| Literature DB >> 28928178 |
Han Cao1,2, Jing Wang1,3, Yichen Li3, Dongyang Li3, Jin Guo1, Yifei Hu4, Kai Meng5, Dian He1, Bin Liu1,2, Zheng Liu1,2, Han Qi1,2, Ling Zhang1,2.
Abstract
OBJECTIVES: To analyse trends in mortality and causes of death among children aged under 5 years in Beijing, China between 1992 and 2015 and to forecast under-5 mortality rates (U5MRs) for the period 2016-2020.Entities:
Keywords: autoregressive integrated moving average model; leading causes of death; under-5 mortality rate
Mesh:
Year: 2017 PMID: 28928178 PMCID: PMC5623503 DOI: 10.1136/bmjopen-2017-015941
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Figure 1Age composition of the death in children under 5 years old in Beijing, China, 1992–2015.
Mortality rates in neonates, infants and children under 5 years old in Beijing, China, 1992–2015
| Year | Live births | Neonates | Infants | Under-5 years | |||
| Deaths | Mortality rate | Deaths | Mortality rate | Deaths | Mortality rate | ||
| 1992 | 82 105 | 814 | 9.91 | 1023 | 12.46 | 1278 | 15.57 |
| 1993 | 72 959 | 661 | 9.06 | 784 | 10.75 | 1090 | 14.94 |
| 1994 | 72 728 | 578 | 7.95 | 682 | 9.38 | 929 | 12.77 |
| 1995 | 71 049 | 547 | 7.70 | 639 | 8.99 | 879 | 12.37 |
| 1996 | 65 625 | 506 | 7.71 | 580 | 8.84 | 758 | 11.55 |
| 1997 | 66 230 | 487 | 7.35 | 572 | 8.64 | 732 | 11.05 |
| 1998 | 53 429 | 326 | 6.10 | 425 | 7.95 | 516 | 9.66 |
| 1999 | 53 123 | 330 | 6.21 | 387 | 7.28 | 504 | 9.49 |
| 2000 | 54 513 | 265 | 4.86 | 315 | 5.78 | 423 | 7.76 |
| 2001 | 48 443 | 224 | 4.62 | 275 | 5.68 | 377 | 7.78 |
| 2002 | 49 442 | 218 | 4.41 | 264 | 5.34 | 351 | 7.10 |
| 2003 | 38 400 | 178 | 4.64 | 240 | 6.25 | 303 | 7.89 |
| 2004 | 44 572 | 171 | 3.84 | 213 | 4.78 | 244 | 5.47 |
| 2005 | 58 409 | 207 | 3.54 | 273 | 4.67 | 321 | 5.50 |
| 2006 | 63 498 | 214 | 3.37 | 294 | 4.63 | 366 | 5.76 |
| 2007 | 77 658 | 206 | 2.65 | 302 | 3.89 | 358 | 4.61 |
| 2008 | 80 981 | 199 | 2.46 | 301 | 3.72 | 357 | 4.41 |
| 2009 | 89 353 | 221 | 2.47 | 312 | 3.49 | 369 | 4.13 |
| 2010 | 90 583 | 187 | 2.06 | 298 | 3.29 | 377 | 4.16 |
| 2011 | 1 10 033 | 207 | 1.88 | 313 | 2.84 | 375 | 3.41 |
| 2012 | 1 32 227 | 253 | 1.91 | 379 | 2.87 | 435 | 3.29 |
| 2013 | 1 27 015 | 192 | 1.51 | 295 | 2.32 | 366 | 2.88 |
| 2014 | 1 52 929 | 229 | 1.50 | 356 | 2.33 | 442 | 2.89 |
| 2015 | 1 26 648 | 200 | 1.58 | 315 | 2.49 | 391 | 3.09 |
| AARR (%) | −7.67 | −6.76 | −6.79 | ||||
| χ2 | 3200.17 | 3029.94 | 4514.08 | ||||
| p Value | <0.01 | <0.01 | <0.01 | ||||
U5MR, under-5 mortality rate defined as the number of deaths within 5 years from birth per 1000 live births.
