Integrated environmental surveillance: the role of wastewater, air, and surface microbiomes in global health security

Manuela Oliveira , Bharath Prithiviraj , Olayinka O. Osuolale , Juan A. Ugalde , Malay Bhattacharyya , Ricardo Jorge Dinis-Oliveira , Áurea Madureira-Carvalho , Diana Dias da Silva

Emerging Contaminants and Environmental Health ›› 2025, Vol. 4 ›› Issue (2) : 11

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Emerging Contaminants and Environmental Health ›› 2025, Vol. 4 ›› Issue (2) :11 DOI: 10.20517/wecn.2024.80
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Integrated environmental surveillance: the role of wastewater, air, and surface microbiomes in global health security

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Abstract

In recent years, particularly following the COVID-19 pandemic, wastewater-based epidemiology (WBE) has emerged as an effective tool for the early detection of disease outbreaks. This manuscript presents a novel perspective on WBE by highlighting sewage as a predictive instrument, capable of providing near-real-time, community-level pathogen surveillance and anticipating and mitigating future pandemics even before the first clinical symptoms are detected. This approach enables cost-effective, non-invasive, and population-wide monitoring of infectious diseases’ emergence, evolution, and decline. By identifying pathogens in human waste (e.g., viruses and bacteria), WBE delivers real-time insights into infection trends, encompassing data from asymptomatic and pre-symptomatic populations, enabling timely interventions from public health authorities. Among the key advantages are its capacity to encompass large populations, pinpoint transmission hotspots, and facilitate resource allocation for containment efforts. The efficacy of sewage surveillance in predicting infection has already been validated during the COVID-19 pandemic, highlighting its potential as a critical component of pandemic response preparedness. However, this approach also presents challenges such as sample variability, environmental factors, and infrastructure limitations. Through a comprehensive review of the state-of-art available on this topic, including almost 300 published papers, the present manuscript emphasizes the expected impact of integrating sewage monitoring into global health surveillance frameworks and discusses its future applications in mitigating emerging infectious diseases, aiming to provide a multidimensional overview of WBE and its integration with other environmental surveillance tools.

Keywords

Wastewater / early warning system / pandemics / epidemiological surveillance / SARS-CoV-2 / public health

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Manuela Oliveira, Bharath Prithiviraj, Olayinka O. Osuolale, Juan A. Ugalde, Malay Bhattacharyya, Ricardo Jorge Dinis-Oliveira, Áurea Madureira-Carvalho, Diana Dias da Silva. Integrated environmental surveillance: the role of wastewater, air, and surface microbiomes in global health security. Emerging Contaminants and Environmental Health, 2025, 4(2): 11 DOI:10.20517/wecn.2024.80

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References

[1]

Ramos, P. I. P.; Marcilio, I.; Bento, A. I.; et al; ÆSOP Collaborating Teams. Combining digital and molecular approaches using health and alternate data sources in a next-generation surveillance system for anticipating outbreaks of pandemic potential. JMIR. Public. Health. Surveill. 2024, 10, e47673. PMCID:PMC10806444

[2]

Grieve R,Abbott S.The importance of investing in data, models, experiments, team science, and public trust to help policymakers prepare for the next pandemic.PLOS Glob Public Health2023;3:e0002601 PMCID:PMC10688710

[3]

Vianello C,Mocellin P.A perspective on early detection systems models for COVID-19 spreading.Biochem Biophys Res Commun2021;538:244-52 PMCID:PMC7834884

[4]

MacAulay S,Kille P.Moving towards improved surveillance and earlier diagnosis of aquatic pathogens: from traditional methods to emerging technologies.Rev Aquac2022;14:1813-29 PMCID:PMC9544729

[5]

Syal K.Guidelines on newly identified limitations of diagnostic tools for COVID-19 and consequences.J Med Virol2021;93:1837-42 PMCID:PMC7753543

[6]

Hierink F,Flahault A.The winding road to health: a systematic scoping review on the effect of geographical accessibility to health care on infectious diseases in low- and middle-income countries.PLoS One2021;16:e0244921 PMCID:PMC7781385

[7]

Pasquale S,Caterina A.COVID-19 in low- and middle-income countries (LMICs): a narrative review from prevention to vaccination strategy.Vaccines2021;9:1477 PMCID:PMC8704834

[8]

Huizer M,de Voogt P.Wastewater-based epidemiology for illicit drugs: a critical review on global data.Water Res2021;207:117789

