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Mishra A, Pervez S, Pervez YF, Verma M, Dugga P, Verma SR, Karbhal I, Ghosh KK, Deb MK, Satnami ML, Shrivas K. Particulate toxic elements' oxidative potential and gastrointestinal bioaccessibility features in the vicinities of coal-fired mineral processing industries, India. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH 2025; 47:72. [PMID: 39928240 DOI: 10.1007/s10653-025-02388-x] [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: 10/25/2024] [Accepted: 02/02/2025] [Indexed: 02/11/2025]
Abstract
Particulate matter (PM) poses significant health risks due to its ability to generate reactive oxygen species (ROS) and transport toxic metal(loid)s into the human body. In this study, an in vitro physiologically based extraction test (PBET) method, allowing the simulation of the gastric phase (GPh) and intestinal phase (IPh) of human digestion, was applied to evaluate bioaccessibility of eleven potentially toxic elements (Al, As, Cd, Co, Cr, Cu, Fe, Mn, Ni, Pb, and Zn) in airborne particulate matter (APM) samples collected from an urban-residential area in Chhattisgarh, India. Additionally, oxidative potential (OP) was assessed using the dithiothreitol (DTT) assay for a comprehensive understanding of PM toxicity. The bioaccessibility of metal(loid)s varied significantly across phases, with gastric phase solubility upto ~ 75%, attributed to its lower pH enhancing metal dissolution. Elevated DTT responses were recorded for PM10 and PM2.5, driven primarily by Fe, Zn, and Pb, underlining their pivotal role in oxidative stress generation. Correlation analyses demonstrated strong associations between bioaccessible fractions and OP, especially in the GPh. The findings advance understanding by linking bioaccessibility with ROS generation and highlight the importance of particle size and solubility in assessing the health risks posed by PM. These insights provide a foundation for improved risk assessments and mitigation strategies targeting emissions from high-temperature processing industries, and vehicular activities, on a global scale.
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Affiliation(s)
- Archi Mishra
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Shamsh Pervez
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India.
| | | | - Madhuri Verma
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Princy Dugga
- Government Danteshwari P.G. Mahila College, Jagdalpur, Chhattisgarh, India
| | - Sushant Ranjan Verma
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Indrapal Karbhal
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Kallol K Ghosh
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Manas Kanti Deb
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Manmohan L Satnami
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
| | - Kamlesh Shrivas
- School of Studies in Chemistry, Pt. Ravishankar Shukla University, Raipur, Chhattisgarh, 492010, India
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Dubey S, Vijay P, Raparthi N, Phuleria HC. Investigating P M 2.5 Oxidative Potential and Its Association with Chemical Constituents Measured outside of Urban Residences in Three Metropolitan Cities of India. J Health Pollut 2024; 12:017004. [PMID: 40342950 PMCID: PMC12061257 DOI: 10.1289/jhp1007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 09/25/2024] [Accepted: 10/03/2024] [Indexed: 05/11/2025]
Abstract
Background Redox-active potent species present in fine particulate matter [PM ≤ 2.5 μ m in aerodynamic diameter (PM 2.5 )] have been suggested as one of the major sources of oxidative stress- and health-related disorders in the urban population. Objectives Our objective was to determinePM 2.5 oxidative potential (OP) in urban residential neighborhoods having different sources ofPM 2.5 (traffic emissions, commercial, and residential activities) in three metropolitan Indian cities. Methods We investigated the neighborhood and seasonal variation inPM 2.5 OP across three metropolitan cities (Delhi, Mumbai, and Bengaluru) in India. Low-cost samplers were used to collectPM 2.5 outside balconies, ground floors, and first floors of residential buildings for 24 h. We used acellular assays, including dithiothreitol (DTT) and ascorbic acid (AA), to examine the particle toxicity. Bivariate and multiple linear regression analyses were conducted to examine the association of OP with the analyzed PM constituents. Results The extrinsicOP DTTv levels, were comparable between the cities, with the highest levels observed in Delhi ( mean ± standard deviation : 3.82 ± 1.56 nmol / min / m 3 ), exceeding those in Mumbai and Bengaluru