PHARMACEUTICALS IN THE ENVIRONMENT—GLOBAL OCCURRENCES AND PERSPECTIVES TIM AUS DER BEEK,*y FRANK-ANDREAS WEBER,y AXEL BERGMANN,y SILKE HICKMANN,z INA EBERT,z ARNE HEIN,z and ANETTE KÜSTERz yIWW Water Centre, Department of Water Resources Management, M€ ulheim an der Ruhr, Germany zSection IV 2.2 Pharmaceuticals, Washing and Cleaning Agents, Umweltbundesamt (German Federal Environment Agency), Dessau, Germany (Submitted 27 February 2015; Returned for Revision 3 July 2015; Accepted 11 December 2015) Abstract: Pharmaceuticals are known to occur widely in the environment of industrialized countries. In developing countries, more monitoring results have recently become available, but a concise picture of measured environmental concentrations (MECs) is still elusive. Through a comprehensive literature review of 1016 original publications and 150 review articles, the authors collected MECs for human and veterinary pharmaceutical substances reported worldwide in surface water, groundwater, tap/drinking water, manure, soil, and other environmental matrices in a comprehensive database. Due to the heterogeneity of the data sources, a simplified data quality assessment was conducted. The database reveals that pharmaceuticals or their transformation products have been detected in the environment of 71 countries covering all continents. These countries were then grouped into the 5 regions recognized by the United Nations (UN). In total, 631 different pharmaceutical substances were found at MECs above the detection limit of the respective analytical methods employed, revealing distinct regional patterns. Sixteen substances were detected in each of the 5 UN regions. For example, the anti-inflammatory drug diclofenac has been detected in environmental matrices in 50 countries, and concentrations found in several locations exceeded predicted no-effect concentrations. Urban wastewater seems to be the dominant emission pathway for pharmaceuticals globally, although emissions from industrial production, hospitals, agriculture, and aquaculture are important locally. The authors conclude that pharmaceuticals are a global challenge calling for multistakeholder approaches to prevent, reduce, and manage their entry into and presence in the environment, such as those being discussed under the Strategic Approach to International Chemicals Management, a UN Environment Program. Environ Toxicol Chem 2016;35:823–835. # 2015 SETAC Keywords: Pharmaceutical Measured environmental concentration Emerging pollutant Pharmaceutical consumption Global measured environmental concentration database global issue. The aim was to provide an up-to-date review of the current state of knowledge on the global relevance and prevailing concentrations of pharmaceuticals in the environment. Even though there are approximately 150 review articles about the occurrence of pharmaceuticals in the environment (see Supplemental Data, S1), these articles usually do not include a global-scale assessment. Instead, most of these review articles are limited to specific countries, such as China [13] or Sweden [14], and/or to specific water bodies, such as the Spanish Llobregat River [15] or the North American Great Lakes [16]. Other review articles focus on specific therapeutic groups, such as psychoactive drugs [17] or cytostatics [18], or on specific substances, such as the antibiotic tetracycline [19]. Further review articles have been published that report measured environmental concentrations of pharmaceuticals in the context of target populations [20], sampling matrices or methods [21–24], emission sources [25–27], or transformation products [28]. Very few articles provide even a semiglobal review, and often the focus is only on peer-reviewed publications in international journals [29–31]. Other quality data sources, such as reports by governments, water body management and monitoring authorities, and university researchers, and other publications, especially in developing and emerging countries, are frequently excluded. For example, university theses from developing and emerging countries such as South Africa and Brazil were a major data source for the present study because peer-reviewed publication of monitoring campaign data is relatively uncommon as a result of language barriers, publication costs, and limited time frames for graduation procedures. INTRODUCTION The practice of modern medicine cannot be imagined without pharmaceuticals. A growing world population, increasing investment in the health-care sector, advances in research and development, pervasive global market availability, and aging societies in industrialized countries have led to a significant increase in the consumption of pharmaceuticals in the last few decades [1]. Simultaneously, laboratory instrumentation and analytical methods have advanced, enabling the detection of some pharmaceutical substances in the aquatic and terrestrial environment down to the range of micrograms per liter or even picograms per liter [2]. This advance in technology might partially explain the increase in scientific publications pertaining to the occurrence of pharmaceuticals in the environment since the late 1990s [3]. In parallel with these monitoring studies, ecotoxicological effects that pharmaceutical substances can exert on nontarget organisms at environmentally relevant concentrations have been demonstrated in a growing number of laboratory [4–7], field-scale [8–10], and ecosystemscale [11] studies. The present study was initiated after this issue was nominated to the Strategic Approach to International Chemicals Management [12], with the goal of assessing whether the occurrence of pharmaceuticals in the environment is truly a This article includes online-only Supplemental Data. * Address correspondence to t.ausderbeek@iww-online.de Published online 14 December 2015 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/etc.3339 823 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Environmental Toxicology and Chemistry, Vol. 35, No. 4, pp. 823–835, 2016 # 2015 SETAC Printed in the USA Environ Toxicol Chem 35, 2016 Because of the focus on industrialized countries, thus far no concise picture of the global relevance of the environmental presence of pharmaceutical substances has been provided. For example, Hughes et al. [31] reviewed literature for 41 countries and claimed “little work outside North America, Europe, and China, and no work within Africa.” The present study thus aimed to provide a comprehensive review of measured environmental concentrations for both human and veterinary pharmaceutical substances on a global scale. Published measured environmental concentrations (MECs) in sewage, surface water, groundwater, tap/drinking water, sediment, manure, soil, and other environmental matrices were compiled in a global database and analyzed with respect to regional patterns. The MECs were also used to assess the potential ecotoxicological risks to nontarget organisms based on predicted no-effect concentrations (PNECs), derived from ecotoxicity studies. The database was analyzed with respect to regional patterns, current trends, and the relevance of different emission pathways and can be used as a basis for developing targeted global strategies of action. In addition, data on annual pharmaceutical consumption