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Annals of Environmental Science and Ecology

Evaluating Changes in Contaminants of Emerging Concern in Municipal Wastewater Effluents Following Treatment Plant Upgrades

Abstract Citation HIGHLIGHTS INTRODUCTION MATERIALS AND METHODS YES Assay Statistics RESULTS AND DISCUSSION CONCLUSIONS REFERENCES
Details

Received: 09-Jun-2025

Accepted: 08-Aug-2025

Published: 09-Aug-2025

Nivetha Srikanthan1 , Azar Fattahi1*, E. Katie McCann1 , Leslie M. Bragg1 , Hadi Dhiyebi1 , Diana M. Cardenas-Soraca1 , Pam Law2 , Dominika Celmer-Repin2 , Sonya Kleywegt3 , Wayne J. Parker1 and Mark R. Servos1

1 University of Waterloo, Canada

2 Region of Waterloo, Canada

3 Ontario Ministry of the Environment, Canada

Corresponding Author:

Azar Fattahi, University of Waterloo, 200 University Ave W, Waterloo, ON, N2L 3G1, Canada.

Keywords

Municipal Wastewater Treatment Plant Effluent (WWTP); Chemicals of Emerging Concern (CECs); Hormones; Yeast Estrogen Screen (YES); Liquid Chromatography Tandem Mass Spectrometry (LC-MS/MS).

Abstract

Contaminants of emerging concern (CEC) are known to affect aquatic organisms downstream of wastewater treatment plant effluent discharges. Studies in the Grand River watershed on the small-bodied, benthic rainbow darter (Etheostoma caeruleum) have shown altered gene expression, sex steroid levels, gonad size and expression of intersex (testis-ova) associated with wastewater outfalls. Due to these observed biological impacts, over $450M has been spent by the municipal government to upgrade the two major wastewater treatment plants (WWTP) within the Grand River watershed (Waterloo, Kitchener). In this study we monitored process upgrades at each of the WWTPs between 2010 to 2019 for a suite of chemicals including nutrients, CECs, hormones and total estrogenicity. Effluent samples for select CECs and total estrogenicity were analyzed by LC-MS/MS and yeast estrogen screen (YES) assay, respectively. Estrogenicity of the effluent declined rapidly after upgrades were completed. The removal of key CECs varied depending on their physiochemical properties. Although treatment process upgrades lead to greatly reduced environmental exposure to many CECs such as naproxen, some remain at relatively high concentrations (i. e. carbamazepine) that may continue to represent a risk to the environment.

Citation

Srikanthan N, Fattahi A,McCann EK, Bragg LM, Dhiyebi H, et al. (2025) Evaluating Changes in Contaminants of Emerging Concern in Municipal Wastewater Effluents Following Treatment Plant Upgrades. Ann Environ Sci Ecol 3: 10.

HIGHLIGHTS

• The upgrades to the treatment processes at both the Kitchener and Waterloo WWTPs significantly improved the overall quality of the effluent discharged into the Grand River.

• There have been notable decreases in nutrient and estrogen concentrations at both Kitchener and Waterloo WWTPs.

• The impact of WWTPs upgrades on CEC removal is compound dependent and is influenced by the physiochemical properties of each CEC and the specific treatment process within each plant.

• CECs classified as readily biotransformed with low sorption potential (ibuprofen, naproxen) showed a significant decrease in the effluents of the Kitchener and Waterloo WWTPs after major upgrades to the treatment process.

• CECs that were classified as having low biotransformation potential and low sorption rates such as carbamazepine were highly recalcitrant in effluents even after upgrades.

INTRODUCTION

Effluent discharges from municipal wastewater treatment plants (WWTPs) are a major source of contaminants of emerging concern (CECs) around the globe [1-3]. Although a variety of treatment processes can reduce their concentrations [4-6], many of these chemicals remain a concern for their possible impacts on aquatic ecosystems in the receiving waters [7,8]. Chronic exposure to low levels of CECs has been linked to adverse impacts in aquatic organisms worldwide [9,10], however direct links between specific chemicals and effects observed in the environment are difficult to establish.

Concentrations of CECs in effluents and the efficacy of CEC removal during wastewater treatment are dependent on the properties of the individual contaminant as well as the treatment processes employed [11-13]. In conventional WWTP, CEC removal is primarily dependent on sorption, biotransformation, and to a limited extent, chemical processes such as hydrolysis, volatilization and photolysis [13,14]. Sorption is the process by which many CECs are removed from wastewater through complexing with organic solids due to hydrophobic or electrostatic interactions [13]. The properties of the sludge (e.g. organic content, charge) can therefore modify removal [15]. CECs that readily biotransform in wastewater systems tend to be soluble in water, are good electron donors, and have sites amenable to biological attack, though many other factors can be important [16]. The degree of removal achieved by sorption and biotransformation for any CEC is thus driven by a combination of the CEC’s physiochemical properties and by the treatment processes it undergoes.

In Canada, conventional activated sludge (CAS) systems are the most common type of secondary treatment in municipal WWTPs [17]. These systems are designed to remove organic contaminants through metabolic degradation by biological organisms followed by sedimentation in secondary clarifiers [18]. Within a CAS system, operational parameters, such as temperature, hydraulic retention time (HRT), solids retention time (SRT), and redox conditions, result in varied bacteria communities and degrees of nitrification [13,14].

Nitrifying conditions is a well established mechanism, in WWTPs and it have been shown to improve removal efficacy for a number of CECs [19-22]. Improved nitrification typically occurs alongside an increased SRT, resulting in a more diverse bacterial community that can more effectively remove readily biotransformed compounds, such as ibuprofen and naproxen [20-23]. Previous studies have shown that rapidly biotransformed CECs with low sorption potential typically have high removal efficacies, particularly in treatment plants with nitrifying treatment and SRTs above 5-7 days [13-25]. Improved removal efficacy under nitrifying conditions does not typically extend to recalcitrant compounds such as carbamazepine (bipolar and epilepsy treatment), diclofenac (non-steroidal anti-inflammatory drug NSAID, and sulpiride (schizophrenia treatment) [14-26]. These recalcitrant CECs are resistant to biological transformation unless advanced processes are used, e.g. advanced oxidation [13]. Compounds with moderate biotransformation capabilities vary widely in their removal depending on the operating parameters of the plant, with nitrification and increased SRTs typically associated with improved removal [13-21].

