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Tang H, Cai Y, Gao S, Sun J, Ning Z, Yu Z, Pan J, Zhao Z. Multi-Scenario Validation and Assessment of a Particulate Matter Sensor Monitor Optimized by Machine Learning Methods. SENSORS (BASEL, SWITZERLAND) 2024; 24:3448. [PMID: 38894239 PMCID: PMC11174656 DOI: 10.3390/s24113448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 05/16/2024] [Accepted: 05/25/2024] [Indexed: 06/21/2024]
Abstract
OBJECTIVE The aim was to evaluate and optimize the performance of sensor monitors in measuring PM2.5 and PM10 under typical emission scenarios both indoors and outdoors. METHOD Parallel measurements and comparisons of PM2.5 and PM10 were carried out between sensor monitors and standard instruments in typical indoor (2 months) and outdoor environments (1 year) in Shanghai, respectively. The optimized validation model was determined by comparing six machining learning models, adjusting for meteorological and related factors. The intra- and inter-device variation, measurement accuracy, and stability of sensor monitors were calculated and compared before and after validation. RESULTS Indoor particles were measured in a range of 0.8-370.7 μg/m3 and 1.9-465.2 μg/m3 for PM2.5 and PM10, respectively, while the outdoor ones were in the ranges of 1.0-211.0 μg/m3 and 0.0-493.0 μg/m3, correspondingly. Compared to machine learning models including multivariate linear model (ML), K-nearest neighbor model (KNN), support vector machine model (SVM), decision tree model (DT), and neural network model (MLP), the random forest (RF) model showed the best validation after adjusting for temperature, relative humidity (RH), PM2.5/PM10 ratios, and measurement time lengths (months) for both PM2.5 and PM10, in indoor (R2: 0.97 and 0.91, root-mean-square error (RMSE) of 1.91 μg/m3 and 4.56 μg/m3, respectively) and outdoor environments (R2: 0.90 and 0.80, RMSE of 5.61 μg/m3 and 17.54 μg/m3, respectively), respectively. CONCLUSIONS Sensor monitors could provide reliable measurements of PM2.5 and PM10 with high accuracy and acceptable inter and intra-device consistency under typical indoor and outdoor scenarios after validation by RF model. Adjusting for both climate factors and the ratio of PM2.5/PM10 could improve the validation performance.
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Affiliation(s)
- Hao Tang
- NHC Key Laboratory of Health Technology Assessment, Key Laboratory of Public Health Safety of the Ministry of Education, Department of Environmental Health, School of Public Health, Fudan University, Shanghai 200032, China; (H.T.)
| | - Yunfei Cai
- Department of General Management and Statistics, Shanghai Environment Monitoring Center, Shanghai 200235, China; (Y.C.)
| | - Song Gao
- School of Environmental and Chemical Engineering, Shanghai University, Shanghai 200444, China; (S.G.)
| | - Jin Sun
- NHC Key Laboratory of Health Technology Assessment, Key Laboratory of Public Health Safety of the Ministry of Education, Department of Environmental Health, School of Public Health, Fudan University, Shanghai 200032, China; (H.T.)
| | - Zhukai Ning
- School of Environmental and Chemical Engineering, Shanghai University, Shanghai 200444, China; (S.G.)
| | - Zhenghao Yu
- NHC Key Laboratory of Health Technology Assessment, Key Laboratory of Public Health Safety of the Ministry of Education, Department of Environmental Health, School of Public Health, Fudan University, Shanghai 200032, China; (H.T.)
| | - Jun Pan
- Department of General Management and Statistics, Shanghai Environment Monitoring Center, Shanghai 200235, China; (Y.C.)
| | - Zhuohui Zhao
- NHC Key Laboratory of Health Technology Assessment, Key Laboratory of Public Health Safety of the Ministry of Education, Department of Environmental Health, School of Public Health, Fudan University, Shanghai 200032, China; (H.T.)
- Shanghai Key Laboratory of Meteorology and Health, Typhoon Institute/CMA, IRDR International Center of Excellence on Risk Interconnectivity and Governance on Weather/Climate Extremes Impact and Public Health WMO/IGAC MAP-AQ Asian Office Shanghai, Fudan University, Shanghai 200438, China
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Ikuma L, Ntiamoah I, Van Doren A, Bakshi A, Nahmens I. Feasibility of residential air quality monitoring to address asthma outcomes. JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL HYGIENE 2024; 21:311-318. [PMID: 38560887 DOI: 10.1080/15459624.2024.2315158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Improving asthma outcomes for underserved populations can be addressed through interventions to improve indoor air quality (IAQ). New protocol for measuring IAQ and health outcomes are imperative given advances in IAQ monitoring technology and challenges in conducting intervention research in homes. In this pilot study HEPA air purifiers and HEPA vacuum cleaners were provided to five homes with children with asthma. For 6 weeks, eight common components of air quality were measured using a low-cost multi-channel air quality monitoring device, with data conveyed directly from participant homes via Wi-Fi connection. In conjunction with periodic surveys on asthma control, impact of asthma on quality of life and intervention compliance, outcomes compared IAQ, home characteristics, and asthma-related measures. This pilot study demonstrates the feasibility of a protocol to evaluate a dual component intervention to improve IAQ in homes, as measured with a low-cost air quality monitoring device.
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Affiliation(s)
- Laura Ikuma
- Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, Louisiana
| | - Isaac Ntiamoah
- Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, Louisiana
| | - Alicia Van Doren
- Family and Community Medicine, Tulane University, New Orleans, Louisiana
| | | | - Isabelina Nahmens
- Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, Louisiana
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Ebrahimifakhar A, Poursadegh M, Hu Y, Yuill DP, Luo Y. A systematic review and meta-analysis of field studies of portable air cleaners: Performance, user behavior, and by-product emissions. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:168786. [PMID: 38008326 DOI: 10.1016/j.scitotenv.2023.168786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 11/08/2023] [Accepted: 11/20/2023] [Indexed: 11/28/2023]
Abstract
Indoor air quality is important for the health of building occupants, and public interest in controlling indoor airborne pathogens increased dramatically with the COVID-19 pandemic. Pollutant concentrations can be controlled locally using portable air cleaners (sometimes called air purifiers), which allow occupants to apply air cleaning technology to meet their needs in the location and times that they find appropriate. This paper provides a systematic review of scientific literature that describes field studies of the effectiveness of portable air cleaners. Over 500 papers were considered, and 148 were reviewed in detail, to extract 35 specific research results (e.g., particulate removal performance) or characteristics (e.g., type of building). These were aggregated to provide an overview of results and approaches to this type of research, and to provide meta-analyses of the results. The review includes: descriptions of the geographical location of the research; rate of publications over time; types of buildings and occupants in the field study; types of air cleaner technology being tested; pollutants being measured; resulting pollutant removal effectiveness; patterns of usage and potential barriers to usage by occupants; and the potential for by-product emissions in some air cleaner technologies. An example result is that 83 of the 148 papers measured reductions in fine particulates (PM2.5) and found a mean reduction of 49 % with standard deviation of 20 %. The aggregated results were approximately normally distributed, ranging from finding no significant reduction up to a maximum above 90 % reduction. Sixteen of the 148 papers considered gaseous pollutants, such as volatile organic compounds, nitrogen dioxide, and ozone; 36 papers considered biological pollutants, such as bacteria, viruses, pollen, fungi, etc. An important challenge, common to several studies, is that occupants run the air cleaners for shorter periods and on low airflow rate settings, because of concerns about noise, drafts, and electricity cost, which significantly reduces air cleaning effectiveness.