[9]

Sims N.Future perspectives of wastewater-based epidemiology: monitoring infectious disease spread and resistance to the community level.Environ Int2020;139:105689 PMCID:PMC7128895

[10]

Parkins MD,Acosta N.Wastewater-based surveillance as a tool for public health action: SARS-CoV-2 and beyond.Clin Microbiol Rev2024;37:e0010322 PMCID:PMC10938902

[11]

Robins K,Farkas K.Research needs for optimising wastewater-based epidemiology monitoring for public health protection.J Water Health2022;20:1284-313

[12]

Farkas K,Williams RC.Comparative assessment of Nanotrap and polyethylene glycol-based virus concentration in wastewater samples.FEMS Microbes2024;5:xtae007 PMCID:PMC10972670

[13]

de Lourdes Aguiar-Oliveira ML,Matos AR.Wastewater-based epidemiology (WBE) and viral detection in polluted surface water: a valuable tool for COVID-19 surveillance - a brief review.Int J Environ Res Public Health2020;17:9251 PMCID:PMC7764684

[14]

Kumblathan T,Uppal GK,Li XF.Wastewater-based epidemiology for community monitoring of SARS-CoV-2: progress and challenges.ACS Environ Au2021;1:18-31 PMCID:PMC8340581

[15]

Mousazadeh M,Paital B.Wastewater based epidemiology perspective as a faster protocol for detecting coronavirus RNA in human populations: a review with specific reference to SARS-CoV-2 virus.Pathogens2021;10:1008 PMCID:PMC8401392

[16]

Picó Y.Mass spectrometry in wastewater-based epidemiology for the determination of small and large molecules as biomarkers of exposure: toward a global view of environment and human health under the COVID-19 outbreak.ACS Omega2021;6:30865-72 PMCID:PMC8613814

[17]

Gitter A,Godbole AR.Not a waste: wastewater surveillance to enhance public health.Front Chem Eng2023;4:1112876

[18]

Tharak A,Hemalatha M.Longitudinal and long-term wastewater surveillance for COVID-19: infection dynamics and zoning of urban community.Int J Environ Res Public Health2022;19:2697 PMCID:PMC8910010

[19]

Tignat-Perrier R,Vogel TM.Microbial ecology of the planetary boundary layer.Atmosphere2020;11:1296

[20]

Ryon KA,Frolova A.A history of the MetaSUB consortium: tracking urban microbes around the globe.iScience2022;25:104993 PMCID:PMC9589169

[21]

Miranda MNS,Pimentel V.A tale of three recent pandemics: influenza, HIV and SARS-CoV-2.Front Microbiol2022;13:889643 PMCID:PMC9201468

[22]

Piret J.Pandemics throughout history.Front Microbiol2020;11:631736 PMCID:PMC7874133

[23]

Han JJ,Pierson SL,Xia Q.Emerging infectious diseases are virulent viruses - are we prepared? An overview.Microorganisms2023;11:2618 PMCID:PMC10673331

[24]

Roychoudhury S,Sengupta P.Viral pandemics of the last four decades: pathophysiology, health impacts and perspectives.Int J Environ Res Public Health2020;17:9411 PMCID:PMC7765415

[25]

Wu DD,Lambert JH.Global systemic risk and resilience for novel coronavirus and COVID-19.Risk Anal2021;41:701-4 PMCID:PMC8206847

[26]

Casciaro T.Pandemics and network scholarship.J Management Studies2021;58:567-71 PMCID:PMC7675288

[27]

Bassetti M,Giacobbe DR.The novel Chinese coronavirus (2019-nCoV) infections: challenges for fighting the storm.Eur J Clin Invest2020;50:e13209 PMCID:PMC7163647

[28]

Kupferschmidt K.Will novel virus go pandemic or be contained?.Science2020;367:610-1

[29]

James JJ.COVID-19: reflections.Disaster Med Public Health Prep2020;14:e8-11 PMCID:PMC8060625

[30]

National Academies of Sciences, Engineering, and Medicine and National Academy of Medicine. Countering the pandemic threat through global coordination on vaccines: the influenza imperative. 2022. https://nap.nationalacademies.org/catalog/26284/countering-the-pandemic-threat-through-global-coordination-on-vaccines-the. (accessed 8 May 2025)

[31]