by a factor of 1.03 and 1.21, respectively. For intrinsic OP, (OP DTTm ), Bengaluru exhibited the maximum toxicity, followed by Mumbai and Delhi. Bengaluru demonstrated significant OP variation compared with both Delhi and Mumbai.OP AA showed comparable trends in both intrinsic and extrinsic variation. Further, on comparing intra-urban variability,OP DTTv was highest in all cities in the high-traffic neighborhoods, ranging from 5.13 to 4.22 nmol / min / m 3 . Bengaluru residential neighborhoods were ∼ 4 and 6 times higher inOP AAm compared with Delhi and Mumbai residential neighborhoods, respectively. Among residential neighborhoods, the coefficient of divergence (COD) showed ∼ 1.5 times higher heterogeneity inOP AAv thanOP DTTv . Carbonaceous fractions and a few transition elements were strongly correlated ( p < 0.05 ) with OP assays. In Mumbai, comparableOP DTTv levels were observed in both seasons, winter and summer, suggesting that toxicity is more likely influenced by the primary-originated traffic aerosols. Water-soluble organic carbon, cobalt (Co), and vanadium (V) were the primary contributors to reactive oxygen species activity. Discussion Our study reveals that PM toxicity outside of residential homes in traffic-dominated neighborhoods is significant compared with other neighborhoods across all metropolitan cities. This emphasizes the potential health risks associated with PM originating from traffic sources. https://doi.org/10.1289/JHP1007.
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Affiliation(s)
- Shreya Dubey
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai, India
| | - Prince Vijay
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai, India
| | - Nagendra Raparthi
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai, India
- Air Quality Research Center, University of California, Davis, Davis, California, USA
| | - Harish C. Phuleria
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai, India
- Centre for Climate Studies, Indian Institute of Technology Bombay, Mumbai, India
- Koita Centre for Digital Health, Indian Institute of Technology Bombay, Powai, Mumbai, India
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Dubey S, Manwani P, Yadav S, Phuleria HC. Variation in oxidative potential of fine particulate matter and its association with chemical constituents at a regional site in India. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 954:176159. [PMID: 39260490 DOI: 10.1016/j.scitotenv.2024.176159] [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: 06/06/2024] [Revised: 08/26/2024] [Accepted: 09/07/2024] [Indexed: 09/13/2024]
Abstract
Fine particulate matter (PM2.5) constituents are greatly affected by site-specific emission sources and are one of the main reasons for oxidative stress that leads to cardiovascular ailments. This study investigated the temporal, seasonal, and episodic variations in the oxidative potential (OP) of PM2.5 and its association with chemical components. Additionally, we have also examined the effect of filter substrates on OP. Dithiothreitol (DTT) and ascorbic acid (AA) acellular assays were used to estimate the formation of reactive oxygen species (ROS) in PM2.5 samples collected over a year from a regional site in India. PM2.5 morphology and functional groups were also analyzed. Results showed that OPDTTv was at the highest in winter (2.56 ± 0.84 nmol min-1 m-3) and at the lowest during monsoon (0.79 ± 0.65 nmol min-1 m-3). OPAAv exhibited the highest activity in post-monsoon (0.09 ± 0.04 nmol min-1 m-3) and least in summer (0.05 ± 0.04 nmol min-1 m-3). Biomass burning (BB) and open-field burning of crop residue during the rabi and kharif harvesting seasons were associated with significantly elevated PM2.5 toxicity, which is indicative of the contribution of combustion-derived particles. OPDTTv and OPAAv levels from BB in post-monsoon were 21 % and 67 % higher than the levels observed during BB in summer. Flaky irregular agglomerates and porous structures were observed during the BB period. Fourier-transformed infrared spectroscopy revealed that traffic-emitted organic hydrocarbons CH functional group was dominant across the season. Further, chemical species such as organics (OC and EC fractions) and ions (SO42-, NH4+, Cl-, NO3-) were found to be significantly associated with OP. Among the three filter substrates, the Teflon showed higher OP variability for both assays. This study emphasizes the impact of regional toxic aerosols across seasons and during episodic events. It contributes to our understanding of the toxicity of ambient PM2.5, which is crucial for developing targeted air-quality management strategies.
