Inactivation of Bacteria and Residual Antimicrobials in Hospital Wastewater by Ozone Treatment

The emergence and spread of antimicrobial resistance (AMR) has become a persistent problem globally. In this study, an ozone treatment facility was established for an advanced hospital wastewater treatment in a core hospital facility in an urban area in Japan to evaluate the inactivation of antimicrobial-resistant bacteria and antimicrobials. Metagenomic DNA-seq analysis and the isolation of potential extended-spectrum β-lactamase (ESBL)-producing bacteria suggested that ozone exposure for at least 20 min is required for the adequate inactivation of DNA and ESBL-producing bacteria. Escherichia coli and Klebsiella species were markedly susceptible to 20-min ozone exposure, whereas Raoultella ornithinolytica and Pseudomonas putida were isolated even after an 80-min exposure. These ozone-resistant bacteria might play a pivotal role as AMR reservoirs in the environment. Nine antimicrobials (ampicillin, cefdinir, cefpodoxime, ciprofloxacin, levofloxacin, clarithromycin, chlortetracycline, minocycline, and vancomycin) were detected at 373 ng/L to 27 μg/L in the hospital wastewater, and these were removed (96–100% removal) after a 40-min treatment. These results facilitate a comprehensive understanding of the AMR risk posed by hospital wastewater and provides insights for devising strategies to eliminate or mitigate the burden of antimicrobial-resistant bacteria and the flow of antimicrobials into the environment. To the best of our knowledge, this is the first report on the implementation of a batch-type, plant-scale ozone treatment system in a hospital facility to execute and evaluate the inactivation of drug-resistant bacteria and antimicrobials.


Introduction
Research on health and environmental risk assessment and countermeasures against antimicrobial resistance (AMR) is ongoing on a global scale. The spread of AMR is a cause of increasing concern for the future use of antimicrobials and other measures to control infectious diseases. AMR is an important issue requiring immediate and effective action by the World Health Organization (WHO) and the G7 group of industrialized nations. In recent years, it has been observed that as soon as a new antimicrobial is used in clinical practice, resistant bacterial strains emerge, which has resulted in the spread of multiple antimicrobial-resistant strains. In addition to the clinical use of antimicrobials, communityacquired infections caused by healthy carriers and outbreaks of AMR, originating from livestock, fisheries, and other industries, are also becoming problematic, making it essential to comprehensively understand the trend of AMR on a global scale and a "One Health" approach is desired to combat these problems [1][2][3].

Sample Collection
Hospital wastewater samples were collected at the Ohashi Medical Center (BN; 35.652578 • N, 139.683959 • E), with a capacity of 319 beds, in Toho University, located in Jonan area, Tokyo, Japan. In the hospital, various wastewater types (stool and urine), generated as a result of hospital activities, are stored in two underground wastewater tanks, with an effective volume of 22.5 m 3 , without mixing with other drainage. The supernatant is pumped directly into the public sewage system several times a day, and the settled sediments are collected and incinerated by a specialized waste management company. It was impossible to quantify the daily inflow and outflow of wastewater tanks because of the lack of any system for regular measurements.

Ozone Treatment
Inactivation of bacteria and antimicrobials present in the hospital wastewater by ozonation was performed using an ozone treatment system installed in the hospital facility. Wastewater from one of the two storage tanks was introduced into a wastewater treatment tank, with an effective volume of 1 m 3 , for semi-batch ozone treatment. The appearance and configuration of the ozone treatment system used in this study are shown in Figure 1.
settled sediments are collected and incinerated by a specialized waste manageme company. It was impossible to quantify the daily inflow and outflow of wastewater tan because of the lack of any system for regular measurements.

