95.35 (90.22-97.85) 92.06 (81.55-96.82) 97.62 (94.90-98.90) 97.61 (92.83-99.23)
400:400 96.00 (92.66-97.86) 94.91 (89.73-97.55) 94.78 (91.27-96.92) 97.95 (93.60-99.36)
200:200 97.69 (94.56-99.04) 96.24 (89.71-98.68) 96.51 (93.26-98.22) 98.63 (94.23-99.69)
detectable 80.56 (64.63-90.39) 69.31 (40.83-88.09) 86.15 (80.60-90.31) 83.02 (66.46-92.34)
Total Misclassification (UCL-LCL) 1000:1000 3.53 (2.52-4.93) 4.69 (3.13-6.96) 2.13 (1.08-4.14) 2.67 (1.73-4.10)
800:800 3.13 (2.22-4.41) 3.97 (2.53-6.16) 2.66 (1.45-4.83) 2.53 (1.61-3.94)
600:600 3.58 (2.67-4.79) 4.30 (2.95-6.23) 2.39 (1.26-4.49) 3.15 (2.08-4.74)
500:500 3.84 (2.90-5.06) 4.66 (3.26-6.63) 2.39 (1.26-4.49) 3.21 (2.21-4.65)
400:400 3.91 (2.98-5.12) 4.15 (2.74-6.26) 5.05 (3.26-7.76) 3.29 (2.47-4.37)
200:200 3.78 (2.63-5.41) 4.55 (2.86-7.17) 5.59 (3.68-8.39) 2.85 (1.78-4.54)
detectable 11.19 (6.59-18.36) 11.76 (5.49-23.42) 9.04 (6.54-12.37) 12.74 (5.69-26.11)
Upward Misclassification (UCL-LCL) 1000:1000 3.41 (1.61-7.10) 5.82 (2.31-13.90) 2.64 (1.29-5.35) 1.78 (0.58-5.32)
800:800 3.25 (1.39-7.42) 5.77 (1.75-17.40) 3.07 (1.56-5.93) 1.78 (0.66-4.76)
600:600 4.12 (2.04-8.14) 7.02 (3.06-15.32) 2.36 (1.09-5.06) 1.97 (1.96-1.97)
500:500 4.65 (2.15-9.78) 7.94 (3.18-18.45) 2.38 (1.10-5.10) 2.39 (0.77-7.17)
400:400 4.00 (2.14-7.34) 5.09 (2.45-10.27) 5.22 (3.08-8.73) 2.05 (0.64-6.40)
200:200 2.31 (0.96-5.44) 3.76 (1.32-10.29) 3.49 (1.78-6.74) 1.37 (0.31-5.77)
detectable 19.44 (9.61-35.37) 30.69 (11.91-59.17) 13.85 (9.69-19.40) 16.98 (7.66-33.54)
Downward Misclassification (UCL-LCL) 1000:1000 3.53 (2.53-4.90) 4.14 (2.65-6.41) 0.90 (0.05-4.93) 3.44 (2.15-5.46)
800:800 3.08 (2.25-4.20) 3.04 (1.94-4.73) 1.74 (0.48-6.12) 3.34 (2.04-5.42)
600:600 3.14 (2.31-4.26) 2.76 (1.81-4.18) 2.46 (0.84-6.98) 4.29 (4.27-4.30)
500:500 3.26 (2.41-4.40) 3.18 (2.20-4.59) 2.42 (0.83-6.87) 3.56 (2.11-5.95)
400:400 3.96 (3.02-5.20) 3.76 (2.67-5.27) 4.72 (2.18-9.92) 4.39 (2.53-7.49)
200:200 4.64 (3.23-6.63) 4.88 (3.34-7.08) 8.84 (5.24-14.54) 3.80 (1.50-9.29)
detectable 6.67 (3.69-11.76) 4.08 (1.88-8.59) 3.87 (1.89-7.77) 11.58 (4.97-24.71)
PPV (UCL-LCL) 1000:1000 95.37 (92.07-97.33) 93.29 (87.10-96.63) 94.02 (88.16-97.07) 97.17 (93.19-98.86)
800:800 96.04 (92.83-97.85) 94.43 (87.89-97.54) 93.39 (87.49-96.61) 97.50 (93.80-99.02)
600:600 95.40 (92.24-97.31) 93.45 (87.35-96.72) 95.20 (89.92-97.78) 97.19 (93.17-98.87)
500:500 95.25 (91.93-97.24) 93.25 (86.85-96.65) 95.28 (90.08-97.82) 96.78 (91.68-98.79)
400:400 95.97 (92.84-97.77) 95.30 (88.40-98.18) 90.30 (84.11-94.24) 97.35 (95.00-98.62)
200:200 98.00 (95.03-99.21) 97.88 (89.24-99.61) 94.37 (89.28-97.12) 98.34 (95.10-99.45)
detectable 96.19 (89.68-98.65) 94.24 (78.74-98.64) 86.57 (81.16-90.60) 97.12 (90.04-99.21)
NPV (UCL-LCL) 1000:1000 97.66 (94.83-98.96) 97.96 (88.62-99.66) 99.61 (97.85-99.98) 97.53 (96.12-98.44)
800:800 97.85 (96.51-98.69) 97.89 (95.01-99.12) 99.22 (97.19-99.78) 97.46 (96.02-98.39)
600:600 97.51 (96.22-98.37) 97.82 (91.92-99.44) 98.80 (96.55-99.59) 96.63 (94.85-97.81)
500:500 97.25 (95.53-98.32) 97.28 (86.95-99.48) 98.80 (96.52-99.59) 96.82 (95.33-97.84)
400:400 96.56 (94.53-97.86) 96.60 (84.57-99.33) 97.52 (94.70-98.86) 96.21 (94.41-97.45)
200:200 95.32 (94.02-96.35) 94.09 (87.27-97.37) 94.44 (90.73-96.72) 96.28 (94.26-97.60)
detectable 69.76 (41.88-88.08) 78.08 (46.47-93.60) 96.00 (91.97-98.05) 55.28 (14.32-90.14)

UCL: upper confidence level

LCL: lower confidence level