The Region of Waterloo invested approximately $450 million to upgrade the Waterloo and Kitchener WWTPs in order to improve effluent quality [27]. Prior to upgrades, the Kitchener and Waterloo WWTPs operated as conventional activated sludge plants with minimal or no nitrification. At both plants, upgrades have moved treatment towards extended, stable solids retention times (SRT from < 2 d to 5.4 d), nitrification, and UV disinfection, which is expected to greatly improve their effluent quality. Both Upgrades at the Kitchener and Waterloo WWTPs upgrades began in 2007 and were completed in 2019 (Figure 1). Although there was a disruption in treatment upgrades at the Waterloo WWTP, at all time the treatment plant met the regulatory effluent limit [27].

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

Figure 1: Timeline of major upgrades at the Kitchener and Waterloo WWTPs between 2009 and 2019, detailed information in SI [28]. *centrate sent to the Raw Sewage PS, aeration upgrades not completed, so temporary increase in effluent ammonia ** partially commissioned – required SCADA upgrades to be fully operational

A number of studies in the Grand River watershed have measured fish responses to the changes in effluent quality as treatment upgrades progressed [29-34]. However, changes that occurred in the distribution of key CECs in the final effluents have not been systematically reported. This study documents the changes in nutrients, CECs and total estrogenicity over more than a decade at these two treatment plants as the process upgrades were implemented to include full nitrification. This work helps to better define how treatment upgrades shifted the composition of contaminants and led to improved fish health in the environment.

MATERIALS AND METHODS

Materials

All solvents were of high-performance liquid chromatography (HPLC) grade or higher. Methanol (MeOH), acetonitrile (ACN), ethyl acetate, and 10 M hydrochloric acid were purchased from Fisher Scientific (Mississauga, ON, Canada). Methyl tert-butyl ether (MTBE), ammonium fluoride, and ammonium acetate were obtained from Sigma-Aldrich (Oakville, ON, Canada). Ultrapure water for mobile phase preparation was obtained from an EMD Milli-Q® Advantage A10 water purification system (Etobicoke, ON, Canada).

Select CECs were chosen based on anticipated removal mechanisms (Table 1) [35]. Atorvastatin and its metabolites, carbamazepine, diclofenac, fluoxetine, gemfibrozil, ibuprofen, naproxen, sulfamethoxazole, triclocarban, trimethoprim, venlafaxine, 4-nonylphenol, 4-octylphenol, estrone, 17α-ethynylestradiol, 17β-estradiol, estriol, lorazepam, and chloramphenicol were purchased from Sigma-Aldrich. Triclosan was purchased from Alfa Aesar (Wardhill, MA, USA). The isotopically labelled standards carbamazepine-d10, diclofenac-d4, fluoxetine-d5, gemfibrozil-d6, ibuprofen-d3, naproxen- d3, sulfamethoxazole-d4, triclosan-d3, trimethoprim-d3, triclocarban-d4, venlafaxine-d6, estrone-d4, estriol-d2, 17α-ethynylestradiol-d4, 17β-estradiol-d4, bisphenol A-d16, 4-nonylphenol-d4, 4-octylphenol d-17, and metformin-d6 were purchased from CDN Isotopes Inc. (Pointe-Claire, QC, Canada). Atovastatin-d5, o-hydroxy atorvastatin-d5, and p-hydroxy atorvastatin-d5 were from Toronto Research Chemicals (Toronto, ON, Canada). Stock solutions of all compounds were prepared in methanol. Descriptions of the physical and chemical properties of each CEC are described in the supplementary information (Table S1).Yeast β-galactosidase assay kits were purchased from Fisher Scientific. All other reagents for use in the YES assay (yeast nutrient broth without amino acids, bactoagar, dextrose, copper II sulfate pentahydrate, adenine hydrochloride hydrate, L-histidine-HCl, L-arginine-HCl, L-methionine, L-tyrosine, L-isoleucine, L-lysine-HCl, L-phenylalanine, L-glutamic acid, L-aspartic acid, L-valine, L-threonine, L-serine, L-leucine, L-tryptophan, uracil) were purchased from Sigma-Aldrich.

Wastewater Effluent Sampling

Grab samples were collected in triplicate directly from the effluent outflow prior to release into the river at the Kitchener and Waterloo WWTPs at various time points from 2010 - 2019. These collections were related to different projects so were opportunistic across time. Details of each treatment plant before and after upgrades are listed in supplementary info (Tables S2 and S3). Samples were collected in 125 mL or 500 mL pre-cleaned amber glass bottles with Teflon-lined screw caps and preserved with 1 g/L sodium azide and 50 mg/L ascorbic acid to prevent bacterial growth and analyte degradation. Samples were stored at 4°C and extracted within 48h of collection. Additional samples were collected for nitrite, nitrate, and total nitrogen analysis, which were performed by Bureau Veritas Labs (Mississauga, ON, Canada) as outlined in Table S6.

