| Literature DB >> 32513892 |
Karen Hughes1,2, Kat Ford3, Rajendra Kadel4, Catherine A Sharp3, Mark A Bellis4,2.
Abstract
OBJECTIVE: To estimate the health and financial burden of adverse childhood experiences (ACEs) in England and Wales.Entities:
Keywords: epidemiology; health economics; public health
Mesh:
Year: 2020 PMID: 32513892 PMCID: PMC7282338 DOI: 10.1136/bmjopen-2019-036374
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Risk ratios for risk factors and causes of ill health at each ACE count level
| 1 ACE | 2–3 ACEs | ≥4 ACEs | |||||||
| RR | 95% CI | P value | RR | 95% CI | P value | RR | 95% CI | P value | |
| Risk factors | |||||||||
| Alcohol use | 1.164 | 1.041 to 1.301 | 0.008 | 1.311 | 1.165 to 1.475 | <0.001 | 1.837 | 1.631 to 2.069 | <0.001 |
| Smoking | 1.188 | 1.091 to 1.293 | <0.001 | 1.448 | 1.329 to 1.578 | <0.001 | 2.079 | 1.904 to 2.270 | <0.001 |
| Drug use | 1.648 | 1.168 to 2.327 | 0.005 | 3.184 | 2.342 to 4.330 | <0.001 | 8.685 | 6.658 to 11.328 | <0.001 |
| High BMI | 1.031 | 0.986 to 1.078 | 0.177 | 1.062 | 1.012 to 1.115 | 0.015 | 1.075 | 1.011 to 1.142 | 0.020 |
| Causes of ill health | |||||||||
| Depression | 1.560 | 1.305 to 1.865 | <0.001 | 2.137 | 1.820 to 2.509 | <0.001 | 2.766 | 2.374 to 3.223 | <0.001 |
| Anxiety | 1.429 | 1.169 to 1.747 | <0.001 | 2.151 | 1.806 to 2.563 | <0.001 | 2.751 | 2.316 to 3.266 | <0.001 |
| Other mental illness | 1.684 | 1.008 to 2.812 | 0.046 | 3.216 | 2.083 to 4.964 | <0.001 | 5.115 | 3.356 to 7.796 | <0.001 |
| Violence | 1.383 | 1.107 to 1.728 | 0.004 | 2.955 | 2.448 to 3.566 | <0.001 | 5.625 | 4.745 to 6.667 | <0.001 |
| Cancer | 1.009 | 0.800 to 1.273 | 0.937 | 1.101 | 0.854 to 1.419 | 0.459 | 2.078 | 1.588 to 2.720 | <0.001 |
| Type 2 diabetes | 1.157 | 0.958 to 1.398 | 0.131 | 1.223 | 0.995 to 1.503 | 0.056 | 1.782 | 1.400 to 2.268 | <0.001 |
| Heart disease | 1.102 | 0.836 to 1.453 | 0.492 | 1.415 | 1.072 to 1.868 | 0.014 | 1.928 | 1.366 to 2.722 | <0.001 |
| Stroke | 1.238 | 0.800 to 1.918 | 0.338 | 1.427 | 0.906 to 2.250 | 0.125 | 2.705 | 1.660 to 4.409 | <0.001 |
| Respiratory disease | 1.224 | 0.927 to 1.615 | 0.155 | 1.806 | 1.383 to 2.358 | <0.001 | 2.612 | 1.929 to 3.536 | <0.001 |
Analysis used generalised linear modelling controlling for study sampling region, deprivation quintile, age, gender and ethnicity.
Reference category: 0 ACE.
ACE, adverse childhood experience; BMI, body mass index; CI, confidence interval; RR, risk ratio.
