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Khan YK, Shah MH. Sequential extraction of selected metals to assess their mobility, pollution status and health risk in roadside soil. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 195:552. [PMID: 37038007 DOI: 10.1007/s10661-023-11129-5] [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: 11/22/2022] [Accepted: 03/12/2023] [Indexed: 06/19/2023]
Abstract
Assessment of the mobility and contamination of trace metals in the roadside soil is important to explore the environmental quality and potential risks to the public health. The contents of selected metals (Ca, Mg, Sr, K, Na, Li, Fe, Mn, Zn, Cu, Ag, Co, Ni, Cr, Cd and Pb) in the roadside soil collected from major highways/roadsides of Lahore, Pakistan were quantified employing mBCR sequential extraction. Among the metals, Ca, Sr and Na showed highest contribution in exchangeable fraction, Pb in the reducible fraction and K, Li, Fe, Ag, Ni, Cu and Cr in the residual fraction. However, Mg and Mn exhibited relatively higher contents in exchangeable and residual fractions while Cd, Co and Zn showed relatively higher concentration in all four fractions. Comparatively higher mobility and availability in the soil was shown by Ca followed by Sr, Pb, Na, Cd, Zn, Co, Mn, Cu, Ag and Ni. Principal component analysis demonstrated considerable anthropogenic contributions of the trace metals in the roadside soil. The pollution indices showed that the soil was heavily to extremely polluted by Cd and Ag, followed by significant to very high contamination for Co, Ni and Pb. The modified degree of contamination (4.60 and 3.99 in summer and winter, respectively) revealed an overall high degree of contamination. The health risk assessment revealed that the calculated risks were within the safe limit thereby indicating insignificant non-carcinogenic and carcinogenic heath risk to the populace.
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Affiliation(s)
- Yasir Karim Khan
- Department of Chemistry, Quaid-i-Azam University, Islamabad, 45320, Pakistan
| | - Munir H Shah
- Department of Chemistry, Quaid-i-Azam University, Islamabad, 45320, Pakistan.
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Holzinger A, Mair MM, Lücker D, Seidenath D, Opel T, Langhof N, Otti O, Feldhaar H. Comparison of fitness effects in the earthworm Eisenia fetida after exposure to single or multiple anthropogenic pollutants. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 838:156387. [PMID: 35660620 DOI: 10.1016/j.scitotenv.2022.156387] [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: 02/18/2022] [Revised: 05/25/2022] [Accepted: 05/28/2022] [Indexed: 05/16/2023]
Abstract
Terrestrial ecosystems are exposed to many anthropogenic pollutants. Non-target effects of pesticides and fertilizers have put agricultural intensification in the focus as a driver for biodiversity loss. However, other pollutants, such as heavy metals, particulate matter, or microplastic also enter the environment, e.g. via traffic and industrial activities in urban areas. As soil acts as a potential sink for such pollutants, soil invertebrates like earthworms may be particularly affected by them. Under natural conditions soil invertebrates will likely be exposed to combinations of pollutants simultaneously, which may result in stronger negative effects if pollutants act synergistically. Within this work we study how multiple pollutants affect the soil-dwelling, substrate feeding earthworm Eisenia fetida. We compared the effects of the single stressors, polystyrene microplastic fragments, polystyrene fibers, brake dust and carbon black, with the combined effect of these pollutants when applied as a mixture. Endpoints measured were survival, increase in body weight, reproductive fitness, and changes in three oxidative stress markers (glutathione S-transferase, catalase and malondialdehyde). We found that among single pollutant treatments, brake dust imposed the strongest negative effects on earthworms in all measured endpoints including increased mortality rates. Sub-lethal effects were found for all pollutants. Exposing earthworms to all four pollutants simultaneously led to effects on mortality and oxidative stress markers that were smaller than expected by the respective null models. These antagonistic effects are likely a result of the adsorption of toxic substances found in brake dust to the other pollutants. With this study we show that effects of combinations of pollutants cannot necessarily be predicted from their individual effects and that combined effects will likely depend on identity and concentration of the pollutants.
