| Literature DB >> 29483392 |
Yukie Ito1, Manabu Akahane1, Tomoaki Imamura1.
Abstract
BACKGROUND: In Japan, the demand for emergency transportation for people with heat-related illness has recently increased. The purpose of this study was to investigate the relationship between incidents of heat-related illness and the daily maximum temperature.Entities:
Keywords: Emergency Transportation; Heat-Related Diseases; Temperature
Mesh:
Year: 2018 PMID: 29483392 PMCID: PMC5850674 DOI: 10.4103/0366-6999.226061
Source DB: PubMed Journal: Chin Med J (Engl) ISSN: 0366-6999 Impact factor: 2.628
Mean daily maximum temperature for the study period and the past 10 years
| Districts | Mean daily maximum temperature for the study period (°C) | Mean daily maximum temperature for the past 10 years (°C) | ||||
|---|---|---|---|---|---|---|
| Mean ± SD | Minimum value | Maximum value | Mean ± SD | Minimum value | Maximum value | |
| Hokkaido | 25.5 ± 4.0 | 13.6 | 34.1 | 24.1 ± 2.3 | 18.1 | 29.6 |
| Tohoku | 28.0 ± 4.7 | 13.4 | 37.7 | 26.4 ± 2.7 | 19.2 | 34.0 |
| Kanto | 29.7 ± 4.4 | 14.9 | 39.8 | 28.4 ± 2.5 | 20.9 | 34.5 |
| Hokuriku | 29.6 ± 4.1 | 17.4 | 37.6 | 28.5 ± 2.6 | 22.2 | 34.5 |
| Koshin | 30.2 ± 4.3 | 16.7 | 38.1 | 29.3 ± 2.8 | 20.6 | 35.3 |
| Tokai | 30.2 ± 3.8 | 15.9 | 38.0 | 29.8 ± 2.5 | 22.8 | 35.8 |
| Kinki | 30.5 ± 3.8 | 17.7 | 38.1 | 30.2 ± 2.5 | 21.9 | 35.5 |
| Sanin | 30.3 ± 4.1 | 20.0 | 38.4 | 29.3 ± 2.5 | 23.3 | 35.0 |
| Sanyo | 30.6 ± 3.6 | 19.2 | 37.9 | 30.3 ± 2.3 | 23.9 | 34.8 |
| Shikoku | 30.4 ± 3.5 | 20.1 | 36.8 | 30.2 ± 2.3 | 24.1 | 34.5 |
| Kyushu | 30.3 ± 3.4 | 19.4 | 37.8 | 30.5 ± 2.2 | 24.0 | 35.6 |
The mean daily maximum temperatures for the individual periods were added and avaraged. The minimum and maximum values are the lowest and the highest values of the daily maximum temperatures for the individual periods, respectively. Study period: The periods from June to September in 2010–2012; The past 10 years: the periods from June to September in 2000–2011. SD: Standard deviation.
Number of emergency transports because of heat-related diseases (June to September in 2010–2012)
| Districts | Children (aged 7–17 years) | Adults (aged 18–64 years) | Elderly persons (aged ≥65 years) | Total | ||||
|---|---|---|---|---|---|---|---|---|
| Number of transports | Number of transports per 100,000 children | Number of transports | Number of transports per 100,000 adults | Number of transports | Number of transports per 100,000 elderly persons | Number of transports | Number of transports per 100,000 people | |
| Hokkaido | 46 | 24.1 | 246 | 19.8 | 256 | 65.3 | 548 | 30.0 |
| Tohoku | 384 | 127.6 | 1003 | 59.7 | 1266 | 215.8 | 2653 | 103.4 |
| Kanto | 1965 | 101.7 | 8106 | 62.9 | 7280 | 180.6 | 17,351 | 92.1 |
| Hokuriku | 323 | 149.6 | 909 | 77.1 | 918 | 203.8 | 2150 | 116.5 |