Solid Phase Extraction

All samples were filtered through a glass fiber filter with a pore size of 1 µm (Pall Corporation, Mississauga, ON, Canada) prior to extraction. Isotopically labelled standards for each target CEC were added to samples prior to extraction. Samples for bioassays were not spiked. A ThermoFisher/Dionex AutoTrace™ (Sunnyvale, CA, USA) or a manual vacuum manifold were used to extract the samples. The solid phase extraction methods are outlined in Table S5. Briefly, all cartridges were preconditioned with solvents followed by water, and samples were passed through at a rate of approximately 5 mL/min. After elution, samples were evaporated to dryness under a gentle stream of nitrogen using a Dionex SE 500 solvent evaporator at 30°C (Sunnyvale, CA, USA). Samples were reconstituted in methanol (with internal standards, lorazepam and chloramphenicol). After extraction, samples were stored at -20°C until analysis. With each batch of samples three quality assurance/ quality control (QA/QC) samples were processed; one negative control (blank) and two positive controls. All three QA/QC samples were prepared in MilliQ water. The blank was spiked with only isotopically labelled standards. The positive controls are identical replicates spiked with both isotopically labelled standards and unlabeled chemicals at a concentration of 20 µg/L.

LC-MS/MS Analysis

Analysis of pharmaceutical samples extracted for CEC analysis was performed with LC-MS/MS. Separation of analytes was completed at 0.8 mL/min on an Agilent 1200 HPLC using a 4.6 x 150 mm x 5 μm Agilent Zorbax Eclipse XDB-C18 column. Detection of analytes was completed using multiple reaction monitoring (MRM) on a Sciex 3200 QTRAP mass spectrometer (ABSciex, Concord, ON, Canada) with electrospray ionization (ESI). Samples were run in both positive and negative ion mode to identify all target analytes. Analytes were identified based on the transitions listed in Table S12. Analyst 1.6.2 software was used for data analysis. Source-dependent and compound-specific parameters are listed in Table S13. The mobile phases used for this analysis were 5 mM ammonium acetate in MilliQ water (A) and 100% methanol (B). The mobile phase gradient was dependent on which ion mode was selected and is described in Table S14.

Analysis of pharmaceutical samples from 2019 was completed on an Agilent 1260 HPLC and 6460 triple quadrupole (QQQ) mass spectrometer with an Agilent Jet Stream (AJS) electrospray ionization. The separation was done on a 2.1 x 50 mm x 1.8 µm Agilent Zorbax Eclipse XDB-C18 column at a flow rate of 0.3 mL/min with an injection volume of 10 µL (NEG) or 2 µL (POS) and the same mobile phases used as above. Method details are listed in Table S7.

Analysis of hormones was performed using an Agilent 1260 HPLC and 6460 triple quadrupole (QQQ) mass spectrometer with an Agilent Jet Stream (AJS) electrospray ionization. Chromatographic separation of hormones was completed using an Agilent Zorbax Eclipse Plus C18 (2.1 x 50 mm x 1.8 μm) HPLC column, held at 35℃, at a flow rate of 0.30 mL/ min. Mobile phase A was 0.5 mM ammonium fluoride in water and mobile phase B was 100% acetonitrile. Mobile phase gradients are listed in Table S8. Analytes were identified based on the transitions listed in Table S9 and analyzed using Mass Hunter B.06.00 Source parameters for the individual compounds can be found in Table S10.

A series of calibration standards at concentrations of 0, 0.5, 1, 10, 50, 100, 200, and 500 µg/L were run prior to each batch of samples. Samples were quantified based on the ratio of analyte peak area to isotopically labelled standard peak area. The instrument detection (IDL) and quantification limits (IQL) were determined by running a series of blanks (n=7). The IDLs were reported as three times the standard deviation of the blanks. The IQLs were calculated based on ten times the standard deviation of the blanks. The method detection limit (MDL) was determined by running a series of wastewater samples that had been spiked with various concentrations of standards (0, 5, 10, and 50 ng/L). MDLs were calculated at a 99% confidence using a student’s t-test value (n-1) multiplied by the standard deviation of 7 samples. The instrument detection and quantification limits as well as the method detection limit for each analyte are listed in Table S11.

YES Assay

Unspiked 500 mL samples were extracted for analysis of the total estrogenicity of the wastewater treatment plant samples. Buffers, materials and details for the Yeast Estrogen Screen (YES) assay are outlined in supplementary information and Table S15 and S16. Saccharomyces cerevisiae cells (Receptor: ERtrp (YePtrpER), Reporter E2.ura (YRpE2ura)) were provided by H. Engelhardt, University of Waterloo (originally from K. Gaido, Research Triangle Park, North Carolina, USA). The YES assay was previously validated for use on wastewater effluent samples from the Kitchener and Waterloo WWTPs [30].

Statistics

Statistical analysis was done in Sigma-Plot v. 13 (Systat Software, San Jose, CA). Dose-response curves for the YES assay were calculated with a four-parameter Hill equation. All error bars represent standard deviation as sample sizes were not equal. A Kruskal-Wallis One Way Analysis of Variance on Ranks was performed, followed by Dunn’s test for pairwise comparison. Heat maps were graphed using GraphPad V 9.5.1. The concentrations were normalized by dividing the monthly concentration to the maximum.

RESULTS AND DISCUSSION

Select Nutrients before and after upgrades

Ammonia concentrations were significantly higher before upgrades were implemented in 2013 (p < 0.001) at the Kitchener WWTP, compared to post upgrade levels between 2013 and 2019 (Figure 2). Ammonia levels were consistently low from March – December 2013 but showed sudden increases occurring in the early spring months (March – May) in 2014 and 2015. Nitrate concentrations were significantly different between pre, during, and post upgrades (p<0.05) (Figure 2). Nitrite concentrations were significantly higher (p<0.001) prior to upgrades in 2013 (p < 0.001) (Figure S1).

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

Figure 2: Heat map illustration of concentration of Select CECs, nutrients and estrone (E1), estradiol (E2), and ethinylestradiol (EE2) in the final effluent samples from the Kitchener WWTP since 2010. Scale shows the normalized concentration of each CEC. Data are available in Figure S1-S2.