NMR, neonatal mortality rate defined as the number of deaths within 28 days from birth per 1000 live births.
IMR, infant mortality rate defined as the number of deaths within 1 year from birth per 1000 live births.
AARR, annual average rate of reduction.
Mortality rates of the leading causes of death in children under 5 years old in Beijing, China, 1992–2015
| Year | Pneumonia | Birth asphyxia | Congenital heart disease | Preterm/low birth weight | Other congenital abnormalities | Other neonatal diseases | ||||||||||
| Mortality rate (%) | Rank order | Mortality rate (%) | Rank order | Mortality rate (%) | Rank order | Mortality rate (%) | Rank order | Mortality rate (%) | Rank order | Mortality rate (%) | Rank order | |||||
| 1992 | 295.96 (19.01) | 1 | 204.62 (13.15) | 2 | 181.47 (11.66) | 3 | 132.76 (8.53) | 4 | 120.58 (7.75) | 5 | 76.73 (4.93) | 6 | ||||
| 1993 | 250.83 (16.79) | 1 | 175.44 (11.74) | 2 | 168.59 (11.28) | 3 | 138.43 (9.27) | 4 | 134.32 (8.99) | 5 | 87.72 (5.87) | 6 | ||||
| 1994 | 213.12 (16.68) | 1 | 140.25 (10.98) | 4 | 149.87 (11.73) | 2 | 141.62 (11.09) | 3 | 125.12 (9.80) | 5 | 82.50 (6.46) | 6 | ||||
| 1995 | 184.38 (14.90) | 1 | 168.90 (13.65) | 2 | 153.42 (12.40) | 3 | 125.27 (10.13) | 5 | 129.49 (10.47) | 4 | 56.30 (4.55) | 7 | ||||
| 1996 | 144.76 (12.53) | 2 | 166.10 (14.38) | 1 | 143.24 (12.40) | 3 | 109.71 (9.50) | 5 | 121.90 (10.55) | 4 | 92.95 (8.05) | 6 | ||||
| 1997 | 113.24 (10.25) | 4 | 187.23 (16.94) | 1 | 144.95 (13.11) | 2 | 107.20 (9.70) | 5 | 129.85 (11.75) | 3 | 61.91 (5.60) | 6 | ||||
| 1998 | 65.51 (6.78) | 5 | 131.01 (13.57) | 2 | 142.24 (14.73) | 1 | 95.45 (9.88) | 4 | 123.53 (12.79) | 3 | 54.28 (5.62) | 6 | ||||
| 1999 | 73.41 (7.74) | 6 | 116.71 (12.30) | 3 | 171.30 (18.06) | 1 | 88.47 (9.33) | 4 | 122.36 (12.90) | 2 | 79.06 (8.33) | 5 | ||||
| 2000 | 51.36 (6.62) | 5 | 117.40 (15.13) | 2 | 170.60 (21.99) | 1 | 56.87 (7.33) | 4 | 95.39 (12.29) | 3 | 38.52 (4.96) | 6 | ||||
| 2001 | 51.61 (6.63) | 5 | 109.41 (14.06) | 2 | 115.60 (14.85) | 1 | 94.96 (12.20) | 3 | 88.76 (11.41) | 4 | 47.48 (6.10) | 6 | ||||
| 2002 | 52.59 (7.41) | 5 | 97.08 (13.68) | 2 | 125.40 (17.66) | 1 | 86.97 (12.25) | 3 | 84.95 (11.97) | 4 | 42.47 (5.98) | 6 | ||||