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Affiliation(s)
- Anja Holzinger
- Animal Population Ecology, Animal Ecology I, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Magdalena M Mair
- Statistical Ecotoxicology, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany.
| | - Darleen Lücker
- Animal Population Ecology, Animal Ecology I, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Dimitri Seidenath
- Animal Population Ecology, Animal Ecology I, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Thorsten Opel
- Department of Ceramic Materials Engineering, University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Nico Langhof
- Department of Ceramic Materials Engineering, University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Oliver Otti
- Animal Population Ecology, Animal Ecology I, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
| | - Heike Feldhaar
- Animal Population Ecology, Animal Ecology I, Bayreuth Center of Ecology and Environmental Research (BayCEER), University of Bayreuth, Universitätsstrasse 30, 95440 Bayreuth, Germany
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Zhang X, Lu W, Xu L, Wu W, Sun B, Fan W, Zheng H, Huang J. Environmental Risk Assessment of Polycyclic Aromatic Hydrocarbons in Farmland Soils near Highways: A Case Study of Guangzhou, China. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph191610265. [PMID: 36011899 PMCID: PMC9408701 DOI: 10.3390/ijerph191610265] [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: 06/30/2022] [Revised: 08/13/2022] [Accepted: 08/14/2022] [Indexed: 05/14/2023]
Abstract
Recently, the rapid growth in vehicle activity in rapidly urbanized areas has led to the discharge of large amounts of polycyclic aromatic hydrocarbons (PAHs) into roadside soils and these compounds have gradually accumulated in the soil, which poses a serious threat to national food security and public health. However, previous studies did not clearly investigate the seasonal differences in PAH pollution of roadside soil by different highways. Therefore, based on field investigations, this study collected 84 soil surface samples to compare the pollution characteristics of 16 PAHs in farmland soils located near different roads in different seasons in Guangzhou, China. The results showed that the concentration of Σ16PAHs in farmland soils in spring (with a mean value of 258.604 μg/kg) was much higher than that in autumn (with a mean value of 157.531 μg/kg). There are differences in the PAH compositions in spring (4 ring > 3 ring > 5 ring > 6 ring) and autumn (4 ring > 5 ring > 6 ring > 3 ring). The proportion of 4−6 ring PAHs was much higher than 2−3 ring PAHs in both seasons. The spatial differences were significant. The sampling areas with higher concentrations of 16 PAHs were Tanbu Town, Huadu District (TB), Shitan Town, Zengcheng District (ST), and Huashan Town, Huadu District (HS), while the lowest concentration was in Lanhe Town, Nansha District (LH). The results of the diagnostic ratios showed that the main source of soil PAHs consists of a mixed source from petroleum and biomass combustion. The results from the total pollution assessment method and Nemerow index method indicated that the pollution levels of PAHs in the farmland soils indicated weak contamination. Our study provides a scientific basis for the prevention and control of soil pollution in farmlands near highways.
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Affiliation(s)
| | | | - Linyu Xu
- Correspondence: ; Tel.: +86-10-5880-0618
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Nikolaeva O, Kuznetsova T, Karpukhin M, Vecherskii M. Elemental composition of sediments on exterior window surfaces along vertical gradient in Moscow. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 825:153999. [PMID: 35196544 DOI: 10.1016/j.scitotenv.2022.153999] [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: 11/28/2021] [Revised: 02/09/2022] [Accepted: 02/15/2022] [Indexed: 06/14/2023]
Abstract
Despite numerous studies on the spatial distribution of pollutants in urban environments, little is known about their vertical profile. The presented research aims to analyze loadings and concentration of elements sedimented on exterior glass window surfaces of a high-rise building in Moscow city. The roadside part of a typical 17-level building was examined. Window sediments were collected along vertical from the 2nd to the 17th level using the novel instrumental approach of wet vacuum dust collection. A clear declining trend of sediment weight distribution was observed along the height increase. The values decreased by six times within 40-m vertical, from the 3rd (386 mg m-2) by the 17th level (63 mg m-2), driven by a decline of coarse dust fraction. Organic matter, Si, and Ca were the key contributors to the window sediments, providing 40%, 15%, and 4% in total weight, respectively. Among other elements, the highest proportions (over 1%) were identified for S, Fe, and Al, whereas little less (0.5-1%), for Mg, K, and Na, individually. Other element concentrations decreased in the following order P > Zn > Mn > Cu > Ba > Sr > Cr > V > Ni > Pb > Co > As>Cd. Element concentrations did not differ along vertical gradient due to the constant proportion of the finest dust fraction. Window sediments were characterized by 2-4 times higher concentrations of most of the studied elements than the road dust, being enriched by S, Na, Zn, and Cu - 27, 15, 10, and 6 times higher, respectively. Based on the strong correlation between the composition of road dust and window sediments, we consider resuspension of the road dust as a predominant source of particles sedimented on window glass surfaces and its enrichment by non-exhaust traffic-related elements. The research proved the validity of the suggested instrumental technique for sediment collection from window glass surfaces. Elemental analysis of window sediments was considered as a promising approach for environmental studies.