In the Waterloo WWTP a high level of ammonia (9 – 37 mg/L) with substantial variability was observed from 2011 – 2015 (Figure 3). However, the total ammonia concentrations in the effluent decrease significantly (p<0.001) following upgrades to the infrastructure in 2015. Corresponding to the change in total ammonia, there was a significant increase in nitrate during all three phases of construction (p<0.001) (Figure 3) and no significant difference in nitrite (p=0.301) (Figure S1 Figure S5).

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

Figure 3: Heat map illustration of concentration of Select CECs, nutrients and estrone (E1), estradiol (E2), and ethinylestradiol (EE2) in the final effluent samples from the Waterloo WWTP since 2011. Scale shows the normalized concentration available in Figure S1 &S3.

The upgrades to the Kitchener WWTP in late 2012 and early 2013, including improved aeration and secondary treatment train reconfiguration, were implemented to increase the SRT and introduce more diverse bacterial communities to the secondary treatment process [27]. Train 2 was upgraded to fully nitrify in 2012-13 but the smaller original Train 1 was not nitrifying. In 2018, the new Train 3 came online and Train 2 closed (to allow other construction). In 2019, a new Train 4 came online, Train 2 came back online and Train 1 was permanently taken offline. The resulting nitrification is reflected in a significant decrease in ammonia levels and increase in nitrate levels in the final effluents from the plant after upgrades were implemented with a major change occurring in 2012-13 (Train 2 nitrifying), although the final upgrades were completed in 2019. This is consistent with expectations as well as typical outcomes associated with improved aeration in CAS systems [27-36]. Increased nitrification is typically associated with higher quality treatment, and nitrifying plants have been shown to improve removal of a number of CECs and reduce effluent estrogenicity, although the mechanisms are not clear [19-21].

The Waterloo WWTP performed inconsistently from 2010-2015, with ammonia remaining high rather than dropping as nitrate increased. This was likely due to the disruptions related to construction at the Waterloo WWTP. Though a return activated sludge (RAS) system was implemented, upgrades to aeration were not complete, resulting in high ammonia loads even when partial nitrification was occurring. Between 2009 and 2014, the Waterloo WWTP received centrate from the biosolids dewatering system, with high concentrations of ammonia. Overloading the system with ammonia explains the increase in ammonia despite the implementation of improved treatment systems. Ammonia dropped in 2014 when a re-aeration zone was introduced to the RAS system. In 2017, the treatment plant was operating with two aeration tanks, providing year-round nitrification, which is reflected in the significant decrease in ammonia concentrations.

Select CEC before and after upgrades

The two NSAIDs (ibuprofen, naproxen) identified as having high biotransformation potential and low sorption potential were readily removed by the Kitchener WWTP after upgrades were implemented to Train 2 in 2012 (Figure 2). The concentration of ibuprofen in the Kitchener WWTP was significantly lower (p < 0.001) in 2013 - 2019 compared to pre-upgrade conditions. Similarly, the concentration of naproxen in the Kitchener WWTP effluent was significantly higher (p = 0.005) before upgrade (2010 – 2011) than during or after (2012 – 2019).

Triclosan (antibacterial agent) and fluoxetine (antidepressant) were identified as having both high biotransformation and sorption potential. The concentration of triclosan in the Kitchener WWTP effluents was significantly lower (p < 0.001) in 2013 - 2019 compared to pre-upgrade conditions. The concentration of fluoxetine was significantly lower (p = 0.035) than pre-upgrades in 2013 and 2014, but not in 2015. Triclocarban was identified as having a high sorption potential but low biotransformation potential. Its concentration in the Kitchener WWTP effluents was significantly reduced (p < 0.035) in 2014 and (p < 0.001) 2015-2019 compared to pre-upgrade conditions.

The four pharmaceuticals identified as having moderate biotransformation potential and low sorption potential (sulfamethoxazole (antibiotic), trimethoprim (antibiotic), gemfibrozil (cholesterol treatment), venlafaxine (antidepressant)) varied in their response to the WWTP upgrades. The concentrations of gemfibrozil were higher prior to 2013 and decreased significantly after the upgrades completed in 2019. The concentrations of trimethoprim were not significantly different (p > 0.05) across the years from 2010 – 2019. Sulfamethoxazole concentrations were reduced in Kitchener WWTP effluents (p = 0.03) in 2014 - 2015. The concentration of venlafaxine decreased significantly (p < 0.001) in 2013 and 2014 but not in 2015 compared to before when the upgrades were implemented.

Atorvastatin (cholesterol treatment) and its metabolites are moderately removed via biotransformation and sorption. Their concentrations in the Kitchener WWTP effluents were significantly reduced (p < 0.001) only while upgrades were being implemented (Sept 2012 – Feb 2013) compared to before-upgrade conditions. Levels of atorvastatin and its metabolites were also significantly higher (p < 0.001) in 2013 - 2015 than in 2012.

Carbamazepine and diclofenac which identified as having low sorption potential and low biotransformation potential were largely recalcitrant in the effluents even after upgrades. The concentration of carbamazepine in the Kitchener WWTP was significantly reduced (p < 0.001) only in 2013 compared to before upgrades occurred. The concentration of diclofenac in the effluent was not significantly different from 2010 to 2015 except for the period in 2012 to early 2013 while upgrades were being implemented, when concentrations were significantly lower (p < 0.001).

In Waterloo, effluent concentrations of ibuprofen were significantly lower (p < 0.03) in 2014 - 2019 than prior to 2014 (Figure 3). Effluent concentrations of naproxen were also significantly lower (p = 0.025) in 2019 compared to pre-2014 conditions. Triclosan concentrations in Waterloo were significantly lower (p = 0.02) in 2014 - 2019 (p < 0.001) compared to pre-2014 conditions. Fluoxetine was significantly lower (p < 0.009) in 2014 and 2015 (p = 0.03) compared to pre-2014. Triclocarban concentration in the Waterloo WWTP effluents were significantly reduced after 2012.