| Koshin | 90 | 108.0 | 195 | 46.5 | 251 | 147.2 | 536 | 79.6 |
| Tokai | 456 | 115.0 | 1811 | 79.7 | 2254 | 273.4 | 4521 | 129.4 |
| Kinki | 704 | 104.5 | 2854 | 68.8 | 3197 | 208.7 | 6755 | 106.3 |
| Sanin | 84 | 169.9 | 248 | 98.2 | 261 | 246.5 | 593 | 145.4 |
| Sanyo | 339 | 135.4 | 900 | 68.3 | 883 | 195.0 | 2122 | 105.0 |
| Shikoku | 255 | 142.8 | 572 | 60.3 | 711 | 196.9 | 1538 | 103.4 |
| Kyushu | 712 | 126.7 | 1788 | 59.7 | 1664 | 171.0 | 4164 | 91.9 |
| Total | 5358 | 110.9 | 18,632 | 63.5 | 18,941 | 191.7 | 42,931 | 97.5 |
Relationship between daily maximum temperature/mean daily relative humidity and emergency transports per 100,000 people, by age group
| Districts | Maximum temperature/relative humidity | Children (aged 7–17 years) | Adults (aged 18–64 years) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| β | Standardized β | 95% | Adjusted | β | Standardized β | 95% | Adjusted | ||||
| Lower limit | Upper limit | Lower limit | Upper limit | ||||||||
| Hokkaido | DHT | 0.016 | 0.291† | 0.010 | 0.021 | 0.076 | 0.013 | 0.463† | 0.011 | 0.016 | 0.213 |
| MDRH | 0.001 | 0.031 | −0.002 | 0.003 | 0.000 | −0.015 | −0.001 | 0.001 | |||
| Tohoku | DHT | 0.061 | 0.245† | 0.050 | 0.072 | 0.062 | 0.036 | 0.443† | 0.033 | 0.039 | 0.183 |
| MDRH | −0.002 | −0.014 | −0.007 | 0.004 | 0.002 | 0.039 | 0.000 | 0.003 | |||
| Kanto | DHT | 0.083 | 0.302† | 0.072 | 0.095 | 0.090 | 0.043 | 0.509† | 0.040 | 0.046 | 0.268 |
| MDRH | 0.000 | 0.001 | −0.006 | 0.006 | −0.001 | −0.022 | −0.003 | 0.001 | |||
| Hokuriku | DHT | 0.077 | 0.241† | 0.059 | 0.096 | 0.054 | 0.047 | 0.456† | 0.041 | 0.052 | 0.220 |
| MDRH | 0.002 | 0.013 | −0.007 | 0.011 | −0.001 | −0.03 | −0.004 | 0.001 | |||
| Koshin | DHT | 0.066 | 0.160† | 0.032 | 0.099 | 0.021 | 0.026 | 0.373† | 0.021 | 0.032 | 0.121 |
| MDRH | 0.004 | 0.018 | −0.014 | 0.022 | 0.002 | 0.056 | −0.001 | 0.005 | |||
| Tokai | DHT | 0.086 | 0.267† | 0.068 | 0.105 | 0.076 | 0.055 | 0.453† | 0.049 | 0.061 | 0.215 |
| MDRH | −0.003 | −0.022 | −0.010 | 0.004 | −0.001 | −0.025 | −0.004 | 0.001 | |||
| Kinki | DHT | 0.080 | 0.302† | 0.068 | 0.092 | 0.080 | 0.047 | 0.504† | 0.043 | 0.051 | 0.240 |
| MDRH | 0.005 | 0.047* | 0.000 | 0.010 | 0.001 | 0.029 | 0.000 | 0.003 | |||
| Sanin | DHT | 0.106 | 0.206† | 0.062 | 0.151 | 0.043 | 0.059 | 0.403† | 0.048 | 0.071 | 0.184 |
| MDRH | −0.003 | −0.013 | −0.025 | 0.018 | −0.003 | −0.048 | −0.009 | 0.002 | |||
| Sanyo | DHT | 0.088 | 0.257† | 0.066 | 0.110 | 0.064 | 0.054 | 0.474† | 0.047 | 0.061 | 0.200 |
| MDRH | 0.001 | 0.004 | −0.009 | 0.010 | 0.003 | 0.061* | 0.000 | 0.006 | |||
| Shikoku | DHT | 0.090 | 0.235† | 0.069 | 0.111 | 0.049 | 0.041 | 0.391† | 0.035 | 0.046 | 0.140 |
| MDRH | 0.004 | 0.032 | −0.003 | 0.012 | 0.002 | 0.041 | 0.000 | 0.004 | |||