were compiled from publicly available publications to assess regional differences and aid in the design of more effective monitoring strategies that address existing data gaps. MATERIALS AND METHODS Defining relevant pharmaceuticals Within the present study, pharmaceuticals have been defined as substances that are primarily being used for therapeutic, preventive, and diagnostic purposes. Recreational drugs, such as cocaine and caffeine, have been excluded from the present analysis. Other substances, such as homeopathics, minerals, proteins, and immunologic substances, also were not included. If not otherwise indicated, the terms “pharmaceuticals” and “pharmaceutical substances” refer only to the actual active pharmaceutical ingredients. Bibliographic database A systematic literature review was conducted up to and including October 2013 using multiple search strategies. First, peer-reviewed publications were identified using scientific search engines including Web of Science and Science Direct and by consulting original publications cited in review articles. Second, non–peer-reviewed articles, books, university research, and governmental reports in different languages were identified using Internet search engines and library catalogues. Third, existing databases available within the European Commission, such as KNAPPE [32], FATE-SEES [33], and POSEIDON [34], and international networks such as NORMAN, as well as a database previously compiled by Bergmann et al. [35] on behalf of the German Environment Protection Agency were consulted for the present study. FInally, 41 stakeholders from local governments, universities, and others institutions were contacted to gather additional regional information, mainly in Africa, Asia, and Latin America. The complete bibliography of publications and databases that were included is listed in Supplemental Data, S2. All publications identified as relevant were categorized in a bibliographic database (Endnote©; Thomson Reuters) according to the country where the data were collected. If a publication included data for more than 1 country, the literature citation was assigned to each of the countries. Although most of the publications were written in the English language, publications T. aus der Beek et al. in Chinese, Dutch, French, German, Portuguese, Russian, Slovenian, Spanish, and Swedish were also included. MEC database Data from all sources were transferred to the new MEC database, which was implemented in Microsoft Access©. Each database entry comprises 32 fields, including the name of the pharmaceutical substance, its Chemical Abstracts Service number, the environmental matrix the substance was measured in, geographical location, sampling period, number of measurements, measured concentration in original and standardized units, detection limit of the analytical method employed, pollution source (if stated in the publication), literature citation, publication language and type, and a data quality flag. The environmental matrices in which MECs of pharmaceutical substances were reported included surface water; bank filtrate; groundwater; well water; tap/drinking water; sewage and wastewater-treatment plant (WWTP) influent, effluent, and sludge; manure; soil; sediments; suspended particulate matter; and other environmental matrices organized into multiple subcategories (Supplemental Data, S3). No differentiation was made between tap water and drinking water because many publications made no clear distinction between tap water that is suitable as a source of drinking water and nonpotable tap water. The geographical sampling locations (including geographical name, region, and country) were categorized according to the United Nations (UN) regional groups (Africa Group, Asia-Pacific Group, Eastern Europe Group, group of Latin American and Caribbean States, and Western Europe and Others Group, which also includes North America, Australia, and New Zealand). An example of a typical database entry is given in Supplemental Data, S4. Most publication reports aggregate MEC data into a descriptor value rather than reporting single observations. Aggregated data were entered in a single database entry stating the data descriptor used (average, median, 90th percentile, minimum or maximum of a monitoring campaign) and the number of underlying measurements. Because the statistical distribution of the aggregated data is rarely known, only database entries reporting single or average values were considered in deriving weighted national average concentrations. National maximum concentrations were assigned the highest concentrations reported for a specific environmental matrix in each country. A quality flag associated with each database entry identifies the overall validity, reliability, and analytical standards (if available) applied in each publication. In comparison with governmental and project reports, peer-reviewed publications were considered to be verified sources of higher quality because their results and methods have already been reviewed. The quality assessment of non–peer-reviewed reports and publications, which include university theses, was more difficult to evaluate. Even though some of the methods and results published in these theses and reports are difficult to verify, the majority of publications received a good quality flag. It is important to consider that, because of the heterogeneity of the more than 1000 data sources used in the present study it was not possible to conduct a standardized quality assessment. The quality assessment was based on a subjective impression of the plausibility of the methods used and the resulting data in the context of comparable MECs. This needs to be kept in mind when making assumptions based on an analysis of these MEC database entries. 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 824 Environ Toxicol Chem 35, 2016 825 Consumption database Environmental matrices analyzed Consumption or prescription quantities for human and veterinary pharmaceuticals were compiled from the publicly available literature using the search strategy outlined above. Data sold by commercial international health-care data service providers (e.g., IMS Health) were not included because of high service charges. Generally, data service providers focus on industrialized and emerging countries, with little information available for developing countries. Only sources that reported country-wide consumption in units such as kilograms per year were included. Some publications report a defined daily dose or other doses per patient, which could not be converted to country-wide consumption figures without additional information. The database fields specify the name of the pharmaceutical, the yearly amount consumed, the reference period, country, and UN region, as well as the literature citation and data quality flag. Another field identifies the underlying data source because often no national sum of total consumption is reported but rather a sectoral value only, such as consumption in hospitals, by outpatients, or for veterinary purposes. The relevant literature reporting consumption data is included in the bibliography listed in Supplemental Data, S5. An example of a typical consumption database entry is given in Supplemental Data, S6. Pharmaceutical substances were