Population attributable fractions and DALYs and costs attributable to ACEs
| Population attributable fraction | Total DALYs (age 15+) | DALYs attributable to ACEs | Total estimated cost | Attributable costs by ACE count | ||||||||||
| 1 ACE | 2–3 ACEs | ≥4 ACEs | All ACEs | 1 ACE | 2–3 ACEs | ≥4 ACEs | All ACEs | 1 ACE | 2–3 ACEs | ≥4 ACEs | All ACEs | |||
| Alcohol use | ||||||||||||||
| Wales | 0.026 | 0.040 | 0.089 | 0.156 | 38 114 | 999 | 1527 | 3404 | 5929 | 758.4 | 19.9 | 30.4 | 67.7 | 118.0 |
| England | 0.029 | 0.042 | 0.061 | 0.131 | 606 086 | 17 297 | 25 199 | 36 972 | 79 467 | 17 028.6 | 486.0 | 708.0 | 1038.8 | 2232.7 |
| Smoking | ||||||||||||||
| Wales | 0.029 | 0.055 | 0.110 | 0.194 | 121 011 | 3474 | 6663 | 13 307 | 23 444 | 2408.0 | 69.1 | 132.6 | 264.8 | 466.5 |
| England | 0.031 | 0.058 | 0.076 | 0.165 | 1 590 656 | 50 082 | 91 530 | 120 314 | 261 926 | 44 691.1 | 1407.1 | 2571.6 | 3380.3 | 7359.1 |
| Drug use | ||||||||||||||
| Wales | 0.051 | 0.137 | 0.400 | 0.588 | 22 518 | 1140 | 3090 | 9011 | 13 241 | 448.1 | 22.7 | 61.5 | 179.3 | 263.5 |
| England | 0.062 | 0.159 | 0.306 | 0.526 | 331 956 | 20 459 | 52 832 | 101 413 | 174 704 | 9326.6 | 574.8 | 1484.4 | 2849.3 | 4908.5 |
| High BMI | ||||||||||||||
| Wales | 0.006 | 0.009 | 0.009 | 0.024 | 73 423 | 422 | 677 | 677 | 1775 | 1461.0 | 8.4 | 13.5 | 13.5 | 35.3 |
| England | 0.006 | 0.009 | 0.006 | 0.022 | 1 203 925 | 7346 | 11 219 | 7388 | 25 954 | 33 825.5 | 206.4 | 315.2 | 207.6 | 729.2 |
| Depression | ||||||||||||||
| Wales | 0.071 | 0.115 | 0.149 | 0.335 | 16 161 | 1142 | 1865 | 2401 | 5407 | 321.6 | 22.7 | 37.1 | 47.8 | 107.6 |
| England | 0.078 | 0.122 | 0.103 | 0.303 | 294 592 | 23 073 | 35 890 | 30 416 | 89 379 | 8276.9 | 648.3 | 1008.4 | 854.6 | 2511.2 |
| Anxiety | ||||||||||||||
| Wales | 0.055 | 0.119 | 0.150 | 0.324 | 12 434 | 684 | 1477 | 1861 | 4023 | 247.4 | 13.6 | 29.4 | 37.0 | 80.0 |
| England | 0.061 | 0.126 | 0.104 | 0.291 | 203 872 | 12 452 | 25 606 | 21 239 | 59 297 | 5728.0 | 349.9 | 719.4 | 596.7 | 1666.0 |
| Other mental illness | ||||||||||||||
| Wales | 0.065 | 0.170 | 0.262 | 0.497 | 28 076 | 1832 | 4772 | 7347 | 13 951 | 558.7 | 36.5 | 95.0 | 146.2 | 277.6 |
| England | 0.075 | 0.187 | 0.189 | 0.452 | 517 544 | 38 976 | 96 724 | 98 011 | 233 711 | 14 540.9 | 1095.1 | 2717.6 | 2753.7 | 6566.3 |
| Violence | ||||||||||||||
| Wales | 0.037 | 0.152 | 0.299 | 0.489 | 1703 | 63 | 260 | 509 | 832 | 33.9 | 1.3 | 5.2 | 10.1 | 16.6 |
| England | 0.044 | 0.170 | 0.220 | 0.434 | 29 134 | 1270 | 4961 | 6404 | 12 635 | 818.6 | 35.7 | 139.4 | 179.9 | 355.0 |
| Cancer | ||||||||||||||
| Wales | 0.002 | 0.013 | 0.118 | 0.133 | 179 919 | 279 | 2397 | 21 263 | 23 939 | 3580.2 | 5.6 | 47.7 | 423.1 | 476.4 |
