Abstract
Moss transplants of Hypnum cupressiforme and Sphagnum girgensohnii were tested for efficiency in detection of airborne element pollution at a suburban background site during short time exposure of 15 days (twelve consecutive periods) and during prolonged exposure from one to six months. Concomitantly, particulate matter (PM10, PM2.5) was sampled during three identified Saharan dust episodes, while MERRA-2 data were used for estimation of dust concentration at ground level to which the moss bags were exposed during 15-day periods. The concentrations of 22 potentially toxic elements were measured in the moss and PM10 samples. The results showed that 15-day bag exposure at the background location could not provide a measurable and reliable signature of the elements in the moss transplants, except for Al, V, As, Ga, Y, and Tb, unlike the extended moss bag exposure of a couple of months. These were also the only elements whose concentrations were increased multifold in PM10 samples during the most intense dust episode, which was also recorded by S. girgensohnii bags exposed in the corresponding 15-day period. The ratio of crustal elements (Ca/Al, Mg/Al) in PM10 and moss samples (3-month exposed) was in line of those reported for dust transported from western Africa. The V/Al, Ga/Al, and Tb/Al concentration ratio values in PM10 and S. girgensohnii samples were higher for dust days contrary to the As/Al ratio, which could be used to distinguish between dust and fossil fuel combustion pollution sources. The moss bag technique could be used as a simple tool for tracking long-range transported elements, but after prolonged moss bag exposure (3 months).
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References
Adamo P, Giordano S, Sforza A, Bargagli R (2011) Implementation of air-borne trace element monitoring with devitalised transplants of Hypnum cupressiforme Hedw.: assessment of temporal trends and element contribution by vehicular traffic in Naples city. Environ Pollut 159:1620–1628
Ajtai N, Stefanie H, Mereut A, Radovici A, Botezan C (2020) Multi-Sensor Observation of a Saharan Dust Outbreak over Transylvania, Romania in April 2019. Atmosphere 11:364–378
Alastuey A, Querol X, Aas W, Lucarelli F, Pérez N, Moreno T, Cavalli F, Areskoug H, Balan V, Catrambone M, Ceburnis D, Cerro JC, Conil S, Gevorgyan L, Hueglin C, Imre K, Jaffrezo J-L, Leeson SR, Mihalopoulos N, Mitosinkova M, O’Dowd CD, Pey J, Putaud J-P, Riffault V, Ripoll A, Sciare J, Sellegri K, Spindler G, Yttri KE (2016) Geochemistry of PM10 over Europe during the EMEP intensive measurement periods in summer 2012 and winter 2013. Atmos Chem Phys 16:6107–6129
Amato F, Pandolfi M, Escrig A, Querol X, Alastuey A, Pey J, Perez N, Hopke PK (2009) Quantifying road dust resuspension in urban environment by multilinear engine: a comparison with PMF2. Atmos Environ 43:2770–2780
Amato F, Alastuey A, Karanasiou A, Lucarelli F, Nava S, Calzolai G, Severi M, Becagli S, Gianelle VL, Colombi C, Alves C, Custódio D, Nunes T, Cerqueira M, Pio C, Eleftheriadis K, Diapouli E, Reche C, Minguillón MC, Manousakas MI, Maggos T, Vratolis S, Harrison RM, Querol X (2016) AIRUSE-LIFE: a harmonized PM speciation and source apportionment in five southern European cities. Atmos Chem Phys 16:3289–3309
Aničić M, Frontasyeva MV, Tomašević M, Popović A (2007) Assessment of atmospheric deposition of heavy metals and other elements in Belgrade using moss biomonitoring technique and neutron activation analysis. Environ Monit Assess 129:207–219