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Affiliation(s)
- Shreya Dubey
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India
| | - Pooja Manwani
- Center for Climate Studies, Indian Institute of Technology Bombay, Mumbai 400076, India
| | - Suman Yadav
- Center for Climate Studies, Indian Institute of Technology Bombay, Mumbai 400076, India
| | - Harish C Phuleria
- Environmental Science and Engineering Department, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India; Center for Climate Studies, Indian Institute of Technology Bombay, Mumbai 400076, India; Koita Centre for Digital Health, Indian Institute of Technology Bombay, Powai, Mumbai 400076, India.
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Souza EJDS, Fomba KW, van Pinxteren M, Deabji N, Herrmann H. Strong synergistic and antagonistic effects of quinones and metal ions in oxidative potential (OP) determination by ascorbic acid (AA) assays. JOURNAL OF HAZARDOUS MATERIALS 2024; 478:135599. [PMID: 39180997 DOI: 10.1016/j.jhazmat.2024.135599] [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: 06/04/2024] [Revised: 08/07/2024] [Accepted: 08/20/2024] [Indexed: 08/27/2024]
Abstract
A key challenge in oxidative potential (OP) assays is to accurately assess the cumulative impact of redox-active aerosol species rather than only their individual effects. This study investigates the OP of single and combined mixtures of 1,2-naphthoquinone (1,2-NQ), 1,4-naphthoquinone (1,4-NQ), 9,10-phenanthrenequinone (9,10-PQ), 1,4-benzoquinone (1,4-BQ), Cu, Fe, Mn, and Zn in standard ascorbic acid (OPAA) and the synthetic respiratory tract lining fluid (OPRTLF) assays. In both OPAA and OPRTLF, binary mixtures showed additive and synergistic effects in the presence of 1,2-NQ. The mixture of Cu and Zn showed substantial synergisms in both assays, while the mixtures in the absence of 1,2-NQ primarily induced antagonistic effects. For the first time, we propose linear equations to improve the prediction of OP values by considering the impacts of synergistic and antagonistic effects. Under this approach, we observed that the potential effects caused by binary mixtures in ambient particulate matter (PM) samples could account for up to 68 % of the PM-OP values in Fez, Morocco (OPmAA: 0.34 nmol min-1 µg-1 and OPmRTLF: 0.18 nmol min-1 µg-1). The present study improves the understanding of effects of chemical interaction of potentially toxic substances that are important in the understanding of PM-induced oxidative stress in the human body.
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Affiliation(s)
- Eduardo José Dos Santos Souza
- Atmospheric Chemistry Department (ACD), Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany
| | - Khanneh Wadinga Fomba
- Atmospheric Chemistry Department (ACD), Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany
| | - Manuela van Pinxteren
- Atmospheric Chemistry Department (ACD), Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany
| | - Nabil Deabji
- Atmospheric Chemistry Department (ACD), Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany
| | - Hartmut Herrmann
- Atmospheric Chemistry Department (ACD), Leibniz Institute for Tropospheric Research (TROPOS), Permoserstraße 15, 04318 Leipzig, Germany.