| Kyushu | DHT | 0.083 | 0.293† | 0.071 | 0.094 | 0.076 | 0.041 | 0.405† | 0.037 | 0.045 | 0.150 |
| MDRH | 0.004 | 0.038 | 0.000 | 0.008 | 0.001 | 0.038* | 0.000 | 0.003 | |||
| Hokkaido | 0.045 | 0.485† | 0.036 | 0.054 | 0.234 | ||||||
| −0.001 | −0.014 | −0.004 | 0.003 | ||||||||
| Tohoku | 0.127 | 0.491† | 0.117 | 0.138 | 0.230 | ||||||
| 0.004 | 0.028 | −0.002 | 0.009 | ||||||||
| Kanto | 0.125 | 0.495† | 0.116 | 0.134 | 0.277 | ||||||
| −0.009 | −0.065† | −0.013 | −0.004 | ||||||||
| Hokuriku | 0.121 | 0.462† | 0.108 | 0.135 | 0.223 | ||||||
| −0.003 | −0.022 | −0.009 | 0.004 | ||||||||
| Koshin | 0.074 | 0.364† | 0.058 | 0.089 | 0.130 | ||||||
| 0.000 | 0.000 | −0.008 | 0.008 | ||||||||
| Tokai | 0.159 | 0.483† | 0.142 | 0.175 | 0.276 | ||||||
| −0.010 | −0.080† | −0.017 | −0.004 | ||||||||
| Kinki | 0.142 | 0.516† | 0.131 | 0.153 | 0.252 | ||||||
| 0.004 | 0.031 | −0.001 | 0.008 | ||||||||
| Sanin | 0.150 | 0.409† | 0.121 | 0.179 | 0.194 | ||||||
| −0.010 | −0.057 | −0.024 | 0.004 | ||||||||
| Sanyo | 0.127 | 0.483† | 0.111 | 0.142 | 0.228 | ||||||
| 0.001 | 0.009 | −0.005 | 0.007 | ||||||||
| Shikoku | 0.132 | 0.434† | 0.116 | 0.148 | 0.177 | ||||||
| 0.003 | 0.028 | −0.003 | 0.009 | ||||||||
| Kyushu | 0.110 | 0.442† | 0.100 | 0.119 | 0.184 | ||||||
| 0.002 | 0.026 | −0.001 | 0.006 | ||||||||
Results of multiple regression analyses in which the numerical values of emergency transports because of heat-related diseases per 100,000 people in each age group were used as the dependent variables and the daily maximum temperatures and mean daily relative humidities were used as explanatory variables. *P<0.05; †P<0.01. DHT: Daily highest temperature; MDRH: Daily mean daily relative humidity; CI: Confidence interval.
Daily maximum temperatures and risk of emergency transport because of heat-related diseases
| Districts | Percentile | Daily maximum temperature | Children (aged 7–17 years) | Adults (aged 18–64 years) | Elderly persons (aged ≥65 years) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Odds | 95% | Odds | 95% | Odds | 95% | ||||||
| Lower limit | Upper limit | Lower limit | Upper limit | Lower limit | Upper limit | ||||||
| Hokkaido | 0–49th | 18.1°C–24.1°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 24.2°C–25.7°C | 5.40 | 0.96 | 30.49 | 2.95 | 1.19 | 7.32* | 0.67 | 0.24 | 1.91 | |
| 75th–94th | 25.8°C–27.6°C | 3.85 | 0.69 | 21.56 | 4.29 | 1.92 | 9.61† | 3.02 | 1.49 | 6.11† | |
| ≥95th | 27.7°C–29.6°C | 17.45 | 4.03 | 75.51† | 14.16 | 6.90 | 29.06† | 10.47 | 5.61 | 19.55† | |
| Tohoku | 0–49th | 19.2°C–26.4°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 26.5°C–28.1°C | 1.81 | 0.90 | 3.67 | 5.83 | 3.23 | 10.54† | 6.63 | 4.10 | 10.72† | |
| 75th–94th | 28.2°C–30.3°C | 3.85 | 2.21 | 6.69† | 12.42 | 7.34 | 21.01† | 9.24 | 5.94 | 14.39† | |