Aničić M, Tomašević M, Tasić M, Rajšić S, Popović A, Frontasyeva MV, Lierhagen S, Steinnes E (2009a) Monitoring of trace element atmospheric deposition using dry and wet moss bags: Accumulation capacity versus exposure time. J Haz Mat 171:182–188
Aničić M, Tasić M, Frontasyeva MV, Tomašević M, Rajšić S, Mijić Z, Popović A (2009b) Active moss biomonitoring of trace elements with Sphagnum girgensohnii moss bags in relation to atmospheric bulk deposition in Belgrade Serbia. Environ Pollut 157:673–679
Aničić Urošević M, Vuković G, Jovanović P, Vujičić M, Sabovljević A, Sabovljević M, Tomašević M (2017a) Urban background of air pollution – Evaluation through moss bag biomonitoring of trace elements in Botanical garden. Urban for Urban Green 25:1–10
Aničić Urošević M, Vuković G, Tomašević M (2017b) Biomonitoring of Air Pollution Using Mosses and Lichens, A Passive and Active Approach, State of the Art Research and Perspectives. Nova Science Publishers, New York (978-1-53610-212-3)
Aničić Urošević M, Milićević T (2020) Moss bag biomonitoring of airborne pollutants as an ecosustainable tool for air protection management: Urban vs. agricultural scenario, Editors: Vertika Shukla and Narendra Kumar, Springer, pp 29 – 60
Ares Á, Fernández JA, Aboal JR, Carballeira A (2011) Study of the air quality in industrial areas of Santa Cruz de Tenerife (Spain) by active biomonitoring with Pseudoscleropodium purum. Ecotox Environ Safe 74:533–541
Ares Á, Aboal JR, Carballeira A, Giordano S, Adamo P, Fernández JA (2012) Moss bag biomonitoring: a methodological review. Sci Total Environ 432:143–158
Ares Á, Aboal JR, Carballeira A, Fernández JA (2015) Do moss bags containing devitalized Sphagnum denticulatum reflect heavy metal concentrations in bulk deposition? Ecol Indic 50:90–98
Bargagli R, Brown DH, Nelli L (1995) Moss biomonitoring with moss: Procedures for correcting for soil contamination. Environ Pollut 89:169–175
Berg T, Steinnes E (1997) Use of mosses (Hylocomium splendens and Pleurozium schreberi) as bio-monitors of heavy metal deposition: from relative to absolute deposition values. Environ Pollut 98:61–71
Berg T, Røyset O, Steinnes E (1994) Trace elements in atmospheric precipitation at Norwegian background stations (1989–1990) measured by ICP-MS. Atmos Environ 28(21):3519–3536
Bergamaschi L, Rizzio E, Valcuvia MG, Verza G, Profumo A, Gallorini M (2002) Determination of trace elements and evaluation of their enrichment factors in Himalayan lichens. Environ Pollut 120:137–144
Brown D (1982) Mineral nutrition, Bryophyte Ecology. Springer, pp 383–444
Capozzi F, Giordano S, Di Palma A, Spagnuolo V, de Nicola F, Adamo P (2016a) Biomonitoring of atmospheric pollution by moss bags: discriminating urban-rural structure in a fragmented landscape. Chemosphere 149:211–219
Capozzi F, Giordano S, Aboal RJ, Adamo P, Bargagli R, Boquete T, Di Palma A, Real C, Reski R, Spagnuolo V, Steinbauer K, Tretiach M, Varela Z, Zechmeister H, Fernandez AJ (2016b) Best options for the exposure of traditional and innovative moss bags: a systematic evaluation in three European countries. Environ Pollut 214:362–373
Čeburnis D, Valiulis D (1999) Investigation of absolute metal uptake efficiency from precipitation in moss. Sci Total Environ 226(2–3):247–253
Cohen A, Brauer M, Burnett R, Anderson HR, Frostad J, Estep K, Balakrishnan K, Brunekreef B, Dandona L, Dandona R, Feigin V, Freedman G, Hubbell B, Jobling A, Kan H, Knibbs L, Liu Y, Martin R, Morawska L, Pope CA III, Shin H, Straif K, Shaddick G, Thomas M, van Dingenen R, van Donkelaar A, Vos T, Murray CJL, Forouzanfar MH (2017) Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: an analysis of data from the Global Burden of Diseases Study 2015. Lancet 389:1907–1918
