| Literature DB >> 21494627 |
Abstract
BACKGROUND: It has been proposed that vitamin D deficiency may be responsible for an increase in the prevalence of allergic diseases and asthma worldwide. Human ability to generate physiologically required quantities of vitamin D through sun exposure is decreasing with increasing geographical latitude.Entities:
Mesh:
Year: 2011 PMID: 21494627 PMCID: PMC3072993 DOI: 10.1371/journal.pone.0018492
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Linear regression estimates of asthma prevalence in US adult population associated with latitude, annual mean insolation, air temperature and air pollution (PM2.5).
| Linear Regression Coefficient/Variable | Model 1 - Asthma vs. Latitude | Model 2 - Asthma vs. Insolation | Model 3 - Asthma vs. Temperature | Model 4 - Asthma vs. PM2.5 | Model 5 - Insolation vs. Latitude | Model 6 - Temperature vs. Latitude |
| Y-axis Intercept | 3.74±0.90 | 12.22±0.96 | 9.77±0.34 | 8.13±0.52 | 7.08±0.31 | 45.74±1.50 |
| Latitude (°) | 0.12±0.02 | — | — | — | −0.07±0.01 | −0.87±0.04 |
| Annual Mean Insolation (kWh/m2/day) | — | −0.92±0.23 | — | — | — | — |
| Annual Mean Air Temperature (°C) | — | — | −0.11±0.03 | — | — | — |
| Air Pollution (PM2.5) (µg/m3) | — | — | — | 0.02±0.04 | — | — |
| Number of Areas | 97 | 97 | 97 | 97 | 97 | 97 |
| Coefficient of Determination (r2) |
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***p<0.001.
Plus-minus values are linear regression coefficients and standard errors (i.e., ±SE).
Figure 1Asthma prevalence vs. latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 97 major metropolitan/micropolitan areas of continental U.S.
Linear regression estimates of asthma prevalence in US adult population associated with insolation and air temperature in winter months (November to February).
| Linear Regression Coefficient/Variable | Model 7 - Asthma vs. Insolation | Model 8 - Asthma vs. Temperature | Model 9 - Insolation vs. Latitude | Model 10 - Temperature vs. Latitude |
| Y-axis Intercept | 10.72±0.48 | 8.60±0.13 | 6.64±0.21 | 48.68±2.61 |
| Latitude (°) | — | — | −0.11±0.01 | −1.19±0.07 |
| Winter Mean Insolation (kWh/m2/day) | −0.97±0.19 | — | — | — |
| Winter Mean Air Temperature (°C) | — | −0.08±0.02 | — | — |
| Number of Areas | 97 | 97 | 97 | 97 |
| Coefficient of Determination (r2) |
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***p<0.001.
Plus-minus values are linear regression coefficients and standard errors (i.e., ±SE).
Correlation matrix for asthma prevalence in US adult population, latitude, longitude, air pollution (PM2.5), annual insolation, winter insolation, annual air temperature, and winter air temperature.
| Latitude (°) | Longitude (°) | Air Pollution (PM2.5) (µg/m3) | Annual Insolation (kWh/m2/day) | Winter Insolation (kWh/m2/day) | Annual Temperature (°C) | Winter Temperature (°C) | Asthma (%) | |
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| 1.00 | |||||||
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| −0.04 | 1.00 | ||||||
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| −0.15 | 0.43 | 1.00 | |||||
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| −0.69 | −0.54 | −0.29 | 1.00 | ||||
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| −0.90 | −0.24 | −0.13 | 0.91 | 1.00 | |||
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| −0.92 | 0.13 | 0.29 | 0.51 | 0.75 | 1.00 | ||
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| −0.87 | 0.04 | 0.24 | 0.51 | 0.73 | 0.97 | 1.00 | |
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| 0.47 | 0.15 | 0.04 | −0.38 | −0.46 | −0.42 | −0.40 | 1.00 |
Figure 2Asthma prevalence vs. latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 39 major metropolitan/micropolitan areas of the eastern seaboard.
Multiple regression estimates of asthma prevalence in US adult population associated with annual and winter mean insolation, annual and winter mean air temperature and air pollution (PM2.5).
| Multiple Regression Coefficient/Variable | Model 11 - Asthma vs. Annual Mean Insolation, Temperature, and PM2.5 | Model 12 - Asthma vs. Winter Mean Insolation, Temperature, and PM2.5 | ||||
| Collinearity Statistics | Collinearity Statistics | |||||
| Tolerance | VIF | Tolerance | VIF | |||
| Y-axis Intercept | 10.86±1.38 | 10.01±1.06 | ||||
| Annual Mean Insolation (kWh/m2/day) | −0.42±0.30 | 0.53 | 1.89 | — | ||
| Annual Mean Air Temperature (°C) | −0.10±0.03 | 0.53 | 1.89 | — | ||
| Winter Mean Insolation (kWh/m2/day) | — | −0.72±0.32 | 0.36 | 2.75 | ||
| Winter Mean Air Temperature (°C) | — | −0.03±0.03 | 0.35 | 2.87 | ||
| Air Pollution (PM2.5) (µg/m3) | 0.04±0.05 | 0.65 | 1.53 | 0.02±0.04 | 0.74 | 1.36 |
| Number of Areas | 97 | 97 | ||||
| Coefficient of Determination (R2) |
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| Adjusted R2 |
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***p<0.001;
**p<0.01;
*p<0.05.
Plus-minus values are multiple regression coefficients and standard errors (i.e., ±SE).
VIF – Variance Inflation Factor.
Figure 3Asthma prevalence vs. latitude in the population of 8 major metropolitan areas of Australia.