Nobles M,Mathes RW.Presyndromic surveillance for improved detection of emerging public health threats.Sci Adv2022;8:eabm4920 PMCID:PMC9635825

[32]

Moghadas SM,Sah P.The implications of silent transmission for the control of COVID-19 outbreaks.Proc Natl Acad Sci U S A2020;117:17513-5 PMCID:PMC7395516

[33]

Chala B.Emerging and re-emerging vector-borne infectious diseases and the challenges for control: a review.Front Public Health2021;9:715759 PMCID:PMC8524040

[34]

Downie DL,David-Ferdon C.Surveillance for emerging and reemerging pathogens using pathogen agnostic metagenomic sequencing in the United States: a critical role for federal government agencies.Health Secur2024;22:85-92 PMCID:PMC11044857

[35]

Donia A,Zhang X,Bokhari H.COVID-19 crisis creates opportunity towards global monitoring & surveillance.Pathogens2021;10:256 PMCID:PMC7996165

[36]

Mackuľak T,Špalková V.Wastewater-based epidemiology as an early warning system for the spreading of SARS-CoV-2 and its mutations in the population.Int J Environ Res Public Health2021;18:5629 PMCID:PMC8197469

[37]

Levy JI,Knight R.Wastewater surveillance for public health.Science2023;379:26-7 PMCID:PMC10065025

[38]

Gupta S,Gupta N.Global respiratory virus surveillance: strengths, gaps, and way forward.Int J Infect Dis2022;121:184-9 PMCID:PMC9107382

[39]

Bergeri I,Subissi L.Early epidemiological investigations: World Health Organization UNITY protocols provide a standardized and timely international investigation framework during the COVID-19 pandemic.Influenza Other Respir Viruses2022;16:7-13 PMCID:PMC8652791

[40]

Kasprzyk-Hordern B,Bijlsma L.Wastewater-based epidemiology for the assessment of population exposure to chemicals: The need for integration with human biomonitoring for global One Health actions.J Hazard Mater2023;450:131009 PMCID:PMC9927796

[41]

Wenham C.WHO runs the world - (not) girls: gender neglect during global health emergencies.Int Fem J Polit2022;24:415-38

[42]

Hahn RZ,Linden R.Evaluation of illicit drug consumption by wastewater analysis using polar organic chemical integrative sampler as a monitoring tool.Front Chem2021;9:596875 PMCID:PMC8042236

[43]

Tiwari, A.; Kurittu, P.; Al-Mustapha, A. I.; et al; WastPan Study Group. Wastewater surveillance of antibiotic-resistant bacterial pathogens: a systematic review. Front. Microbiol. 2022, 13, 977106. PMCID:PMC11876440

[44]

Izquierdo-Lara R,Heijnen L.Monitoring SARS-CoV-2 circulation and diversity through community wastewater sequencing, the Netherlands and Belgium.Emerg Infect Dis2021;27:1405-15 PMCID:PMC8084483

[45]

Bar-Or I,Shagan M.Regressing SARS-CoV-2 sewage measurements onto COVID-19 burden in the population: a proof-of-concept for quantitative environmental surveillance.Front Public Health2021;9:561710 PMCID:PMC8762221

[46]

Boeraș I,Bănăduc D.Anthropogenic sewage water circuit as vector for SARS-CoV-2 viral ARN transport and public health assessment, monitoring and forecasting - Sibiu Metropolitan Area (Transylvania/Romania) Study Case.Int J Environ Res Public Health2022;19:11725 PMCID:PMC9517256

[47]

McGowan J,Omairi H.SARS-CoV-2 monitoring in wastewater reveals novel variants and biomarkers of infection.Viruses2022;14:2032 PMCID:PMC9503862

[48]

Henriques TB,de Pinho Keller R.Contribution of wastewater-based epidemiology to SARS-CoV-2 screening in Brazil and the United States.J Water Health2023;21:343-53

[49]

Ash KT,Alamilla I.SARS-CoV-2 raw wastewater surveillance from student residences on an urban university campus.Front Microbiol2023;14:1101205 PMCID:PMC9948028

[50]

Innes GK,Brierley PE.Wastewater-based epidemiology mitigates COVID-19 outbreaks at a food processing facility near the Mexico-U.S. Border-November 2020-March 2022.Viruses2022;14:2684 PMCID:PMC9786163

[51]

