Risk factors | Number of studies | Pooled estimates | Measure of heterogeneity | Publication bias | ||||
---|---|---|---|---|---|---|---|---|
Sample size | ESBL positive | I2 (95%CI) | Q value | I2 | Q | Begg and Mazumdar rank P-value | ||
Overall Human | ||||||||
E. coli | 101 | 75,064 | 17,513 | 33% (28.2–38.1) | 11465.719 | 99.128 | < 0.001 | 0.51290 |
K. pneumoniae | 101 | 34,099 | 8165 | 32.7% (28.6–37.1) | 4420.069 | 99.128 | < 0.001 | 0.94853 |
Human settings | ||||||||
Hospital | ||||||||
E. coli | 68 | 33,906 | 11,068 | 49% (41.1–57.4) | 6538.749 | 98.975 | < 0.001 | 0.70704 |
K. pneumoniae | 68 | 17,106 | 4321 | 45.0% (38.8–53.4) | 2695.361 | 97.514 | < 0.001 | 0.38823 |
Tertiary Hospital | ||||||||
E. coli | 20 | 135,146 | 11,325 | 37.6% (20.9–58.0) | 16771.387 | 99.887 | < 0.001 | 0.06924 |
K. pneumoniae | 20 | 28,333 | 4442 | 35.1% (22.8–49.7) | 3742.403 | 99.519 | < 0.001 | 0.15146 |
Military Hospital | ||||||||
E. coli | 3 | 4387 | 1373 | 42.3% (17.6–71.5) | 368.625 | 99.457 | < 0.001 | 0.11719 |
K. pneumoniae | 3 | 2153 | 468 | 19.9% (12.8–29.7) | 44.703 | 95.526 | < 0.001 | 0.60151 |
Study year | ||||||||
1990–2000 | − | |||||||
E. coli | 4 | 2719 | 192 | 10.9% (04.4–24.5) | 116.215 | 97.419 | < 0.001 | 0.49691 |
K. pneumoniae | 4 | 1068 | 154 | 25.4% (7.1–60.0) | 171.414 | 98.250 | < 0.001 | 0.17423 |
2000–2010 | ||||||||
E. coli | 27 | 11,107 | 2667 | 29.6% (21.5–39.1) | 1764.542 | 98.527 | < 0.001 | 0.40435 |
K. pneumoniae | 27 | 7211 | 2405 | 39.7% (31.8–48.1) | 989.685 | 97.372 | < 0.001 | 0.19618 |
2011–2020 | ||||||||
E. coli | 59 | 36,636 | 9422 | 35.8% (29.4–42.9) | 6067.911 | 99.044 | < 0.001 | 0.75857 |
K. pneumoniae | 59 | 18,333 | 3545 | 28.9% (23.7–34.8) | 2366.531 | 97.549 | < 0.001 | 0.32342 |
2021–2022 | ||||||||
E. coli | 11 | 12,719 | 5516 | 53.5% (41.1–65.5) | 375.190 | 97.335 | < 0.001 | 0.58579 |
K. pneumoniae | 11 | 6524 | 1961 | 37.3% (28.7–46.8) | 99.095 | 89.909 | < 0.001 | 0.97893 |
Samples | ||||||||
Blood | ||||||||
E. coli | 14 | 11,903 | 2875 | 22.7% (16.9–29.9) | 641.879 | 97.975 | < 0.001 | 0.62222 |
K. pneumoniae | 14 | 7655 | 1278 | 34.2% (20.8–50.6) | 1152.802 | 98.872 | < 0.001 | 0.78430 |
Faecal | ||||||||
E. coli | 8 | 538 | 243 | 52.7% (29.3–74.9) | 139.664 | 94.988 | < 0.001 | 0.13765 |
K. pneumoniae | 8 | 633 | 123 | 19.8% (9.9–35.8) | 84.956 | 91.760 | < 0.001 | 0.02595 |
Urine | ||||||||
E. coli | 24 | 16,547 | 2885 | 34.5% (24.6–45.9) | 2047.148 | 98.876 | < 0.001 | 0.92097 |
K. pneumoniae | 24 | 3852 | 37.7% (28.7–47.7) | 504.579 | 95.442 | < 0.001 | 0.88169 | |
Stool and urine | ||||||||
E. coli | 3 | 18,520 | 95 | 3.4% (1–10.4) | 40.165 | 95.020 | < 0.001 | 0.60151 |
K. pneumoniae | 3 | 12,735 | 227 | 20.9% (4.6–59.1) | 38.051 | 94.744 | < 0.001 | 0.11719 |
Various specimens | ||||||||
E. coli | 33 | 23,970 | 7557 | 34.2% (26.1–43.3) | 1996.713 | 98.397 | < 0.001 | 0.43850 |
K. pneumoniae | 33 | 13,261 | 3432 | 28.8% (22.1–36.6) | 1087.196 | 97.057 | < 0.001 | 0.75665 |
Countries | ||||||||
China | ||||||||
E. coli | 3 | 859 | 363 | 39.7% (27.7–53.1) | 23.425 | 91.462 | < 0.001 | 0.60151 |
K. pneumoniae | 3 | 877 | 165 | 23.4% (13.7–37.0) | 16.911 | 88.173 | < 0.001 | 0.60151 |