Sulfamethoxazole, trimethoprim, gemfibrozil, and venlafaxine also showed the highest variability of any group for the Waterloo effluent. Gemfibrozil concentrations decreased significantly (p = 0.003) in the effluent compared to both pre-2014 as well as 2014 conditions. Trimethoprim concentrations were reduced in Waterloo (p < 0.04) only in 2014. The concentration of sulfamethoxazole decreased significantly in the effluent (p < 0.001) in 2014 and 2015 compared to pre-2014 conditions. Venlafaxine concentrations did not significantly change in the effluent during the duration of the study period (p > 0.05).

Sulfamethoxazole, trimethoprim, gemfibrozil, and venlafaxine also showed the highest variability of any group for the Waterloo effluent. Gemfibrozil concentrations decreased significantly (p = 0.003) in the effluent compared to both pre-2014 as well as 2014 conditions. Trimethoprim concentrations were reduced in Waterloo (p < 0.04) only in 2014. The concentration of sulfamethoxazole decreased significantly in the effluent (p < 0.001) in 2014 and 2015 compared to pre-2014 conditions. Venlafaxine concentrations did not significantly change in the effluent during the duration of the study period (p > 0.05).

CECs that were classified as readily biotransformed with low sorption potential (ibuprofen, naproxen) showed a significant decrease in the effluents of the Kitchener WWTP after major upgrades to the treatment process. Fluoxetine and triclosan, which demonstrate both high biotransformation and sorption potentials, were likewise reduced after upgrades, though the concentration of fluoxetine was not significantly different in 2019 compared to before upgrade conditions. This is consistent with literature showing ibuprofen, naproxen, and other compounds with similar physiochemical properties that promote rapid biotransformation are readily removed from CAS systems with nitrifying treatment and an SRT of over 5 days [11-13]. Though there is no clear consensus on whether longer SRTs improve removal of highly sorbable CECs such as triclosan and fluoxetine, there is indication that sludge age could influence removal of CECs by sorption due to changes in the biomass (percent active fraction, specific microbial population) [11-37].

Similar to the Kitchener WWTP, there was a reduction in compounds with high biotransformation potential (ibuprofen, naproxen, triclosan) in 2019 after the implementation of a RAS re-aeration zone at the Waterloo WWTP. Their presence in effluents at higher levels than in the Kitchener WWTP may be due to challenges associated with the operation of the RAS re-aeration process. Infrastructure upgrades completed in 2018 addressed the deficiencies of this process. The one CEC that typically shows low sorption and high biotransformation potential (triclocarban) was significantly reduced in effluents when the upgrades completed in 2019.

Unlike CECs with high biotransformation potential, those with moderate biotransformation potential showed high variability in removal between compounds within the same group. Those with moderate biotransformation and low sorption potential were responsible for this variability. While venlafaxine was significantly decreased in effluents in 2013 and 2014, sulfamethoxazole was only reduced in 2014, and trimethoprim and gemfibrozil showed no significant reduction over the years 2010 – 2015. Previous work shows CEC removal varying substantially based on the specific compound being investigated and the operating parameters of the WWTP [13].

Atorvastatin and its metabolites, which represented the moderate sorption and moderate biotransformation group, were only significantly reduced during the period where upgrades were coming online (Sept 2012 – Feb 2013), but not afterwards (March 2013 – November 2015). At the Waterloo WWTP the moderately biotransformed pharmaceuticals were also highly variable, with sulfamethoxazole significantly reduced in 2014 and 2015, trimethoprim reduced only in 2014, gemfibrozil reduced only in 2015, venlafaxine unchanged, and atorvastatin and its metabolite reduced in 2014 and 2015. The variability of the CECs during this time period is due to some challenges with the processes that were brought online at the time (Table 1 & 2 in SI).

Table 1: Selected CECs and their categorization based on expected mechanisms of removal in wastewater treatment [35].

 

 

Sorption Potential

 

 

Level

 

Low

 

Medium

 

High

 

 

 

Biotransformation Potential

 

Carbamazepine

 

 

Low

 

Triclocarban

 

Diclofenac

 

 

Sulfamethoxazole

Atorvastatin

 

 

Trimethoprim

p-hydroxy Atorvastatin

Medium

 

 

 

Gemfibrozil

o-hydroxy Atorvastatin

 

Venlafaxine

17-α ethinylestradiol

 

Ibuprofen

17-β Estradiol

Triclosan

High

 

 

 

 

Naproxen

Estrone

Fluoxetine

CECs that were classified as having low biotransformation potential and low sorption rates were highly recalcitrant in effluents even after upgrades, with diclofenac significantly reduced only while upgrades were being implemented and carbamazepine significantly reduced only in 2013. Numerous studies have shown that both of these compounds are difficult to remove from wastewater even with advanced treatment in nitrifying systems with long SRTs [21-39].

Select hormones before and after upgrades

Concentrations of select estrogens were measured in the Kitchener WWTP effluent from 2011 to 2019, spanning the pre, during, and post upgrade periods (Figure 2). When comparing concentrations during these three time periods, at the Kitchener WWTP, there was a significant decrease in estrone (E1) (p<0.001) and estradiol (E2) (p=0.021) concentrations once upgrades were completed in 2019. The final E1 concentrations pre-upgrades were 65-75 ng/L and were decreased to 10-15 ng/L post-upgrades in 2019. Though there was no significant difference in ethinylestradiol (EE2) concentrations between 2014 and 2015, when the plant was undergoing upgrades there was a significant increase in EE2 (p<0.001). EE2 concentrations increased to over 100 ng/L during 2014 and decreased again after when the upgrades were completed in 2019. Similar trends in EE2 removal have been seen in other studies and was related to the upgrade methods [40-42]. Estrogen concentrations in the effluent from the Waterloo WWTP was measured from 2014 to 2019, spanning the start and completion of the upgrades to infrastructure and treatment (Figure 3). Once upgrades were completed in 2019, there was a significant decrease in E1 (p=0.002), E2 (p<0.001), and EE2 (p<0.001) concentration in discharged effluent.