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Gómez-Sánchez N, Galindo N, Alfosea-Simón M, Nicolás JF, Crespo J, Yubero E. Chemical composition of PM 10 at a rural site in the western Mediterranean and its relationship with the oxidative potential. CHEMOSPHERE 2024; 363:142880. [PMID: 39019189 DOI: 10.1016/j.chemosphere.2024.142880] [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: 03/27/2024] [Revised: 07/10/2024] [Accepted: 07/15/2024] [Indexed: 07/19/2024]
Abstract
A comprehensive chemical characterization (water-soluble ions, organic and elemental carbon, water- and methanol-soluble organic carbon, levoglucosan, and major and trace metals) of PM10 samples collected in a rural area located in the southeast of the Iberian Peninsula was performed. Additionally, the oxidative potential of the samples, used as an indicator of aerosol toxicity, was determined by the ascorbic acid (OPAA) and dithiothreitol (OPDTT) assays. The average concentration of PM10 during the study period, spanning from late winter to early spring, was 20.2 ± 10.8 μg m-3. Nitrate, carbonate and calcium (accounting for 20% of the average PM10 mass concentration) and organic matter (with a contribution of 28%) were the main chemical components of PM10. Average concentrations of traffic tracers such as elemental carbon, copper and zinc (0.31 μg m-3, 3 ng m-3, and 9 ng m-3, respectively) were low compared with those obtained at an urban site in the same region, due to the almost total absence of traffic in the surrounding of the sampling site. Regarding levoglucosan and K+, which can be considered as tracers of biomass burning, their concentrations (0.12 μg m-3 and 55 ng m-3, respectively) were in the lower range of values reported for other rural areas in Europe, suggesting a moderate contribution form this source to PM10 levels. The results of the Pearson's correlation analysis showed that volume-normalised OPAA and OPDTT levels (average values of 0.11 and 0.32 nmol min-1 m-3, respectively) were sensitive to different PM10 chemical components. Whereas OPAA was not strongly correlated with any of the species measured, good correlation coefficients of OPDTT with water-soluble organic carbon (r = 0.81) and K+ (r = 0.73) were obtained, which points to biomass burning as an important driver of the DTT activity.
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Affiliation(s)
- Noelia Gómez-Sánchez
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
| | - Nuria Galindo
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
| | - Marina Alfosea-Simón
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
| | - Jose F Nicolás
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
| | - Javier Crespo
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
| | - Eduardo Yubero
- Atmospheric Pollution Laboratory (LCA), Department of Applied Physics, Miguel Hernández University, Avenida de la Universidad S/N, 03202, Elche, Spain.
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Novo-Quiza N, Sánchez-Piñero J, Moreda-Piñeiro J, Turnes-Carou I, Muniategui-Lorenzo S, López-Mahía P. Oxidative potential of the inhalation bioaccessible fraction of PM 10 and bioaccessible concentrations of polycyclic aromatic hydrocarbons and metal(oid)s in PM 10. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:31862-31877. [PMID: 38637483 PMCID: PMC11133103 DOI: 10.1007/s11356-024-33331-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 04/11/2024] [Indexed: 04/20/2024]
Abstract
Atmospheric particulate matter (PM) has been related to numerous adverse health effects in humans. Nowadays, it is believed that one of the possible mechanisms of toxicity could be the oxidative stress, which involves the development of reactive oxygen species (ROS). Different assays have been proposed to characterize oxidative stress, such as dithiothreitol (DTT) and ascorbic acid (AA) acellular assays (OPDTT and OPAA), as a metric more relevant than PM mass measurement for PM toxicity. This study evaluates the OP of the bioaccessible fraction of 65 PM10 samples collected at an Atlantic Coastal European urban site using DTT and AA assays. A physiologically based extraction (PBET) using Gamble's solution (GS) as a simulated lung fluid (SLF) was used for the assessment of the bioaccessible fraction of PM10. The use of the bioaccessible fraction, instead of the fraction assessed using conventional phosphate buffer and ultrasounds assisted extraction (UAE), was compared for OP assessment. Correlations between OPDTT and OPAA, as well as total and bioaccessible concentrations of polycyclic aromatic hydrocarbons (PAHs) and metal(oid)s, were investigated to explore the association between those compounds and OP. A correlation was found between both OP (OPDTT and OPAA) and total and bioaccessible concentrations of PAHs and several metal(oid)s such as As, Bi, Cd, Cu, Ni, and V. Additionally, OPDTT was found to be related to the level of K+.
