TY - JOUR
T1 - Identification of the susceptible subpopulations for wide pulse pressure under long-term exposure to ambient particulate matters
AU - Pan, Qing
AU - Zha, Shun
AU - Li, Jingzhong
AU - Guan, Han
AU - Xia, Jingjie
AU - Yu, Jianhong
AU - Cui, Chaoying
AU - Liu, Yuanyuan
AU - Xu, Jiayue
AU - Liu, Jin
AU - Chen, Gongbo
AU - Jiang, Min
AU - Zhang, Juying
AU - Ding, Xianbin
AU - Zhao, Xing
AU - on behalf of the China Multi-Ethnic Cohort (CMEC) collaborative group
N1 - Funding Information:
We appreciate all the team members and participants in the CMEC study. We are grateful to Prof. Xiaosong Li at Sichuan University for his leadership and fundamental contribution to the establishment of the CMEC. Prof. Li passed away in 2019 and will remain in our hearts forever. This study was primarily sponsored by the National Key Research and Development Program of China (Grant No. 2017YFC0907305 ) and the National Natural Science Foundations of China (grant number 82073667 and 81973151 ). This work was also supported by the Sichuan Science and Technology Program (grant number 2021YFS0129 , 2019YFS0409 ) and Science and Technology Research Projects of Sichuan Province of China ( 2018JY0352 ).
Funding Information:
We appreciate all the team members and participants in the CMEC study. We are grateful to Prof. Xiaosong Li at Sichuan University for his leadership and fundamental contribution to the establishment of the CMEC. Prof. Li passed away in 2019 and will remain in our hearts forever. This study was primarily sponsored by the National Key Research and Development Program of China (Grant No. 2017YFC0907305) and the National Natural Science Foundations of China (grant number 82073667 and 81973151). This work was also supported by the Sichuan Science and Technology Program (grant number 2021YFS0129, 2019YFS0409) and Science and Technology Research Projects of Sichuan Province of China (2018JY0352).
Publisher Copyright:
© 2022 Elsevier B.V.
PY - 2022/8/15
Y1 - 2022/8/15
N2 - Wide pulse pressure (WPP) is a preclinical indicator for arterial stiffness and cardiovascular diseases. Long-term exposure to ambient particulate matters (PMs) would increase the risk of WPP. Although reducing pollutants emissions and avoiding outdoor activity during a polluted period are effective ways to blunt the adverse effects. Identifying and protecting the susceptible subpopulation is another crucial way to reduce the disease burdens. Therefore, we aimed to identify the susceptible subpopulations of WPP under long-term exposure to PMs. The WPP was defined as pulse pressure over 60 mmHg. Three-year averages of PMs were estimated using random forest approaches. Associations between WPP and PMs exposure were estimated using generalized propensity score weighted logistic regressions. Demographic, socioeconomic characteristics, health-related behaviors, and hematological biomarkers were collected to detect the modification effects on the WPP-PMs associations. Susceptible subpopulations were defined as those with significantly higher risks of WPP under PMs exposures. The PMs-WPP associations were significant with ORs (95%CI) of 1.126 (1.094, 1.159) for PM1, 1.174 (1.140, 1.210) for PM2.5, and 1.111 (1.088, 1.135) for PM10. There were 17 subpopulations more sensitive to WPP under long-term exposure to PMs. The susceptibility was higher in subpopulations with high BMI (Q3–Q4 quartiles), high-intensive physical activity (Q3 or Q4 quartile), insufficient or excessive fruit intake (Q1 or Q5 quartile), insufficient or too long sleep length (<7 or >8 h). Subpopulations with elevated inflammation markers (WBC, LYM, BAS, EOS: Q3–Q4 quartiles) and glucose metabolism indicators (HbA1c, GLU: Q3–Q4 quartiles) were more susceptible. Besides, elder, urban living, low socioeconomic level, and excessive red meat and sodium salt intake were also related to higher susceptibility. Our findings on the susceptibility characteristics would help to develop more targeted disease prevention and therapy strategies. Health resources can be allocated more effectively by putting more consideration to subpopulations with higher susceptibility.
AB - Wide pulse pressure (WPP) is a preclinical indicator for arterial stiffness and cardiovascular diseases. Long-term exposure to ambient particulate matters (PMs) would increase the risk of WPP. Although reducing pollutants emissions and avoiding outdoor activity during a polluted period are effective ways to blunt the adverse effects. Identifying and protecting the susceptible subpopulation is another crucial way to reduce the disease burdens. Therefore, we aimed to identify the susceptible subpopulations of WPP under long-term exposure to PMs. The WPP was defined as pulse pressure over 60 mmHg. Three-year averages of PMs were estimated using random forest approaches. Associations between WPP and PMs exposure were estimated using generalized propensity score weighted logistic regressions. Demographic, socioeconomic characteristics, health-related behaviors, and hematological biomarkers were collected to detect the modification effects on the WPP-PMs associations. Susceptible subpopulations were defined as those with significantly higher risks of WPP under PMs exposures. The PMs-WPP associations were significant with ORs (95%CI) of 1.126 (1.094, 1.159) for PM1, 1.174 (1.140, 1.210) for PM2.5, and 1.111 (1.088, 1.135) for PM10. There were 17 subpopulations more sensitive to WPP under long-term exposure to PMs. The susceptibility was higher in subpopulations with high BMI (Q3–Q4 quartiles), high-intensive physical activity (Q3 or Q4 quartile), insufficient or excessive fruit intake (Q1 or Q5 quartile), insufficient or too long sleep length (<7 or >8 h). Subpopulations with elevated inflammation markers (WBC, LYM, BAS, EOS: Q3–Q4 quartiles) and glucose metabolism indicators (HbA1c, GLU: Q3–Q4 quartiles) were more susceptible. Besides, elder, urban living, low socioeconomic level, and excessive red meat and sodium salt intake were also related to higher susceptibility. Our findings on the susceptibility characteristics would help to develop more targeted disease prevention and therapy strategies. Health resources can be allocated more effectively by putting more consideration to subpopulations with higher susceptibility.
KW - Ambient particulate matter
KW - Generalized propensity score weighting
KW - Susceptible subpopulations
KW - Wide pulse pressure
UR - http://www.scopus.com/inward/record.url?scp=85129870747&partnerID=8YFLogxK
U2 - 10.1016/j.scitotenv.2022.155311
DO - 10.1016/j.scitotenv.2022.155311
M3 - Article
C2 - 35439510
AN - SCOPUS:85129870747
SN - 0048-9697
VL - 834
JO - Science of the Total Environment
JF - Science of the Total Environment
M1 - 155311
ER -