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Affiliation(s)
- Amir Ebrahimifakhar
- Delos Labs, Delos, New York, NY 10014, USA; Durham School of Architectural Engineering and Construction, University of Nebraska - Lincoln, 1110 S. 67th Street, Omaha, NE 68182, USA.
| | - Mehrdad Poursadegh
- Durham School of Architectural Engineering and Construction, University of Nebraska - Lincoln, 1110 S. 67th Street, Omaha, NE 68182, USA.
| | - Yifeng Hu
- Durham School of Architectural Engineering and Construction, University of Nebraska - Lincoln, 1110 S. 67th Street, Omaha, NE 68182, USA; Buildings and Transportation Science Division, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.
| | - David P Yuill
- Durham School of Architectural Engineering and Construction, University of Nebraska - Lincoln, 1110 S. 67th Street, Omaha, NE 68182, USA.
| | - Yu Luo
- Department of Applied Physics and Applied Mathematics, Columbia University, 500 W. 120th Street, New York, NY 10027, USA.
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4
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He L, Evans S, Norris C, Barkjohn K, Cui X, Li Z, Zhou X, Li F, Zhang Y, Black M, Bergin MH, Zhang J(J. Associations between personal apparent temperature exposures and asthma symptoms in children with asthma. PLoS One 2023; 18:e0293603. [PMID: 37956155 PMCID: PMC10642815 DOI: 10.1371/journal.pone.0293603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 10/16/2023] [Indexed: 11/15/2023] Open
Abstract
Ambient temperature and relative humidity can affect asthma symptoms. Apparent temperature is a measure of temperature perceived by humans that takes into account the effect of humidity. However, the potential link between personal exposures to apparent temperature and asthma symptoms has not been investigated. We conducted a panel study of 37 asthmatic children, aged 5-11 years, during an early spring season (average daily ambient temperature: 14°C, range: 7-18°C). Asthma symptoms were measured 4 times for each participant with a 2-week interval between consecutive measurements using the Childhood Asthma-Control Test (C-ACT). Average, minimum, and maximum personal apparent temperature exposures, apparent temperature exposure variability (TV), and average ambient temperature were calculated for the 12 hours, 24 hours, week, and 2 weeks prior to each visit. We found that a 10°C lower in 1-week and 2-week average & minimum personal apparent temperature exposures, TV, and average ambient temperature exposures were significantly associated with lower total C-ACT scores by up to 2.2, 1.4, 3.3, and 1.4 points, respectively, indicating worsened asthma symptoms. Our results support that personal apparent temperature exposure is potentially a stronger driver than ambient temperature exposures for the variability in asthma symptom scores. Maintaining a proper personal apparent temperature exposure could be an effective strategy for personalized asthma management.
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Affiliation(s)
- Linchen He
- Department of Community and Population Health, College of Health, Lehigh University, Bethlehem, Pennsylvania, United States of America
| | - Shoshana Evans
- Department of Community and Population Health, College of Health, Lehigh University, Bethlehem, Pennsylvania, United States of America
| | - Christina Norris
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Karoline Barkjohn
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina, United States of America
- Office of Research and Development, US Environmental Protection Agency, Research Triangle Park, North Carolina, United States of America
| | - Xiaoxing Cui
- Nicholas School of the Environment, Duke University, Durham, North Carolina, United States of America
| | - Zhen Li
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaojian Zhou
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Feng Li
- Department of Pulmonary Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yinping Zhang
- Department of Building Science, Tsinghua University, Beijing, China
- Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, China
| | - Marilyn Black
- Underwriters Laboratories, Inc, Marietta, Georgia, United States of America
| | - Michael H. Bergin
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina, United States of America
| | - Junfeng (Jim) Zhang
- Nicholas School of the Environment, Duke University, Durham, North Carolina, United States of America
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Duke Kunshan University, Kunshan, Jiangsu Province, China
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Mui W, Kuang XM, Zhang H, Bhandari S, Dominguez R, Polidori A, Papapostolou V. Development of ASTM International D8405-Standard Test Method for Evaluating PM 2.5 Sensors or Sensor Systems Used in Indoor Applications. JOURNAL OF OCCUPATIONAL AND ENVIRONMENTAL HYGIENE 2023; 20:373-389. [PMID: 37184651 DOI: 10.1080/15459624.2023.2212739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Sensors and sensor systems for monitoring fine particles with aerodynamic diameters smaller than 2.5 µm can provide real-time feedback on indoor air quality and thus can help guide actions to manage indoor air pollutant concentrations. Standardized verification of the performance and accuracy of sensors and sensor systems is crucial for predicting the efficacy of such monitoring. A new ASTM International standard test method (ASTM D8405) was created for this need and is the most exacting laboratory protocol published to date for evaluating indoor air quality sensors and sensor systems measuring particles smaller than 2.5 µm in diameter. ASTM D8405 subjects sensors and sensor systems to five test phases: (1) an initial particle concentration ramp; (2) exposure to various temperature and humidity conditions; (3) exposure to interfering particles; (4) temperature cycling; and (5) a final particle concentration ramp to assess drift. This paper discusses the development of the standard test method, key aspects of the testing process, example evaluation results, and a comparison of this standard test method against peer evaluation protocols.
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Affiliation(s)
- Wilton Mui
- South Coast Air Quality Management District, Diamond Bar, California
| | | | - Hang Zhang
- South Coast Air Quality Management District, Diamond Bar, California
| | | | - Raul Dominguez
- South Coast Air Quality Management District, Diamond Bar, California
| | - Andrea Polidori
- South Coast Air Quality Management District, Diamond Bar, California
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6
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Wang J, Du W, Lei Y, Chen Y, Wang Z, Mao K, Tao S, Pan B. Quantifying the dynamic characteristics of indoor air pollution using real-time sensors: Current status and future implication. ENVIRONMENT INTERNATIONAL 2023; 175:107934. [PMID: 37086491 DOI: 10.1016/j.envint.2023.107934] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 04/12/2023] [Accepted: 04/12/2023] [Indexed: 05/03/2023]
Abstract
People generally spend most of their time indoors, making indoor air quality be of great significance to human health. Large spatiotemporal heterogeneity of indoor air pollution can be hardly captured by conventional filter-based monitoring but real-time monitoring. Real-time monitoring is conducive to change air assessment mode from static and sparse analysis to dynamic and massive analysis, and has made remarkable strides in indoor air evaluation. In this review, the state of art, strengths, challenges, and further development of real-time sensors used in indoor air evaluation are focused on. Researches using real-time sensors for indoor air evaluation have increased rapidly since 2018, and are mainly conducted in China and the USA, with the most frequently investigated air pollutants of PM2.5. In addition to high spatiotemporal resolution, real-time sensors for indoor air evaluation have prominent advantages in 3-dimensional monitoring, pollution peak and source identification, and short-term health effect evaluation. Huge amounts of data from real-time sensors also facilitate the modeling and prediction of indoor air pollution. However, challenges still remain in extensive deployment of real-time sensors indoors, including the selection, performance, stability, as well as calibration of sensors. In future, sensors with high performance, long-term stability, low price, and low energy consumption are welcomed. Furthermore, more target air pollutants are also expected to be detected simultaneously by real-time sensors in indoor air monitoring.