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Affiliation(s)
- Olga Nikolaeva
- Research and Training Soil Ecological Centre, Lomonosov Moscow State University, 141592, Chashnikovo, Solnechnogorsk district, Moscow Oblast, Russia.
| | - Tatiana Kuznetsova
- Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, 119071, bld. 33, Leninsky Avenue, Moscow, Russia
| | - Mikhail Karpukhin
- Faculty of Soil Science, Lomonosov Moscow State University, 119991, bld. 1/12, Leninskie Gory, Moscow, Russia
| | - Maxim Vecherskii
- Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, 119071, bld. 33, Leninsky Avenue, Moscow, Russia
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Ecological Risk Evaluation and Source Identification of Heavy Metal Pollution in Urban Village Soil Based on XRF Technique. SUSTAINABILITY 2022. [DOI: 10.3390/su14095030] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The rapid urbanization in China has resulted in significant differences between urban and rural areas. The emergence of urban villages is inevitable in this context, for which complex problems regarding land use, industrial management and ecological environment have arisen. This study performed a case study on a typical urban village, by assessing heavy metal pollution and ecological risk in soil. It detected a total of 80 basic units through portable X-ray fluorescence (XRF) instrument. A total of 25 high-risk contaminated points were selected, sampled and analyzed in laboratory as confirmation. The results showed the mean concentrations of Pb, Cu, Zn and Ni in soil were significantly higher than background values. Pb, Zn and Ni showed obvious pairwise correlation, and the high-value zones could be attributed to automobile traffic and industrial activities. In addition, the pollution problem is complicated by a combination of agricultural activities, the absence of clear division between different functional zones, as well as a general lack of environmental awareness. All of these lead to increased ecological risk and are a serios threaten to public health.
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Phylloplane Biodiversity and Activity in the City at Different Distances from the Traffic Pollution Source. PLANTS 2022; 11:plants11030402. [PMID: 35161383 PMCID: PMC8839900 DOI: 10.3390/plants11030402] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 01/24/2022] [Accepted: 01/27/2022] [Indexed: 11/17/2022]
Abstract
The phylloplane is an integrated part of green infrastructure which interacts with plant health. Taxonomic characterization of the phylloplane with the aim to link it to ecosystem functioning under anthropogenic pressure is not sufficient because only active microorganisms drive biochemical processes. Activity of the phylloplane remains largely overlooked. We aimed to study the interactions among the biological characteristics of the phylloplane: taxonomic diversity, functional diversity and activity, and the pollution grade. Leaves of Betula pendula were sampled in Moscow at increasing distances from the road. For determination of phylloplane activity and functional diversity, a MicroResp tool was utilized. Taxonomic diversity of the phylloplane was assessed with a combination of microorganism cultivation and molecular techniques. Increase of anthropogenic load resulted in higher microbial respiration and lower DNA amount, which could be viewed as relative inefficiency of phylloplane functioning in comparison to less contaminated areas. Taxonomic diversity declined with road vicinity, similar to the functional diversity pattern. The content of Zn in leaf dust better explained the variation in phylloplane activity and the amount of DNA. Functional diversity was linked to variation in nutrient content. The fraction of pathogenic fungi of the phylloplane was not correlated with any of the studied elements, while it was significantly high at the roadsides. The bacterial classes Gammaproteobacteria and Cytophagia, as well as the Dothideomycetes class of fungi, are exposed to the maximal effect of distance from the highway. This study demonstrated the sensitivity of the phylloplane to road vicinity, which combines the effects of contaminants (mainly Zn according to this study) and potential stressful air microclimatic conditions (e.g., low relative air humidity, high temperature, and UV level). Microbial activity and taxonomic diversity of the phylloplane could be considered as an additional tool for bioindication.
