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Lin Z, Lim JY, Oh JM. Innovative interpretable AI-guided water quality evaluation with risk adversarial analysis in river streams considering spatial-temporal effects. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 350:124015. [PMID: 38657892 DOI: 10.1016/j.envpol.2024.124015] [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: 03/05/2024] [Revised: 04/17/2024] [Accepted: 04/18/2024] [Indexed: 04/26/2024]
Abstract
Water security remains a critical issue given the looming threats of industrial pollution, necessitating comprehensive assessments of water quality to address seasonal fluctuations and influential factors while formulating effective strategies for decision makers. This study introduces a novel approach for evaluating water quality within a complex riverine zone in South Korea: Han River that encompasses five river streams situated at each junction of North and South streams (including Gyeongan Stream) that ultimately leading towards Paldang Lake. By utilizing the monthly water characteristic data from the year 2013-2022 across 14 different locations, the significant seasonal trends and potential influences on water quality are identified. The water quality here is calculated with the proposed method of sub-index water quality index (s-WQI). A combinatorial prediction approach of s-WQI for each location is conducted through a collective of data preprocessing approaches including Hampel filtering and feature selection in prior to the machine learning predictions. In return, light gradient boosting (LGB) is the most accurate predictor by outperforming other prediction algorithms, especially through LGB-Pearson and LGB-Spearman combinations for North and South stream intersections, and LGB-Pearson for Paldang Lake. To further evaluate the robustness of this evaluation and extending the results to a foreseeable scenario, a seasonal based Monte-Carlo Simulation with 10,000 attempts targeting the water characteristic distributions obtained from each location considered are carried out to identify the risk bounds within. The results are further interpreted with SHAP analysis on identifying the contributions of each water characteristics towards the water quality through local and global spectrum. This research yields practical implications, offering tailored strategies for water quality enhancement and early warning systems. The integration of AI-based prediction and feature selection underscores the transformative potential of computational techniques in advancing data-driven water quality assessments, shaping the future of environmental science research.
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Affiliation(s)
- ZiYu Lin
- Department of Environmental Science and Engineering, Kyung Hee University, Yongin-si, 17104, Gyeonggi, Republic of Korea
| | - Juin Yau Lim
- Korea Biochar Research Center & APRU Sustainable Waste Management Program & Division of Environmental Science and Ecological Engineering, Korea University, Seoul, 02841, Republic of Korea; School of Business Administration, Korea University, Seoul, 02841, Republic of Korea
| | - Jong-Min Oh
- Department of Environmental Science and Engineering, Kyung Hee University, Yongin-si, 17104, Gyeonggi, Republic of Korea.
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Mac Loughlin TM, Marino DJG, Bahl MF, Peluso ML. Whole-sediment toxicity bioassays with Hyalella curvispina as a valuable bioanalytical tool for assessing pesticide risks in watercourses with different types of agro-productive activities. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 908:168286. [PMID: 37924881 DOI: 10.1016/j.scitotenv.2023.168286] [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: 08/30/2023] [Revised: 10/18/2023] [Accepted: 10/31/2023] [Indexed: 11/06/2023]
Abstract
The current Argentine agricultural production model is dependent on agrochemicals such as fertilizers and pesticides. Extensive agriculture and horticulture are the two major productive activities that use copious amounts of pesticides. Extensive agriculture is characterized by areas of 50 to 100 ha of a single crop, while peri-urban horticulture is characterized by intense land use, with farms ranging from 1 to 3 ha cultivated with a variety of vegetables. Despite the relevance of pesticides, data on their effects on the biota associated with nearby watercourses are scarce. Given this paucity of knowledge, the objective of the present work was to assess the relative impact of extensive agriculture and horticulture on sediment quality in representative watercourses by conducting whole-sediment toxicity bioassays with the native amphipod Hyalella curvispina. The lower Gualeguay Basin, in the Province of Entre Ríos, was selected as a representative watercourse impacted by extensive agriculture, and the Carnaval Creek, on the periphery of La Plata, Province of Buenos Aires, was selected as a horticulture-impacted watercourse. Growth inhibition (sublethal effect) was observed in both systems, whereas mortality (lethal effect) was largely observed in horticulture. The observed effects were integrated with pesticide concentrations in the same sediments and correlated by multivariate analysis, revealing that toxicity was mainly due to insecticides, particularly λ-cyhalothrin. Therefore, horticultural practices and their associated pesticide use could potentially endanger the benthic fauna of nearby watercourses.