| ≥95th | 30.4°C–34.0°C | 11.33 | 7.11 | 18.03† | 41.15 | 25.24 | 67.09† | 38.26 | 25.54 | 57.31† | |
| Kanto | 0–49th | 20.9°C–28.7°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 28.8°C–30.1°C | 2.92 | 1.95 | 4.40† | 4.02 | 2.96 | 5.44† | 2.82 | 2.06 | 3.87† | |
| 75th–94th | 30.2°C–32.0°C | 6.55 | 4.71 | 9.10† | 7.72 | 5.93 | 10.04† | 6.94 | 5.34 | 9.03† | |
| ≥95th | 32.1°C–34.5°C | 15.50 | 11.57 | 20.78† | 22.50 | 17.61 | 28.75† | 24.27 | 18.95 | 31.10† | |
| Hokuriku | 0–49th | 22.2°C–28.8°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 28.9°C–30.4°C | 4.61 | 2.29 | 9.26† | 3.36 | 1.96 | 5.76† | 4.82 | 3.00 | 7.73† | |
| 75th–94th | 30.5°C–32.5°C | 11.10 | 6.24 | 19.76† | 13.77 | 9.00 | 21.08† | 8.40 | 5.59 | 12.61† | |
| ≥95th | 32.6°C–34.5°C | 13.65 | 7.96 | 23.41† | 27.59 | 18.57 | 41.00† | 22.39 | 15.45 | 32.44† | |
| Koshin | 0–49th | 20.6°C–29.5°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 29.6°C–31.2°C | 1.04 | 0.21 | 5.21 | 8.93 | 3.58 | 22.27† | 5.12 | 2.35 | 11.16† | |
| 75th–94th | 31.3°C–33.4°C | 3.60 | 1.25 | 10.32* | 11.31 | 4.80 | 26.67† | 10.10 | 5.08 | 20.09† | |
| ≥95th | 33.5°C–35.3°C | 10.66 | 4.40 | 25.83† | 29.90 | 13.43 | 66.55† | 18.97 | 9.99 | 36.00† | |
| Tokai | 0–49th | 22.8°C–30.0°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 30.1°C–31.6°C | 3.75 | 2.26 | 6.20† | 3.64 | 2.54 | 5.22† | 2.65 | 1.89 | 3.71† | |
| 75th–94th | 31.7°C–33.6°C | 5.71 | 3.66 | 8.91† | 10.08 | 7.30 | 13.91† | 8.37 | 6.16 | 11.35† | |
| ≥95th | 33.7°C–35.8°C | 18.71 | 12.15 | 28.81† | 29.73 | 20.28 | 43.56† | 22.07 | 15.21 | 32.03† | |
| Kinki | 0–49th | 21.9°C–30.4°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 30.5°C–32.0°C | 3.93 | 2.57 | 6.00† | 4.90 | 3.67 | 6.53† | 5.87 | 4.41 | 7.82† | |
| 75th–94th | 32.1°C–33.8°C | 7.38 | 5.08 | 10.71† | 9.24 | 7.06 | 12.10† | 10.19 | 7.78 | 13.36† | |
| ≥95th | 33.9°C–35.5°C | 17.32 | 12.19 | 24.61† | 26.30 | 19.67 | 35.16† | 26.89 | 20.09 | 35.98† | |
| Sanin | 0–49th | 23.3°C–29.3°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 29.4°C–31.1°C | 2.16 | 0.36 | 0.00 | 3.86 | 1.52 | 0.00† | 3.19 | 1.36 | 0.00† | |
| 75th–94th | 31.2°C–33.1°C | 7.95 | 2.07 | 30.53† | 10.27 | 4.63 | 22.76† | 8.82 | 4.31 | 18.06† | |
| ≥95th | 33.1°C–35.0°C | 28.09 | 8.63 | 91.47† | 34.58 | 16.95 | 70.56† | 27.58 | 14.63 | 52.00† | |
| Sanyo | 0–49th | 23.9°C–30.4°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 30.5°C–32.3°C | 3.11 | 1.80 | 5.40† | 5.20 | 3.39 | 7.99† | 5.34 | 3.51 | 8.11† | |
| 75th–94th | 32.4°C–33.7°C | 6.35 | 3.87 | 10.43† | 14.64 | 9.62 | 22.27† | 11.00 | 7.31 | 16.55† | |
| ≥95th | 33.8°C–34.8°C | 12.88 | 8.12 | 20.42† | 23.97 | 15.82 | 36.31† | 22.32 | 14.84 | 33.57† | |
| Shikoku | 0–49th | 24.1°C–30.5°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 30.6°C–32.0°C | 2.41 | 1.35 | 4.33† | 4.68 | 3.02 | 7.26† | 4.81 | 3.14 | 7.37† | |