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Vlasov D, Kosheleva N, Kasimov N. Spatial distribution and sources of potentially toxic elements in road dust and its PM 10 fraction of Moscow megacity. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 761:143267. [PMID: 33176932 DOI: 10.1016/j.scitotenv.2020.143267] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 10/10/2020] [Accepted: 10/22/2020] [Indexed: 05/22/2023]
Abstract
For the first time, the contents of potentially toxic elements (PTEs) in road dust and in its PM10 fraction were studied in Moscow from June 09 to July 30, 2017 on roads with different traffic intensities, inside courtyards with parking lots, and on pedestrian walkways in parks. The contents of PTEs in road dust and PM10 fraction were analyzed by ICP-MS and ICP-AES. The main pollutants of road dust and its PM10 fraction included Sb, Zn, W, Sn, Bi, Cd, Cu, Pb, and Mo. PM10 was a major carrier of W, Bi, Sb, Zn, Sn (accounts for >65% of their total contents in road dust); Cu (>50%); and Cd, Pb, Mo, Co, Ni (30-50%). PM10 fraction was 1.2-6.4 times more polluted with PTEs than bulk samples. Resuspension of roadside soil particles accounted for 34% of the mass of PTEs in road dust and for 64% in the PM10 fraction. Other important sources of PTEs were non-exhaust vehicles emissions (~ 20% for dust and ~14% for PM10) and industrial emissions (~20% and ~6%). The road dust and PM10 particles were most contaminated in the central part of the city due to the large number of cars and traffic congestions. Local anomalies of individual PTEs were observed near industrial zones mainly in the west, south, and southeast of Moscow. In the yards of residential buildings the total enrichment of road dust and PM10 with PTEs was only 1.1-1.5 times lower than that on major roads which poses a serious danger to the population spending a significant part of their lives in residential areas. The spatial pattern of the PTEs distribution in road dust and its PM10 fraction should assist in more efficient planning of washing and mechanical cleaning of the road surface from dust to minimize the risk to public health.
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Affiliation(s)
- Dmitry Vlasov
- Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation.
| | - Natalia Kosheleva
- Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Nikolay Kasimov
- Faculty of Geography, Lomonosov Moscow State University, Moscow, Russian Federation
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De Silva S, Ball AS, Indrapala DV, Reichman SM. Review of the interactions between vehicular emitted potentially toxic elements, roadside soils, and associated biota. CHEMOSPHERE 2021; 263:128135. [PMID: 33297123 DOI: 10.1016/j.chemosphere.2020.128135] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 08/22/2020] [Accepted: 08/24/2020] [Indexed: 06/12/2023]
Abstract
Given the large size of the world road network, the land area affected by vehicular emissions is extensive. This review provides the first global picture of the relationships between vehicular emitted potentially toxic elements, roadside soils, and risks to associated biota. The following potentially toxic elements that accumulate in roadside soils have been examined in this review: As, Co, Cr, Cu, Mn, Mo, Ni, Pb, Pd, Pt, Rh, Se, Sb, Sn, Sr, Ti and Zn. The meta-analysis undertaken demonstrated an increase in concentrations of Cd, Pb, Zn, Pt, Pd and Rh in roadside soils compared to the mean global crustal concentrations. Positive correlations between potentially toxic element concentrations in roadside soil, plants, microbes, and animals were observed. Roadside studies have found increased potentially toxic element concentrations in plants and animals with increasing proximity to roads. The mean concentrations of Pb in roadside plants and vertebrates were at values above the World Health Organisation guidelines. Research has shown a range of impacts of potentially toxic elements in roadside soils on microbial activity including decreased litter decomposition, nitrogen fixation, nutrient cycling and enzyme synthesis. However, aside from the impact on microbial communities, there has been little research investigating the impacts of roadside soil elements on the associated biota. Thus, there is a need for research that investigates the toxicity of elements in roadside soils to plants and animals and to investigate the transfer of roadside elements through the food chain, and thus, risks posed to human health and the environment.