found in a variety of environmental matrices (Supplemental Data, S3). Most measurements have been reported for surface waters (47% of all database entries), the majority from river and stream samples, followed by lakes and oceans. Groundwater and drinkingwater samples comprise 8% of the total database entries, with the majority of the available measurements referring to groundwater and very few to untreated well water, bank filtrate, or tap/drinking water. Wastewater MECs, which make up 40% of all database entries, are dominated by measurements in the WWTP effluent, followed by WWTP influent, untreated hospital sewage, WWTP sludge, and untreated urban sewage. By comparison, very few MECs were found for veterinary pharmaceuticals in manure, dung, or soil (3% of all database entries); and the occurrence of pharmaceuticals adsorbed to suspended particulate matter and contamination of sediments was hardly studied (2% of all database entries). RESULTS MEC database Our literature review identified 1016 original publications reporting unique MEC data for human and/or veterinary pharmaceutical substances worldwide. In addition, 147 review articles were assessed. Measured environmental concentrations from these sources were entered into a database, resulting in 123 761 entries. Most entries represent a summary statistic of multiple measurements. Therefore, the total number of underlying MECs in the database is much higher than the actual number of database entries. Because the number of samples that each data point represents is missing for some aggregated data and some database entries refer to different statistical parameters of the same monitoring data (e.g., average, median, maximum, minimum), the total number of underlying measurements of the database cannot be exactly specified. Thus, in the present study, we refer to the number of database entries as an indicator of monitoring intensity. Most database entries were generated from data published in peer-reviewed journal articles, followed by existing databases (such as NORMAN). By comparison, fewer database entries were generated from governmental reports, books, and university theses. The sampling period was reported in the source material for approximately 88% of all database entries. Only 1281 database entries were included that predate 2001; and the oldest reference, published in 1987, refers to antibiotics used on pig farms [36]. The number of database entries increases markedly from approximately 2000 in the year 2001 to more than 24 000 in the year 2010. This may be the result of technological advances, such as advanced gas chromatography–mass spectrometry and high-performance liquid chromatography–mass spectrometry [24], but could also be the result of an increased scientific, governmental, and public awareness of pharmaceuticals as emerging pollutants. After 2010, the number of database entries drops to 8200 in 2011, to 1300 in 2012, and finally to 224 by October 2013, when our literature review ended. Country survey reporting pharmaceutical substances in the environment According to the database, there are 71 countries worldwide in which at least 1 pharmaceutical substance was reported in the literature at concentrations exceeding the detection limit of the analytical method employed. The 71 countries in which pharmaceutical substances have been detected in the environment include countries from all 5 UN regional groups. Despite the global coverage, pronounced regional patterns in the intensity of environmental monitoring efforts prevail. For Western Europe and Others Group countries, approximately 96 000 database entries were found in 730 publications so that roughly 3 out of 4 database entries originate from this geographical group. The majority of MECs are from Germany (16 343 from 221 publications), followed by the United States (9515 from 143 publications) and Spain (13 092 from 83 publications). For Malta, Iceland, Greenland, and the Faroe Islands, only a single publication each was found. For the entire African continent, in contrast, only 23 publications were available, resulting in 1159 database entries with regional representation mainly from South Africa, Nigeria, and Kenya. Pharmaceutical substances detected The most commonly analyzed pharmaceuticals belong to the therapeutic groups of antibiotics, analgesics, and estrogens (Figure 1). Regional monitoring priorities and preferences are readily apparent, for example, antibiotics in the Asia-Pacific Group, estrogens in Africa, analgesics in the Eastern Europe Group, and a range of different pharmaceutical groups in the Western Europe and Others Group. It must be noted in this context, as discussed in the Country survey reporting pharmaceutical substances in the environment section, that all regions are subject to different numbers of database entries, such that nearly 100 times as many database entries are available for the Western Europe and Others Group compared with Africa. Globally, environmental water samples were analyzed for 713 different pharmaceuticals and related compounds. As a result, 631 were found to be present above the detection limits of the analytical method employed in the publication. This total includes the detection of 127 transformation products (out of 142 analyzed). Further analysis showed that in most UN regions very similar substances were found to those in the Western Europe and Others Group countries (Western Europe 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Pharmaceuticals in the global environment Environ Toxicol Chem 35, 2016 T. aus der Beek et al. Figure 1. Regional patterns of pharmaceutical therapeutic groups analyzed in each United Nations region. MEC ¼ measured environmental concentration; EEG ¼ Eastern Europe Group; GRULAC ¼ Latin American and Caribbean States; WEOG, Western Europe and Others Group. and Others Group: samples were analyzed for 646 substances, and 574 substances were found; Asia: samples were analyzed for 313 substances, and 249 substances were found; Eastern Europe Group: samples were analyzed for 205 substances, and 126 substances were found; Latin American and Caribbean States: samples were analyzed for 84 substances, and 55 substances were found; Africa: samples were analyzed for 59 substances, and 40 substances were found). However, some regional differences are notable, especially in Asia and Africa where some antibiotics, veterinary growth stimulants [37], and antiviral substances [38] were detected (Figure 2) that have never been detected in Western Europe and Others Group countries. Residues of 16 pharmaceutical substances were detected in the surface, drinking, and groundwater of all the UN regions (Table 1). In addition, the antibiotic tetracycline was detected in WWTP effluents in all UN regions. Diclofenac, which is a widely used analgesic for both human and veterinary application, is the most frequently detected pharmaceutical in environmental samples globally. In total, it has been found in surface water, groundwater, and/or tap/drinking water in 50 countries. In all UN regions it belongs to the 5 most often detected pharmaceuticals in the environment. Another 4 pharmaceutical substances have been found in the environment nearly as often as diclofenac: carbamazepine (antiepileptic), sulfamethoxazole (antibiotic), ibuprofen, and