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Affiliation(s)
- Tomás M Mac Loughlin
- Centro de Investigaciones del Medio Ambiente (CIM), FCEx-UNLP-CONICET, La Plata, Buenos Aires, Argentina
| | - Damián J G Marino
- Centro de Investigaciones del Medio Ambiente (CIM), FCEx-UNLP-CONICET, La Plata, Buenos Aires, Argentina.
| | - Ma Florencia Bahl
- Centro de Investigaciones del Medio Ambiente (CIM), FCEx-UNLP-CONICET, La Plata, Buenos Aires, Argentina
| | - Ma Leticia Peluso
- Centro de Investigaciones del Medio Ambiente (CIM), FCEx-UNLP-CONICET, La Plata, Buenos Aires, Argentina
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Mayora G, Sagardoy ME, Repetti MR, Paira A, Frau D, Gutierrez MF. Spatiotemporal patterns of multiple pesticide residues in central Argentina streams. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 906:167014. [PMID: 37716677 DOI: 10.1016/j.scitotenv.2023.167014] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 08/18/2023] [Accepted: 09/10/2023] [Indexed: 09/18/2023]
Abstract
Pollution of surface waters is a global threat, with particular concern about pesticides due to their severe negative effects on ecosystem functioning and human health. The aims of this study were to identify the spatiotemporal patterns of water and sediment quality, and the key variables related to the variation in pesticide pollution (122 compounds), in headwater streams (surrounding land uses: crop or mixed crop-livestock systems) and floodplain streams (surrounding land uses: urban development or natural wetland) of the Paraná River basin in the central area of Argentina. We found significant differences in water and sediment quality related to local land uses among headwater streams, but not among floodplain streams. These differences were more noticeable during spring than during autumn. Pesticides were widespread in all the streams, independently of the surrounding land use, reflecting the combination of local inputs and the role of floodplain hydrological connectivity in transporting pollutants from upstream sources. The most frequently detected compound was atrazine (75 %), whereas the highest concentration of an individual compound was observed for the glyphosate metabolite aminomethylphosphonic acid (AMPA, up to 4 μg L-1). The significant explanatory variables for pesticide pollution were turbidity, chromophoric dissolved organic matter (CDOM), sub-basin area, side slope of streams (positive relations), wetland cover, and precipitations (negative relations). Our results can be useful for the design of monitoring programs that capture the spatial and temporal variability of pesticide pollution.
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Affiliation(s)
- Gisela Mayora
- Instituto Nacional de Limnología (INALI-CONICET-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina; Facultad de Ciencia y Tecnología (FCyT-UADER), Ruta Provincial 11 km 10,5, C.P. E3100 Oro Verde, Argentina.
| | - María Emilia Sagardoy
- Instituto Nacional de Limnología (INALI-CONICET-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina
| | - María Rosa Repetti
- Facultad de Ingeniería Química (FIQ-UNL), Santiago del Estero 2829, C.P. 3000 Santa Fe, Argentina
| | - Aldo Paira
- Instituto Nacional de Limnología (INALI-CONICET-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina; Facultad de Ingeniería y Ciencias Hídricas (FICH-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina
| | - Diego Frau
- Instituto Nacional de Limnología (INALI-CONICET-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina
| | - María Florencia Gutierrez
- Instituto Nacional de Limnología (INALI-CONICET-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina; Escuela Superior de Sanidad "Dr. Ramón Carrillo" (ESS-FBCB-UNL), Ciudad Universitaria, C.P. 3000 Santa Fe, Argentina.