Lovell-Read FA,Obolski U,Thompson RN.Interventions targeting non-symptomatic cases can be important to prevent local outbreaks: SARS-CoV-2 as a case study.J R Soc Interface2021;18:20201014 PMCID:PMC8131940

[52]

Nichols JD,Howerton E.Strategic testing approaches for targeted disease monitoring can be used to inform pandemic decision-making.PLoS Biol2021;19:e3001307 PMCID:PMC8241114

[53]

Dos Santos JLG,Adami F.Collision of fundamental human rights and the right to health access during the novel coronavirus pandemic.Front Public Health2020;8:570243 PMCID:PMC7820746

[54]

Zahedi A,Deere D.Wastewater-based epidemiology-surveillance and early detection of waterborne pathogens with a focus on SARS-CoV-2, Cryptosporidium and Giardia.Parasitol Res2021;120:4167-88 PMCID:PMC7787619

[55]

Carmo Dos Santos M,Dos Reis Teixeira C.Wastewater surveillance for viral pathogens: a tool for public health.Heliyon2024;10:e33873 PMCID:PMC11279281

[56]

Coggon J.Is public health just science? Values, politics and varied but collective practices to secure better health with justice.J Public Health2022;44:i34-9

[57]

Tomori C,Ahmed A,Meier BM.Where is the “Public” in American Public Health? Moving from individual responsibility to collective action.EClinicalMedicine2022;45:101341 PMCID:PMC8917870

[58]

Qiu G,deMello AJ,Cao J.On-site airborne pathogen detection for infection risk mitigation.Chem Soc Rev2023;52:8531-79 PMCID:PMC10712221

[59]

Comber L,Drummond L.Airborne transmission of SARS-CoV-2 via aerosols.Rev Med Virol2021;31:e2184 PMCID:PMC7645866

[60]

Domínguez-Amarillo S,Cesteros-García S.Bad air can also kill: residential indoor air quality and pollutant exposure risk during the COVID-19 crisis.Int J Environ Res Public Health2020;17:7183 PMCID:PMC7578999

[61]

Kadadou D,Wadi VS.Recent advances in the biosensors application for the detection of bacteria and viruses in wastewater.J Environ Chem Eng2022;10:107070 PMCID:PMC8701687

[62]

Mao K,Pan Y.Biosensors for wastewater-based epidemiology for monitoring public health.Water Res2021;191:116787

[63]

Memon R,Qureshi A.Biosensors for detection of airborne pathogenic fungal spores: a review.Nanoscale2024;16:15419-45

[64]

Rastmanesh A,Lee MS.On-site bioaerosol sampling and airborne microorganism detection technologies.Biosensors2024;14:122 PMCID:PMC10968652

[65]

Danko, D.; Bezdan, D.; Afshin, E. E.; et al; International MetaSUB Consortium. A global metagenomic map of urban microbiomes and antimicrobial resistance. Cell. 2021, 184, 3376-93.e17. PMCID:PMC8238498

[66]

Farkas K,Adriaenssens EM.Viral indicators for tracking domestic wastewater contamination in the aquatic environment.Water Res2020;181:115926 PMCID:PMC7211501

[67]

Chng, K. R.; Li, C.; Bertrand, D.; et al; MetaSUB Consortium. Cartography of opportunistic pathogens and antibiotic resistance genes in a tertiary hospital environment. Nat. Med. 2020, 26, 941-51.

[68]

Zhang N,Chan PT,Wang P.Infection spread and high-resolution detection of close contact behaviors.Int J Environ Res Public Health2020;17:1445 PMCID:PMC7068293

[69]

Di Battista, A.; Nicolaides, C.; Georgiou, O. Modelling disease transmission from touchscreen user interfaces.R Soc Open Sci2021;8:210625 PMCID:PMC8316822

[70]

Contreras DA,Bassignana G,Barrat A.Impact of contact data resolution on the evaluation of interventions in mathematical models of infectious diseases.J R Soc Interface2022;19:20220164 PMCID:PMC9214285

[71]

Stewart JD,Shakya KM,Saad A.Outdoor atmospheric microbial diversity is associated with urban landscape structure and differs from indoor-transit systems as revealed by mobile monitoring and three-dimensional spatial analysis.Front Ecol Evol2021;9:620461

[72]

Toepfer M,Sansone M,Nolskog P.Environmental contamination by chlamydia trachomatis RNA can cause false-positive test results in clinical samples.Sex Transm Dis2021;48:e88-90