| 75th–94th | 32.1°C–33.2°C | 4.26 | 2.54 | 7.16† | 8.16 | 5.39 | 12.35† | 10.32 | 6.91 | 15.41† | |
| ≥95th | 33.3°C–34.5°C | 8.43 | 5.43 | 13.11† | 17.59 | 12.10 | 25.58† | 21.51 | 14.87 | 31.11† | |
| Kyushu | 0–49th | 24.0°C–30.8°C | Reference category | Reference category | Reference category | ||||||
| 50th–74th | 30.9°C–32.1°C | 3.14 | 2.29 | 4.31† | 3.46 | 2.72 | 4.41† | 3.82 | 2.99 | 4.89† | |
| 75th–94th | 32.2°C–33.5°C | 6.09 | 4.51 | 8.23† | 6.78 | 5.30 | 8.66† | 7.76 | 6.05 | 9.96† | |
| ≥95th | 33.6°C–35.6°C | 9.24 | 6.99 | 12.21† | 14.42 | 11.34 | 18.34† | 18.52 | 14.45 | 23.73† | |
We calculated threshold temperatures as the 50th, 75th, 95th, and >95th percentiles of the daily maximum temperatures for the past 10 years. In logistic regression analyses, presence or absence of emergency transport because of heat.related diseases during the study period was the dependent variable. The percentile divisions of the daily maximum temperatures (50th, 75th, 95th, and >95th percentiles) based on the four percentile divisions calculated from the daily maximum temperatures for the past 10 years were used as explanatory variables. The risk was calculated, with the 50th percentile serving as the reference category. *P <0.05; †P <0.01. CI: Confidence interval.
Proportions (odds ratios) of increases in persons requiring emergency transport for heat-related diseases for daily maximum temperature increases of 1°C
| Districts | Odds ratio | 95% | ||
|---|---|---|---|---|
| Lower limit | Upper limit | |||
| Hokkaido | 1.453 | 1.340 | 1.589 | <0.0001 |
| Tohoku | 1.470 | 1.423 | 1.521 | <0.0001 |
| Kanto | 1.512 | 1.465 | 1.562 | <0.0001 |
| Hokuriku | 1.523 | 1.460 | 1.591 | <0.0001 |
| Koshin | 1.411 | 1.333 | 1.500 | <0.0001 |
| Tokai | 1.534 | 1.468 | 1.606 | <0.0001 |
| Kinki | 1.626 | 1.564 | 1.693 | <0.0001 |
| Sanin | 1.643 | 1.534 | 1.769 | <0.0001 |
| Sanyo | 1.615 | 1.529 | 1.711 | <0.0001 |
| Shikoku | 1.604 | 1.525 | 1.692 | <0.0001 |
| Kyushu | 1.556 | 1.503 | 1.612 | <0.0001 |
CI: Confidence interval.
Results of ROC curve analyses and cut-off points for maximum temperatures causing emergency transport of patients with severe heat-related diseases
| Districts | Cut-off point for maximum temperature (°C) | Sensitivity (%) | Specificity (%) | AUC |
|---|---|---|---|---|
| Hokkaido | 26.6 | 68.6 | 77.8 | 0.81 |
| Tohoku | 29.0 | 79.0 | 75.9 | 0.85 |
| Kanto | 30.3 | 75.6 | 82.2 | 0.86 |
| Hokuriku | 31.0 | 75.4 | 80.0 | 0.85 |
| Koshin | 30.6 | 85.0 | 65.8 | 0.80 |
| Tokai | 31.1 | 70.4 | 82.8 | 0.84 |
| Kinki | 29.8 | 85.9 | 70.1 | 0.86 |
| Sanin | 31.2 | 84.0 | 77.7 | 0.88 |
| Sanyo | 31.3 | 75.6 | 79.1 | 0.85 |
| Shikoku | 30.7 | 82.9 | 68.9 | 0.83 |
| Kyushu | 30.7 | 77.9 | 71.0 | 0.82 |
ROC: Receiver-operating characteristic; AUC: Area under curve.