| England | 0.002 | 0.014 | 0.082 | 0.097 | 2 725 146 | 4666 | 38 124 | 222 605 | 265 395 | 76 565.7 | 131.1 | 1071.1 | 6254.3 | 7456.5 |
| Type 2 diabetes | ||||||||||||||
| Wales | 0.026 | 0.029 | 0.085 | 0.140 | 23 306 | 597 | 681 | 1982 | 3260 | 463.8 | 11.9 | 13.5 | 39.4 | 64.9 |
| England | 0.028 | 0.030 | 0.058 | 0.116 | 356 871 | 9939 | 10 802 | 20 707 | 41 448 | 10 026.6 | 279.2 | 303.5 | 581.8 | 1164.5 |
| Heart disease | ||||||||||||||
| Wales | 0.016 | 0.053 | 0.098 | 0.167 | 77 275 | 1243 | 4077 | 7556 | 12 877 | 1537.7 | 24.7 | 81.1 | 150.4 | 256.2 |
| England | 0.018 | 0.055 | 0.067 | 0.140 | 1 049 623 | 18 461 | 57 674 | 70 352 | 146 487 | 29 490.2 | 518.7 | 1620.4 | 1976.6 | 4115.7 |
| Stroke | ||||||||||||||
| Wales | 0.034 | 0.049 | 0.163 | 0.246 | 39 189 | 1336 | 1926 | 6372 | 9634 | 779.8 | 26.6 | 38.3 | 126.8 | 191.7 |
| England | 0.038 | 0.052 | 0.114 | 0.204 | 546 308 | 20 801 | 28 579 | 62 218 | 111 597 | 15 349.1 | 584.4 | 802.9 | 1748.1 | 3135.4 |
| Respiratory disease | ||||||||||||||
| Wales | 0.031 | 0.090 | 0.149 | 0.270 | 50 697 | 1570 | 4550 | 7545 | 13 664 | 1008.8 | 31.2 | 90.5 | 150.1 | 271.9 |
| England | 0.034 | 0.095 | 0.104 | 0.233 | 784 621 | 27 000 | 74 559 | 81 386 | 182 945 | 22 044.7 | 758.6 | 2094.8 | 2286.6 | 5140.0 |
*Calculated as 1 DALY=GVA per capita (£19 899 Wales, £28 096 England; balanced, current basic prices, 2017).
ACE, adverse childhood experience; BMI, body mass index; DALY, disability adjusted life year; GVA, gross value added.
Total ACE-attributable DALYs and costs and sensitivity analyses
| ACE-attributable DALYs (thousands) | ACE-attributable costs | Equivalent % of GVA | |||||||
| England | Wales | England and Wales | England | Wales | England and Wales | England | Wales | England and Wales | |
| Best estimate | 1444.9 | 110.0 | 1554.9 | 40.6 | 2.2 | 42.8 | 2.6 | 3.5 | 2.6 |
| Limited to DALYs for individuals aged 15–69 years old | 956.4 | 69.5 | 1025.8 | 26.9 | 1.4 | 28.3 | 1.7 | 2.2 | 1.7 |
| PAFs generated using lower CIs for RRs | 546.7 | 47.7 | 594.4 | 15.4 | 0.9 | 16.3 | 1.0 | 1.5 | 1.0 |
| PAFs generated using upper CIs for RRs | 2314.3 | 169.0 | 2483.2 | 65.0 | 3.4 | 68.4 | 4.2 | 5.4 | 4.2 |
| Lower bound (uncertainty interval) for DALYs | 1273.7 | 96.0 | 1369.8 | 35.8 | 1.9 | 37.7 | 2.3 | 3.1 | 2.3 |
| Upper bound (uncertainty interval) for DALYs | 1638.6 | 126.0 | 1764.7 | 46.0 | 2.5 | 48.5 | 2.9 | 4.0 | 3.0 |
ACE, adverse childhood experience; DALY, disability adjusted life year; GVA, gross value added; PAF, population attributable fraction; RR, risk ratio.
Figure 1Proportion of ACE-attributable costs for each risk factor and cause of ill health attributed to 1, 2–3 and ≥4 ACE categories. ACE, adverse childhood experience; BMI, body mass index.