naproxen (both Figure 2. Regional patterns of the number of pharmaceutical substances detected in each United Nations regional group (of number of substances analyzed) and intersection with pharmaceutical substances measured in Western Europe and Others Group countries. EEG ¼ Eastern Europe; GRULAC ¼ Latin America and Caribbean States; WEOG ¼ Western Europe and Others Group. analgesics). Other therapeutic groups that have been detected in the environment include estrogens, such as estrone and ethinylestradiol, as well as the metabolite of the lipid-lowering drug clofibric acid. The list of pharmaceutical substances found in all 5 UN regional groups is constrained by the low number of measurements in Africa and Latin American and Caribbean States. If the number of measurements in these 2 UN regions continues to increase, it is to be expected that the number of globally detected pharmaceuticals will also increase. For pharmaceuticals listed in Table 1, an analysis of regional average and maximum concentrations for each UN region as well as on a global range is presented in Table 2. Please note that the entries in Table 2 only include MECs that have been provided as single data points or averages. Other data formats, such as medians or percentiles, could not be used for the calculation of average concentrations because of missing information about the underlying data distribution. Table 2 shows that the global average and maximum concentrations are dominated by Western countries (Western Europe and Others Group) because most sampling programs have been conducted in this UN region. In addition, MECs from several Asian countries provide relatively good data coverage for several pharmaceuticals. Out of the 16 globally found pharmaceutical substances, the maximum concentrations can be found in Western Europe and Others Group (n ¼ 8), Asia (n ¼ 5), and Latin American and Caribbean States (n ¼ 3). In Asia, the highest maximum concentrations were found for antibiotics in surface waters close to pharmaceutical production sites (e.g., 6.5 mg/L of ciprofloxacin in India). Average concentrations of diclofenac, naproxen, estradiol, clofibric acid, and estriol were present in amounts that are in the same order of magnitude among the 5 UN regions. For carbamazepine, sulfamethoxazole, ibuprofen, trimethoprim, and paracetamol Africa features the highest average concentrations. This indicates that pharmaceuticals in the environment are not just a problem of industrialized countries. However, the limited number of samples from Africa needs to be considered as well. The antibiotics norfloxacin, oflofloxacin, and ciprofloxacin have been measured in the highest average concentrations in Asian surface waters. This might be explained by the large number of samples targeted at detecting antibiotics (Figures 1) and by multiple publications that have analyzed samples from surface waters near pharmaceutical production facilities. The highest average concentrations of the hormones estrone, estradiol, and ethinylestradiol were found in South American surface waters. This 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 826 Environ Toxicol Chem 35, 2016 827 Table 1. Number of countries in each United Nations group in which positive detection of pharmaceutical substances in surface waters, groundwater, and/or tap or drinking water has been reporteda Pharmaceutical substance Diclofenac Carbamazepine Ibuprofen Sulfamethoxazole Naproxen Estrone Estradiol Ethinylestradiol Trimethoprim Paracetamol Clofibric acid Ciprofloxacin Ofloxacin Estriol Norfloxacin Acetylsalicylic acid Therapeutic group Africa Asia-Pacific EEG GRULAC WEOG Global Analgesics Antiepileptics Analgesics Antibiotics Analgesics Estrogens Estrogens Estrogens Antibiotics Analgesics Lipid-lowering drugs Antibiotics Antibiotics Estrogens Antibiotics Analgesics 3 3 3 5 2 1 2 1 2 1 1 1 1 1 1 1 8 6 8 9 8 10 9 8 9 6 3 5 4 1 4 4 13 13 10 10 10 6 4 3 3 4 5 1 1 2 1 1 3 2 2 2 2 2 2 2 2 3 2 2 1 1 2 2 23 24 24 21 23 16 17 17 13 15 12 11 9 10 7 7 50 48 47 47 45 35 34 31 29 29 23 20 16 15 15 15 a These 16 substances are the only ones that have been found in each region. EEG ¼ eastern Europe; GRULAC ¼ Latin America and Caribbean; WEOG ¼ western Europe and others. might be explained by the fact that estrogens are the most frequently analyzed therapeutic group in South America (Figure 1). Further details on global average and maximum concentrations for more than 600 pharmaceutical substances and the environmental matrices in which they were found are included in Supplemental Data, S10. Pharmaceutical substances in the aquatic environment In each UN regional group at least 38 different pharmaceutical substances were found in surface water, groundwater, or tap/drinking water. More than 100 different pharmaceutical substances have been found in several European countries and the United States in the aquatic environment (surface waters, groundwater, and/or tap/drinking water) in concentrations greater than the detection limit (Figure 3). More than 30 different pharmaceutical substances were found in Western Europe and Others Group, Eastern Europe Group, Asia-Pacific, and Latin American and Caribbean States countries. In most regions of the Asia-Pacific Group, Africa Group, and Eastern Europe Group, 30 different pharmaceutical substances or fewer have been detected. Pharmaceutical substances in tap/drinking water In general, only limited data are available for tap/drinking water. This especially applies to developing and emerging countries (Figure 4). The majority of detections come from Western Europe and Others Group countries such as Spain and Germany, where more than 30 different pharmaceuticals have been detected. Between 11 and 30 pharmaceutical substances have been found in tap/drinking water in Canada, China, France, Sweden, and the United States. Traces of pharmaceutical substances have also been detected in bottled water in France [39]. These results are not in accordance with a recent report [40], which describes considerably fewer data on pharmaceuticals in drinking water. Pharmaceutical substances in sewage and WWTPs In total, 559 different pharmaceuticals have been detected globally in WWTP influent, effluent, and sludge. The number of pharmaceuticals detected in wastewater matrices in each country is illustrated in Supplemental Data, S7. High numbers of pharmaceuticals detected in a region usually correlate with a high number of measurements, for example, in Canada and China. In general, a close relationship can be assumed between occurrences in WWTP effluent and surface waters because most WWTP effluent is discharged directly into surface waters such as rivers and lakes. Pharmaceutical substances in manure and soil As shown in Supplemental Data, S3, only 3% of all database entries refer to measurements of pharmaceuticals in manure and soil. This is also depicted in Supplemental Data, S8, which features a global map that includes the number of pharmaceuticals detected in manure and/or soil in each country. Between 30 and 100 pharmaceutical substances have been found in manure and soil in Europe, North America, and China. In many other regions, little research on this topic has been published and, therefore, few data sets are available. However, studies conducted in