Total estrogenicity of the effluent via YES assay

The estrogenicity of the Kitchener WWTP effluent (Figure 4) was significantly higher (p < 0.001) in 2010 and 2011 than 2012 – 2015. The estrogenicity of the Waterloo WWTP effluent was highly variable over the years 2009 – 2015 (Figure 4) and decreased after 2018, when the process upgrades were completed. When grouped similarly to the pharmaceutical data, pre-2014 was significantly higher (p < 0.001) than 2014, but not 2015. Fall 2018-2019 had the lowest estrogenicity and was significantly lower (p < 0.001) than any other year.

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

Figure 4: Total estrogenicity from the Kitchener and Waterloo WWTPs.

The total estrogenicity of the effluent as measured by the YES assay was significantly reduced after the implementation of upgrades at the Kitchener WWTP. Williams et al. [43], modeled the risk of endocrine disruption in over 10,000 reaches impacted by estrogenic WWTP effluents using the Predicted No-Effect Concentrations (PNECs) of E1, E2, and EE2 as well as their relative potency. Their parameters for low, moderate, and high risk were < 1.0 ng/L E2eq, > 1.0 ng/L E2eq, and > 10.0 ng/L E2eq respectively in impacted surface waters. Following this model, direct exposure to the levels of estrogenicity in the Kitchener WWTP effluents would put populations at high risk before upgrades were implemented, no risk in 2013, and moderate risk in 2014 and 2015. It is important to note that the dilution that occurs when effluent enters the receiving environment will reduce these concentrations in surface water. The increase in 2014 and 2015 may have been due to issues with the operation of the new aerators as well as disruption of operations due to ongoing construction at the WWTP [27]. The reduction in the estrogenicity of the WWTP effluents in association with upgrades to nitrifying treatment is consistent with literature [14-19]. As estrone and 17β-estradiol were two of the main species responsible for the estrogenicity of the Kitchener WWTP effluents [44] it is also consistent with other readily biotransformable CECs in the Kitchener WWTP, all of which showed significant reduction after upgrades with the lowest levels occurring in 2013. Of all the CECs that showed significant reduction when upgrades were implemented, total estrogenicity had the closest relationship with both total ammonia and nitrate concentrations in the effluents.

Total estrogenicity in the Waterloo WWTP effluents was highly variable prior to 2018 due to interruptions in the treatment upgrades (Figure 4). Total estrogenicity in 2014 and 2015 was lower when compared to pooled pre-2014 data but looking at year-to-year comparisons illustrates high variability between years before 2014. Fall 2009, 2010, and 2013 had high total estrogenicity (above 10 ng/L E2eq), while 2011, 2014, and 2015 were lower (above 1 ng/L E2eq but below 10 ng/L E2eq). The Waterloo WWTP has significantly lower daily flow than the Kitchener WWTP, serving roughly half the number of people. This needs to be considered when predicting exposure and effects, such as intersex in fish, in the receiving environment.

However, it is clear that treatment changes reduced the exposure of some key CECs (such as estrogens) to fish downstream of the outfalls of and were associated with recovery of several endpoints, including intersex [28-34].There has been a decline in intersex in rainbow darter downstream of the Kitchener WWTP [32] and more recently the Waterloo treatment plant [34-49], consistent with the YES assay performed on these effluents which shows a significant decline in estrogenicity after the implementation of upgrades.

Principal Components Analysis

A principal components analysis (PCA) (Figure 5) was performed with the pharmaceutical and nutrient data in the Kitchener and waterloo WWTPs. Principal component 1 (PC1) in Figure 5A explained 42.2% of the variability and was primarily driven by total ammonia, followed by triclosan, ibuprofen, naproxen, and nitrate in approximately equal quantities in Kitchener WWTP. PC2 explained an additional 13.2% of the variability and was primarily driven by diclofenac, carbamazepine, and nitrate. For the Waterloo WWTP, PC1 explained 27.6% of the variability and was primarily driven by ibuprofen, naproxen, and venlafaxine. PC2 explained an additional 18.8% of the variability and was primarily driven by nitrate, sulfamethoxazole, and fluoxetine. It can be seen that in Kitchener WWTP PCA, the three-time period (before upgrades, during and after upgrades are clearly separated from one another when all CECs and nitrate ammonia concentrations in effluents are taken into account. However, the Waterloo WWTP PCA does not distinguish the time periods due to disruptions in treatment upgrades. More details for the PCA are provided in supplementary information (SI Table S14-26).

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

Figure 5: Principle component analysis of a) Kitchener and b) Waterloo WWTP effluent.

CONCLUSIONS

The presence of CECs in wastewater effluents during major upgrades to the treatment process was investigated at two treatment plants in the Grand River watershed. The results provide evidence that upgrades to wastewater treatment, decrease the concentrations of key CECs and the total estrogenicity in wastewater effluents. This work demonstrates that the impact of upgrades to wastewater treatment plants on CEC removal is compound-dependent and is influenced by the physiochemical properties of each CEC and the specific treatment process within each plant. The upgrades implemented in the Kitchener WWTP significantly reduced the presence of CECs that have high biotransformation potential and total estrogenicity of the effluents, while the disruption in treatment upgrades at the Waterloo WWTP is reflected in many of the CECs as well as total estrogenicity. By the completion of the Waterloo upgrades, the reduction in CECs and estrogenicity were similar to those at Kitchener. CECs that had high biotransformation potential were most significantly impacted by the upgrades implemented at the Kitchener WWTP, with all CECs in this category showing significant decline after their implementation. Moderately biotransformed CECs were highly variable, with some showing significant reduction after upgrades and others remaining recalcitrant in effluents. CECs that are slowly biotransformed remained recalcitrant in effluents. Total estrogenicity had the strongest relationship with ammonia and nitrate levels in the Kitchener WWTP, indicating an association with improvements to effluent quality. Based on the Kitchener WWTP PCA, the three time periods (before, during, and after upgrades) are separated from one another when all CECs and nitrate/ammonia concentrations in effluent are taken into account, and the months during which the WWTP experienced process upsets (March 2014, May 2014) are also distinct from the majority of post-upgrade samples.