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Affiliation(s)
- Jinze Wang
- Key Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Wei Du
- Yunnan Provincial Key Laboratory of Soil Carbon Sequestration and Pollution Control, Faculty of Environmental Science & Engineering, Kunming University of Science & Technology, Kunming 650500, China.
| | - Yali Lei
- Key Laboratory of Geographic Information Science of the Ministry of Education, School of Geographic Sciences, East China Normal University, Shanghai 200241, China
| | - Yuanchen Chen
- Key Laboratory of Microbial Technology for Industrial Pollution Control of Zhejiang Province, College of Environment, Zhejiang University of Technology, Hangzhou, Zhejiang 310032, China
| | - Zhenglu Wang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu 610041, China
| | - Kang Mao
- State Key Laboratory of Environmental Geochemistry, Institute of Geochemistry, Chinese Academy of Sciences, Guiyang, China
| | - Shu Tao
- Key Laboratory for Earth Surface Processes, College of Urban and Environmental Sciences, Peking University, Beijing 100871, China
| | - Bo Pan
- Yunnan Provincial Key Laboratory of Soil Carbon Sequestration and Pollution Control, Faculty of Environmental Science & Engineering, Kunming University of Science & Technology, Kunming 650500, China
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7
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Jorga SD, Wang Y, Abbatt JPD. Reaction of HOCl with Wood Smoke Aerosol: Impacts on Indoor Air Quality and Outdoor Reactive Chlorine. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:1292-1299. [PMID: 36607741 DOI: 10.1021/acs.est.2c07577] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
High loadings of biomass burning (BB) aerosol particles from wildfire or residential heating sources can be present in both outdoor and indoor environments, where they deposit onto surfaces such as walls and furniture. These pollutants can interact with oxidants in both the aerosol and deposited forms. Hypochlorous acid (HOCl), a strong oxidant emitted during cleaning with chlorine-cleaning agents such as bleach, can attain mixing ratios of hundreds of ppbv indoors; moreover, lower mixing ratios are naturally present outdoors. Here, we report the heterogeneous reactivity of HOCl with wood smoke aerosol particles. After exposure to gas-phase HOCl, the particle chlorine content increased reaching chlorine-to-organic mass ratios of 0.07 with the chlorine covalently bound as organochlorine species, many of which are aromatic. Investigating individual potential BB components, we observed that unsaturated species such as coniferaldehyde and furfural react efficiently with HOCl. These observations indicate that organochlorine pollutants will form indoors when bleach cleaning a wildfire impacted space. The chlorine component of particles internally mixed with BB material and chloride initially increased, upon HOCl exposure, indicating that active chlorine recycling in the outdoor environment will be suppressed in the presence of BB emissions.
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Affiliation(s)
- Spiro D Jorga
- Department of Chemistry, University of Toronto, Toronto, M5S 3H6Ontario, Canada
| | - Yutong Wang
- Department of Chemistry, University of Toronto, Toronto, M5S 3H6Ontario, Canada
| | - Jonathan P D Abbatt
- Department of Chemistry, University of Toronto, Toronto, M5S 3H6Ontario, Canada
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Wang J, Lin L, Huang J, Zhang J, Duan J, Guo X, Wu S, Sun Z. Impact of PM 2.5 exposure on plasma metabolome in healthy adults during air pollution waves: A randomized, crossover trial. JOURNAL OF HAZARDOUS MATERIALS 2022; 436:129180. [PMID: 35739713 DOI: 10.1016/j.jhazmat.2022.129180] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 05/08/2022] [Accepted: 05/16/2022] [Indexed: 06/15/2023]
Abstract
Air pollution, especially PM2.5 (particulate matter with an aerodynamic diameter ≤2.5 µm) in China, is severe and related to a variety of diseases while the potential mechanisms have not been clearly clarified yet. This study was conducted using a randomized crossover trial protocol among young and healthy college students. Plasma samples were collected before, during, and post two typical air pollution waves with a washout interval of at least 2 weeks under true and sham air purification treatments, respectively. A total of 144 blood samples from 24 participants were included in the final analysis. Metabolomics analysis for the plasma samples was completed by Ultrahigh Performance Liquid Chromatography-Mass Spectrometry (UPLC-MS). Orthogonal Partial Least Squares Discrimination Analysis (OPLS-DA) and linear mixed-effect models were used to identify the differentially expressed metabolites and their associations with PM2.5 exposure. MetaboAnalyst 5.0 was further used to conduct pathway enrichment analysis and correlation analysis of differentially expressed metabolites. A total of 40 metabolites were identified to be differentially expressed between the true and sham air purification treatments, and eleven metabolites showed consistent significant changes upon outdoor, indoor, and time-weighted personal PM2.5 exposures. Short-term exposure to PM2.5 may cause disturbances in metabolic pathways such as linoleic acid metabolism, arachidonic acid metabolism, and tryptophan metabolism.
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Affiliation(s)
- Jiawei Wang
- Department of Occupational and Environmental Health Sciences, Peking University School of Public Health, Beijing, China
| | - Lisen Lin
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Capital Medical University, Beijing, China, Capital Medical University, Beijing, China; Beijing Key Laboratory of Environmental Toxicology, Capital Medical University, Beijing, China
| | - Jing Huang
- Department of Occupational and Environmental Health Sciences, Peking University School of Public Health, Beijing, China
| | - Jingyi Zhang
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Capital Medical University, Beijing, China, Capital Medical University, Beijing, China; Beijing Key Laboratory of Environmental Toxicology, Capital Medical University, Beijing, China
| | - Junchao Duan
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Capital Medical University, Beijing, China, Capital Medical University, Beijing, China; Beijing Key Laboratory of Environmental Toxicology, Capital Medical University, Beijing, China
| | - Xinbiao Guo
- Department of Occupational and Environmental Health Sciences, Peking University School of Public Health, Beijing, China
| | - Shaowei Wu
- Department of Occupational and Environmental Health, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, China; Key Laboratory for Disease Prevention and Control and Health Promotion of Shaanxi Province, Xi'an, Shaanxi, China; Key Laboratory of Trace Elements and Endemic Diseases in Ministry of Health, Xi'an, Shaanxi, China.
| | - Zhiwei Sun
- Department of Toxicology and Sanitary Chemistry, School of Public Health, Capital Medical University, Beijing, China, Capital Medical University, Beijing, China; Beijing Key Laboratory of Environmental Toxicology, Capital Medical University, Beijing, China.