Ozone Treatment
Inactivation of bacteria and antimicrobials present in the hospital wastewater ozonation was performed using an ozone treatment system installed in the hospital cility. Wastewater from one of the two storage tanks was introduced into a wastewa treatment tank, with an effective volume of 1 m 3 , for semi-batch ozone treatment. T appearance and configuration of the ozone treatment system used in this study a shown in Figure 1.   Figure 1. Schematic representation of the batch ozone treatment system implemented in a hospi facility. The picture shows the appearance of the advanced hospital wastewater treatment syst equipped with the ozone treatment system that was tested in this study. The technical specifi tions of the equipment used in the system are shown in detail.
Ozone was generated using an ozone generator (Ozonia ® TOGC45X, Suez En ronment, Paris, France). The hospital wastewater in the wastewater treatment tank w circulated using a circulation pump (32LPS5.75E, Ebara Corporation, Tokyo, Japan) a flow rate of 80 L/min, and ozone gas was fine-bubbled through fine-bubble generati nozzles (EE091, For EARTH Co., Ltd., Tokyo, Japan) and introduced into the wastewa treatment tank. The ozone treatment was performed at an ozone generation rate of 34 g and an effective ozone gas concentration of 111 mg/L. The experiments were initiated sparging ozone gas continuously into the filled wastewater treatment tank. A porti (100 mL) of the solution in this tank was sampled at 0, 10, 20, 40, and 80 min after the sta of the experiment. These durations were determined based on the average contact tim in Japanese wastewater treatment plants that implement ozonation before dischargi their effluent into rivers [27] and by considering previously reported values [11,2 Dissolved ozone and gaseous ozone concentrations and water quality parameters (CO BOD, SS, and the coliform group) measured during ozonation prior to conducting th study is shown in Table S1. Sodium thiosulfate or tryptic soy broth was immediate added to mitigate the effects of any residual ozone in the samples [29,30]. The samp were then stored at 4 °C in the dark and further processed within 12 h. Schematic representation of the batch ozone treatment system implemented in a hospital facility. The picture shows the appearance of the advanced hospital wastewater treatment system equipped with the ozone treatment system that was tested in this study. The technical specifications of the equipment used in the system are shown in detail.
Ozone was generated using an ozone generator (Ozonia ® TOGC45X, Suez Environment, Paris, France). The hospital wastewater in the wastewater treatment tank was circulated using a circulation pump (32LPS5.75E, Ebara Corporation, Tokyo, Japan) at a flow rate of 80 L/min, and ozone gas was fine-bubbled through fine-bubble generating nozzles (EE091, For EARTH Co., Ltd., Tokyo, Japan) and introduced into the wastewater treatment tank. The ozone treatment was performed at an ozone generation rate of 34 g/h and an effective ozone gas concentration of 111 mg/L. The experiments were initiated by sparging ozone gas continuously into the filled wastewater treatment tank. A portion (100 mL) of the solution in this tank was sampled at 0, 10, 20, 40, and 80 min after the start of the experiment. These durations were determined based on the average contact times in Japanese wastewater treatment plants that implement ozonation before discharging their effluent into rivers [27] and by considering previously reported values [11,28]. Dissolved ozone and gaseous ozone concentrations and water quality parameters (COD, BOD, SS, and the coliform group) measured during ozonation prior to conducting this study is shown in Table S1. Sodium thiosulfate or tryptic soy broth was immediately added to mitigate the effects of any residual ozone in the samples [29,30]. The samples were then stored at 4 • C in the dark and further processed within 12 h.

Metagenomic DNA-Seq Analysis of Wastewater Samples
To collect organisms larger than bacteria, ozone-treated wastewater samples were passed through TPP Rapid Filtermax Vacuum Filtration systems (TPP, Trasadingen, Switzerland) in 500 mL bottles fitted with 49 cm 2 , 0.2 µm polyethersulfone membranes. The membranes were removed from the bottles and stored at −30 • C until DNA extraction. One-fourth of the collected membrane was cut into small pieces and placed in ZR-96 BashingBead Lysis Tubes (0.1 and 0.5 mm; Zymo Inc., Irvine, CA, USA). Bacterial lysis buffer (800 µL; Roche, Basel, Switzerland) was added to the bead tube, which was frozen at −30 • C and thawed at 23 • C. The tube was subjected to bead-beating (1500 rpm for 10 min) using a GenoGrinder 2010 homogenizer. After brief centrifugation (8000× g for 3 min), 400 µL of the supernatant was collected. The DNA in the supernatant was purified using a Roche MagNa Pure Compact instrument (DNA_Bacteria_v3 protocol; Elution: 50 µL). DNA concentrations and purity were measured using the Qubit DNA HS kit (Thermo Fisher Scientific, Waltham, Massachusetts, USA).
Metagenomic DNA-Seq libraries were prepared using the QIAseq FX DNA library kit (Qiagen, Hilden, Germany), followed by short-read sequencing using the iSeq platform (2 × 150-mer paired-end) (Illumina, San Diego, CA, USA). Adapter and low-quality sequences were trimmed using Sickle version 1.33 (https://github.com/najoshi/sickle), considering the following parameters: average quality threshold "-q 20" and minimum length threshold "-l 40" Metagenomic DNA-Seq analysis was performed using cleaned reads for homology search without de novo assembly in all subsequent analyses. Detailed scripts and databases are described below.