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Affiliation(s)
- Shamali De Silva
- School of Engineering, RMIT University, Melbourne, 3001, Australia; Centre for Environmental Sustainability and Remediation (EnSuRe), RMIT University, Melbourne, 3001, Australia.
| | - Andrew S Ball
- Centre for Environmental Sustainability and Remediation (EnSuRe), RMIT University, Melbourne, 3001, Australia; School of Science, RMIT University, Melbourne, 3001, Australia
| | - Demidu V Indrapala
- School of Engineering, RMIT University, Melbourne, 3001, Australia; School of Science, RMIT University, Melbourne, 3001, Australia
| | - Suzie M Reichman
- School of Engineering, RMIT University, Melbourne, 3001, Australia; Centre for Environmental Sustainability and Remediation (EnSuRe), RMIT University, Melbourne, 3001, Australia; Centre for Anthropogenic Pollution Impact and Management (CAPIM) School of Biosciences, University of Melbourne, Carlton, 3010, Australia
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Cekstere G, Osvalde A, Elferts D, Rose C, Lucas F, Vollenweider P. Salt accumulation and effects within foliage of Tilia × vulgaris trees from the street greenery of Riga, Latvia. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 747:140921. [PMID: 32777490 DOI: 10.1016/j.scitotenv.2020.140921] [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: 03/27/2020] [Revised: 06/12/2020] [Accepted: 07/10/2020] [Indexed: 06/11/2023]
Abstract
Green infrastructures within sprawling cities provide essential ecosystem services, increasingly undermined by environmental stress. The main objective in this study was to relate the allocation patterns of NaCl contaminants to injury within foliage of lime trees mechanistically and distinguish between the effects of salt and other environmental stressors. Using field material representative of salt contamination levels in the street greenery of Riga, Latvia, the contribution of salt contaminants to structural and ultrastructural injury was analyzed, combining different microscopy techniques. On severely salt-polluted and dystrophic soils, the foliage of street lime trees showed foliar concentrations of Na/Cl up to 13,600/16,750 mg kg-1 but a still balanced nutrient content. The salt contaminants were allocated to all leaf blade tissues and accumulated in priority within mesophyll vacuoles, changing the vacuolar ionic composition at the expense of especially K and Ca. The size of mesophyll cells and vacuoles was increased as a function of NaCl concentration, suggesting impeded transpiration stream. In parallel, the cytoplasm showed degenerative changes, suggesting indirect stress effects. Hence, the lime trees in Riga showed tolerance to the dystrophic environmental conditions enhanced by salt pollution but their leaf physiology appeared directly impacted by the accumulation of contaminants within foliage.
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Affiliation(s)
- Gunta Cekstere
- Laboratory of Plant Mineral Nutrition, Institute of Biology, University of Latvia, Miera street 3, Salaspils LV-2169, Latvia; Swiss Federal Research Institute for Forest, Snow and Landscape Research WSL, Zürcherstrasse 111, CH-8903 Birmensdorf, Switzerland.
| | - Anita Osvalde
- Laboratory of Plant Mineral Nutrition, Institute of Biology, University of Latvia, Miera street 3, Salaspils LV-2169, Latvia.
| | - Didzis Elferts
- Faculty of Biology, University of Latvia, Jelgavas street 1, Riga LV-1004, Latvia.
| | - Christophe Rose
- Centre INRA, Grand Est Nancy, UMR Silva-Silvatech Microscopy, 54280 Champenoux, France.
| | - Falk Lucas
- Scientific Center for Optical and Electron Microscopy (ScopeM) of the ETH Zurich, Otto-Stern-Weg 3, 8093 Zürich, Switzerland.
| | - Pierre Vollenweider
- Swiss Federal Research Institute for Forest, Snow and Landscape Research WSL, Zürcherstrasse 111, CH-8903 Birmensdorf, Switzerland.