[73]

Marcenac P,Duca LM.Detection of SARS-CoV-2 on surfaces in households of persons with COVID-19.Int J Environ Res Public Health2021;18:8184 PMCID:PMC8345969

[74]

Rose LJ,Martinez-Smith M.Factors influencing environmental sampling recovery of healthcare pathogens from non-porous surfaces with cellulose sponges.PLoS One2022;17:e0261588 PMCID:PMC8757884

[75]

Bento de Carvalho, T.; Barbosa, J. B.; Teixeira, P. Assessing antimicrobial efficacy on plastics and other non-porous surfaces: a closer look at studies using the ISO 22196:2011 standard.Biology2024;13:59 PMCID:PMC10813364

[76]

Sterzenbach T,Trips E,Hannig C.Establishment of a protocol for viability qPCR in dental hard tissues.Microorganisms2024;12:1400 PMCID:PMC11278712

[77]

Freitas BL,Chaturvedi V.Reverse transcription-quantitative real-time PCR (RT-qPCR) assay for the rapid enumeration of live Candida auris cells from the health care environment.J Clin Microbiol2022;60:e0077921 PMCID:PMC8849214

[78]

Thilakarathna SH,Chui L.An improved real-time viability PCR assay to detect salmonella in a culture-independent era.Int J Mol Sci2022;23:14708 PMCID:PMC9738789

[79]

Kolimenakis A,Wilson ML.The role of urbanisation in the spread of Aedes mosquitoes and the diseases they transmit - a systematic review.PLoS Negl Trop Dis2021;15:e0009631 PMCID:PMC8428665

[80]

Hassell JM,VanderWaal KL.Epidemiological connectivity between humans and animals across an urban landscape.Proc Natl Acad Sci U S A2023;120:e2218860120 PMCID:PMC10629570

[81]

Bhattacharya C,Ryon KA.Supervised machine learning enables geospatial microbial provenance.Genes2022;13:1914 PMCID:PMC9601318

[82]

Sojobi AO.Impact of sewer overflow on public health: a comprehensive scientometric analysis and systematic review.Environ Res2022;203:111609

[83]

Murakami M,Endo N,Gawlik BM.The growing need to establish a global wastewater surveillance consortium for future pandemic preparedness.J Travel Med2023;30:taad035 PMCID:PMC10658654

[84]

Gahlot P,Arora S,Nag A.Wastewater surveillance could serve as a pandemic early warning system for COVID-19 and beyond.WIREs Water2023;10:e1650

[85]

Corrin T,Young KM.A scoping review of human pathogens detected in untreated human wastewater and sludge.J Water Health2024;22:436-49

[86]

Augusto MR,Siqueira AK.Sampling strategies for wastewater surveillance: evaluating the variability of SARS-COV-2 RNA concentration in composite and grab samples.J Environ Chem Eng2022;10:107478 PMCID:PMC8882035

[87]

Chau KK,Bowes M.High-resolution characterization of short-term temporal variability in the taxonomic and resistome composition of wastewater influent.Microb Genom2023;9:mgen000983 PMCID:PMC10272859

[88]

Stokdyk JP,Walsh JF.Viral, bacterial, and protozoan pathogens and fecal markers in wells supplying groundwater to public water systems in Minnesota, USA.Water Res2020;178:115814

[89]

Garner E,Milligan E.Next generation sequencing approaches to evaluate water and wastewater quality.Water Res2021;194:116907

[90]

Singh R,Hyoung Lee W,Park S.Wastewater-borne viruses and bacteria, surveillance and biosensors at the interface of academia and field deployment.Crit Rev Biotechnol2025;45:413-33

[91]

Child HT,Moore K.Optimised protocol for monitoring SARS-CoV-2 in wastewater using reverse complement PCR-based whole-genome sequencing.PLoS One2023;18:e0284211 PMCID:PMC10104291

[92]

Gonzalez R,Bivins A.COVID-19 surveillance in Southeastern Virginia using wastewater-based epidemiology.Water Res2020;186:116296 PMCID:PMC7424388

[93]

Jahne MA,Keely SP,Wheaton EA.Droplet digital PCR quantification of norovirus and adenovirus in decentralized wastewater and graywater collections: implications for onsite reuse.Water Res2020;169:115213 PMCID:PMC7017454

[94]

McCall C,Miyani B.Identification of multiple potential viral diseases in a large urban center using wastewater surveillance.Water Res2020;184:116160 PMCID:PMC7342010