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Barreto LS, Souza TLD, Morais TPD, Oliveira Ribeiro CAD. Toxicity of glyphosate and aminomethylphosphonic acid (AMPA) to the early stages of development of Steindachneridion melanodermatum, an endangered endemic species of Southern Brazil. ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY 2023; 102:104234. [PMID: 37481050 DOI: 10.1016/j.etap.2023.104234] [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: 01/23/2023] [Revised: 06/29/2023] [Accepted: 07/18/2023] [Indexed: 07/24/2023]
Abstract
This study aimed to evaluate glyphosate (GLY) and aminomethylphosphonic acid (AMPA) toxicity at 65, 650, and 6500 μg L-1 to the initial stages of development of Steindachneridion melanodermatum, an endangered endemic species from the Iguaçu River, assessing hatching, survival, total larval length, deformities, oxidative stress biochemical biomarkers, and neurotoxicity. Overall, looking at the sum of responses through the integrated biomarker response, the species was more sensitive to AMPA than GLY, especially at the lower concentration of 65 μg L-1, which induced mortality, deformities, underdevelopment, and oxidative stress. Considering the risk of exposure and the importance of conservation of the highly endemic ichthyofauna of this basin, it is urgent to investigate and regulate both GLY and AMPA levels at the Iguaçu River to protect not only this species, but the entire ecosystem.
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Affiliation(s)
- Luiza Santos Barreto
- Laboratório de Toxicologia Celular, Departamento de Biologia Celular, Universidade Federal do Paraná, CEP 81531-970, Curitiba, Paraná, Brazil; Programa de Pós-Graduação em Ecologia e Conservação, Setor de Ciências Biológicas, Universidade Federal do Paraná, CEP 81531-980, Curitiba, Paraná, Brazil.
| | - Tugstênio Lima de Souza
- Laboratório de Toxicologia Celular, Departamento de Biologia Celular, Universidade Federal do Paraná, CEP 81531-970, Curitiba, Paraná, Brazil; Programa de Pós-Graduação em Biologia Celular e Molecular, Setor de Ciências Biológicas, Universidade Federal do Paraná, CEP 81531-980, Curitiba, Paraná, Brazil
| | - Tobias Pereira de Morais
- Laboratório de Toxicologia Celular, Departamento de Biologia Celular, Universidade Federal do Paraná, CEP 81531-970, Curitiba, Paraná, Brazil; Programa de Pós-Graduação em Ecologia e Conservação, Setor de Ciências Biológicas, Universidade Federal do Paraná, CEP 81531-980, Curitiba, Paraná, Brazil
| | - Ciro Alberto de Oliveira Ribeiro
- Laboratório de Toxicologia Celular, Departamento de Biologia Celular, Universidade Federal do Paraná, CEP 81531-970, Curitiba, Paraná, Brazil
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Bertrand L, Iturburu FG, Valdés ME, Menone ML, Amé MV. Risk evaluation and prioritization of contaminants of emerging concern and other organic micropollutants in two river basins of central Argentina. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 878:163029. [PMID: 36990232 DOI: 10.1016/j.scitotenv.2023.163029] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 02/27/2023] [Accepted: 03/20/2023] [Indexed: 05/13/2023]
Abstract
A research gap exists in baseline concentrations of organic micropollutants in South American rivers. Identification of areas with different degrees of contamination and risk to the inhabitant biota is needed to improve management of freshwater resources. Here we inform the incidence and ecological risk assessment (ERA) of current used pesticides (CUPs), pharmaceutical and personal care products (PPCPs) and cyanotoxins (CTX) measured in two river basins from central Argentina (South America). Risk Quotients approach was used for ERA differentiating wet and dry seasons. High risk was associated to CUPs in both basins (45 % and 30 % of sites from Suquía and Ctalamochita rivers, respectively), mostly in the basins extremes. Main contributors to risk in water were insecticides and herbicides in Suquía river and insecticides and fungicides in Ctalamochita river. In Suquía river sediments, a very high risk was observed in the lower basin, mainly from AMPA contribution. Additionally, 36 % of the sites showed very high risk of PCPPs in Suquía river water, with the highest risk downstream the wastewater treatment plant of Córdoba city. Main contribution was from a psychiatric drug and analgesics. In sediments medium risk was observed at the same places with antibiotics and psychiatrics as main contributors. Few data of PPCPs are available in the Ctalamochita river. The risk in water was low, with one site (downstream Santa Rosa de Calamuchita town) presenting moderated risk caused by an antibiotic. CTX represented in general medium risk in San Roque reservoir, with San Antonio river mouth and the dam exit showing high risk during the wet season. The main contributor was microcystin-LR. Priority chemicals for monitoring or further management include two CUPs, two PPCPs, and one CTX, demonstrating a significant input of pollutants to water ecosystems from different sources and the need to include organic micropollutants in current and future monitoring.