| 2003 | 31.25 (3.96) | 6 | 109.38 (13.68) | 2 | 140.63 (17.82) | 1 | 85.94 (10.89) | 3 | 70.31 (8.91) | 4 | 62.50 (7.92) | 5 | ||||
| 2004 | 24.68 (4.51) | 6 | 65.06 (11.89) | 4 | 103.20 (18.85) | 1 | 87.50 (15.98) | 2 | 67.31 (12.30) | 3 | 47.11 (8.61) | 5 | ||||
| 2005 | 18.83 (3.43) | 7 | 78.75 (14.33) | 2 | 90.74 (16.51) | 1 | 68.48 (12.46) | 4 | 71.91 (13.08) | 3 | 51.36 (9.35) | 5 | ||||
| 2006 | 42.52 (7.38) | 5 | 72.44 (12.57) | 2 | 107.09 (18.58) | 1 | 58.27 (10.11) | 4 | 66.14 (11.48) | 3 | 33.07 (5.74) | 6 | ||||
| 2007 | 30.90 (6.70) | 6 | 70.82 (15.36) | 2 | 84.99 (18.44) | 1 | 45.07 (9.78) | 4 | 47.64 (10.34) | 3 | 33.48 (7.26) | 5 | ||||
| 2008 | 27.17 (6.16) | 6 | 56.80 (12.89) | 2 | 64.21 (14.57) | 1 | 38.28 (8.68) | 4 | 51.86 (11.76) | 3 | 34.58 (7.84) | 5 | ||||
| 2009 | 26.86 (6.50) | 6 | 53.72 (13.01) | 2 | 73.86 (17.89) | 1 | 34.69 (8.40) | 4 | 36.93 (8.94) | 3 | 27.98 (6.78) | 5 | ||||
| 2010 | 33.12 (7.96) | 5 | 38.64 (9.28) | 3 | 56.30 (13.53) | 2 | 61.82 (14.85) | 1 | 34.22 (8.22) | 4 | 14.35 (3.45) | 9 | ||||
| 2011 | 34.54 (10.13) | 4 | 32.72 (9.60) | 5 | 41.81 (12.27) | 2 | 40.90 (12.00) | 3 | 53.62 (15.73) | 1 | 18.18 (5.33) | 6 | ||||
| 2012 | 22.69 (6.90) | 5 | 55.21 (16.78) | 1 | 38.57 (11.72) | 3 | 48.40 (14.71) | 2 | 34.79 (10.57) | 4 | 19.66 (5.98) | 6 | ||||
| 2013 | 22.04 (7.65) | 5 | 35.43 (12.30) | 2 | 34.64 (12.02) | 3 | 39.37 (13.66) | 1 | 33.85 (11.75) | 4 | 11.81 (4.10) | 8 | ||||
| 2014 | 16.35 (5.66) | 5 | 26.81 (9.28) | 4 | 39.23 (13.57) | 2 | 54.27 (18.78) | 1 | 34.66 (11.99) | 3 | 5.23 (1.81) | 14 | ||||
| 2015 | 22.90 (7.42) | 5 | 31.58 (10.23) | 3 | 38.69 (12.53) | 2 | 56.85 (18.41) | 1 | 27.64 (8.95) | 4 | 6.32 (2.05) | 13 | ||||
| AARR(%) | −10.53 | −7.80 | −6.50 | −3.62 | −6.20 | −10.28 | ||||||||||
Mortality rates are presented as deaths per 100 000 live births per year.
AARR, annual average rate of reduction.
Figure 2Trends in cause-specific mortality rates among children of different ages in Beijing, China, 1992–2015: (A) children under 5 yers old; (B) neonates (<28 days); (C) 28 days to <1 year; (D) 1–4 years.