Brazil, Australia, Turkey, South Korea, and Malaysia reported between 4 and 10 different substances. Measured environmental concentrations: Case studies A comprehensive analysis of national maximum and weighted average concentrations of all 631 pharmaceuticals for each environmental matrix, including the total number of measurements, can be found in Supplemental Data, S10. As described in the Materials and Methods section, only measurements which were reported as single values or average values accompanied by the underlying numbers of measurements were included (see also Table 2). The complete database will be publicly available on the website of the German Federal Environment Agency (see the Data availability section). Case studies of frequently detected pharmaceutical substances, diclofenac and 17a-ethinylestradiol (EE2), are presented below in Example 1: Diclofenac in surface waters and Example 2: 17a-Ethinylestradiol in surface waters. Example 1: Diclofenac in surface waters. Because diclofenac is the most often detected pharmaceutical in the environment, a more detailed analysis of its global occurrence was conducted. National weighted average concentrations and national maximum concentrations in surface waters are illustrated in Figure 5 and Figure 6. The concentration value was weighted by the number of measurements for each database entry within a country (detailed values given in Supplemental Data, S9). Maximum concentrations of >1 mg/L often occur downstream of 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Pharmaceuticals in the global environment 0.239 (130) 0.0 (10) 0.0 (121) 0.001 (95) 0.017 (9) 0.347 (79) No data 1.175 (50) 0.005 (95) 0.74 (112) 0.0007 (94) 0.001 (95) 0.335 (86) 0.0002 (21) 0.0006 (95) 2.07 (112) 6.0 0.0 36.8 0.11 0.19 5.0 No data 5.9 0.48 37.0 0.03 0.74 0.34 0.03 1.74 20.96 0.020 (6301) 0.188 (24776) 0.097 (6264) 0.068 (7789) 0.057 (2666) 0.004 (1632) 0.005 (183) 0.005 (1238) 0.022 (2598) 0.046 (629) 0.023 (2796) 0.008 (343) 0.123 (451) 0.002 (536) 0.009 (274) 0.002 (107) 18.74 8.05 303.0 29.0 12.3 1.25 0.012 0.28 10.0 230.0 7.91 13.6 8.77 0.48 1.15 0.36 0.032 (7017) 0.187 (25115) 0.108 (6950) 0.095 (8599) 0.050 (3229) 0.016 (2228) 0.003 (297) 0.043 (1530) 0.037 (3060) 0.161 (937) 0.022 (2947) 18.99 (672) 0.278 (760) 0.009 (790) 3.457 (628) 0.922 (254) 18.74 8.05 303.0 29.0 32.0 5.0 0.012 5.9 13.6 230.0 7.91 6500 17.7 0.48 520.0 20.96 T. aus der Beek et al. a Values in parentheses describe the number of samples. EEG ¼ eastern Europe; GRULAC ¼ Latin America and Caribbean; WEOG ¼ western Europe and others. 0.111 (420) 0.131 (302) 0.183 (529) 0.033 (139) 0.023 (403) 0.001 (262) 0.0005 (20) 0.002 (57) 0.012 (22) 0.028 (68) 0.009 (48) 0.002 (22) 0.0003 (11) 0.002 (131) 0.004 (15) 0.062 (29) Diclofenac Carbamazepine Ibuprofen Sulfamethoxazole Naproxen Estrone Estradiol Ethinylestradiol Trimethoprim Paracetamol Clofibric acid Ciprofloxacin Ofloxacin Estriol Norfloxacin Acetylsalicylic acid 0.273 (14) 0.868 (14) 3.181 (13) 2.53 (58) 0.012 (12) 0.004 (96) 0.0001 (46) 0.0 (32) 0.985 (12) 5.667 (6) 0.007 (6) 0.017 (6) 0.012 (6) 0.0 (34) 0.076 (6) 0.043 (6) 1.52 4.5 21.0 21.0 0.07 0.02 0.002 0.0 5.5 16.0 0.04 0.034 0.036 0.0 0.15 0.13 0.090 (152) 0.026 (18) 0.059 (23) 0.258 (518) 0.008 (139) 0.012 (159) 0.0003 (48) 0.008 (159) 0.128 (333) 0.023 (132) 0.003 (3) 61.94 (206) 0.617 (206) 0.008 (66) 9.11 (238) No data 4.4 0.04 20.5 14.3 32.0 0.32 0.007 0.028 13.6 9.17 0.248 6500 17.7 0.074 520.0 7.5 4.2 7.6 11.7 0.3 0.85 0.07 0.003 0.08 0.174 0.61 0.42 0.031 0.004 0.08 0.057 0.73 Average Maximum Average Maximum Average Maximum Average Maximum Average Maximum Average Pharmaceutical substance WEOG GRULAC EEG Asia-Pacific Africa Table 2. Average and maximum concentrations of the 16 pharmaceuticals found in each United Nations region for all surface water compartments (in micrograms per liter)a Global Maximum Environ Toxicol Chem 35, 2016 sewage-treatment plants in densely populated areas. Weighted average concentrations of >0.1 mg/L were found in at least 1 country of each UN region. Interestingly, no diclofenac concentrations were available for Canadian and Australian surface waters because reported concentrations for these 2 countries focused on maximum values and on measurements in wastewater rather than surface waters. For example, average diclofenac concentrations of some countries, such as Germany (0.164 mg/L), are based on a large number of measurements (Germany: 4137), whereas other countries where MECs are in the same concentration range, such as Malaysia (0.117 mg/L), only feature a few observations (Malaysia: 2). Therefore, a direct comparison of countries is not appropriate, and the map provided (Figures 5 and 6) should only be treated as a visual indicator of global occurrence of pharmaceutical substances. Example 2: 17a-Ethinylestradiol in surface waters. A second pharmaceutical substance that was found in each of the UN regions is the estrogenic hormone EE2, which is used as a contraceptive pill by 8.9% of all women globally [41]. Figure 7 illustrates the maximum EE2 concentrations found in the surface waters of each country globally. Most measurements have been made in Europe and North America, but Southeast Asian countries also provided several data sets. Maximum concentrations were in the range of 0.001 mg/L to 0.040 mg/L, with more than half of the countries reporting maximum concentrations >0.001 mg/L. The lowest detectable concentration of several pharmaceuticals is an analytical challenge, and some reported MECs raise questions about data quality. For example, the highest MECs reported for EE2 in surface waters globally seem unrealistically high. These include 5.9 mg/L found in a Brazilian river (K.S. Machado, 2010, Master’s thesis, Universidade Federal do Parana, Curitiba, Parana, Brazil), 0.28 mg/L in a Spanish river [42], and several reports with concentrations >0.1 mg/L from the United States, Germany, and Switzerland. These database entries were flagged as questionable but were not removed if analytical shortcomings were not apparent, because the presence of local point sources, such as pharmaceutical factories, could not be excluded. Emission pathways In addition to environmental concentrations, emission pathways for pharmaceuticals entering the environment were entered in the MEC database if specified in a publication. However, information about the most likely emission sources was available for only 13% of the database entries. This might partially be a result of the large number of samples taken from surface waters (Supplemental Data, S3), where the dominant emission pathway upstream is often unknown. Considering the database entries with a reported emission source, urban wastewater is the dominant emission pathway. The second most frequently listed emission sources is hospitals. A multitude of different pharmaceuticals, often at high concentrations [27], can be found in the sewage effluent of health-care facilities. Most hospitals do not have on-site sewage-treatment plants and are connected directly to urban sewage systems. The third most often listed emission source for pharmaceuticals is commercial animal husbandry. Veterinary pharmaceuticals are often administered to livestock to treat or prevent diseases. Veterinary drugs and their metabolites excreted in the animals’ urine and feces can reach surface waters and groundwater in runoff after precipitation events. Some pharmaceuticals, such as the antibiotic sulfamethoxazole, are used in both veterinary 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 828 Environ Toxicol Chem 35, 2016 Figure 3. Country survey on the number of pharmaceutical substances detected in surface waters, groundwater, or tap/drinking water. Figure 4. Country survey on the number of pharmaceutical substances detected in tap water and/or drinking water. Figure 5. Weighted-average diclofenac concentrations in surface water calculated from reported monitoring data for each country. 