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Affiliation(s)
- Lidwina Bertrand
- Centro de Investigaciones en Bioquímica Clínica e Inmunología (CIBICI-CONICET) and Dpto. Bioquímica Clínica, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Medina Allende esq. Haya de la Torre, Ciudad Universitaria, 5000 Córdoba, Argentina
| | - Fernando Gastón Iturburu
- Laboratorio de Ecotoxicología, Instituto de Investigaciones Marinas y Costeras (IIMYC-CONICET), Universidad Nacional de Mar del Plata (UNMdP), Dean Funes 3350, 7600 Mar del Plata, Argentina
| | - María Eugenia Valdés
- Instituto de Ciencia y Tecnología de Alimentos Córdoba (ICYTAC-CONICET) and Dpto. de Química Orgánica, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Av. Juan Filloy s/n, Ciudad Universitaria, 5000 Córdoba, Argentina
| | - Mirta Luján Menone
- Laboratorio de Ecotoxicología, Instituto de Investigaciones Marinas y Costeras (IIMYC-CONICET), Universidad Nacional de Mar del Plata (UNMdP), Dean Funes 3350, 7600 Mar del Plata, Argentina
| | - María Valeria Amé
- Centro de Investigaciones en Bioquímica Clínica e Inmunología (CIBICI-CONICET) and Dpto. Bioquímica Clínica, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Medina Allende esq. Haya de la Torre, Ciudad Universitaria, 5000 Córdoba, Argentina.
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Kang Z, Yang Y, Wang C, Kang Y, Wang T, Zhu G, Han X, Yu H. Atrazine decontamination by a newly screened psychrotroph Paenarthrobacter sp. KN0901 in an aquatic system: Metabolic pathway, kinetics, and hydroponics experiment. JOURNAL OF HAZARDOUS MATERIALS 2023; 457:131764. [PMID: 37320906 DOI: 10.1016/j.jhazmat.2023.131764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 05/19/2023] [Accepted: 06/02/2023] [Indexed: 06/17/2023]
Abstract
Atrazine residues running off the fields and entering water resources are a major threat to food security and the ecosystem. In this study, a psychrotrophic functional strain named KN0901 to remove atrazine residues was screened. KN0901 could degrade 30 mg·L-1 atrazine in 4 days at 15ºC with 105 CFU·mL-1 incubation. The phylogenetic results showed KN0901 belonged to Paenarthrobacter sp. PCR results showed that the functional genes consist of trzN, atzB, and atzC, suggesting atrazine was transformed to cyanuric acid by KN0901. KN0901 could degrade atrazine without adding exogenous carbon and nitrogen sources. What's more, KN0901 could tolerate extreme low temperature (5ºC) and high atrazine concentration (100 mg·L-1). When growth and degradation curves were compared, the results indicated the length of lag time showed significant correlation to atrazine degradation rate. The hydroponic experiments showed that the toxicity of atrazine was significantly reduced with KN0901 treatment. The study provided an effective, economic, and eco-friendly bioremediation measure to address atrazine contamination.
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Affiliation(s)
- Zhichao Kang
- Key Laboratory of Wetland Ecology and Environment, State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China; College of Resources and Environment, University of Chinese Academy of Science, Beijing 101400, China
| | - Yang Yang
- Key Laboratory of Wetland Ecology and Environment, State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China; College of Resources and Environment, University of Chinese Academy of Science, Beijing 101400, China
| | - Chenxu Wang
- Public Technical Service Center, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China
| | - Yuanyuan Kang
- Shenzhen CAPCHEM Technology Co. Ltd., Shabo Tongfuyu Industry Zone, Pingshan New District, Shenzhen 518118, China
| | - Tianye Wang
- Key Laboratory of Wetland Ecology and Environment, State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China
| | - Guopeng Zhu
- Key Laboratory of Wetland Ecology and Environment, State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China; College of Resources and Environment, University of Chinese Academy of Science, Beijing 101400, China
| | - Xuerong Han
- Engineering Research Center of Chinese Ministry of Education for Edible and Medicinal Fungi, Jilin Agricultural University, Changchun 130118, China
| | - Hongwen Yu
- Key Laboratory of Wetland Ecology and Environment, State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun 130102, China.