Autocorrelation and partial autocorrelation functions of the first difference time series
| Autocorrelation | Partial correlation | AC | PAC | Q-Stat | p Value | |
|
|
| 1 | −0.448 | −0.448 | 4.840 | 0.028 |
| 2 | 0.193 | −0.009 | 5.788 | 0.055 | ||
| 3 | −0.094 | −0.014 | 6.027 | 0.110 | ||
| 4 | 0.336 | 0.363 | 9.239 | 0.055 | ||
| 5 | −0.235 | 0.068 | 10.913 | 0.053 | ||
| 6 | 0.151 | 0.023 | 11.651 | 0.070 | ||
| 7 | 0.070 | 0.170 | 11.821 | 0.107 | ||
| 8 | −0.105 | −0.158 | 12.231 | 0.141 | ||
| 9 | −0.129 | −0.306 | 12.897 | 0.167 | ||
| 10 | 0.154 | −0.082 | 13.932 | 0.176 | ||
| 11 | −0.011 | 0.032 | 13.938 | 0.236 | ||
| 12 | −0.199 | −0.106 | 16.060 | 0.189 | ||
| 13 | 0.080 | 0.031 | 16.449 | 0.226 | ||
| 14 | −0.079 | −0.093 | 16.879 | 0.263 | ||
| 15 | −0.036 | −0.065 | 16.985 | 0.320 | ||
| 16 | −0.088 | −0.016 | 17.733 | 0.340 | ||
| 17 | 0.021 | −0.181 | 17.788 | 0.402 | ||
| 18 | −0.056 | −0.029 | 18.300 | 0.436 | ||
| 19 | −0.025 | 0.106 | 18.451 | 0.493 | ||
| 20 | 0.000 | 0.032 | 18.451 | 0.558 |
AC, autocorrelation; PAC, partial correlation; Q-Stat, Q-statistic.
Results of validation in the ARIMA (1, 1, 1) model
| Year | Actual values (‰) | Predictive values (‰) | 95% CI | Relative error (%) | |
| Upper | Lower | ||||
| 1992 | 15.57 | – | – | – | – |
| 1993 | 14.94 | 14.58 | 12.91 | 16.25 | −2.41 |
| 1994 | 12.77 | 13.76 | 12.50 | 15.03 | 7.75 |
| 1995 | 12.37 | 12.84 | 11.68 | 14.00 | 3.80 |
| 1996 | 11.55 | 11.69 | 10.57 | 12.80 | 1.21 |
| 1997 | 11.05 | 10.82 | 9.73 | 11.91 | −2.08 |
| 1998 | 9.66 | 9.98 | 8.91 | 11.05 | 3.31 |
| 1999 | 9.49 | 9.37 | 8.32 | 10.43 | −1.26 |
| 2000 | 7.76 | 8.51 | 7.47 | 9.56 | 9.66 |
| 2001 | 7.78 | 8.08 | 7.04 | 9.12 | 3.86 |
| 2002 | 7.10 | 7.22 | 6.18 | 8.25 | 1.69 |
| 2003 | 7.89 | 6.65 | 5.62 | 7.68 | −15.72 |
| 2004 | 5.47 | 5.80 | 4.77 | 6.82 | 6.03 |
| 2005 | 5.50 | 5.85 | 4.83 | 6.87 | 6.36 |
| 2006 | 5.76 | 5.21 | 4.19 | 6.22 | −9.55 |
| 2007 | 4.61 | 4.61 | 3.59 | 5.63 | 0 |
| 2008 | 4.41 | 4.46 | 3.44 | 5.47 | 1.13 |
| 2009 | 4.13 | 4.07 | 3.05 | 5.08 | −1.45 |
| 2010 | 4.16 | 3.76 | 2.75 | 4.77 | −9.62 |
| 2011 | 3.41 | 3.43 | 2.42 | 4.44 | 0.59 |
| 2012 | 3.29 | 3.37 | 2.36 | 4.38 | 2.43 |
| 2013 | 2.88 | 3.17 | 2.16 | 4.17 | 10.07 |
| 2014 | 2.89 | 3.10 | 2.09 | 4.10 | 7.27 |
| 2015 | 3.09 | 2.90 | 1.86 | 3.94 | −3.97 |
Figure 3Prediction of ARIMA (1,1,1) model. UCL, upper control limit; LCL, lower control limit.