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Asbestos and Toxicological Concerns

Environmental toxicology is a relatively young field of science concerned with the study of environmental pollutants in air, dust, sediment, soil, and water in the environment and their effects. Since the 1970s, scientists concerned with toxins in the environment focused their research on the impacts of various chemical agents on ecosystems and health hazards associated with certain chemicals including asbestos. Asbestos, the foremost among toxic fugitive dust, resulting from exposure. has the ability to resist heat, fire, and electricity. Asbestos is a group of naturally occurring fibrous silicate materials with known toxicity Although the precise mechanisms by which asbestos fibers cause toxic injury have not yet been fully determined, it is well-documented that fibers that persist within the lung or the mesothelium are capable of producing fibrogenic and tumorigenic effects in these tissues.

Gregory A. Cade* and Hilda Oltean


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Natural Regeneration of Lowland Bamboo (Oxytenantheraabyssinica A. R. Munro) Forests after Mass Flowering and Mass Death in Homosha District, BenishangulGumuz Region, Northwest Ethiopia

The study was done to assess the regeneration status of lowland bamboo after gregarious flowering and death in BenishangulGumuz Region, Homosha District, Jimma and Sherkole Kebeles, North west of Ethiopia. A systematic sampling technique was used to survey lowland bamboo. Twenty and eleven sample plots were surveyed in Jima and Sherkole Kebeles respectively and each plots with 10 x 10 m size. Field observation, regeneration inventory, FGDs, and questionnaire survey on 80 households were used to collect data. Descriptive age class across different management. and inferential statistics were used for data analysis. The seedlings and culms had a significant difference (One-Way ANOVA p <0.05) in density, size (DBH) and height between the two sites. However, the size difference was statistically insignificant. Height and diameter classes distribution indicated highest number of individuals in the lower classes

Dereje Mosissa1*, Gebremedihin Woldegebriel2


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Environmental Health and its Role in Raising the Health Level of Employees against COVID 19 using RTLS

As the world strives to achieve universal health coverage, the sudden occurrence of the Covid-19 pandemic and the unpreparedness of countries to respond quickly and appropriately impose an additional burden on health systems and achieve the goals of sustainable health development Got into trouble. In such a situation, the only strategy against coronary heart disease seems to be to prevent infected people from coming into contact with others by finding infected cases or reducing contact. Public health surveillance or tracking systems are critical in preventing and control ling disease in population. Implementation of these systems is possible by using RTLS technology and database to analyze and monitor information.

Seyed Hasan Taheri1, Sajjad Saberi2* and Saeed Naseri2


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Processes Controlling pH in Nyaruzinga Wetland Source and the Water Supply System in Bushenyi Ishaka Municipality, Uganda

This study investigated the processes responsible for perennial low pH in Nyaruzinga wetland water source in Western Uganda. Under anoxic conditions in wetlands, the redox potential and pH increase, thereby favouring dissolution of iron compounds, humic substances and release of copper, chromium, cobalt, nickel and lead. In situ temperature, pH, DO, EC and Eh were determined while the heavy metals, anions, cations, TOC, DOC and humic substances were analysed in the laboratory, for sediments, raw and treated water. The pH and DO increased from 70 cm deep in the wetland to the surface while the other parameters decreased. Copper (0.123-0.152 mg/L), chromium (0.002-0.299 mg/L), nickel (0.07-0.119 mg/L) and cobalt (0.006-0.081 mg/L) were determined at 70 cm deep, being trace (0.001-0.09 mg/L) at the wetland surface. High concentrations of TOC (14.7-28.3 mg/L) and DOC (0.03-0.71 mg/L) were measured in the wetland while traces of DOC (0.001-0.009 mg/L) and humic substances were determined in raw water but not in the treated water. The low pH in Nyaruzinga wetland is attributed to low molecular weight humic substances under perennial water logged conditions, and treatment processes should aim to remove them.

Christopher Kanyesigye¹*, Robinah N. Kulabako², Herbert M. Kalibbala², Charles B. Niwagaba², Mohammed Babu¹, Marisa Boller³, and Frank Kansiime⁴


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Assessing Environmental and Pharmaceutical Vulnerability Using NDVI: A Case Study of the EF-3 Tornado in Rocky Mount, North Carolina

On July 19, 2023, an EF-3 tornado struck Rocky Mount, North Carolina, severely impacting the environment and damaging Pfizer’s pharmaceutical facility. This project uses the Normalized Difference Vegetation Index (NDVI) to analyze environmental vulnerability before and after the tornado. Landsat 8 satellite imagery was used to compare NDVI data from two weeks before and four weeks after the event. Using ArcGIS, zonal statistics and raster analysis identified areas of significant vegetation loss across urban, forested, and agricultural zones along the 16-mile tornado path. Results revealed notable decreases in NDVI values, indicating widespread loss of vegetation and soil disruption. Damage to the Pfizer plant, which produces about 25% of U.S.hospital-injectable medicines, emphasized the tornado’s critical pharmaceutical impact. This study demonstrates how geospatial science tools like NDVI can assess environmental vulnerability and disaster impact, helping guide future planning, emergency response, and infrastructure resilience in a changing climate.

Keywords: EF-3 Tornado; Environmental Impact; Geospatial Analysis; Disaster Resilience; Vegetation change.

