The Impact of Air Quality on Patient Mortality: A National Study

<b>Introduction:</b> Air pollution is a risk factor for a variety of cardiopulmonary diseases and is a contributing factor to cancer, diabetes, and cognitive impairment. The impact on mortality is not clearly elucidated. <b>Objectives:</b> The goal of this study is to determine the impact (if any) of air pollution on the 5-year mortality of patients in the American Family Cohort (AFC) dataset. <b>Methods:</b> The AFC dataset is derived from the American Board of Family Medicine PRIME Registry electronic health record data. It includes longitudinal information from 6.6 million unique patients from an estimated 800 primary care practices across 47 states, with 40% coming from rural areas. The Environmental Protection Agency's Air Quality Index (AQI) measures were downloaded for the study period (2016-2022). Using the Python library pandas, the AFC and EPA datasets were merged with respect to date, time, and location. Cox Regression Models were performed on the merged dataset to determine the impact (if any) of air quality on patients' five-year survival. In the model, AQI was handled as a time-independent (time-fixed) covariate. <b>Results:</b> The group with AQI > 50 had an adjusted hazard of death that was 4.02 times higher than the hazard of death in the group with AQI ≤ 50 (95% CI: 3.36, 4.82, <i>p</i> < 0.05). The hazard of death was 6.73 times higher in persons older than 80 years of age (95% CI: 5.47, 8.28; <i>p</i> < 0.05) compared to those younger than 80 years of age. Black/African American patients had a 4.27 times higher hazard of death (95%CI: 3.47, 5.26; <i>p</i> < 0.05) compared to other races. We also found that regional effects played a role in survival. <b>Conclusions:</b> Poor air quality was associated with a higher hazard of mortality, and this phenomenon was particularly pronounced in Black/African American patients and patients older than 80 years of age. Air pollution is an important social determinant of health. Public health initiatives that improve air quality are necessary to improve health outcomes.

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Publication Details

Journal
International Journal of Environmental Research and Public Health
Published
2025-07-16
DOI
https://doi.org/10.3390/ijerph22071123
Citations
1
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
1.20

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article

The Impact of Air Quality on Patient Mortality: A National Study

Marie Diener‐West, Ndola Prata, Divya Periyakoil, Isabella Chu
1 citations
International Journal of Environmental Research and Public Health
Air Quality and Health Impacts
1.20
article

The Impact of Air Quality on Patient Mortality: A National Study

Marie Diener‐West, Ndola Prata, Divya Periyakoil, Isabella Chu
article en
1 citations

Abstract

<b>Introduction:</b> Air pollution is a risk factor for a variety of cardiopulmonary diseases and is a contributing factor to cancer, diabetes, and cognitive impairment. The impact on mortality is not clearly elucidated. <b>Objectives:</b> The goal of this study is to determine the impact (if any) of air pollution on the 5-year mortality of patients in the American Family Cohort (AFC) dataset. <b>Methods:</b> The AFC dataset is derived from the American Board of Family Medicine PRIME Registry electronic health record data. It includes longitudinal information from 6.6 million unique patients from an estimated 800 primary care practices across 47 states, with 40% coming from rural areas. The Environmental Protection Agency's Air Quality Index (AQI) measures were downloaded for the study period (2016-2022). Using the Python library pandas, the AFC and EPA datasets were merged with respect to date, time, and location. Cox Regression Models were performed on the merged dataset to determine the impact (if any) of air quality on patients' five-year survival. In the model, AQI was handled as a time-independent (time-fixed) covariate. <b>Results:</b> The group with AQI > 50 had an adjusted hazard of death that was 4.02 times higher than the hazard of death in the group with AQI ≤ 50 (95% CI: 3.36, 4.82, <i>p</i> < 0.05). The hazard of death was 6.73 times higher in persons older than 80 years of age (95% CI: 5.47, 8.28; <i>p</i> < 0.05) compared to those younger than 80 years of age. Black/African American patients had a 4.27 times higher hazard of death (95%CI: 3.47, 5.26; <i>p</i> < 0.05) compared to other races. We also found that regional effects played a role in survival. <b>Conclusions:</b> Poor air quality was associated with a higher hazard of mortality, and this phenomenon was particularly pronounced in Black/African American patients and patients older than 80 years of age. Air pollution is an important social determinant of health. Public health initiatives that improve air quality are necessary to improve health outcomes.

International Journal of Environmental Research and Public HealthVol. 22(7)
Albert Einstein College of Medicine (US), Johns Hopkins University (US), Palo Alto University (US), University of California, Berkeley (US)
Johns Hopkins University
Good health and well-being
Openalex Percentile: Top 21%
Air Quality and Health Impacts
1.20
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