Road Dust, PM10 Exposure and Respiratory Health in Visby: An Updated Analysis of Mitigation Efforts
Abstract
1. Introduction
2. Materials and Methods
2.1. Health Data
2.2. Environmental Data
2.3. Statistical Analysis
- E[Yt] represents the expected daily number of registered respiratory visits at day t.
- PM10,t⋯ PVi,t is an interaction term between the PM10 concentration and an indicator variable for the four combinations of period (limestone/granite) and season (winter/spring and summer/autumn). This allows for the estimation of four unique slope coefficients for PM10.
- periodt is a binary variable for the two main study periods (limestone/granite) to control for the baseline shift in visit frequency.
- s(RHt, 4) and s(Tempt, 4) are penalized splines with 4 degrees of freedom (df) controlling for non-linear effects of relative humidity and ambient temperature, respectively.
- s(day, 30) is a penalized spline of time (observation day) to account for long-term trends and seasonality, using ~4 degrees of freedom per year.
- DOWt and Redt are factor variables for day of the week and public holidays, respectively.
3. Results
Relative Risks Associated with Exposure to PM10
4. Discussion
4.1. Differences in Concentrations and Relative Risks Related to Season and the Use of Crushed Granite Versus Limestone
4.2. Possible Reasons for the Results
4.3. Policy Implications and Future Research Needs
4.4. Strengths and Limitations of This Study
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| A549 | A type of human alveolar basal epithelial cell |
| CaCO3 | Calcium carbonate |
| ERD | Emergency department |
| ICD | International Classification of Diseases |
| PM10 | Particles with an aerodynamic diameter smaller than, or equal to, 10 µm |
| RR | Relative risk |
| SiO2 | Silicon dioxide |
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| Number and n/Day | Adults (18+) Limestone (15–19) | Adults (18+) Granite (23–25) | Children (0–17) Limestone (15–19) | Children (0–17) Granite (23–25) |
|---|---|---|---|---|
| Number of days | 1826 | 859 | 1826 | 859 |
| All respiratory (ICD-10: J00–J99) | 39,272 | 18,553 | 17,883 | 7436 |
| All respiratory (average per day) | 21.5 | 21.6 | 9.8 | 8.7 |
| Upper airways (ICD-10: J0, J3) | 21,061 | 9450 | 11,663 | 4814 |
| Upper airways (average per day) | 11.5 | 11.0 | 6.4 | 5.6 |
| Lower airways (ICD-10: J1, J4) | 13,698 | 6859 | 5701 | 2357 |
| Lower airways (average per day) | 7.5 | 8.0 | 3.1 | 2.7 |
| Asthma (ICD-10: J45, J46) | 4200 | 2336 | 4866 | 2014 |
| Asthma (average per day) | 2.3 | 2.7 | 2.7 | 2.3 |
| Period | Season | Number of Days with Observations | Number of Days with Missing Observations | Mean (µg m−3) | Median (µg m−3) | Minimum–Maximum (µg m−3) |
|---|---|---|---|---|---|---|
| Limestone (15–19) | Summer/Autumn | 1 073 | 152 | 18.1 | 14.4 | 2.2–136.6 |
| Limestone (15–19) | Winter/Spring | 496 | 105 | 42.7 | 31.8 | 3.5–248.63 |
| Granite (23–25) | Summer/Autumn | 618 | 0 | 10.8 | 9.2 | 1.2–72.4 |
| Granite (23–25) | Winter/Spring | 232 | 9 | 29.8 | 21.4 | 2.3–171.1 |
| Diagnoses (Children, 0–17 Years) | Season | Period | RR | Lower 95% CI | Upper 95% CI | p-Value | p-Value Wald Difference |
|---|---|---|---|---|---|---|---|
| All respiratory diagnoses | Winter/Spring | Limestone | 1.004 | 0.994 | 1.014 | 0.426 | – |
| All respiratory diagnoses | Winter/Spring | Granite | 1.011 | 0.994 | 1.029 | 0.213 | 0.482 |
| All respiratory diagnoses | Summer/Autumn | Limestone | 1.038 | 1.015 | 1.061 | 0.001 | – |