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Fazlzadeh M, Hassanvand MS, Nabizadeh R, Shamsipour M, Salarifar M, Naddafi K. Effect of portable air purifier on indoor air quality: reduced exposure to particulate matter and health risk assessment. ENVIRONMENTAL MONITORING AND ASSESSMENT 2022; 194:638. [PMID: 35925421 DOI: 10.1007/s10661-022-10255-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 06/28/2022] [Indexed: 06/15/2023]
Abstract
We sought to investigate the impact of air purifiers in the removal of particular matter (PM)10, PM2.5, PM1, and particle number concentration (PNC) in the indoor air of dormitories located at Iran's largest medical university, Tehran University of Medical Sciences. Twelve rooms were selected and randomly assigned to two rooms: sham air purifier system deployed room (SR) and true air purifier system deployed room (TR). All study samples were drawn simultaneously from assigned rooms using portable GRIMM dust monitors for 24 h. The PM monitors of air were positioned in the middle of each room next to the air purifier at the height of the breathing zone (1.5 m in height). The mean PM10, PM2.5, PM1, and PNC removal efficiency in rooms with and without a smoker were measured to be 40.7 vs 83.8%, 31.2 vs 78.4%, 29.9 vs 72.3%, and 44.3 vs 75.6%, respectively. The results showed that smoking is an important influencing factor on the indoor air quality; smoking lowered the removal efficiency of PM10, PM2.5, PM1, and PNC by 43%, 47%, 43%, and 31%, respectively. An air purifier could decline the PM10 and PM2.5 even lower than the WHO 24-h guideline level in non-smoker rooms. This study revealed that using household air purifiers in rooms with smokers and non-smokers significantly reduces the non-carcinogenic risks of exposure to PM10 and PM2.5.
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Affiliation(s)
- Mehdi Fazlzadeh
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Sadegh Hassanvand
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran
| | - Ramin Nabizadeh
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran
| | - Mansour Shamsipour
- Department of Research Methodology and Data Analysis, Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran
| | - Mojtaba Salarifar
- Tehran Heart Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Kazem Naddafi
- Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
- Center for Air Pollution Research (CAPR), Institute for Environmental Research (IER), Tehran University of Medical Sciences, Tehran, Iran.
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The Effects of Indoor Air Filter on Reductions in PM2.5 Associated Health Risks of Respiratory Function in Mouse. ATMOSPHERE 2022. [DOI: 10.3390/atmos13071005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
This study aimed to assess whether protective measures could reduce the health risks of air pollution in mice living in the chambers situated at a suburban site in Beijing. The living chambers of mice were divided into four groups: male mice with and without the high-efficiency particulate air (HEPA) filter (male group A and group B), as well as female mice with and without the HEPA filter (female group A and group B). The experiment was carried out from 1 December 2017 to 31 May 2018. Parameters of respiratory function during periods of clean air and air pollution were determined for all groups to evaluate the role of the indoor air filter (i.e., HEPA) in protection against respiratory health risks in mice. Significant differences in minute volumes were observed in male and female groups with versus without the HEPA. Additionally, respiratory health parameters including respiratory rate, duration of breaking, expiratory time, and relaxation time exhibited differences in female groups with HEPA versus without HEPA. Levels of inflammatory factors in the lungs were measured for all groups after 6months of exposure. Greater mean levels of IL-6 and TNF-α were found in the male groups without HEPA than in those with HEPA. Higher average concentrations of IL-6, T-AOC, SOD, GSH-Px, LDH, TNF-α, and TGF-β1 were found in the female group without HEPA than those without HEPA. Our study has proved the effective protection provided by indoor air filters (i.e., HEPA filters) in reducing respiratory health risks associated with PM2.5.
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He L, Norris C, Cui X, Li Z, Barkjohn KK, Teng Y, Fang L, Lin L, Wang Q, Zhou X, Hong J, Li F, Zhang Y, Schauer JJ, Black M, Bergin MH, Zhang JJ. Oral cavity response to air pollutant exposure and association with pulmonary inflammation and symptoms in asthmatic children. ENVIRONMENTAL RESEARCH 2022; 206:112275. [PMID: 34710437 DOI: 10.1016/j.envres.2021.112275] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 09/28/2021] [Accepted: 10/22/2021] [Indexed: 06/13/2023]
Abstract
Exposure to fine particulate matter (PM2.5) and ozone (O3) may lead to inflammation and oxidative damage in the oral cavity, which is hypothesized to contribute to the worsening of airway inflammation and asthma symptoms. In this panel study of 43 asthmatic children aged 5-13 years old, each child had 4 clinic visits with a 2-week interval between two consecutive visits. At each visit, saliva samples were collected and subsequently analyzed for interleukin 6 (IL-6) and eosinophil cationic protein (ECP) as biomarkers of inflammation and malondialdehyde (MDA) as a biomarker of oxidative stress in the oral cavity. At each visit, children were measured for fractional exhaled nitric oxide (FeNO) as a marker of pulmonary inflammation. Asthma symptoms of these children were measured using the Childhood Asthma Control Test (C-ACT). We found that an interquartile range (IQR) increase in 24-h average personal exposure to PM2.5 measured 1 and 2 days prior was associated with increased salivary IL-6 concentration by 3.0% (95%CI: 0.2%-6.0%) and 4.2% (0.7%-8.0%), respectively. However, we did not find a clear association between personal O3 exposure and any of the salivary biomarkers, except for a negative association between salivary MDA and O3 exposure measured 1 day prior. An IQR increase in salivary IL-6 concentration was associated with significantly increased FeNO by 28.8% (4.3%-53.4%). In addition, we found that increasing salivary IL-6 concentrations were associated with decreased individual and total C-ACT scores, indicating the worsening of asthma symptoms. We estimated that 13.2%-22.2% of the associations of PM2.5 exposure measured 1 day prior with FeNO and C-ACT scores were mediated by salivary IL-6. These findings suggest that the induction of inflammation in the oral cavity may have played a role in linking air pollution exposure with the worsening of airway inflammation and asthma symptoms.
