Covariates | Subgroup | Study groups | Pooled estimates | I2 | p (ES=1) | VE% (95% CI) | Pinteraction |
---|---|---|---|---|---|---|---|
Alpha | |||||||
 All |  | 29 | 0.120 (0.085–0.170) | 98% | < 0.001 | 88.0 (83.0–91.5) |  |
 | Any infection | 17 | 0.106 (0.065–0.171) | 99% | < 0.001 | 89.4 (82.9–93.5) |  |
 | Symptomatic | 18 | 0.091 (0.053–0.155) | 98% | < 0.001 | 90.9 (84.5–94.7) |  |
 Study design | RWE | 24 | 0.107 (0.074–0.156) | 98% | < 0.001 | 89.3 (84.4–92.6) | 0.067 |
 | RCT | 5 | 0.221 (0.120–0.407) | 71% | < 0.001 | 77.9 (59.3–88.0) |  |
 Participant | GP | 24 | 0.125 (0.085–0.182) | 98% | < 0.001 | 87.5 (81.8–91.5) | 0.553 |
 | HCWs | 4 | 0.087 (0.056–0.133) | 0% | < 0.001 | 91.3 (86.7–94.4) |  |
 | Older | 1 | 0.100 (0.061–0.163) | – | < 0.001 | 90.0 (83.7–93.9) |  |
 Vaccine type | mRNA vaccines (BNT162b2/mRNA-1273/CVnCoV) | 20 | 0.099 (0.066–0.148) | 98% | < 0.001 | 90.1 (85.2–93.4) | 0.148 |
 | Non-replicating vector vaccine (ChAdOx1/Ad26.COV2.S) | 6 | 0.261 (0.226–0.301) | 0% | < 0.001 | 73.9 (69.9–77.4) |  |
 | Protein subunit vaccine (NVX-CoV2373) | 2 | 0.103 (0.050–0.212) | 25% | < 0.001 | 89.7 (78.8–95.0) |  |
 | Mixed (BNT162b2/ChAdOx1) | 1 | 0.180 (0.047–0.688) | – | 0.012 | 82.0 (31.2–95.3) |  |
 | Not mRNA vaccines | 9 | 0.234 (0.190–0.288) | 28% | < 0.001 | 76.6 (71.2–81.0) | 0.026a |
Beta | |||||||
 All | GP | 11 | 0.270 (0.205–0.357) | 82% | < 0.001 | 73.0 (64.3–79.5) |  |
 | Any infection | 7 | 0.214 (0.169–0.272) | 74% | < 0.001 | 78.6 (72.8–83.1) | 0.044 |
 | Symptomatic | 4 | 0.608 (0.411–0.899) | 20% | 0.013 | 39.2 (10.1–58.9) |  |
 Study design | RWE | 7 | 0.221 (0.178–0.274) | 68% | < 0.001 | 77.9 (72.6–82.2) | 0.032 |
 | RCT | 4 | 0.544 (0.282–1.051) | 65% | 0.070 | 45.6 (-5.1–71.8) |  |
 Vaccine type | mRNA vaccines (BNT162b2/mRNA-1273) | 8 | 0.214 (0.170–0.270) | 70% | < 0.001 | 78.6 (73.0–83.0) | 0.057 |
 | Non-replicating vector vaccine (ChAdOx1/Ad26.COV2.S) | 2 | 0.690 (0.477–1.000) | 0% | 0.050 | 31.0 (0.0–52.3) |  |
 | Protein subunit vaccine (NVX-CoV2373) | 1 | 0.489 (0.238–1.006) | – | 0.052 | 51.1 (-0.6–76.2) |  |
Gamma | |||||||
 All |  | 10 | 0.370 (0.263–0.521) | 78% | < 0.001 | 63.0 (47.9–73.7) |  |
 | Any infection | 3 | 0.438 (0.295–0.650) | 0% | < 0.001 | 56.2 (35.0–70.5) | 0.960 |
 | Symptomatic | 7 | 0.363 (0.238–0.553) | 85% | < 0.001 | 63.7 (44.7–76.2) |  |
 Study design | RWE | 6 | 0.340 (0.209–0.551) | 86% | < 0.001 | 66.0 (44.9–79.1) | 0.634 |
 | RCT | 4 | 0.451 (0.269–0.757) | 40% | 0.003 | 54.9 (24.3–73.1) |  |