Culicov OA, Yurukova L (2006) Comparison of element accumulation of different moss and lichen-bags, exposed in the city of Sofia (Bulgaria). J Atmos Chem 55:1–12
Dangić A, Dangić J (2007) Arsenic in the soil environment of central Balkan Peninsula, southeastern Europe: occurrence, geochemistry, and impact. In: Bhattacharya, P, Mukherjee, B.B.A, Bundschuh, J, Zevenhoven, R, Loeppert, H.R. (Eds.), Arsenic in Soil and Groundwater Environment; Trace Metals and other Contaminants in the Environments 9, pp 207–236
De Agostini A, Cortis P, Cogoni A (2020) Monitoring of Air Pollution by Moss Bags around an Oil Refinery: A Critical Evaluation over 16 Years. Atmosphere 11(3):272–286
DEFRA—Department for Environment, Food and Rural Affairs (2014) Air Pollution Background Concentration Maps: A User Guide for Local Authorities, http://laqm.defra
Demková L, Bobulská L, Árvay J, Jezný T, Ducsay L (2017) Biomonitoring of heavy metals contamination by mosses and lichens around Slovinky tailing pond (Slovakia). J Environ Sci Health A Tox Hazard Subst Environ Eng 52(1):30–36
Dimitriou K, Kassomenos P (2018) Day by day evolution of a vigorous two wave Saharan dust storm – Thermal and air quality impacts. Atmósfera 31(2):105–124
Directive 2008/50/EC of the European Parliament and of the council of 21 May 2008 on ambient air and cleaner air for Europe, Official Journal of the European Union, 1–44 (11/06/2008)
EEA (European Environment Agency) (2019) Air Quality in Europe - 2019 report, EEA Report No 10/2019 https://www.eea.europa.eu/publications/air-quality-in-europe-2019
EN 12341 (2014) Ambient air. Standard gravimetric measurement method for the determination of the PM10 or PM2.5 mass concentration of suspended particulate matter, Comite Europeen de Normalisation, https://infostore.saiglobal.com/en-us/Standards/EN-12341-2014-343607_SAIG_CEN_CEN_786527/
Ganor E, Osetinsky I, Stupp A, Alpert P (2010) Increasing trend of African dust, over 49 years, in the eastern Mediterranean. J Geophys Res 115(D7):1–7
Glime JM (2017) Water Relations: Movement. Chapt. 7–2. In: Glime, J. M. Bryophyte Ecology. Volume 1. Physiological 7–2–1 Ecology. Ebook sponsored by Michigan Technological University and the International Association of Bryologists. Last updated: 17 July 2020, http://digitalcommons.mtu.edu/bryophyte-ecology/
Gómez-Losada Á, Pires JCM, Pino-Mejías R (2018) Modelling background air pollution exposure in urban environments: Implications for epidemiological research. Environ Modell Softw 106:13–21
González GA, Pokrovsky SO (2014) Metal adsorption on mosses: Toward a universal adsorption model. J Colloid Interface Sci 415:169–178
Goodman GT, Roberts TM (1971) Plants and Soils as Indicators of Metals in the Air. Nature 231(5301):287–292
Harrison RM, Hester RE (2009) Air Quality in Urban Environments, Issues in Environmental Science and Technology, Royal Society of Chemistry Publishing, Cambridge, UK
Holben BN, Eck TF, Slutsker I, Tanré D, Buis JP, Setzer A, Vermote E, Reagan J, Kaufman Y, Nakajima T, Lavenu F, Jankowiak I, Smirnov A (1998) AERONET–A federated instrument network and data archive for aerosol characterization. Remote Sens Environ 66(1):1–16
Hu R, Yan Y, Zhou X, Wang Y, Fang Y (2018) Monitoring Heavy Metal Contents with Sphagnum Junghuhnianum Moss Bags in Relation to Traffic Volume in Wuxi, China. Int J Environ Res Public Health 15(2):374–386