Logan McNeil, Daniel Chu and Rajendra Nath Dasari*


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Disastrous Effects of Hurricane Helene in the Southern Appalachian Mountains Including a Review of Mechanisms Producing Extreme Rainfall

Hurricane Helene made landfall near Perry (Latitude 30.1N) in the Big Bend area of Florida with a central pressure of 939hPa. It moved northwards creating devastating damage and loss of life; however, the greatest damage and number of fatalities occurred well to the north around the City of Ashville (Latitude 35.6N) where extreme rainfall fell and some of the strongest wind gusts were reported [1-3]. This paper describes the change in the hurricane’s structure as it tracked northwards, how it gathered tropical moisture from the Atlantic and a turning wind profile between the 850hPa and 500hPa elevations which led to such extreme rainfall. This turning wind profile is shown to be associated with extreme rainfall and loss of life from drowning and landslides around the globe. The area around Ashville suffered 157 fatalities which is a significant proportion of the 250 fatalities so far recorded in the whole United Stares from Helene. This is of extreme concern and should be investigated in detail as the public generally expect the greatest impact from hurricanes to be confined to coastal areas near the landfall site. It is another example of increased death tolls from tropical cyclones moving inland and generating heavy rainfall. As the global population increases and inland centres become more urbanised, run off from such rainfall increases which causes greater devastation.

Jeff Callaghan*


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Elimination of Urinary Fluoride in the Population of Diamaré in Relation to Water Contamination

Introduction: Fluorosis, also known as fluorine poisoning is a disease caused by the disruption of various metabolic pathways, one of which includes calcium metabolism implicated in dental and bone formation due to the replacement of calcium by fluoride ions in bone matrix. The aim of study was to determine the presence of fluorine of the population consuming water contaminated at the Diamaré Division.

Method: A cross sectional analytic study design in 7 villages at the Diamaré division from 1st December 2021 to 30th May 2022 was carried out. Participants who gave consent and filled the selection criteria were included. The socio-demographic characteristics, medical history, eating habits and clinical characteristics of the participants were obtained using a questionnaire. Samples of urine, blood of participants and water were collected for analysis at the Centre for Study and Control of Communicable Diseases at the Faculty of Medicine and Biomedical Sciences of the University of Yaoundé. Fluoride concentration in water and urine. Data entry and analysis was done using Epi info; Associations were derived from bivariate analysis.

Results: We had bore holes, wells and river as water sources used of water for drinking, cooking and household activities. 152 participants were recruited and the most common water source used was bore holes (N=94; 61.84.7%). Some used water from one source only; others from two sources or more. Majority had Joint pains (78.7%). Dental fluorosis accounted for 26%., bowed legs 4.7%, skeletal deformities 6%, immobilization of joints 41.3% and knocked knees 1.3%. A mean water fluoride concentration of 1.30 ±1.68mg/l ranging from 0.04-5.75mg/l was obtained from 30 samples of water collected while that of 2.89 ±2.87mg/l ranging from 0.05-14.35 mg/l was obtained from urine.

Conclusion: The majority of water sources (wells and boreholes) used by our study population for consumption are contaminated with fluoride which is eliminated in urine by the entire population.

Antoine Vayaraï MANAODA1*, SAMIRA Amadou2, YINYANG Jacques1, NGOULE Charles2, ETAME LOE Giselle2 and ADIOGO Dieudonné1


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Commentary Pathways and Therapeutic Targets of Ozone induced Lung Disease

Chronic exposure to ambient Ozone (O3) air pollution induces respiratory inflammation and hyperreactivity, emphysema and interstitial lung fibrosis. O3-induced oxidative stress causes epithelial barrier injury and cell death activating Toll-like receptors, DNA sensing pathways and inflammasomes with production of a range of inflammatory chemokines with a mixed phenotype of COPD and asthma. O3 exposure is often associated with other pollutants causing exacerbation leading to severe respiratory disease. Here, we review mechanisms and therapeutic targets to control O3-induced COPD-like disease.

Remo C. Russo1 and Bernhard Ryffel2,3*


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Heavy Metal Contamination in Seawater in Darsait, Azaibah and Seeb in Oman: An Assessment of Environmental Pollution

This study investigates heavy metal contamination in seawater and sediments in three coastal regions of Oman – Darsait, Azaibah and Seeb. In 2022, sample collections were made in subtidal ecosystems in these three areas, and the samples were analysed to assess the potential environmental impacts of treated wastewater. The study employed a comprehensive sampling strategy adhering to the Oman Environmental Impact Assessment (EIA) Guidelines to evaluate key parameters such as temperature, salinity, dissolved oxygen, and heavy metal concentrations see Appendix 1. Results indicate that the levels of most heavy metals contamination had not changed significantly since the baseline surveys in 2009 and 2012, but that some levels were still above EIA guidelines. Recommendations are made to reduce these levels, ensuring the protection of marine environments and humans while supporting industrial growth. This research contributes to our understanding of anthropogenic impacts on marine ecosystems in Oman and highlights the importance of regular monitoring and adaptive management practices.

Amran Al Kamzari1*, Sulaiman Al Shehhi1, Mohammed Al Kalbani1 and Tim Gray2


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Detecting Sources of Drinking Water Contamination Originated by Wildfires

The paper introduces a machine learning method of detecting multiple sources of water contamination caused by wildfire. The method includes changing the water flow regime, monitoring the time series of the contaminant concentration caused by regime changes, and associating the signature of the contaminant changes over time with sources locations. The contaminant signature from multiple sources starting at the moment of changing water velocity are defined by extending the approach for one contamination source. The intensity, location of each source, and diffusion coefficient are defined to satisfy the minimum square between monitoring and theoretical concentrations. The equations derived from the criteria of the best fit between experimental and modeling data are solved using the theory of hypernumbers. The initial values for hypernumber solutions are computed using the transient process of contaminant transport curve analysis. The defined in this paper algorithm can by used for detecting location of the arbitrary impurity in water network system.

Arkadiy Dantsker1*, Oscar Zhuk1 and Jane Brito1