829 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Pharmaceuticals in the global environment Environ Toxicol Chem 35, 2016 T. aus der Beek et al. Figure 6. Maximum diclofenac concentrations reported in surface waters in each country. Figure 7. Maximum 17a-ethinylestradiol concentrations measured in surface waters in each country. and human medicine. It is therefore not possible to make conclusions about their origin from their presence in water samples. Other important emission sources that can cause localized increases of pharmaceutical concentrations in environmental matrices are pharmaceutical manufactures, aquaculture facilities, and wastewater used to irrigate field crops. Pharmaceutical production in particular can cause high concentrations in the range of milligrams per liter in rivers adjacent to production facilities, especially in developing and emerging countries [25,43]. Several high concentrations in the MEC database are correlated with pharmaceutical production facilities in these countries. For example, Dolar et al. [44] reported a maximum concentration of 27.68 mg/L for trimethoprim in the sewage effluent of a Croatian production facility. Regional patterns prevail when considering the database entries with known emission sources. In Asia, for example, more data on pharmaceutical concentrations originating from aquaculture (i.e., fish and shrimp farming facilities) and agriculture have been published, whereas more data on hospital sewage effluent were available for Western Europe and Others Group countries. An order of magnitude greater number of database entries are available for Western Europe and Others Group countries, and any regional patterns may be biased by the number of underlying data points as well as potential data quality issues. Linking consumption of pharmaceuticals to MECs In total, 69 publications have been identified that provide consumption data for at least 1 pharmaceutical and country. From these publications approximately 4500 entries were transferred to the database. In many publications, however, only partial consumption/sales are reported, which is frequently specific to a particular sector, such as outpatient clinics, hospitals, prescription quantities, veterinary use, and pharmacy sales. When analyzing the data, therefore, it needs to be kept in mind that not all of the database entries refer to total national consumption values. The database provides consumption data for only 257 different pharmaceuticals, whereas the MEC database is nearly 3 times as large. The consumption data are also not equally distributed in space and time. In Africa, 156 database entries are available for 2 countries (Kenya and Morocco), whereas 81 entries are available for Asia. Unfortunately, no consumption data were available for China, which is the largest provider of Asian MEC data. Within the Eastern Europe Group, 186 data points can be found, for a total of 8 countries. Interestingly, Latin American and Caribbean 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 830 States offers a far better database, with 619 entries for 10 countries. The Western Europe and Others Group has the largest share of the consumption database, with nearly 3500 data points for 18 countries. The temporal range of the consumption database includes all years between 1984 and 2012, whereas the majority of entries are listed for the last decade. The most often reported pharmaceutical substance is amoxicillin (142 entries), followed by trimethoprim (123), erythromycin (103), ciprofloxacin (92), vancomycin (91), clarithromycin (79), and azithromycin (76). This ranking also shows that the therapeutic medication groups within the consumption database do not follow a normal distribution because each of the 10 most often reported pharmaceutical agents belongs to the antibiotic group. Antibiotic consumption has been more often reported (more than 3000 database entries) and analyzed than all of the other therapeutic groups together. The largest values within the database have been reported for paracetamol (acetaminophen) for the United States (5790 tons in 2002) and France (3303 tons in 2005) as well as for chlortetracycline in South Korea (2763 tons in 2005 for veterinary purposes). The smallest value was reported for pirlimycin in The Netherlands (0.3 g in 2009 for veterinary purposes). Example: Diclofenac consumption National diclofenac consumption data were only available for certain Western Europe and Others Group countries and Poland (Figure 8). If consumption data for diclofenac are compared with national weighted average MECs (Figure 5), it becomes apparent that the analysis has to be limited to European countries because that is the only region for which data for both environmental occurrence and consumption data are available. Furthermore, except for diclofenac, only a few other pharmaceutical agents feature an overlap of occurrences in the environment with consumption data for more than 10 countries. Thus, as long as no more consumption data are made publicly available, especially outside the Western Europe and Others Group, it will be difficult to predict environmental concentrations of pharmaceuticals from consumption data on a national scale. Generally, the direct linkage of environmental occurrence and consumption of a pharmaceutical substance is extremely complex because a variety of factors, such as sorption, type of wastewater treatment, environmental conditions, half-life, and disposal schemes, need to be considered. Environ Toxicol Chem 35, 2016 831 DISCUSSION Global occurrence of pharmaceuticals The present literature review has demonstrated that pharmaceutical substances occur globally in the environment, in industrialized, developing, and emerging countries covering all 5 UN regional groups. More monitoring results in developing and emerging countries have become available in recent years, including analyses conducted by ourselves (e.g., K’Oreje et al. [38], Shimizu et al. [45], and Weber et al. [46]). We thus oppose the conclusion of others stating that there would be little evidence for pharmaceutical pollution outside North America, Europe, and China [31]. Part of this discrepancy in recent review articles can be attributed to a global bias in methodology, which misses relevant evidence from developing and emerging countries by restricting literature reviews to high-ranking English-language journals. Nevertheless, the MEC database has demonstrated that there is an order of magnitude more data available for Western Europe and Others Group countries than for other UN regional groups. More monitoring programs are thus needed globally to fully