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Affiliation(s)
- Linchen He
- Nicholas School of the Environment, Duke University, Durham, NC, USA; Duke Global Health Institute, Duke University, Durham, NC, USA.
| | - Christina Norris
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA.
| | - Xiaoxing Cui
- Nicholas School of the Environment, Duke University, Durham, NC, USA.
| | - Zhen Li
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Karoline K Barkjohn
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA.
| | - Yanbo Teng
- Duke Kunshan University, Kunshan, Jiangsu Province, China.
| | - Lin Fang
- Department of Building Science, Tsinghua University, Beijing, China; Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, China.
| | - Lili Lin
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Qian Wang
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Xiaojian Zhou
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Jianguo Hong
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Feng Li
- Department of Pulmonary Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China.
| | - Yinping Zhang
- Department of Building Science, Tsinghua University, Beijing, China; Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, China.
| | - James J Schauer
- Department of Civil and Environmental Engineering, College of Engineering, University of Wisconsin-Madison, Madison, WI, USA.
| | | | - Michael H Bergin
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA.
| | - Junfeng Jim Zhang
- Nicholas School of the Environment, Duke University, Durham, NC, USA; Duke Global Health Institute, Duke University, Durham, NC, USA; Duke Kunshan University, Kunshan, Jiangsu Province, China.
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12
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Xie Y, Wang Y, Zhang Y, Fan W, Dong Z, Yin P, Zhou M. Substantial health benefits of strengthening guidelines on indoor fine particulate matter in China. ENVIRONMENT INTERNATIONAL 2022; 160:107082. [PMID: 35033735 DOI: 10.1016/j.envint.2022.107082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 12/14/2021] [Accepted: 01/04/2022] [Indexed: 06/14/2023]
Abstract
In 2020, China for the first time developed guidelines for indoor fine particulate matter (PM2.5) in the draft document of indoor air standards, while the associated health implication remains unclear. Here, we first estimated the PM2.5 associated premature deaths was 965 thousand in 2019, with the indoor PM2.5 of outdoor origin accounting for 72.9%. Then, we examined the dynamic mortalities under a scenario matrix of 36 conditions, by incorporating various shared socioeconomic pathways in 2035, the draft guidelines and the contributions of ambient PM2.5 to indoor exposure. Although it may be improbable, the averages of premature deaths associated with ambient PM2.5 will be 1018-1361 thousand in 2035 when the worst-case scenario of guidelines mandating a yearly (rather than daily) indoor PM2.5 concentration of 75 µg/m3, compared to the averages of estimation were 816-1304 thousand for better-case scenario of 35 µg/m3. Under these scenarios, the increase in the number of premature deaths was mainly driven by population aging. In 2035, an ambitious target of yearly indoor PM2.5 concentrations of 15 µg/m3 is anticipated to reduce the number of deaths associated with ambient PM2.5 by approximately 25% of the 2019 baseline. Stricter guidelines to restrict the indoor PM2.5 concentrations are recommended to mitigate the mortality risk in the future.
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Affiliation(s)
- Yang Xie
- School of Economics and Management, Beihang University, Beijing, China; Laboratory for Low-carbon Intelligent Governance, Beihang University, China
| | - Ying Wang
- Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China; School of Space and Environment, Beihang University, Beijing, China
| | - Yichi Zhang
- Key Laboratory of Water Cycle and Related Land Surface Processes, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
| | - Wenhong Fan
- Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China; School of Space and Environment, Beihang University, Beijing, China
| | - Zhaomin Dong
- Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China; School of Space and Environment, Beihang University, Beijing, China.
| | - Peng Yin
- National Center for Chronic and Noncommunicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Maigeng Zhou
- National Center for Chronic and Noncommunicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
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13
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Nazaroff WW, Weschler CJ. Indoor ozone: Concentrations and influencing factors. INDOOR AIR 2022; 32:e12942. [PMID: 34609012 DOI: 10.1111/ina.12942] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/21/2021] [Accepted: 09/24/2021] [Indexed: 05/03/2023]
Abstract
Because people spend most of their time indoors, much of their exposure to ozone occurs in buildings, which are partially protective against outdoor ozone. Measurements in approximately 2000 indoor environments (residences, schools, and offices) show a central tendency for average indoor ozone concentration of 4-6 ppb and an indoor to outdoor concentration ratio of about 25%. Considerable variability in this ratio exists among buildings, as influenced by seven building-associated factors: ozone removal in mechanical ventilation systems, ozone penetration through the building envelope, air-change rates, ozone loss rate on fixed indoor surfaces, ozone loss rate on human occupants, ozone loss by homogeneous reaction with nitrogen oxides, and ozone loss by reaction with gas-phase organics. Among these, the most important are air-change rates, ozone loss rate on fixed indoor surfaces, and, in densely occupied spaces, ozone loss rate on human occupants. Although most indoor ozone originates outdoors and enters with ventilation air, indoor emission sources can materially increase indoor ozone concentrations. Mitigation technologies to reduce indoor ozone concentrations are available or are being investigated. The most mature of these technologies, activated carbon filtration of mechanical ventilation supply air, shows a high modeled health-benefit to cost ratio when applied in densely occupied spaces.
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Affiliation(s)
- William W Nazaroff
- Department of Civil and Environmental Engineering, University of California, Berkeley, CA, USA
| | - Charles J Weschler
- Environmental and Occupational Health Sciences Institute, Rutgers University, Piscataway, NJ, USA
- International Centre for Indoor Environment and Energy, Technical University of Denmark, Lyngby, Denmark
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14
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Kim CS, Rohr AC. Review and analysis of personal-ambient ozone measurements. JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION (1995) 2021; 71:1333-1346. [PMID: 34156323 DOI: 10.1080/10962247.2021.1942318] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/01/2021] [Revised: 05/28/2021] [Accepted: 06/02/2021] [Indexed: 06/13/2023]
Abstract
Ambient ozone measurements are often used as surrogates for personal exposures. Due to the limited number of central ozone monitors and varying personal behavioral patterns, some level of variability between ambient and personal exposures is expected. Low-cost sensors and different ways to capture personal activity patterns are being developed as an effort to improve the accuracy of exposure assessment. However, it is still most common to use the traditional approach of using unadjusted ambient concentrations as surrogates for personal exposures. To our knowledge, there has not been a meta-analysis that summarizes the findings from studies that investigated the differences between personal and ambient ozone. We conducted a literature search in PubMed and Science Direct for peer-reviewed studies reporting at least one of the following in a numeric format: 1) personal-ambient measurements, 2) personal-ambient slopes, or 3) personal-ambient correlations to identify and summarize existing studies that investigated personal and ambient ozone concentrations. Twenty-two articles met inclusion criteria and were included in our review. Ambient concentrations almost always overestimated personal exposures. A meta-analysis of slopes showed an overall personal-ambient slope of 0.21 (95% CI: 0.15, 0.27) with high heterogeneity (97%) across studies. The correlations between personal and ambient ozone varied dramatically across subjects from a strong positive (0.77) to a moderate negative correlation (-0.43). Our study found that ambient measurements are not accurate representations of personal exposure, while the magnitude of exposure measurement error varied across studies. Different sources of ozone and how they contribute to true exposure levels for individuals in complementary ways need to be better addressed. The effort to better understand the impact of traditional exposure assessment on the risk estimates must be emphasized along with efforts to improve the current exposure assessment approaches to provide context for interpreting the results from ozone epidemiological studies. Implications: The traditional approach of using ambient ozone measurements as surrogates for personal exposures is likely to result in exposure misclassification, which is a well-recognized source of bias in epidemiological studies. There are efforts to characterize the differences between ambient and personal ozone measurements, though, to our knowledge, there has not been a meta-analysis that summarizes the findings of different studies. Better understanding of the pattern and magnitude of exposure error for ambient and personal ozone can provide directions for future studies and context for interpreting the results from ozone epidemiological studies.