Resistome Analysis
Metagenomic DNA-seq analysis was performed using cleaned reads for homology searches without de novo assembly. Before resistome analysis, an ARG database was constructed using the bacterial antimicrobial resistance reference gene (National Center for Biotechnology Information (NCBI) BioProject ID, PRJNA313047) and ResFinder (https://bitbucket. org/genomicepidemiology/resfinder_db/src/master/). The study database was constructed using Makeblastdb in the basic local alignment search tool (BLAST+). The operational taxonomic units (OTUs) in the ARG database (AMROTU ver. 2022-04-11) were created by clustering at ≥90% sequence identity and ≥80% coverage using vsearch version 2.10.4. The metagenomic DNA-seq reads were searched using mega-BLAST (e-value threshold, 1E −20 ; identity threshold, 95%) against the customized ARG database. The detected genes were summarized for each OTU of the ARGs. Reads per kilobase of gene per million (RPKM) counts were calculated using the following formula for normalization: RPKM = number of detected reads against OTUs/[average gene length of detected OTUs (bp) × total number of trimmed reads] × 10 9 .

Analytical Procedures for Antimicrobials
A total of 15 antimicrobials were investigated on the basis of a previous report on their concentrations and detection frequencies in hospital effluent, wastewater, and river water, both in Japan and around the world, as well as on the basis of antimicrobial use in Japan [6,[36][37][38]. β-lactams (ampicillin, cefdinir, cefpodoxime, cefpodoxime proxetil, and ceftiofur), new quinolones (ciprofloxacin and levofloxacin), macrolides (azithromycin and clarithromycin), tetracyclines (chlortetracycline, doxycycline, minocycline, oxytetracycline, and tetracycline), and glycopeptide (vancomycin) (> 8%) were targeted in the present study.
The concentrations of target antimicrobials in the wastewater were determined using a combination of solid phase extraction (SPE) and ultra-performance liquid chromatographytandem mass spectrometry, as described previously [36]. Briefly, 10 mL of wastewater was filtered through a glass-fiber filter (GF/B, 1 µm pore size, Whatman, Maidstone, UK). The solutions were then passed through SPE cartridges (OASIS HLB, 200 mg; Waters Corp., Milford, MA, USA) at a flow rate of 1 mL/min. The cartridges were washed with 6 mL of Milli-Q water, preadjusted to pH 3, and then dried using a vacuum pump. Finally, the adsorbed antimicrobials were eluted with 3 mL acetone and 3 mL methanol or with 2 mL of 10% (v/v) formic acid in acetone, 2 mL of 10% (v/v) formic acid in methanol, and 2 mL of 5% ammonia-methanol (v/v). Each combined eluted solution was evaporated mildly to dryness under a gentle stream of N 2 gas at 37 • C. The residue was solubilized in 200 µL of a 90:10 (v/v) mixture of 0.1% formic acid solution in methanol, and 10 µL of this solution was subjected to analysis using a UPLC system coupled to a tandem quadrupole mass spectrometer (TQD, Waters Corp.), equipped with an electrospray ionization source operated in positive ion mode.
Quantification was performed by subtracting the blank data from the corresponding data yielded by the spiked sample solutions to account for matrix effects and losses during sample extraction [39,40]. The recovery rates of antimicrobials in the wastewater influent ranged from 48% to 98% (Table S2) The limits of detection (LODs) and limits of quantification (LOQs) were calculated as the concentrations at signal-to-noise ratios of 3 and 10, respectively [41,42]. These values are also summarized in Table S2.