assess the occurrence and environmental concentrations to cover developing and emerging countries. Next to surface water samples, pharmaceuticals in groundwater, tap/drinking water, and soil are underrepresented in these regions. Also, veterinary pharmaceutical substances in the environment are often being neglected, which highlights the need for more specific monitoring of these substances, especially in regions with high agricultural outputs. A major conclusion of the present literature review, however, is that the more often pharmaceuticals are being measured in a country, the more often they are being detected. The smaller spectrum of different pharmaceuticals detected in Africa and Latin American and Caribbean States is thus likely not caused by lower pollution levels but a result of the lack of environmental laboratories equipped and funded to monitor pharmaceuticals in environmental matrices. The required instrumental equipment, such as gas or liquid chromatographs coupled to tandem mass spectrometers, is expensive both to acquire and to maintain; thus, nearly all water samples that were included for Africa in the database (with the exception of South Africa) were analyzed in industrialized countries [38]. Therefore, international cooperation and knowledge transfer is a prerequisite to clarify the Figure 8. Country survey on publicly available data on diclofenac consumption per capita. 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Pharmaceuticals in the global environment Environ Toxicol Chem 35, 2016 pattern of environmental concentrations of pharmaceuticals in developing countries. The underrepresentation of some Asian, African, and South American countries in the MEC database is troublesome for a number of reasons. Some of these countries belong to the most densely populated regions of the world, with the potential to exhibit high pharmaceutical concentrations in watershed receiving effluent due to high consumption in megacities and low dilution of the discharged sewage. The pharmaceutical manufacturing sector has gradually shifted to countries with lower production costs, which could lead to increased emissions from manufacturing in these countries [43]. In addition, key differences between the low-income, middle-income, and highincome countries such as demographics, prescription practices, sewer connectivity, design of WWTPs, reuse of waste and wastewater, and disposal schemes of pharmaceuticals affect the environmental occurrence of pharmaceutical substances [47]. Whereas in developed countries human pharmaceuticals are expected to be mostly discharged as point source due to high sewer connectivity, the diffuse pollution may be of greater concern in many low-income or middle-income countries because of leaks from sewer and septic systems and the disposal of raw sewage or septage [47]. Also, the uptake of pharmaceutical substances in plants is an important topic, especially in (semi) arid countries, where often the effluent of WWTPs is being used for irrigation purposes, such as in Israel [48]. In addition, all average and maximum MECs in the present study (Supplemental Data, S10) need to be interpreted carefully, because data quality may vary among the different data sources. Potential ecotoxicological effects One striking result of the MEC database revealed that the concentrations of several pharmaceutical substances in the aquatic ecosystems are within the range known to cause acute or chronic toxicity. Although similar conclusions have been drawn in other publications [31,35,49,50], the global perspective of the established database adds a new dimension to this issue. Exposure to the nonsteroidal anti-inflammatory drug diclofenac led to the near-extinction of vultures on the Indian subcontinent, caused by the birds’ feeding on the carcasses of cattle treated with the drug [11]. In aquatic systems, diclofenac is suspected of causing damage to the inner organs in rainbow trout [4]. The weighted-average concentrations reported in surface waters exceed the PNEC of 0.1 mg/L [51] in 12 countries worldwide, indicating an unacceptable risk in terms of regulatory environmental risk assessment. Hence, at least temporal adverse ecotoxicological effects on local fish populations can be suspected at the examined locations, particularly at hot spots downstream of urban sewage discharge in densely populated areas. At concentrations of 5 ng/L to 6 ng/L EE2 has been demonstrated to cause population collapse of fathead minnow (Pimephales promelas) as a result of feminization of male fish in a Canadian whole-lake experiment [8]. The feminization of fish from estrogenic pollution of water bodies has already been reported for several countries worldwide [52]. According to the MEC database, the maximum EE2 concentrations reported in surface waters exceed the PNEC of 0.01 ng/L [53] in 28 countries worldwide, also raising the possibility of at least temporal adverse ecotoxicological effects on local fish population at hot spots. Despite these 2 examples, it must be noted that for most of the 631 different pharmaceutical substances detected in the T. aus der Beek et al. environment, ecotoxicologically derived no-effect concentrations have not yet been established [3,35,50], preventing a comprehensive environmental risk assessment. In the EU, an environmental risk assessment is mandatory for newly marketed drugs [54,55], but many commonly used drugs were introduced before this regulation came into force and thus have not been assessed [56]. Moreover, the present literature review suggests that in many locations several pharmaceuticals occur simultaneously in environmental matrices, demanding new methods to assess the ecotoxicological effects of long-term exposure to low concentrations of mixtures of pharmaceuticals with potential additive, synergistic, or antagonistic modes of action. This is also relevant with respect to the potential presence of other chemical and nonchemical stressors [3]. Monitoring programs and data distribution Most entries in the MEC database represent a limited number of grab samples at individual sampling sites with relatively scarce long-term monitoring data. Therefore, comprehensive data sets resolving potential seasonal or annual fluctuations are scarce. Within each country, monitoring is often focused on a limited number of sampling sites; the criteria for their selection remain unclear in many publications. Therefore, it must be doubted that the reported MECs provide a representative picture of the environmental concentrations, in terms of either average or maximum concentrations. A possible explanation for the lack of robust sampling strategies can be the relatively high proportion of studies published in analytical chemistry journals focusing on method development rather than representative sampling strategies [31]. Furthermore, scientific sampling programs often focus on hot spots such as WWTP influent and effluent and surface waters downstream from these sites, which can cause biased data. On the other hand, governmental sampling campaigns are often located near river gauging stations, which are not necessarily close to a hot spot. Generally, as a result of the heterogeneity of the data and data quality, it is not possible to generate quantitative conclusions about the data