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Affiliation(s)
- Natalia Novo-Quiza
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain
| | - Joel Sánchez-Piñero
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain
| | - Jorge Moreda-Piñeiro
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain.
| | - Isabel Turnes-Carou
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain
| | - Soledad Muniategui-Lorenzo
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain
| | - Purificación López-Mahía
- Department of Chemistry, Faculty of Sciences, Grupo Química Analítica Aplicada (QANAP), University Institute of Research in Environmental Studies (IUMA), University of A Coruña, Campus de A Coruña, S/N. 15071, A Coruña, Spain
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Fadel M, Courcot D, Delmaire G, Roussel G, Afif C, Ledoux F. Source apportionment of PM 2.5 oxidative potential in an East Mediterranean site. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 900:165843. [PMID: 37516168 DOI: 10.1016/j.scitotenv.2023.165843] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 07/07/2023] [Accepted: 07/25/2023] [Indexed: 07/31/2023]
Abstract
This study aimed to evaluate the oxidative potential (OP) of PM2.5 collected for almost a year in an urban area of the East Mediterranean. Two acellular assays, based on ascorbic acid (AA) and dithiothreitol (DTT) depletion, were used to measure the OP. The results showed that the mean volume normalized OP-AAv value was 0.64 ± 0.29 nmol·min-1·m-3 and the mean OP-DTTv was 0.49 ± 0.26 nmol·min-1·m-3. Several approaches were adopted in this work to study the relationship between the species in PM2.5 (carbonaceous matter, water-soluble ions, major and trace elements, and organic compounds) or their sources and OP values. Spearman correlations revealed strong correlations of OP-AAv with carbonaceous subfractions as well as organic compounds while OP-DTTv seemed to be more correlated with elements emitted from different anthropogenic activities. Furthermore, a multiple linear regression method was used to estimate the contribution of PM2.5 sources, determined by a source-receptor model (Positive Matrix Factorization), to the OP values. The results showed that the sources that highly contribute to the PM2.5 mass (crustal dust and ammonium sulfate) were not the major sources contributing to the values of OP. Instead, 69 % of OP-AAv and 62 % of OP-DTTv values were explained by three local anthropogenic sources: Heavy Fuel Oil (HFO) combustion from a power plant, biomass burning, and road traffic emissions. As for the seasonal variations, higher OP-AAv values were observed during winter compared to summer, while OP-DTTv did not show any significant differences between the two seasons. The contribution of biomass burning during winter was 33 and 34 times higher compared to summer for OP-AAv and OP-DTTv, respectively. On the other hand, higher contributions were observed for HFO combustion during summer.
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Affiliation(s)
- Marc Fadel
- Emissions, Measurements, and Modeling of the Atmosphere (EMMA) Laboratory, CAR, Faculty of Sciences, Saint Joseph University, Beirut, Lebanon; Unité de Chimie Environnementale et Interactions sur le Vivant, UCEIV UR4492, Université du Littoral Côte d'Opale (ULCO), Dunkerque, France
| | - Dominique Courcot
- Unité de Chimie Environnementale et Interactions sur le Vivant, UCEIV UR4492, Université du Littoral Côte d'Opale (ULCO), Dunkerque, France
| | - Gilles Delmaire
- Laboratoire d'Informatique Signal et Image de la Côte d'Opale (LISIC), Université du Littoral Côte d'Opale, F-62228, Calais, France
| | - Gilles Roussel
- Laboratoire d'Informatique Signal et Image de la Côte d'Opale (LISIC), Université du Littoral Côte d'Opale, F-62228, Calais, France
| | - Charbel Afif
- Emissions, Measurements, and Modeling of the Atmosphere (EMMA) Laboratory, CAR, Faculty of Sciences, Saint Joseph University, Beirut, Lebanon; Climate and Atmosphere Research Center, The Cyprus Institute, Nicosia, Cyprus
| | - Frédéric Ledoux
- Unité de Chimie Environnementale et Interactions sur le Vivant, UCEIV UR4492, Université du Littoral Côte d'Opale (ULCO), Dunkerque, France.
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