Development of emission factors to estimate discharge of typical pharmaceuticals and personal care products from wastewater treatment plants
Graphical abstract
Introduction
Pharmaceuticals and personal care products (PPCPs) are necessary to maintain human health and quality of life. While PPCPs improve our lives, these specially-designed molecules are sometimes over-prescribed, overused, and improperly disposed (Zhang et al., 2015b; Zhang et al., 2019). For instance, many PPCPs can be obtained over-the-counter with little restriction in China and other Asian countries (Tran et al., 2018). As a result, relatively high PPCP concentrations have been detected in the following downstream environmental systems: surface water (Barbosa et al., 2018; Ebele et al., 2017; Hopkins and Blaney, 2016; Veras et al., 2019); sediment (da Silva et al., 2011; Xie et al., 2019); soil (Dodgen et al., 2014; Gottschall et al., 2012); domestic, industrial, hospital, and agricultural wastewater (He et al., 2015; Liu et al., 2017; Oliveira et al., 2015; Petrie et al., 2015; Sim et al., 2011; Van Epps and Blaney, 2016); groundwater (Sharma et al., 2019; Sui et al., 2015); landfill leachates (Sui et al., 2017; Yu et al., 2020a; Yu et al., 2020b); and, aquatic organisms (He et al., 2019; He et al., 2017). Wastewater treatment plants (WWTPs) receive a high load of PPCPs due to incomplete metabolism of pharmaceuticals in humans, wash-off of personal care products during/after use, and improper disposal down the drain (Dong et al., 2016a; Michael et al., 2013). Due to their incomplete removal in most WWTPs (He et al., 2015; Verlicchi et al., 2012), a fraction of the PPCPs in raw wastewater is discharged into receiving water bodies.
The emission of PPCPs to the environment causes certain ecological and human health risks, including antibiotic resistance (Gago-Ferrero et al., 2015; Oaks et al., 2004; Wang et al., 2018) and endocrine disruption (Abdel-Moneim et al., 2017; Golden et al., 2008; Wang et al., 2018), among others (Jepsen et al., 2019). More importantly, the discharged PPCPs could also be migrated to further influence the ecosystem of protected area (e.g. Amazon Estuary) (Chaves et al., 2020). To assess downstream ecological impacts, the mass loading of individual PPCPs into the environment must be identified. The most common methods to quantify PPCP concentrations and loads in wastewater effluent involve grab or composite sample collection followed by liquid chromatography with tandem mass spectrometry analysis (Dong et al., 2016b; Subedi et al., 2017; Zhang et al., 2020; Zhong et al., 2019). These techniques are labor-intensive and expensive, making them unsuitable for widespread deployment in developing countries. For this reason, more convenient methods are needed to estimate PPCP emissions to the environment.
To date, two main strategies for estimating PPCP emissions have been explored: top-down approaches (Carballa et al., 2008; Franquet-Griell et al., 2017; Tarpani and Azapagic, 2018; Tran et al., 2018); and, multimedia fugacity models (Khan and Ongerth, 2004; Trinh et al., 2016; Zhang et al., 2015a). Top-down prediction of PPCP concentrations and loads requires knowledge of WWTP capacity (i.e., volumetric flow rate), the population served by the WWTP, and PPCP consumption per capita. For example, predicted environmental concentrations (PECs) of anticancer drugs in Spanish wastewater effluent were calculated using the population, drug consumption data from pharmacies, daily per capita water consumption, drug excretion factors, and previously determined removal efficiencies for the WWTP (Franquet-Griell et al., 2017). Similarly, Carballa et al. (2008) applied four parameters (i.e., population, per capita consumption, excretion factor, and average wastewater flow rate) to determine PECs for pharmaceuticals, fragrances, and hormones. The influent and effluent concentration ranges in WWTPs have also been evaluated with the daily raw wastewater flow rate, sewershed population, and PPCP concentrations from previous studies (to calculate removal efficiency) and used to estimated freshwater concentrations (Tarpani and Azapagic, 2018). Compared with top-down strategies, multimedia fugacity models require media-specific information to calculate PECs for PPCPs (Khan and Ongerth, 2004; Trinh et al., 2016; Zhang et al., 2015a). In addition to the PPCP consumption and population data, the transfer and distribution coefficients of compounds between different phases are needed in these models. Fugacity models have been combined with Geographic Information Systems to estimate PPCP concentrations and emissions within specific catchments (Boxall et al., 2014; Pistocchi et al., 2012). Both top-down and fugacity methods require a great deal of compound-, catchment-, and WWTP-specific information to accurately estimate PPCP emissions; however, this information is often challenging to acquire and update. Given the aforementioned limitations of the top-down and multimedia fugacity modeling approaches, a bottom-up strategy of acquiring PPCP emission factors was investigated. Here, emission factor is defined as the amount of PPCPs discharged for per liter wastewater treated by WWTPs, which is just the PPCPs concentration in WWTP effluent. This simple strategy only required information about the wastewater treatment train to predict PPCP emissions of WWTPs. The PPCP emission through PPCPs can be roughly calculated by emission factors combined with sewage amount.
The main objective of this work was to develop a conceptual framework to predict the mass of PPCPs discharged into the environment based on extensive literature analysis. Emission factors of different PPCPs, as an output of the conceptual framework, were used for subsequent estimation. The emission factors of different scenarios were defined corresponding to different wastewater treatment processes, which were further applied to calculate the environmental discharge of nine PPCPs by WWTPs in Yangtze River valley.