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Affiliation(s)
- Chloe S Kim
- Electric Power Research Institute (EPRI), Palo Alto, California, USA
| | - Annette C Rohr
- Electric Power Research Institute (EPRI), Palo Alto, California, USA
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15
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Wildfire smoke impacts on indoor air quality assessed using crowdsourced data in California. Proc Natl Acad Sci U S A 2021; 118:2106478118. [PMID: 34465624 DOI: 10.1073/pnas.2106478118] [Citation(s) in RCA: 52] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Wildfires have become an important source of particulate matter (PM2.5 < 2.5-µm diameter), leading to unhealthy air quality index occurrences in the western United States. Since people mainly shelter indoors during wildfire smoke events, the infiltration of wildfire PM2.5 into indoor environments is a key determinant of human exposure and is potentially controllable with appropriate awareness, infrastructure investment, and public education. Using time-resolved observations outside and inside more than 1,400 buildings from the crowdsourced PurpleAir sensor network in California, we found that the geometric mean infiltration ratios (indoor PM2.5 of outdoor origin/outdoor PM2.5) were reduced from 0.4 during non-fire days to 0.2 during wildfire days. Even with reduced infiltration, the mean indoor concentration of PM2.5 nearly tripled during wildfire events, with a lower infiltration in newer buildings and those utilizing air conditioning or filtration.
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16
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Barkjohn KK, Gantt B, Clements AL. Development and Application of a United States wide correction for PM 2.5 data collected with the PurpleAir sensor. ATMOSPHERIC MEASUREMENT TECHNIQUES 2021; 4:10.5194/amt-14-4617-2021. [PMID: 34504625 PMCID: PMC8422884 DOI: 10.5194/amt-14-4617-2021] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
PurpleAir sensors, which measure particulate matter (PM), are widely used by individuals, community groups, and other organizations including state and local air monitoring agencies. PurpleAir sensors comprise a massive global network of more than 10,000 sensors. Previous performance evaluations have typically studied a limited number of PurpleAir sensors in small geographic areas or laboratory environments. While useful for determining sensor behavior and data normalization for these geographic areas, little work has been done to understand the broad applicability of these results outside these regions and conditions. Here, PurpleAir sensors operated by air quality monitoring agencies are evaluated in comparison to collocated ambient air quality regulatory instruments. In total, almost 12,000 24-hour averaged PM2.5 measurements from collocated PurpleAir sensors and Federal Reference Method (FRM) or Federal Equivalent Method (FEM) PM2.5 measurements were collected across diverse regions of the United States (U.S.), including 16 states. Consistent with previous evaluations, under typical ambient and smoke impacted conditions, the raw data from PurpleAir sensors overestimate PM2.5 concentrations by about 40% in most parts of the U.S. A simple linear regression reduces much of this bias across most U.S. regions, but adding a relative humidity term further reduces the bias and improves consistency in the biases between different regions. More complex multiplicative models did not substantially improve results when tested on an independent dataset. The final PurpleAir correction reduces the root mean square error (RMSE) of the raw data from 8 μg m-3 to 3 μg m-3 with an average FRM or FEM concentration of 9 μg m-3. This correction equation, along with proposed data cleaning criteria, has been applied to PurpleAir PM2.5 measurements across the U.S. in the AirNow Fire and Smoke Map (fire.airnow.gov) and has the potential to be successfully used in other air quality and public health applications.
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Affiliation(s)
- Karoline K. Barkjohn
- Office of Research and Development, U.S. Environmental Protection Agency 109 T.W. Alexander Drive Research Triangle Park, NC 27711
| | - Brett Gantt
- Office of Air Quality Planning and Standards, U.S. Environmental Protection Agency, 109 T.W. Alexander Drive Research Triangle Park, NC 27711
| | - Andrea L. Clements
- Office of Research and Development, U.S. Environmental Protection Agency 109 T.W. Alexander Drive Research Triangle Park, NC 27711
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17
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He L, Norris C, Cui X, Li Z, Barkjohn KK, Teng Y, Fang L, Lin L, Wang Q, Zhou X, Hong J, Li F, Zhang Y, Schauer JJ, Black M, Bergin MH, Zhang JJ. Role of endogenous melatonin in pathophysiologic and oxidative stress responses to personal air pollutant exposures in asthmatic children. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 773:145709. [PMID: 33940766 DOI: 10.1016/j.scitotenv.2021.145709] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 01/29/2021] [Accepted: 02/03/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Heightening oxidative stress and inflammation is an important pathophysiological mechanism underlying air pollution health effects in people with asthma. Melatonin can suppress oxidative stress and inflammation in pulmonary and circulatory systems. However, the role of melatonin in the oxidative stress and physiological responses to air pollution exposure has not been examined in children with asthma. METHODS In this panel study of 43 asthmatic children (5-13 years old), each child had 4 clinic visits with a 2-week interval between two consecutive visits. At each visit, urine samples were collected and subsequently analyzed for 6-sulfatoxymelatonin (aMT6s) as a surrogate of circulating melatonin and for malondialdehyde (MDA) and 8-hydroxy-2'-deoxyguanosine (8-OHdG) as two biomarkers of systemic oxidative stress. At each clinic visit, children were measured for pulmonary function and fractional exhaled nitric oxide (FeNO, a marker of pulmonary inflammation). None of the children reported to have taking melatonin supplementation. Concentrations of indoor and ambient PM2.5 and ozone (O3) were combined with individual time-activity data to calculate personal air pollutant exposures. RESULTS We found that interquartile range increases in urinary MDA and 8-OHdG concentrations were associated with significantly increased urinary aMT6s concentrations by 73.4% (95% CI: 52.6% to 97.0%) and 41.7% (22.8% to 63.4%), respectively. Increases in daily personal exposure to O3 and to PM2.5 were each associated with increased urinary aMT6s concentrations. Increasing urinary aMT6s concentrations were associated with decreased FeNO and resonant frequency, indicating improved airway inflammation and lung elasticity, respectively. CONCLUSION The results suggest that systemic oxidative stress heightened by air pollution exposure may stimulate melatonin excretion as a defense mechanism to alleviate the adverse effects.
