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Article

Healthier Lifestyles Attenuated Association of Single or Mixture Exposure to Air Pollutants with Cardiometabolic Risk in Rural Chinese Adults

1
Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou 450001, China
2
Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC 3010, Australia
3
Guangdong Provincial Engineering Technology Research Center of Environmental and Health Risk Assessment, Department of Occupational and Environmental Health, School of Public Health, Sun Yat-sen University, Guangzhou 510080, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Toxics 2022, 10(9), 541; https://doi.org/10.3390/toxics10090541
Submission received: 28 June 2022 / Revised: 12 September 2022 / Accepted: 15 September 2022 / Published: 17 September 2022

Abstract

There is little research on how long-term exposure to independent and multiple air pollutants changes cardiometabolic risk in adults. In addition, previous studies focused on only the effect of one or two lifestyles on cardiometabolic risk. The evidence on the interactive effects of the lifestyle score and exposure to independent and mixtures of air pollutants on cardiometabolic risk is lacking. A total of 33,638 rural residents were included in the cross-sectional study. The three-year average concentrations of air pollutants for participants were predicted by using a satellite-based prediction. The air pollution score was created to assess the combined exposure of four air pollutants (PM1, PM2.5, PM10, and NO2). A gender−age-specific cardiometabolic risk score was calculated. Multivariable-adjusted linear regression and quantile g-computation were used to investigate the associations between air pollutants and cardiometabolic risk. Interaction plots were applied to describe the interactive effects of air pollution and the healthy lifestyle score on cardiometabolic risk. Per interquartile range (IQR) unit increases in PM1, PM2.5, PM10, or NO2 were associated with 0.162 (95% CI: 0.091, 0.233), 0.473 (95% CI: 0.388, 0.559), 0.718 (95% CI: 0.627, 0.810), and 0.795 (95% CI: 0.691, 0.898) unit increases in cardiometabolic risk score (all p < 0.05), respectively. A 0.854 (95% CI: 0.768, 0.940) unit increase in cardiometabolic risk was associated with each IQR increase in air pollution score. Furthermore, the strengths of associations of PM1, PM2.5, PM10, NO2, and the air pollution score on cardiometabolic risk score were attenuated with the healthy lifestyle score increase. In addition, there was no statistical significance after the lifestyle score equal to four scores for the effect of PM1 on the cardiometabolic risk score. In conclusions, individual or joint air pollutants were associated with an increased cardiometabolic risk. Improving the healthy lifestyle may be an effective method to improve cardiometabolic health in highly polluted rural regions.
Keywords: air pollutants; cardiometabolic risk; healthy lifestyle score; rural population air pollutants; cardiometabolic risk; healthy lifestyle score; rural population
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MDPI and ACS Style

Wu, X.; Liu, X.; Liao, W.; Dong, X.; Li, R.; Hou, J.; Mao, Z.; Huo, W.; Guo, Y.; Li, S.; et al. Healthier Lifestyles Attenuated Association of Single or Mixture Exposure to Air Pollutants with Cardiometabolic Risk in Rural Chinese Adults. Toxics 2022, 10, 541. https://doi.org/10.3390/toxics10090541

AMA Style

Wu X, Liu X, Liao W, Dong X, Li R, Hou J, Mao Z, Huo W, Guo Y, Li S, et al. Healthier Lifestyles Attenuated Association of Single or Mixture Exposure to Air Pollutants with Cardiometabolic Risk in Rural Chinese Adults. Toxics. 2022; 10(9):541. https://doi.org/10.3390/toxics10090541

Chicago/Turabian Style

Wu, Xueyan, Xiaotian Liu, Wei Liao, Xiaokang Dong, Ruiying Li, Jian Hou, Zhenxing Mao, Wenqian Huo, Yuming Guo, Shanshan Li, and et al. 2022. "Healthier Lifestyles Attenuated Association of Single or Mixture Exposure to Air Pollutants with Cardiometabolic Risk in Rural Chinese Adults" Toxics 10, no. 9: 541. https://doi.org/10.3390/toxics10090541

APA Style

Wu, X., Liu, X., Liao, W., Dong, X., Li, R., Hou, J., Mao, Z., Huo, W., Guo, Y., Li, S., Chen, G., & Wang, C. (2022). Healthier Lifestyles Attenuated Association of Single or Mixture Exposure to Air Pollutants with Cardiometabolic Risk in Rural Chinese Adults. Toxics, 10(9), 541. https://doi.org/10.3390/toxics10090541

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