Israelevich P, Ganor E, Alpert P, Kishcha P, Stupp A (2012) Predominant transport paths of Saharan dust over the Mediterranean Sea to Europe. J Geophys Res: Atmospheres 117(D2):1–11
Kabata-Pendias A (2010) Trace Elements in Soils and Plants (4th ed.). CRC Press, https://doi.org/10.1201/b10158
Mach T, Rogula-Kozłowska W, Bralewska K, Majewski G, Rogula-Kopiec P, Rybak J (2021) Impact of Municipal, Road Traffic, and Natural Sources on PM10: The Hourly Variability at a Rural Site in Poland. Energies 14:2654–2677
Markert BA, Breure AM, Zechmeister HG (2003) Definitions, strategies and principles for bioindications/biomonitoring of the environment. In: Breure AM, Zechmeister HG (eds) Markert BA. Bioindicators & Biomonitors, Elsevier Science Ltd, pp 3–41
Mason B (1966) Principles of Geochemistry. Wiley, New York
Milićević T, Aničić Urošević M, Vuković G, Škrivanj S, Relić D, Frontasyeva MV, Popović A (2017) Assessment of species-specific and temporal variations of major, trace and rare earth elements in vineyard ambient using moss bags. Ecotox Environ Saf 144:208–215
Milićević T, Aničić Urošević M, Relić D, Jovanović G, Nikolić D, Vergel K, Popović A (2021) Environmental pollution influence to soil-plant–air system in organic vineyard: bioavailability, environmental, and health risk assessment. Environ Sci Pollut Res 28:3361–3374
Milićević T (2018) An integrated approach to the investigation of potentially toxic elements and magnetic particles in the soil−plant−air system: bioavailability and biomonitoring, Doctoral Dissertation, UDC number: 504, Faculty of Chemistry, University of Belgrade, Republic of Serbia
Mohamed J (2014) Moss – Classification, Development and Growth and Functional Role, In Ecosystem. Nova Science Publishers, New York
Moreno T, Querol X, Castillo S, Alastuey A, Cuevas E, Herrmann L, Mounkaila M, Elvira J, Gibbons W (2006) Geochemical variations in aeolian mineral particles from the Sahara-Sahel Dust Corridor. Chemosphere 65:261–270
Pacyna JM, Pacyna EG (2001) An assessment of global and regional emissions of trace metals to the atmosphere from anthropogenic sources worldwide. Environ Rev 9(4):269–298
Pulles T, Denier van der Gon H, Appelman W, Verheul M (2012) Emission factors for heavy metals from diesel and petrol used in European vehicles. Atmos Environ 61:641–651
Querol X, Tobías A, Pérez N, Karanasiou A, Amato F, Stafoggia M, Pérez García-Pandoc C, Ginouxd P, Forastieree F, Gumye S, Mudue P, Alastuey A (2019) Monitoring the impact of desert dust outbreaks for air quality for health studies. Environ Internat 130:104867
Randles C, Da Silva A, Buchard V, Colarco P, Darmenov A, Govindaraju R, Smirnov A, Holben B, Ferrare R, Hair J (2017) The MERRA-2 aerosol reanalysis, 1980 onward. Part I: system description and data assimilation evaluation. J Climate 30:6823–6850
Remoundaki E, Bourliva A, Kokkalis P, Mamouri RE, Papayannis A, Grigoratos T, Samara C, Tsezos M (2011) PM10 composition during an intense Saharan dust transport event over Athens (Greece). Sci Total Environ 409:4361–4372
Rodrı́guez S, Querol X, Alastuey A, Kallos G, Kakaliagou O (2001) Saharan dust contributions to PM10 and TSP levels in Southern and Eastern Spain. Atmos Environ 35(14):2433–2447
Rühling Å, Tyler G (1969) Ecology of Heavy Metals—A Regional and Historical Study. Bot Notis 22: 248–259 Salo H, Mäkinen KJ (2014) Magnetic biomonitoring by moss bags for industry-derived air pollution in SW Finland. Atmos Environ 97:19–27
Salo H, Mäkinen KJ (2019) Comparison of traditional moss bags and synthetic fabric bags in magnetic monitoring of urban air pollution. Ecol Indic 104:559–566