 Participant | GP | 5 | 0.287 (0.130–0.633) | 78% | 0.002 | 71.3 (36.7–87.0) | 0.391 |
 | Older/LTCH | 4 | 0.378 (0.228–0.628) | 87% | < 0.001 | 62.2 (37.2–77.2) |  |
 | HCWs | 1 | 0.632 (0.258–1.549) | – | 0.316 | 36.8 (-54.9–74.2) |  |
 Vaccine type | mRNA vaccines (BNT162b2/mRNA-1273/CVnCoV) | 4 | 0.285 (0.147–0.555) | 68% | < 0.001 | 71.5 (44.5–85.3) | 0.232 |
 | Non-replicating vector vaccine (ChAdOx1/Ad26.COV2.S) | 3 | 0.373 (0.163–0.852) | 91% | 0.019 | 62.7 (14.8–83.7) |  |
 | Inactivated vaccine (CoronaVac) | 2 | 0.534 (0.465–0.614) | 0% | < 0.001 | 46.6 (38.6–53.5) |  |
 | Protein subunit vaccine (SCB-2019) | 1 | 0.082 (0.005–1.361) | – | 0.081 | 91.8 (-36.1–99.5) |  |
Beta/Gamma | |||||||
 All |  | 21 | 0.307 (0.238–0.396) | 88% | < 0.001 | 69.3 (60.4–76.2) |  |
 Vaccine type | mRNA vaccines | 12 | 0.228 (0.182–0.287) | 69% | < 0.001 | 77.2 (71.3–81.8) | 0.006a |
 | Not mRNA vaccines | 9 | 0.492 (0.360–0.674) | 75% | < 0.001 | 50.8 (32.6–64.0) |  |
Delta | |||||||
 All |  | 47 | 0.222 (0.180–0.273) | 99% | < 0.001 | 77.8 (72.7–82.0) |  |
 | Any infection | 28 | 0.254 (0.215–0.300) | 95% | < 0.001 | 74.6 (70.0–78.5) |  |
 | Symptomatic | 24 | 0.208 (0.154–0.281) | 99% | < 0.001 | 79.2 (71.9–84.6) |  |
 Participant | GP | 35 | 0.245 (0.193–0.312) | 99% | < 0.001 | 75.5 (68.8–80.7) |  |
 | HCWs | 5 | 0.236 (0.112–0.497) | 93% | < 0.001 | 76.4 (50.3–88.8) |  |
 | Older | 5 | 0.403 (0.296–0.550) | 98% | < 0.001 | 59.7 (45.0–70.4) |  |
 | Adolescents | 7 | 0.112 (0.076–0.165) | 92% | < 0.001 | 88.8 (83.5–92.4) |  |
 Study design | REW | 44 | 0.214 (0.173–0.266) | 99% | < 0.001 | 78.6 (73.4–82.7) | 0.168 |
 | RCT | 3 | 0.407 (0.176–0.940) | 70% | < 0.001 | 59.3 (6.0–82.4) |  |
 Vaccine type | mRNA vaccines (BNT162b2/mRNA-1273) | 28 | 0.166 (0.134–0.204) | 99% | < 0.001 | 83.4 (79.6–86.6) | < 0.001 |
 | Non-replicating vector vaccine (ChAdOx1/Ad26.COV2.S) | 12 | 0.350 (0.276–0.445) | 98% | < 0.001 | 65.0 (55.5–72.4) |  |
 | Inactivated vaccine (CoronaVac/HB02/CNBG/BBV152/BBIBP-CorV) | 6 | 0.433 (0.358–0.523) | 0% | < 0.001 | 56.7 (47.7–64.2) |  |
 | Protein subunit vaccine (SCB-2019) | 1 | 0.213 (0.101–0.449) | – | < 0.001 | 78.7 (55.1–89.9) |  |
 | Not mRNA vaccines | 19 | 0.368 (0.303–0.448) | 97% | < 0.001 | 63.2 (55.2–69.7) | < 0.001a |
Delta (booster vaccination) | |||||||
 All |  | 6 | 0.045 (0.035–0.058) | 95% | < 0.001 | 95.5 (94.2–96.5) |  |
Omicron | |||||||
 All |  | 3 | 0.441 (0.330–0.591) | 90% | < 0.001 | 55.9 (40.9–67.0) |  |
Omicron (booster vaccination) | |||||||
 All |  | 2 | 0.192 (0.089–0.414) | 99% | < 0.001 | 80.8 (58.6–91.1) |  |