Proportion of Bacteria in Hospital Wastewater after Ozone Treatment
Hospital wastewater (1 m 3 ) in a batch reactor was treated with ozone fine bubbles (Figure 1), and the treated sample was subjected to metagenomic DNA-seq analysis ( Table 1). Exposure to ozone for 20 min was sufficient to inactivate bacteria to <0.01% of the original number (for instance, those of the genus Bacteroides). Other bacteria genera were also reduced up to 0.02% of the original number upon 20-min exposure, indicating that most organisms were effectively inactivated in a short duration of exposure (Table 1). Besides bacterial genera, we also investigated the value of RPKM for each operational taxonomic unit (OTU) of an AMR gene (ARG) after ozone treatment (Table S3). In original raw wastewater before ozone treatment, the tet(Q) gene that is related to Bacteroides species in human feces was predominantly detected and the bla GES-1 variants that are related to environmental bacteria such as Aeromonas and Pseudomonas species were secondly predominant. After 20 min of exposure to ozone, all ARGs were not detected in metagenomic DNA-Seq analysis (Table S3).
Gram-negative Enterobacteriaceae from urine and feces were cultured on B.T.B. agar (Bromothymol Blue, lactose agar; Drigalski Agar, Modified) and colony forming units (CFU) were determined. The percentage of viable bacteria was reduced to 76.2% (179,000/235,000 CFU) and 11.9% (27,900/235,000 CFU) upon a 10-and 20-min exposure to ozone, respectively ( Figure 2).   To determine the efficacy of the ozone microbubble treatment in inactivating potential β-lactam-resistant bacteria, the treated sample was spread on a CHROMagar ESBL To determine the efficacy of the ozone microbubble treatment in inactivating potential β-lactam-resistant bacteria, the treated sample was spread on a CHROMagar ESBL Antibiotics 2022, 11, 862 7 of 13 plate, and the number of pigmented colonies was counted ( Figure 2). Based on the CFU values, the percentage of all bacteria was reduced to 56.7% (51,000/90,000 CFU) and 20.2% (18,200/90,000 CFU) upon a 10-and 20-min exposure, respectively ( Figure 2). The percentage of colonies showing dark blue or pink pigmentation was reduced to 5.6% (3100/55,000 CFU) and 0.8% (100/12,000 CFU), respectively, upon a 20-min exposure, whereas that of white colonies (no pigmentation) was not significantly reduced (65.2% upon a 20-min exposure) compared with that of the abovementioned pigmented colony types.

Susceptibility of Bacterial Species in Hospital Wastewater to Ozone Treatment
To elucidate the susceptibility of different bacterial species to ozone treatment, a markedly pigmented colony from each time-point was selected for whole genome sequence analysis (Table S4). Based on the results described in Section 2.1, the 20-min treatment was considered a reasonable time-point to investigate the susceptibility of notable bacterial species to ozone. CTX-M-producing E. coli isolates (pink pigmentation on CHROMagar ESBL plate) were found to be highly susceptible to ozone treatment compared with other isolates (Figure 2 and Table S4). Although variable ESBL/carbapenemase-producing Enterobacteriaceae isolates were identified up to 20 min after treatment, Raoultella ornithinolytica (dark blue pigmentation) and Pseudomonas putida (white, no pigmentation) were remarkably isolated even at the 40-and 80-min time points of ozone treatment (Table S4).

Removal of Antimicrobials by Ozone Treatment
Nine antimicrobials (ampicillin, cefdinir, cefpodoxime, ciprofloxacin, levofloxacin, clarithromycin, chlortetracycline, minocycline, and vancomycin) were detected at a wide range of concentrations (from ng/L to µg/L levels; 373 ng/L to 27 µg/L) in the hospital wastewater (Table 2). The higher concentrations of antimicrobials were consistent with those previously reported from other countries [10,43,44]. The removal of antimicrobials detected in hospital wastewater by ozone treatment is summarized in Figure 3. The results show that ozone treatment reduced the residual antimicrobials in the wastewater over time, with a 96-100% removal of all targeted antimicrobials at 40 min after the treatment. The removal rate of cefdinir, levofloxacin, chlortetracycline, and vancomycin reached 90% within 10 min after the treatment, suggesting that these components are rapidly removed by ozone treatment. The removal rates of cefpodoxime, ciprofloxacin, and minocycline were 69% (cefpodoxime), 73% (ciprofloxacin), and 54% (minocycline) at 10 min after the start of treatment, and the removal rate of all components reached over 99% at 20 min after the treatment. On the contrary, ampicillin and clarithromycin were detected (20-22%) at 20 min after the start of the treatment, but the removal rate reached 96-99% after 40 min. These results suggest that ozone treatment can effectively remove antimicrobials in hospital wastewater in a short time.
ozone treatment reduced the residual antimicrobials in the wastewater over time, with a 96-100% removal of all targeted antimicrobials at 40 min after the treatment. The remova rate of cefdinir, levofloxacin, chlortetracycline, and vancomycin reached 90% within 10 min after the treatment, suggesting that these components are rapidly removed by ozone treatment. The removal rates of cefpodoxime, ciprofloxacin, and minocycline were 69% (cefpodoxime), 73% (ciprofloxacin), and 54% (minocycline) at 10 min after the start o treatment, and the removal rate of all components reached over 99% at 20 min after the treatment. On the contrary, ampicillin and clarithromycin were detected (20-22%) at 20 min after the start of the treatment, but the removal rate reached 96-99% after 40 min These results suggest that ozone treatment can effectively remove antimicrobials in hos pital wastewater in a short time.