Scheuvens D, Schütz L, Kandler K, Ebert M, Weinbruch S (2013) Bulk composition of northern African dust and its source sediments–A compilation. Earth-Sci Rev 116:170–194
Spagnuolo V, Zampella M, Giordano S, Adamo P (2011) Cytological stress and element uptake in moss and lichen exposed in bags in urban area. Ecotox Environ Safe 74:1434–1443
Stojić A, Stanišić Stojić S, Rel** I, Čabarkapa M, Šoštarić A, Perišić M, Mijić Z (2016) Comprehensive analysis of PM10 in Belgrade urban area on the basis of long-term measurements. Environ Sci Pollut Res 23:10722–10732
Terradellas E, Basart S, Cuevas E (2016) Airborne dust: From R&D to Operational forecast. AEMET, Madrid, NIPO: 281-16-007-3; WMO, Geneva, WMO/GAW Report No. 230; WMO/WWRP No. 2016-2
Tretiach M, Pittao E, Crisafulli P, Adamo P (2011) Influence of exposure sites on trace element enrichment in moss-bags and characterisation of particles deposited on the biomonitor surface. Sci Total Environ 409:822–830
Unkašević M, Mališić J, Tošić I (1999) Some aspects of the wind “Košava” in the lower troposphere over Belgrade. Meteorol Appl 6:69–80
Varela Z, Fernández JA, Real C, Carballeira A, Aboal JR (2015) Influence of the physicochemical characteristics of pollutants on their uptake in moss. Atmos Environ 102:130–135
Vuković G, Aničić Urošević M, Goryainova Z, Pergal M, Škrivanj S, Samson R, Popović A (2015) Active moss biomonitoring for extensive screening of urban air pollution: Magnetic and chemical analyses. Sci Total Environ 521–522:200–210
Vuković G, Aničić Urošević M, Škrivanj S, Milićević T, Dimitrijević D, Tomašević M, Popović A (2016) Moss bag biomonitoring of airborne toxic element decrease on a small scale: A street study in Belgrade. Serbia, Sci Total Environ 542:394–403
Wang X, Sato S, **ng B, Tamamura S, Tao S (2005) Source identification, size distribution and indicator screening of airborne trace metals in Kanayawa, Japan. J Aerosol Sci 36:197–210
World Health Organisation (WHO) (2016) Ambient air pollution: A global assessment of exposure and burden of disease Technical report, ISBN: 9789241511353 www.who.int/phe/publications/air-pollution-global-assessment/en/
Zechmeister HG (1995) Growth rates of five pleurocarpus moss species under various climatic conditions. J Bryol 18:455–468
Zhou S, Cong L, Liu Y, **e L, Zhao S, Zhang Z (2021) Rainfall intensity plays an important role in the removal of PM from the leaf surfaces. Ecol Indic 128:107778–107787
Acknowledgements
The authors acknowledge funding provided by the Institute of Physics Belgrade and Faculty of Chemistry, through the grants by the Ministry of Education and Science of the Republic of Serbia (Institute of Physics Belgrade document: 0801-116/1 and Faculty of Chemistry contract number: 451-03-68/2020-14/200168), and bilateral cooperation between Institute of Physics Belgrade and Joint Institute for Nuclear Research, Dubna, Russia. The MERRA-2 data used in this study have been provided by the Global Modeling and Assimilation Office (GMAO) at NASA Goddard Space Flight Center.
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Aničić Urošević, M., Kuzmanoski, M., Milićević, T. et al. Moss bag sensitivity for the assessment of airborne elements at suburban background site during spring/summer season characterized by Saharan dust intrusions. Air Qual Atmos Health 15, 1357–1377 (2022). https://doi.org/10.1007/s11869-022-01161-8
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DOI: https://doi.org/10.1007/s11869-022-01161-8