[95]

Tao J,Ding W.A multiplex PCR assay with a common primer for the detection of eleven foodborne pathogens.J Food Sci2020;85:744-54

[96]

Falzone L,Gattuso G.Sensitivity assessment of droplet digital PCR for SARS-CoV-2 detection.Int J Mol Med2020;46:957-64 PMCID:PMC7388836

[97]

dMIQE Group; Huggett, J. F. The Digital MIQE Guidelines update: minimum information for publication of quantitative digital PCR experiments for 2020.Clin Chem2020;66:1012-29

[98]

Mirabile A,Bonacci PG.Advancing pathogen identification: the role of digital PCR in enhancing diagnostic power in different settings.Diagnostics2024;14:1598 PMCID:PMC11311727

[99]

Safford HR,Bischel HN.Opinion: Wastewater analysis can be a powerful public health tool-if it’s done sensibly.Proc Natl Acad Sci U S A2022;119:e2119600119 PMCID:PMC8833183

[100]

Randazzo W,Sanjuán R,Sánchez G.Metropolitan wastewater analysis for COVID-19 epidemiological surveillance.Int J Hyg Environ Health2020;230:113621 PMCID:PMC7462597

[101]

Peccia J,Brackney DE.Measurement of SARS-CoV-2 RNA in wastewater tracks community infection dynamics.Nat Biotechnol2020;38:1164-7 PMCID:PMC8325066

[102]

Martin J,Wilton T.Tracking SARS-CoV-2 in sewage: evidence of changes in virus variant predominance during COVID-19 pandemic.Viruses2020;12:1144 PMCID:PMC7601348

[103]

Keshaviah A,Henry M.Developing a flexible national wastewater surveillance system for COVID-19 and beyond.Environ Health Perspect2021;129:45002 PMCID:PMC8057681

[104]

Raza S,Hur HG.Higher abundance of core antimicrobial resistant genes in effluent from wastewater treatment plants.Water Res2022;208:117882

[105]

Conco T,Awolusi OO.Profiling of emerging pathogens, antibiotic resistance genes and mobile genetic elements in different biological wastewater treatment plants.J Environ Chem Eng2022;10:107596

[106]

Chavarria-Miró G,Martínez-Velázquez A.Time evolution of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in wastewater during the first pandemic wave of COVID-19 in the metropolitan area of Barcelona, Spain.Appl Environ Microbiol2021;87:e02750-20 PMCID:PMC8091622

[107]

Alhama J,Martín .Monitoring COVID-19 through SARS-CoV-2 quantification in wastewater: progress, challenges and prospects.Microb Biotechnol2022;15:1719-28 PMCID:PMC9151337

[108]

Gonçalves J,Rodriguéz E.Centralized and decentralized wastewater-based epidemiology to infer COVID-19 transmission - a brief review.One Health2022;15:100405 PMCID:PMC9150914

[109]

Fanelli S,De Pascale G.Insights for the future of health system partnerships in low- and middle-income countries: a systematic literature review.BMC Health Serv Res2020;20:571 PMCID:PMC7310020

[110]

Ramuta MD,Brakefield SF.SARS-CoV-2 and other respiratory pathogens are detected in continuous air samples from congregate settings.Nat Commun2022;13:4717 PMCID:PMC9366802

[111]

Anand U,Pivato A.A review of the presence of SARS-CoV-2 RNA in wastewater and airborne particulates and its use for virus spreading surveillance.Environ Res2021;196:110929 PMCID:PMC7906514

[112]

Xagoraraki I.Wastewater-based epidemiology for early detection of viral outbreaks. In: O’Bannon DJ, editor. Women in water quality. Cham: Springer International Publishing; 2020. pp. 75-97.