Discussion
In this study, we investigated the efficacy of ozone fine bubble treatment (Figure 1 of hospital wastewater in mitigating the environmental AMR issue and evaluated the treatment by performing metagenome DNA-seq analysis ( Table 1), culture of AMR iso lates (Figure 2), and quantitative measurement of residual antimicrobial agents (Table 2 and Figure 3). The results of metagenome DNA-seq analysis suggested that ozone ex posure for at least 20 min is required for adequate inactivation (less than 0.02% of the original concentration) of the DNA molecule (Table 1). Complete inactivation of the DNA molecule is ideal because the residual AMR genes could be utilized by bacteria to acquire AMR through horizontal gene transfer, although these are partial DNA fragments.
In addition, viable AMR bacteria in wastewater effluents are the most important and constitute a primary cause of environmental AMR burden because these bacteria can potentially grow in the environment. Therefore, these bacteria should be controlled to limit the spread of AMR bacteria in the environment. ESBL-producing bacteria were apparently reduced by 10-min of ozone exposure in a time-dependent manner ( Figure 2) Intriguingly, CTX-M-producing E. coli isolates (pink pigment on CHROMagar ESBL plate) were found to be significantly susceptible to ozone treatment compared to the other isolates ( Figure 2 and Table S4). Notably, R. ornithinolytica (dark blue pigment) and P. putida (white, no pigment) were isolated even at 40-and 80-min of ozone treatmen (Table S4). Both these species (or specific features of these isolates) may be intrinsically