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Barberis L, Michalet S, Piola F, Binet P. Root fungal endophytes: identity, phylogeny and roles in plant tolerance to metal stress. Fungal Biol 2020; 125:326-345. [PMID: 33766311 DOI: 10.1016/j.funbio.2020.11.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 10/12/2020] [Accepted: 11/29/2020] [Indexed: 12/27/2022]
Abstract
Metal trace elements accumulate in soils mainly because of anthropic activities, leading living organisms to develop strategies to handle metal toxicity. Plants often associate with root endophytic fungi, including nonmycorrhizal fungi, and some of these organisms are associated with metal tolerance. The lack of synthetic analyses of plant-endophyte-metal tripartite systems and the scant consideration for taxonomy led to this review aiming (1) to inventory non-mycorrhizal root fungal endophytes described with respect to their taxonomic diversity and (2) to determine the mutualistic roles of these plant-fungus associations under metal stress. More than 1500 species in 100 orders (mainly Hypocreales and Pleosporales) were reported from a wide variety of environments and hosts. Most reported endophytes had a positive effect on their host under metal stress, but with various effects on metal uptake or translocation and no clear taxonomic consistency. Future research considering the functional patterns and dynamics of these associations is thus encouraged.
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Affiliation(s)
- Louise Barberis
- Université de Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR5023 LEHNA, Villeurbanne, France
| | - Serge Michalet
- Université de Lyon, Université Claude Bernard Lyon 1, CNRS, UMR5557 Écologie microbienne, Villeurbanne, France
| | - Florence Piola
- Université de Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR5023 LEHNA, Villeurbanne, France
| | - Philippe Binet
- Université de Bourgogne-Franche-Comté, CNRS-UFC, UMR6249 Chrono-environnement, Montbéliard, France.
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Shadrin D, Pukalchik M, Kovaleva E, Fedorov M. Artificial intelligence models to predict acute phytotoxicity in petroleum contaminated soils. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2020; 194:110410. [PMID: 32163774 DOI: 10.1016/j.ecoenv.2020.110410] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 02/25/2020] [Accepted: 02/29/2020] [Indexed: 06/10/2023]
Abstract
Environment pollutants, especially those from total petroleum hydrocarbons (TPH), have a highly complex chemical, biological and physical impact on soils. Here we study this influence via modelling the TPH acute phytotoxicity effects on eleven samples of soils from Sakhalin island in greenhouse conditions. The soils were contaminated with crude oil in different doses ranging from the 3.0-100.0 g kg-1. Measuring the Hordeum vulgare root elongation, the crucial ecotoxicity parameter, we have estimated. We have also investigated the contrast effect in different soils. To predict TPH phytotoxicity different machine learning models were used, namely artificial neural network (ANN) and support vector machine (SVM). The models under discussion were proved to be valid using the mean absolute error method (MAE), the root mean square error method (RMSE), and the coefficient of determination (R2). We have shown that ANN and SVR can successfully predict barley response based on soil chemical properties (pH, LOI, N, P, K, clay, TPH). The best achieved accuracy was as following: MAE - 8.44, RMSE -11.05, and R2 -0.80.
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Affiliation(s)
- Dmitrii Shadrin
- Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology, 143026, Moscow, Russia.
| | - Mariia Pukalchik
- Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology, 143026, Moscow, Russia.
| | - Ekaterina Kovaleva
- Faculty of Soil Science,Lomonosov Moscow State University, 119991, Moscow, Russia
| | - Maxim Fedorov
- Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology, 143026, Moscow, Russia
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