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Gagneten AM, Regaldo L, Carriquiriborde P, Reno U, Kergaravat SV, Butinof M, Agostini H, Alvarez M, Harte A. Atrazine characterization: An update on uses, monitoring, effects, and environmental impact, for the development of regulatory policies in Argentina. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2023; 19:684-697. [PMID: 36165001 DOI: 10.1002/ieam.4690] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 09/06/2022] [Accepted: 09/13/2022] [Indexed: 06/16/2023]
Abstract
Atrazine (ATZ) is the third most widely used herbicide in Argentina (10 000 t year-1 ) and is approved for sugar cane, flax, corn, sorghum, and tea. An assessment of the ATZ environmental impacts was conducted at the request of the Ministry of Environment and Sustainable Development of Argentina. A review of 541 national and international technical and scientific reports and a survey among agricultural technicians, applicators, and producers was done. The survey revealed that 94% of ATZ applications are terrestrial and use diversion exists, associated mainly with soybean cultivation. Atrazine was reported at high frequencies (50%-100%) in surface and groundwater, sediments, and soils, sometimes exceeding permitted limits. Several sublethal effects induced by ATZ on invertebrate and vertebrate species were found, sometimes at concentrations lower than those in water quality guidelines (<3 µg L-1 ) or the environmental concentrations found in Argentina. Available epidemiological or human health studies of local populations are extremely scarce. This assessment also demonstrated that herbicides are ubiquitous in the environment. The investigation highlights the need for further studies assessing the adverse effects of ATZ on local species, ecosystems, and human health. Therefore, the precautionary principle is recommended to promote better application standards and product traceability to reduce volumes entering the environment and to avoid use deviation. In addition, this work concluded that there is a need for reviewing the toxicological classification, establishing buffer zones for ATZ application, introducing specific management guidelines, and expanding local studies of toxicity, ecotoxicity, and human epidemiology for environmental and health risk assessments. This study could also serve as a preliminary risk evaluation for establishing a final regulatory action and for considering ATZ inclusion in Annex III of the Rotterdam Convention. Finally, the requirements to consider its inclusion in Annex A (Elimination) or B (Restriction) of the Stockholm Convention were evaluated and discussed, and information on the potential of long-range transport was the only criterion with no information to consider. Integr Environ Assess Manag 2023;19:684-697. © 2022 SETAC.
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Affiliation(s)
- Ana M Gagneten
- Laboratorio de Ecotoxicología, Facultad de Humanidades y Ciencias, Universidad Nacional del Litoral, Ciudad Universitaria, Santa Fe, Argentina
| | - Luciana Regaldo
- Laboratorio de Ecotoxicología, Facultad de Humanidades y Ciencias, Universidad Nacional del Litoral, Ciudad Universitaria, Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Argentina
| | - Pedro Carriquiriborde
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Argentina
- Centro de Investigaciones del Medioambiente, Facultad de Ciencias Exactas, Universidad Nacional de la Plata-CONICET, La Plata, Argentina
| | - Ulises Reno
- Laboratorio de Ecotoxicología, Facultad de Humanidades y Ciencias, Universidad Nacional del Litoral, Ciudad Universitaria, Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Argentina
| | - Silvina V Kergaravat
- Laboratorio de Ecotoxicología, Facultad de Humanidades y Ciencias, Universidad Nacional del Litoral, Ciudad Universitaria, Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires, Argentina
| | - Mariana Butinof
- Facultad de Ciencias Médicas, Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Hernan Agostini
- Dirección Nacional de Sustancias y Productos Químicos, Secretaría de Control y Monitoreo Ambiental, Ministerio de Ambiente y Desarrollo Sostenible de la Nación (MAyDS), Ciudad Autónoma de Buenos Aires, Argentina
| | - Melina Alvarez
- Dirección Nacional de Sustancias y Productos Químicos, Secretaría de Control y Monitoreo Ambiental, Ministerio de Ambiente y Desarrollo Sostenible de la Nación (MAyDS), Ciudad Autónoma de Buenos Aires, Argentina
| | - Agustin Harte
- Dirección Nacional de Sustancias y Productos Químicos, Secretaría de Control y Monitoreo Ambiental, Ministerio de Ambiente y Desarrollo Sostenible de la Nación (MAyDS), Ciudad Autónoma de Buenos Aires, Argentina
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