distribution and any bias potential. Although reliable analytical methods have been established in laboratories worldwide, there is currently no internationally standardized analytical protocol for pharmaceuticals in different environmental matrices. However, there are some national protocols, such as those from the US Environmental Protection Agency, that are sometimes applied in other countries as well. Different limits of detection may result in a bias that technologically advanced countries may report more positive detections than other countries, in which the pharmaceuticals occurring at the same concentration range are below the detection limits of the analytical method available. Another bias may be caused by a regional focus on monitoring specific therapeutic groups. Regional patterns in the most often measured therapeutic group (Figure 1) could falsely be misinterpreted as implying that, for example, estrogens are the largest pharmaceutical problem in the African environment because they are being more often reported than other therapeutic groups. Indeed, estrogens seem to be more often measured than other groups because 2 South African research groups have focused on developing methods for their detection. This pattern might be further enhanced because of the so-called Matthew effect [57], which states that those substances that have already been detected by 1 research group will be further investigated by other research groups. 15528618, 2016, 4, Downloaded from https://setac.onlinelibrary.wiley.com/doi/10.1002/etc.3339 by Wyoming State Library, Wiley Online Library on [22/10/2022]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License 832 In addition, it can be assumed that more than 3000 different pharmaceutical agents exist [58], in addition to numerous often unknown transformation products. The present study has shown that, so far, analytical procedures have been developed for only 713 substances and their transformation products. This means that >75% of all pharmaceutical agents cannot be, or have so far not been, measured in the environment. However, it needs to be mentioned that the most often used and topselling substances as well as substances with known ecotoxic properties are included in the analytical methods already developed. Nevertheless, many transformation products are still unknown, and methods to detect them should be a matter of further research. These substances need to be characterized in the laboratory before their fate in the environment can be investigated. Future application of the MEC database Despite investing considerable efforts in compiling a global MEC database, the present literature review and database compilation may not be complete and may have missed relevant publications. Moreover, the database has to be continually enhanced and updated to incorporate the latest monitoring results. We envision a web interface in which additional data can be entered in the required format for incorporation into the MEC database but compliance and quality insurance will be ensured through a responsible project team. Furthermore, we envision enhancing the MEC database by conducting analyses on a river basin–scale approach, in addition to national assessments. We also suggest coupling the MEC database to modeling approaches for regional pharmaceutical consumption patterns and emission pathways into the environment. This will urgently require more knowledge about pharmaceutical prescription, usage, and disposal volumes. CONCLUSIONS The present study has incorporated data on environmental pharmaceutical concentrations of more than a 1000 publications, which were then transferred into a global MEC database with more than 123 000 entries. Our key findings are as follows. First, pharmaceuticals are detected in environmental samples globally and not just in industrialized countries. It can be concluded that “pharmaceuticals in the environment” is a topic of global concern: pharmaceuticals were detected in 71 countries covering all 5 UN regional groups; 631 out of 713 pharmaceuticals and transformation products measured were positively detected in the environment (see Supplemental Data, S10, for average and maximum values of all pharmaceuticals for multiple environmental matrices), and residues of 16 pharmaceutical substances were detected in the surface, drinking, and groundwater of all the UN regions. Although there is an order of magnitude more data available in Western Europe and Others Group countries, MECs have become increasingly available in emerging and developing countries, revealing the global scale of the occurrence of pharmaceutical residues in the environment. Second, in a number of countries, certain pharmaceuticals are detected at concentrations above the PNEC in surface waters, suggesting that adverse ecotoxicological effects might be possible at hot spots downstream of urban sewage discharge in densely populated areas. Third, there is only a partial overlap of the pharmaceutical substances detected globally: different pharmaceutical groups have been the focus of monitoring campaigns in different UN regions, such as antibiotics in Asia and estrogens in Africa. Fourth, urban Environ Toxicol Chem 35, 2016 833 wastewater discharge is the dominant emission pathway, but discharges from manufacturing, hospitals, animal husbandry, and aquaculture facilities are important locally. Finally, the publicly available data on national pharmaceutical consumption is currently not sufficiently detailed for a comprehensive regional analysis of environmentally relevant pharmaceuticals. Given the undisputed benefits pharmaceuticals confer in modern medicine, potential strategies to mitigate their environmental impact must be directed to prevent, reduce, and manage pharmaceuticals without compromising their effectiveness, availability, or affordability, especially in countries in which access to health care is still limited. The decision of the fourth session of the International Conference on Chemicals Management that the topic “environmentally persistent pharmaceutical pollutants” is an emerging policy issue under Strategic Approach to International Chemicals Management can initiate a multisectoral, multistakeholder approach that is needed to globally address pharmaceutical occurrence in the environment with a life-cycle approach [59]. Suitable work areas and associated activities spanning risk reduction, knowledge and information, governance, capacity-building, and technical cooperation, as well as illegal international traffic have currently been discussed as potential targets for a global plan of action [12]. The initial focus of cooperative action will be to build awareness and understanding on the issue and to share information relevant to fill knowledge gaps [59]. Strategic Approach to International Chemicals Management will be an appropriate forum to initiate activities, especially in developing/emerging countries or countries with clearly identified knowledge gaps. Supplemental Data—The Supplemental Data are available on the Wiley Online Library at DOI: 10.1002/etc.3339. Acknowledgment—The present study was initiated and funded by the German Federal Environmental Agency (UBA) under Environmental Research Plan No. 3712 65 408. 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