Discussion
In this study, we investigated the efficacy of ozone fine bubble treatment (Figure 1) of hospital wastewater in mitigating the environmental AMR issue and evaluated the treatment by performing metagenome DNA-seq analysis ( Table 1), culture of AMR isolates (Figure 2), and quantitative measurement of residual antimicrobial agents (Table 2 and Figure 3). The results of metagenome DNA-seq analysis suggested that ozone exposure for at least 20 min is required for adequate inactivation (less than 0.02% of the original concentration) of the DNA molecule (Table 1). Complete inactivation of the DNA molecule is ideal because the residual AMR genes could be utilized by bacteria to acquire AMR through horizontal gene transfer, although these are partial DNA fragments.
In addition, viable AMR bacteria in wastewater effluents are the most important and constitute a primary cause of environmental AMR burden because these bacteria can potentially grow in the environment. Therefore, these bacteria should be controlled to limit the spread of AMR bacteria in the environment. ESBL-producing bacteria were apparently reduced by 10-min of ozone exposure in a time-dependent manner ( Figure 2). Intriguingly, CTX-M-producing E. coli isolates (pink pigment on CHROMagar ESBL plate) were found to be significantly susceptible to ozone treatment compared to the other isolates ( Figure 2 and Table S4). Notably, R. ornithinolytica (dark blue pigment) and P. putida (white, no pigment) were isolated even at 40-and 80-min of ozone treatment (Table S4). Both these species (or specific features of these isolates) may be intrinsically resistant to ozone or perhaps a microbial biofilm or aggregation phenotype could confer them with resistance to ozone.
R. ornithinolytica isolates carry bla CTX-M-62 (Table S4), alluding to the risk of horizontal gene transfer via plasmid transconjugation. P. putida has a low virulence, and its isolates are negative for potential β-lactamases and other marked ARGs, suggesting that it is an environmental bacterium with a very low risk for pathogenesis and AMR.
These results indicate that the susceptibility to ozone varies among bacterial species. The finding that ESBL-producing pathogenic bacteria, such as E. coli (pink pigment) and Klebsiella (dark blue pigment) exhibit a marked susceptibility to ozone and is consistent with previous reports [28,45,46] supports the proposal for the installation of an ozone treatment system in hospital wastewater tanks.
The identification of ozone-resistant bacteria, such as Raoultella and Pseudomonas, in this study, implies that these bacteria might play a pivotal role as an AMR reservoir in the environment and should be extensively monitored.
Residual antimicrobials detected in hospital wastewater are thought to originate from the antimicrobials used to treat diseases in clinical settings [47]. We did not detect cefpodoxime proxetil, ceftiofur, azithromycin, oxytetracycline, and tetracycline in the wastewater samples in the present investigation probably because of the non-usage of these antimicrobials in the hospital at the time the present study was conducted or because of the fact that the concentrations of antimicrobials present in wastewater represent the concentration at a particular time of the day due to grab sampling of wastewater [48,49]. In addition, it should also be noted that some antimicrobials, such as β-lactam antimicrobials, are attenuated in the water environment within a few hours [50,51]. Previous studies have reported that ozone treatment generally reduces the ecotoxicity compared to that of untreated compounds [52][53][54], but toxicity may increase in some cases [54]. On the other hand, the strong oxidizing action of ozone can decrease the formation of residual intermediate products by providing a sufficient processing time and by acting in combination with catalysts such as UV and hydrogen peroxide [20,55,56]. Our results support the need for further, conclusive research performed by taking experimental, technical, regional customs, bias, and unknown factors into consideration.
Studies evaluating the removal of antimicrobial-resistant bacteria and antimicrobials from wastewater using ozone treatment have primarily focused on wastewater treatment in wastewater treatment plants [53,57,58]. In these reports, the wastewater that has undergone processes such as the removal of solids by primary treatments such as sand filtration, the removal of organic matter by secondary treatments such as biological treatments, and disinfection after discharge into the water environment has been considered [58][59][60]. Moreover, as it is generally difficult to perform studies on hospital wastewater, the diversity and prevalence of antimicrobial-resistant bacteria and antimicrobials in hospital wastewaters have been evaluated only in a few studies worldwide [7,8,12]. The present study clarifies the effect of direct ozonation on hospital wastewater without pretreatment, and the treatment included fine ozone bubbles to achieve high removal efficiency; this has not been reported previously.
The problem of environmental pollution caused by the flow and persistence of antimicrobial-resistant bacteria and antimicrobials in rivers, lakes, and sea areas via wastewater systems has been reported worldwide [4,[61][62][63], with reports pointing to the possibility of toxic effects on ecosystems [47,64,65]. Recent reports have suggested the possibility of the promotion of an unexpected emergence of antimicrobial-resistant bacteria from the environment [66][67][68]. Therefore, it is important to conduct a detailed assessment of the environmental risk posed by both antimicrobial-resistant bacteria and antimicrobials and to evaluate advanced wastewater treatment techniques that are effective in reducing or eliminating these risks.

Conclusions
A plant-scale ozone wastewater treatment facility based on a batch-type process was implemented in a core hospital located in the heart of Japan, and the inactivation effect on antimicrobial-resistant bacteria and antimicrobial residues was evaluated. The ozone treatment was effective in inactivating both antimicrobial-resistant bacteria and antimicrobials in hospital wastewater. Even when direct treatment, without filtration or biological pretreatment, was employed, most of the clinically problematic antimicrobial-resistant bacteria and residual antimicrobials were inactivated within 20-40 min of direct ozone treatment. The fact that a variety of antimicrobial-resistant bacteria and antimicrobials were detected at high concentrations in the hospital wastewater is a key point related to the development and spread of AMR. The fact that these organisms and antimicrobials can be inactivated by advanced wastewater treatment is significant in terms of taking feasible and effective countermeasures for addressing AMR in the environment.
The overall results signify a novel approach for preventing the environmental risks associated with the spread of AMR and could facilitate the early detection of nosocomial infection risk and the reduction of the environmental impact of AMR. Our findings could help enhance the effectiveness of introducing advanced wastewater treatment systems, not only at wastewater treatment plants but also at medical facilities, to reduce the discharge of pollutants into rivers, thereby contributing to the safety of environmental and human health.