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Affiliation(s)
- Linchen He
- Nicholas School of the Environment, Duke University, Durham, NC, USA; Duke Global Health Institute, Duke University, Durham, NC, USA
| | - Christina Norris
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA
| | - Xiaoxing Cui
- Nicholas School of the Environment, Duke University, Durham, NC, USA
| | - Zhen Li
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Karoline K Barkjohn
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA
| | - Yanbo Teng
- Duke Kunshan University, Kunshan, Jiangsu Province, China
| | - Lin Fang
- Department of Building Science, Tsinghua University, Beijing, China; Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, China
| | - Lili Lin
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Qian Wang
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaojian Zhou
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Jianguo Hong
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Feng Li
- Department of Pulmonary Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yinping Zhang
- Department of Building Science, Tsinghua University, Beijing, China; Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, China
| | - James J Schauer
- Department of Civil and Environmental Engineering, College of Engineering, University of Wisconsin-Madison, Madison, WI, USA
| | | | - Michael H Bergin
- Department of Civil and Environmental Engineering, Duke University, Durham, NC, USA
| | - Junfeng Jim Zhang
- Nicholas School of the Environment, Duke University, Durham, NC, USA; Duke Global Health Institute, Duke University, Durham, NC, USA; Duke Kunshan University, Kunshan, Jiangsu Province, China.
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18
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Study on the Ozone Gas Sensing Properties of rf-Sputtered Al-Doped NiO Films. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11073104] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Al-doped NiO (NiO:Al) has attracted the interest of researchers due to its excellent optical and electrical properties. In this work, NiO:Al films were deposited on glass substrates by the radio frequencies (rf) sputtering technique at room temperature and they were tested against ozone gas. The Oxygen content in (Ar-O2) plasma was varied from 2% to 4% in order to examine its effect on the gas sensing performance of the films. The thickness of the films was between 160.3 nm and 167.5 nm, while the Al content was found to be between 5.3 at% and 6.7 at%, depending on the oxygen content in plasma. It was found that NiO:Al films grown with 4% O2 in plasma were able to detect 60 ppb of ozone with a sensitivity of 3.18% at room temperature, while the detection limit was further decreased to 10 ppb, with a sensitivity of 2.54%, at 80 °C, which was the optimum operating temperature for these films. In addition, the films prepared in 4% O2 in plasma had lower response and recovery time compared to those grown with lower O2 content in plasma. Finally, the role of the operating temperature on the gas sensing properties of the NiO:Al films was investigated.
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19
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He L, Norris C, Cui X, Li Z, Barkjohn KK, Brehmer C, Teng Y, Fang L, Lin L, Wang Q, Zhou X, Hong J, Li F, Zhang Y, Schauer JJ, Black M, Bergin MH, Zhang JJ. Personal Exposure to PM 2.5 Oxidative Potential in Association with Pulmonary Pathophysiologic Outcomes in Children with Asthma. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2021; 55:3101-3111. [PMID: 33555874 DOI: 10.1021/acs.est.0c06114] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Fine particulate matter (PM2.5) with a higher oxidative potential has been thought to be more detrimental to pulmonary health. We aim to investigate the associations between personal exposure to PM2.5 oxidative potential and pulmonary outcomes in asthmatic children. We measured each of the 43 asthmatic children 4 times for airway mechanics, lung function, airway inflammation, and asthma symptom scores. Coupling measured indoor and outdoor concentrations of PM2.5 mass, constituents, and oxidative potential with individual time-activity data, we calculated 24 h average personal exposures 0-3 days prior to a health outcome measurement. We found that increases in daily personal exposure to PM2.5 oxidative potential were significantly associated with increased small, large, and total airway resistance, increased airway impedance, decreased lung function, and worsened scores of individual asthma symptoms and the total symptom score. Among the PM2.5 constituents, organic matters largely of indoor origin contributed the greatest to PM2.5 oxidative potential. Given that the variability in PM2.5 oxidative potential was a stronger driver than PM2.5 mass for the variability in the respiratory health outcomes, it is suggested to reduce PM2.5 oxidative potential, particularly by reducing the organic matter constituent of indoor PM2.5, as a targeted source control strategy in asthma management.
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Affiliation(s)
- Linchen He
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
- Duke Global Health Institute, Duke University, Durham, North Carolina 27708, United States
| | - Christina Norris
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Xiaoxing Cui
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
| | - Zhen Li
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China
| | - Karoline K Barkjohn
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Collin Brehmer
- Department of Civil and Environmental Engineering, College of Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706,United States
| | - Yanbo Teng
- Duke Kunshan University, Kunshan, Jiangsu Province 215316, People's Republic of China
| | - Lin Fang
- Department of Building Science, Tsinghua University, Beijing, People's Republic of China
- Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, People's Republic of China
| | - Lili Lin
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China
| | - Qian Wang
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China
| | - Xiaojian Zhou
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China
| | - Jianguo Hong
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, People's Republic of China
| | - Feng Li
- Department of Pulmonary Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yinping Zhang
- Department of Building Science, Tsinghua University, Beijing, People's Republic of China
- Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing, People's Republic of China
| | - James J Schauer
- Department of Civil and Environmental Engineering, College of Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706,United States
| | - Marilyn Black
- Underwriters Laboratories, Inc, Marietta, Georgia 30067, United States
| | - Michael H Bergin
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Junfeng Jim Zhang
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
- Duke Global Health Institute, Duke University, Durham, North Carolina 27708, United States
- Duke Kunshan University, Kunshan, Jiangsu Province 215316, People's Republic of China
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20
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Allen RW, Barn P. Individual- and Household-Level Interventions to Reduce Air Pollution Exposures and Health Risks: a Review of the Recent Literature. Curr Environ Health Rep 2020; 7:424-440. [PMID: 33241434 PMCID: PMC7749091 DOI: 10.1007/s40572-020-00296-z] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/04/2020] [Indexed: 02/06/2023]
Abstract
PURPOSE OF REVIEW We reviewed recent peer-reviewed literature on three categories of individual- and household-level interventions against air pollution: air purifiers, facemasks, and behavior change. RECENT FINDINGS High-efficiency particulate air/arresting (HEPA) filter air purifier use over days to weeks can substantially reduce fine particulate matter (PM2.5) concentrations indoors and improve subclinical cardiopulmonary health. Modeling studies suggest that the population-level benefits of HEPA filter air purification would often exceed costs. Well-fitting N95 and equivalent respirators can reduce PM2.5 exposure, with several randomized crossover studies also reporting improvements in subclinical cardiovascular health. The health benefits of other types of face coverings have not been tested and their effectiveness in reducing exposure is highly variable, depends largely on fit, and is unrelated to cost. Behavior modifications may reduce exposure, but there has been little research on health impacts. There is now substantial evidence that HEPA filter air purifiers reduce indoor PM2.5 concentrations and improve subclinical health indicators. As a result, their use is being recommended by a growing number of government and public health organizations. Several studies have also reported subclinical cardiovascular health benefits from well-fitting respirators, while evidence of health benefits from other types of facemasks and behavior changes remains very limited. In situations when emissions cannot be controlled at the source, such as during forest fires, individual- or household-level interventions may be the primary option. In most cases, however, such interventions should be supplemental to emission reduction efforts that benefit entire communities.