India | ||||||||
E. coli | 7 | 1506 | 455 | 35.2% (25.4–46.4) | 85.911 | 93.016 | < 0.001 | 0.22634 |
K. pneumoniae | 7 | 970 | 303 | 36.3% (24.3–50.3) | 89.011 | 93.259 | < 0.001 | 0.92873 |
Iran | ||||||||
E. coli | 5 | 1433 | 404 | 42.9% (20.0–69.3) | 259.145 | 98.456 | < 0.001 | 0.32719 |
K. pneumoniae | 5 | 436 | 221 | 55.0% (38.4–70.6) | 44.200 | 90.950 | < 0.001 | 0.43562 |
Israel | ||||||||
E. coli | 3 | 945 | 146 | 17.7% (9.7–30.1) | 24.392 | 91.801 | < 0.001 | 0.60151 |
K. pneumoniae | 3 | 881 | 289 | 36.1% (28.7–44.3) | 4.516 | 55.718 | < 0.001 | 0.60151 |
Korea | ||||||||
E. coli | 9 | 2252 | 473 | 23.8% (10.8–44.4) | 449.122 | 98.219 | < 0.001 | 0.75445 |
K. pneumoniae | 9 | 29.5% (19.5–41.9) | 110.576 | 92.765 | < 0.001 | 0.91697 | ||
Nepal | − | − | − | − | ||||
E. coli | 4 | 1338 | 442 | 36.3% (13.3–68.0) | 308.318 | 98.703 | < 0.001 | 0.62421 |
K. pneumoniae | 4 | 660 | 73 | 15.1% (8.3–25.7) | 17.544 | 77.200 | < 0.001 | 062421 |
Nigeria | ||||||||
E. coli | 12 | 1408 | 591 | 42.3% (25.1–61.6) | 356.471 | 96.914 | < 0.001 | 0.33705 |
K. pneumoniae | 12 | 1107 | 313 | 27.0% (18.7–37.2) | 106.094 | 89.632 | < 0.001 | 0.68075 |
Pakistan | ||||||||
E. coli | 4 | 1815 | 587 | 34.3% (18.6–54.6) | 174.838 | 98.284 | < 0.001 | 1.0000 |
K. pneumoniae | 4 | 1006 | 269 | 26.7% (12.2–48.8) | 109.626 | 97.263 | < 0.001 | 1.0000 |
Saudi Arabia | ||||||||
E. coli | 3 | 2271 | 441 | 34.6% (10.3–70.9) | 297.555 | 99.328 | < 0.001 | 0.60151 |
K. pneumoniae | 3 | 1081 | 200 | 29.2% (9.8–61.1) | 108.691 | 98.160 | < 0.001 | 0.60151 |
Taiwan | ||||||||
E. coli | 6 | 1208 | 596 | 43.0% (31.1–55.7) | 91.477 | 93.441 | < 0.001 | 0.45269 |
K. pneumoniae | 6 | 1182 | 568 | 44.4% (36.5–52.5) | 38.247 | 84.313 | < 0.001 | 0.29311 |
Thailand | ||||||||
E. coli | 6 | 16,792 | 6582 | 52.1% (42.0–62.0) | 435.392 | 98.622 | < 0.001 | 0.88062 |
K. pneumoniae | 6 | 8336 | 8336 | 32.0% (22.3–43.6) | 343.138 | 98.251 | < 0.001 | 0.45269 |
Turkey | ||||||||
E. coli | 4 | 905 | 327 | 38.1% (25.7–52.3) | 42.725 | 90.638 | < 0.001 | 0.62421 |
K. pneumoniae | 4 | 622 | 222 | 41.8% (31.8–52.4) | 14.948 | 73.241 | < 0.001 | 1.0000 |
USA | ||||||||
E. coli | 3 | 1173 | 203 | 23.2% (13.2–37.4) | 10.706 | 81.319 | < 0.001 | 0.117119 |
K. pneumoniae | 3 | 286 | 139 | 55.7% (17.2–88.5) | 76.316 | 97.379 | < 0.001 | 0.60151 |
Continent | ||||||||
Africa | ||||||||
E. coli | 28 | 3649 | 1291 | 44.3% (32.2–57.2) | 859.940 | 96.860 | < 0.001 | 0.42938 |
K. pneumoniae | 28 | 2129 | 586 | 32.8% (24.6–42.2) | 322.557 | 91.629 | < 0.001 | 0.96848 |
Asia | ||||||||
E. coli | 72 | 37,812 | 11,900 | 35.7% (31.2–40.5) | 4138.772 | 98.285 | < 0.001 | 0.38421 |
K. pneumoniae | 72 | 20,673 | 5844 | 30.3% (26.6–34.3) | 1841.097 | 96.198 | < 0.001 | 0.88163 |
Europe | ||||||||
E. coli | 9 | 16,485 | 14,916 | 23.1% (13.9–35.9) | 1109.543 | 99.189 | < 0.001 | 0.53125 |
K. pneumoniae | 9 | 7072 | 2833 | 25.4% (11.0–48.2) | 1322.463 | 99.319 | < 0.001 | 0.32518 |
North America | ||||||||
E. coli | 7 | 5862 | 2229 | 28.1% (8.9–60.8) | 2116.863 | 99.669 | < 0.001 | 0.50000 |
K. pneumoniae | 7 | 3464 | 6657 | 25.0% (11.1–47.1) | 550.010 | 98.727 | < 0.001 | 0.45790 |