Section snippets
Data collection and PPCP selection
In total, 195 reports (see Table S1 in the Supporting information (SI)) on the occurrence of PPCPs in municipal WWTPs from 1998 to 2020 were collected and analyzed. All the reports are from published papers or literatures to ensure the relative accuracy of data. The municipal WWTPs are required to be stably operated but not conceptual plants or pilot plants. The selected WWTPs were located in 26 countries belong to 5 continents (Asia, Europe, North America, South America and Africa). These
Regional and temporal differences in PPCP concentrations in wastewater
Raw wastewater concentrations of the nine PPCPs of concern ranged from ND to 45,320 ng L−1, while the PPCP concentrations in wastewater effluent were ND – 6840 ng L−1. With the exception of IBU, the average concentrations of the PPCPs in raw wastewater were not statistically different (p > 0.05, one-way ANOVA, as shown in Table S4). IBU is a nonsteroidal anti-inflammatory drug used to reduce pain and inflammation. Among the nine PPCPs, IBU was the highest ranked in terms of total prescriptions
Conclusion
Based on extensive literature analysis of wastewater occurrence data for 392 PPCPs, nine frequently detected contaminants were selected for calculation of emission factors. A new concept for development of PPCP emission factors, namely bottom-up calculation from previously monitored concentrations, was established. The emission factors in low, medium and high emission scenarios were generated for the nine PPCPs to estimate contributions from raw wastewater, secondary effluent, and tertiary
CRediT authorship contribution statement
Wenxing Zhao: Methodology, Software, Validation, Formal analysis, Investigation, Writing – original draft. Gang Yu: Conceptualization, Supervision, Writing – review & editing. Lee Blaney: Writing – review & editing. Bin Wang: Writing – review & editing, Supervision, Funding acquisition.
Declaration of competing interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgements
We thank Prof. Heidelore Fiedler (Örebro University, Sweden) for constructive comments. This work was financially supported by the Major Science and Technology Program for Water Pollution Control and Treatment in China (2017ZX07202006).
References (53)
- et al.
Gonadal intersex in smallmouth bass Micropterus dolomieu from northern Indiana with correlations to molecular biomarkers and anthropogenic chemicals
Environ. Pollut.
(2017) - et al.
Spatial and seasonal occurrence of micropollutants in four Portuguese rivers and a case study for fluorescence excitation-emission matrices
Sci. Total Environ.
(2018) - et al.
Exploiting monitoring data in environmental exposure modelling and risk assessment of pharmaceuticals
Environ. Int.
(2014) - et al.
Comparison of predicted and measured concentrations of selected pharmaceuticals, fragrances and hormones in Spanish sewage
Chemosphere
(2008) - et al.
Transformation and removal pathways of four common PPCP/EDCs in soil
Environ. Pollut.
(2014) - et al.
Occurrence and removal of antibiotics in ecological and conventional wastewater treatment processes: a field study
J. Environ. Manag.
(2016) - et al.
Occurrence and discharge of pharmaceuticals and personal care products in dewatered sludge from WWTPs in Beijing and Shenzhen
Emerging Contaminants
(2016) - et al.
Pharmaceuticals and personal care products (PPCPs) in the freshwater aquatic environment
Emerging Contaminants
(2017) - et al.
Anticancer drugs: consumption trends in Spain, prediction of environmental concentrations and potential risks
Environ. Pollut.
(2017) - et al.
UV filters bioaccumulation in fish from Iberian river basins
Sci. Total Environ.
(2015)
Development of predicted environmental concentrations to prioritize the occurrence of pharmaceuticals in rivers from Catalonia
Sci. Total Environ.
Pharmaceutical and personal care products in groundwater, subsurface drainage, soil, and wheat grain, following a high single application of municipal biosolids to a field
Chemosphere
Detection of a wide variety of human and veterinary fluoroquinolone antibiotics in municipal wastewater and wastewater-impacted surface water
J Pharmaceut Biomed
Simultaneous determination of UV-filters and estrogens in aquatic invertebrates by modified quick, easy, cheap, effective, rugged, and safe extraction and liquid chromatography tandem mass spectrometry
J. Chromatogr. A
Occurrence of antibiotics, estrogenic hormones, and UV-filters in water, sediment, and oyster tissue from the Chesapeake Bay
Sci. Total Environ.
Sale-based estimation of pharmaceutical concentrations and associated environmental risk in the Japanese wastewater system
Environ. Int.
An aggregate analysis of personal care products in the environment: identifying the distribution of environmentally-relevant concentrations
Environ. Int.
Effects of antimicrobial exposure on detrital biofilm metabolism in urban and rural stream environments
Sci. Total Environ.
Modelling of pharmaceutical residues in Australian sewage by quantities of use and fugacity calculations
Chemosphere
Spatial distribution and removal performance of pharmaceuticals in municipal wastewater treatment plants in China
Sci. Total Environ.
Urban wastewater treatment plants as hotspots for the release of antibiotics in the environment: a review
Water Res.
Characterization of Pharmaceuticals and Personal Care products in hospital effluent and waste water influent/effluent by direct-injection LC-MS-MS
Sci. Total Environ.
A review on emerging contaminants in wastewaters and the environment: current knowledge, understudied areas and recommendations for future monitoring
Water Res.
Continental scale inverse modeling of common organic water contaminants in European rivers
Environ. Pollut.
Global review and analysis of erythromycin in the environment: occurrence, bioaccumulation and antibiotic resistance hazards
Environ. Pollut.
Health and ecological risk assessment of emerging contaminants (pharmaceuticals, personal care products, and artificial sweeteners) in surface and groundwater (drinking water) in the Ganges River Basin, India
Sci. Total Environ.
Cited by (27)
Insight into pharmaceutical and personal care products removal using constructed wetlands: A comprehensive review
2023, Science of the Total Environment