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Affiliation(s)
- Ryan W Allen
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
| | - Prabjit Barn
- Legacy for Airway Health, Vancouver Coastal Health, Vancouver, BC, Canada
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21
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Barkjohn KK, Norris C, Cui X, Fang L, He L, Schauer JJ, Zhang Y, Black M, Zhang J, Bergin MH. Children's microenvironmental exposure to PM 2.5 and ozone and the impact of indoor air filtration. JOURNAL OF EXPOSURE SCIENCE & ENVIRONMENTAL EPIDEMIOLOGY 2020; 30:971-980. [PMID: 32963288 DOI: 10.1038/s41370-020-00266-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2020] [Revised: 09/04/2020] [Accepted: 09/11/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND In highly polluted urban areas, personal exposure to PM2.5 and O3 occur daily in various microenvironments. Identifying which microenvironments contribute most to exposure can pinpoint effective exposure reduction strategies and mitigate adverse health impacts. METHODS This work uses real-time sensors to assess the exposures of children with asthma (N = 39) in Shanghai, quantifying microenvironmental exposure to PM2.5 and O3. An air cleaner was deployed in participants' bedrooms where we hypothesized exposure could be most efficiently reduced. Monitoring occurred for two 48-h periods: one with bedroom filtration (portable air cleaner with HEPA and activated carbon filters) and the other without. RESULTS Children spent 91% of their time indoors with the majority spent in their bedroom (47%). Without filtration, the bedroom and classroom environments were the largest contributors to PM2.5 exposure. With filtration, bedroom PM2.5 exposure was reduced by 75% (45% of total exposure). Although filtration status did not impact O3, the largest contribution of O3 exposure also came from the bedroom. CONCLUSIONS Actions taken to reduce bedroom PM2.5 and O3 concentrations can most efficiently reduce total exposure. As real-time pollutant monitors become more accessible, similar analyses can be used to evaluate new interventions and optimize exposure reductions for a variety of populations.
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Affiliation(s)
- Karoline K Barkjohn
- Duke University, Civil and Environmental Engineering, 121 Hudson Hall, Box 90287, Durham, NC, 27708, USA.
| | - Christina Norris
- Duke University, Civil and Environmental Engineering, 121 Hudson Hall, Box 90287, Durham, NC, 27708, USA
| | - Xiaoxing Cui
- Duke University, Nicholas School of the Environment, 9 Circuit Dr, Durham, NC, 27710, USA
| | - Lin Fang
- Tsinghua University, School of Architecture, Beijing, 100084, China
| | - Linchen He
- Duke University, Nicholas School of the Environment, 9 Circuit Dr, Durham, NC, 27710, USA
| | - James J Schauer
- University of Wisconsin at Madison, Civil and Environmental Engineering, 1415 Engineering Dr, Madison, WI, 53706, USA
| | - Yinping Zhang
- Tsinghua University, School of Architecture, Beijing, 100084, China
| | - Marilyn Black
- Underwriters Laboratories Inc., 2211 Newmarket Parkway, Marietta, GA, 30067, USA
| | - Junfeng Zhang
- Duke University, Nicholas School of the Environment, 9 Circuit Dr, Durham, NC, 27710, USA
| | - Michael H Bergin
- Duke University, Civil and Environmental Engineering, 121 Hudson Hall, Box 90287, Durham, NC, 27708, USA
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He L, Cui X, Li Z, Teng Y, Barkjohn KK, Norris C, Fang L, Lin L, Wang Q, Zhou X, Hong J, Li F, Zhang Y, Schauer JJ, Black M, Bergin MH, Zhang JJ. Malondialdehyde in Nasal Fluid: A Biomarker for Monitoring Asthma Control in Relation to Air Pollution Exposure. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2020; 54:11405-11413. [PMID: 32822160 DOI: 10.1021/acs.est.0c02558] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Fine particulate matter (PM2.5) and ozone (O3) may exert oxidative damage in the nose, which is hypothesized to be associated with worsened asthma symptoms. This study, hence, is to explore whether an oxidative stress biomarker, malondialdehyde (MDA) in the nasal fluid, has the potential to aid personalized asthma control. In a panel study of 43 asthmatic children, 5-13 years old, each child was measured 4 times with a 2-week interval between consecutive clinic visits. At each visit, nasal fluid and urine samples were collected, and fractional exhaled nitric oxide (FeNO) was measured as a biomarker of pulmonary inflammation. In addition to nasal MDA, urinary MDA and 8-hydroxy-2'-deoxyguanosine (8-OHdG) were measured as biomarkers of systemic oxidative stress. We also assessed asthma symptoms using the Childhood Asthma-Control Test (C-ACT). We found that interquartile range (IQR) increases in 24 h average personal PM2.5 exposure (22.2-33.5 μg/m3), estimated 0 to 5 days prior to a clinic visit, were associated with increased nasal MDA concentrations by 38.6-54.9%. Similarly, IQR increases in 24 h average personal O3 exposure (7.7-8.2 ppb) estimated 2 to 4 days prior were associated with increased nasal MDA by 22.1-69.4%. Only increased PM2.5 exposure was associated with increased FeNO. Increased nasal MDA concentration was associated with decreased total and individual C-ACT scores, indicating worsening of asthma symptoms. However, no significant associations were observed between urinary MDA or 8-OHdG and C-ACT scores. The results confirm that oxidative stress plays an important role in linking air pollution exposure and adverse respiratory health effects. These findings support that MDA in the nasal fluid may serve as a useful biomarker for monitoring asthma status, especially in relation to PM2.5 and O3 exposures, two known risk factors of asthma exacerbation.
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Affiliation(s)
- Linchen He
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
- Global Health Institute, Duke University, Durham, North Carolina 27708, United States
| | - Xiaoxing Cui
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
| | - Zhen Li
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yanbo Teng
- Global Health Research Center, Duke Kunshan University, Kunshan, Jiangsu Province 215316, China
| | - Karoline K Barkjohn
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Christina Norris
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Lin Fang
- Department of Building Science, Tsinghua University, Beijing 100084, China
- Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing 100084, China
| | - Lili Lin
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Qian Wang
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xiaojian Zhou
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jianguo Hong
- Department of Pediatrics, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Feng Li
- Department of Pulmonary Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai 200030, China
| | - Yinping Zhang
- Department of Building Science, Tsinghua University, Beijing 100084, China
- Beijing Key Laboratory of Indoor Air Quality Evaluation and Control, Beijing 100084, China
| | - James J Schauer
- Department of Civil and Environmental Engineering, College of Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706, United States
| | - Marilyn Black
- Underwriters Laboratories, Inc, Marietta, Georgia 30067, United States
| | - Michael H Bergin
- Department of Civil and Environmental Engineering, Duke University, Durham, North Carolina 27708, United States
| | - Junfeng Jim Zhang
- Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, United States
- Global Health Institute, Duke University, Durham, North Carolina 27708, United States
- Global Health Research Center, Duke Kunshan University, Kunshan, Jiangsu Province 215316, China
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