| All respiratory diagnoses | Summer/Autumn | Granite | 1.074 | 1.023 | 1.128 | 0.004 | 0.203 |
| Upper airways | Winter/Spring | Limestone | 1.004 | 0.993 | 1.015 | 0.460 | – |
| Upper airways | Winter/Spring | Granite | 1.005 | 0.986 | 1.025 | 0.617 | 0.939 |
| Upper airways | Summer/Autumn | Limestone | 1.035 | 1.010 | 1.061 | 0.007 | – |
| Upper airways | Summer/Autumn | Granite | 1.073 | 1.015 | 1.135 | 0.013 | 0.238 |
| Lower airways | Winter/Spring | Limestone | 1.004 | 0.988 | 1.021 | 0.615 | – |
| Lower airways | Winter/Spring | Granite | 1.013 | 0.984 | 1.044 | 0.380 | 0.600 |
| Lower airways | Summer/Autumn | Limestone | 1.046 | 1.006 | 1.087 | 0.023 | – |
| Lower airways | Summer/Autumn | Granite | 1.057 | 0.972 | 1.150 | 0.196 | 0.815 |
| Asthma | Winter/Spring | Limestone | 0.998 | 0.980 | 1.017 | 0.832 | – |
| Asthma | Winter/Spring | Granite | 1.007 | 0.975 | 1.041 | 0.663 | 0.626 |
| Asthma | Summer/Autumn | Limestone | 1.062 | 1.019 | 1.107 | 0.005 | – |
| Asthma | Summer/Autumn | Granite | 1.067 | 0.974 | 1.169 | 0.163 | 0.919 |
| Diagnoses (Adults, >17 Years) | Season | Period | RR | Lower 95% CI | Upper 95% CI | p-Value | p-Value Wald Difference |
|---|---|---|---|---|---|---|---|
| All respiratory diagnoses | Winter/Spring | Limestone | 1.010 | 1.003 | 1.016 | 0.003 | – |
| All respiratory diagnoses | Winter/Spring | Granite | 0.994 | 0.983 | 1.005 | 0.311 | 0.018 |
| All respiratory diagnoses | Summer/Autumn | Limestone | 1.008 | 0.993 | 1.023 | 0.323 | – |
| All respiratory diagnoses | Summer/Autumn | Granite | 1.016 | 0.985 | 1.048 | 0.322 | 0.641 |
| Upper airways | Winter/Spring | Limestone | 1.016 | 1.007 | 1.025 | <0.001 | – |
| Upper airways | Winter/Spring | Granite | 0.995 | 0.980 | 1.010 | 0.474 | 0.015 |
| Upper airways | Summer/Autumn | Limestone | 1.011 | 0.991 | 1.031 | 0.286 | – |
| Upper airways | Summer/Autumn | Granite | 1.032 | 0.989 | 1.076 | 0.144 | 0.379 |
| Lower airways | Winter/Spring | Limestone | 1.002 | 0.991 | 1.013 | 0.753 | – |
| Lower airways | Winter/Spring | Granite | 0.994 | 0.976 | 1.012 | 0.496 | 0.453 |
| Lower airways | Summer/Autumn | Limestone | 1.002 | 0.977 | 1.027 | 0.896 | – |
| Lower airways | Summer/Autumn | Granite | 1.018 | 0.969 | 1.070 | 0.483 | 0.563 |
| Asthma | Winter/Spring | Limestone | 0.988 | 0.969 | 1.008 | 0.250 | – |
| Asthma | Winter/Spring | Granite | 0.983 | 0.953 | 1.015 | 0.295 | 0.778 |
| Asthma | Summer/Autumn | Limestone | 1.037 | 0.993 | 1.083 | 0.103 | – |
| Asthma | Summer/Autumn | Granite | 1.052 | 0.970 | 1.140 | 0.220 | 0.757 |
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Olstrup, H.; Forsberg, B.; Tornevi, A. Road Dust, PM10 Exposure and Respiratory Health in Visby: An Updated Analysis of Mitigation Efforts. Toxics 2026, 14, 497. https://doi.org/10.3390/toxics14060497
Olstrup H, Forsberg B, Tornevi A. Road Dust, PM10 Exposure and Respiratory Health in Visby: An Updated Analysis of Mitigation Efforts. Toxics. 2026; 14(6):497. https://doi.org/10.3390/toxics14060497
Chicago/Turabian StyleOlstrup, Henrik, Bertil Forsberg, and Andreas Tornevi. 2026. "Road Dust, PM10 Exposure and Respiratory Health in Visby: An Updated Analysis of Mitigation Efforts" Toxics 14, no. 6: 497. https://doi.org/10.3390/toxics14060497
APA StyleOlstrup, H., Forsberg, B., & Tornevi, A. (2026). Road Dust, PM10 Exposure and Respiratory Health in Visby: An Updated Analysis of Mitigation Efforts. Toxics, 14(6), 497. https://doi.org/10.3390/toxics14060497

