Table 1.
Clinical characteristics of the included subjects and precautionary drug exposure
Algorithm | CLEAR | MetaLAB | MetaLAB | MetaNurse |
---|---|---|---|---|
Gold standard for ADRs | DE pairsa | RS-ADR | ||
Type of ADR signals | Predefined laboratory abnormalities | MedDRA PTs | ||
No. of target drugs | 10 | 101 | ||
No. of ADR signals | 47 (from 40 tests) | 117 (from 48 tests) | 757 (from 1357 SNSs) | |
No. of drug-ADR pairs | 470 | 11 817 | 76 457 | |
No. of positive pairsb | 221 | 2210 | 34 857 | |
No. of negative pairsc | 249 | 9607 | 41 600 | |
AUC, not integratedd,e | 0.55 ± 0.06 | 0.61 ± 0.18 | 0.69 ± 0.11 | 0.62 ± 0.07 |
AUC, SOC-integratedf | – | – | 0.84 ± 0.13 | 0.84 ± 0.09 |
No. of patients | 68 769 | 88 038 | 215 088 | 220 954 |
No. of exposure casesg | 90 804 | 127 171 | 1 028 724 | 1 187 037 |
Age (years)h | 51.3 ± 18.9 | 50.7 ± 19.9 | 46.5 ± 23.0 | 46.22 ± 23.1 |
Female, n (%)i | 38 290 (55.67) | 47 470 (53.91) | 108 410 (50.40) | 110 864 (50.17) |
Disease severity, n (%)j | ||||
1 | 22 755 (33.08) | 29 706 (33.74) | 106 997 (49.74) | 111 410 (50.42) |
2 | 29 225 (42.49) | 37 611 (42.72) | 82 306 (38.26) | 83 422 (37.75) |
3 | 10 485 (15.24) | 12 619 (14.33) | 19 238 (8.94) | 19 824 (8.97) |
4 | 3306 (4.80) | 4167 (4.73) | 4130 (1.92) | 4025 (1.82) |
5 | 2882 (4.19) | 3747 (4.25) | 2304 (0.01) | 2174 (0.09) |
6 | 116 (0.16) | 188 (0.21) | 113 (0.0005) | 99 (0.0004) |
aPredefined DE pairs for 10 drugs and 47 laboratory abnormalities reported by Yoon et al.13
bPositive pairs were established by expert review, and the remaining pairs were considered to be cNegative DE pairs.
dAUCs were computed by considering all the drugs and ADRs as a single dataset.
eCLEAR significantly outperformed MetaCLEAR (DeLong’s test for 2 ROC curves, P = .0137).
fAUCs were computed for each MedDRA SOC by stratifying ADRs and then integrating.
gNumbers of patient exposures to target drugs were summed by separately counting the exposures of each patient to different target drugs.
hAge differed significantly between CLEAR and MetaLAB (P = .01) and between MetaLAB and MetaNurse (P = 4.68 × 10–7) in Student t test.
iGender did not differ significantly between the comparison groups (P = .89 and .93).
jDisease severity did not differ significantly between CLEAR and MetaLAB (P = .029), but it did differ significantly between MetaLAB and MetaNurse (P = 3.09 × 10–6) in Fisher’s exact test.