[113]

Ahmed W,Bertsch PM.SARS-CoV-2 RNA monitoring in wastewater as a potential early warning system for COVID-19 transmission in the community: a temporal case study.Sci Total Environ2021;761:144216 PMCID:PMC7718102

[114]

Nwaubani DA,Solomon T,Sherchan SP.Wastewater surveillance of Candida auris in Baltimore.Int J Hyg Environ Health2025;263:114486

[115]

Markt R,Nägele F.Expanding the pathogen panel in wastewater epidemiology to influenza and norovirus.Viruses2023;15:263 PMCID:PMC9966704

[116]

Jeamsripong S,Anuntawirun S,Atwill ER.Molecular epidemiology of antimicrobial resistance and virulence profiles of Escherichia coli, Salmonella spp., and Vibrio spp. isolated from coastal seawater for aquaculture.Antibiotics2022;11:1688 PMCID:PMC9774326

[117]

Djordjevic SP,Seemann T.Genomic surveillance for antimicrobial resistance - a One Health perspective.Nat Rev Genet2024;25:142-57

[118]

Raju NP,Patil G.Antibiotic resistance dissemination and mapping in the environment through surveillance of wastewater.J Basic Microbiol2025;65:e2400330

[119]

Ligda P,Kostopoulou D.Cryptosporidium and Giardia in surface water and drinking water: animal sources and towards the use of a machine-learning approach as a tool for predicting contamination.Environ Pollut2020;264:114766

[120]

Ligda P,Kyzas GZ,Sotiraki S.Machine learning and explainable artificial intelligence for the prevention of waterborne cryptosporidiosis and giardiosis.Water Res2024;262:122110

[121]

Farkas K,Hillary LS.Harnessing the power of next-generation sequencing in wastewater-based epidemiology and global disease surveillance.Food Environ Virol2024;17:5 PMCID:PMC11608212

[122]

Pronyk PM,Rockett R.Advancing pathogen genomics in resource-limited settings.Cell Genom2023;3:100443 PMCID:PMC10726422

[123]

Diao Z,Chen Y.Assessing the quality of metagenomic next-generation sequencing for pathogen detection in lower respiratory infections.Clin Chem2023;69:1038-49

[124]

Newman H.HIV-1 viral load testing in resource-limited settings: challenges and solutions for specimen integrity.Rev Med Virol2021;31:e2165

[125]

Nijhawan A.Associations between climate variables and water quality in low- and middle-income countries: a scoping review.Water Res2022;210:117996

[126]

Curtis AN,Douglass SA,Larson ER.High stream flows dilute environmental DNA (eDNA) concentrations and reduce detectability.Divers Distrib2021;27:1918-31

[127]

Guo Y,O’Brien J,Jiang G.Back-estimation of norovirus infections through wastewater-based epidemiology: a systematic review and parameter sensitivity.Water Res2022;219:118610

[128]

Vásquez-Dean J,Morel I,González M.Microbial communities from arid environments on a global scale. A systematic review.Biol Res2020;53:29 PMCID:PMC7336661

[129]

Chapman WAL.The signature of climate in fluvial suspended sediment records.JGR Earth Surface2024;129:e2023JF007429

[130]

Fierer N,Alexiev A.A metagenomic investigation of spatial and temporal changes in sewage microbiomes across a University campus.mSystems2022;7:e0065122 PMCID:PMC9599454

[131]

Nguyen KH,Roundtree A.Fecal indicators and antibiotic resistance genes exhibit diurnal trends in the Chattahoochee River: implications for water quality monitoring.Front Microbiol2022;13:1029176 PMCID:PMC9684717

[132]

Adhikari S.Opportunities and limits of wastewater-based epidemiology for tracking global health and attainment of UN sustainable development goals.Environ Int2022;163:107217 PMCID:PMC9815123

[133]

Annan J,Gray M,Sarin C.A review of wastewater-based epidemiology for the SARS-CoV-2 virus in rural, remote, and resource-constrained settings internationally: insights for implementation, research, and policy for first nations in Canada.Int J Environ Res Public Health2024;21:1429 PMCID:PMC11593473

[134]

Hamilton KA,Barnes KG,Paterson S.Wastewater-based epidemiology as a public health resource in low- and middle-income settings.Environ Pollut2024;351:124045

[135]

Schmiege D,Thomas A,Meyer F.Small-scale wastewater-based epidemiology (WBE) for infectious diseases and antibiotic resistance: a scoping review.Int J Hyg Environ Health2024;259:114379

[136]

Liu D,Poirier C.Real-time forecasting of the COVID-19 outbreak in chinese provinces: machine learning approach using novel digital data and estimates from mechanistic models.J Med Internet Res2020;22:e20285 PMCID:PMC7459435

[137]

Hu B,Shao Z.A comparison of blood pathogen detection among droplet digital PCR, metagenomic next-generation sequencing, and blood culture in critically Ill patients with suspected bloodstream infections.Front Microbiol2021;12:641202 PMCID:PMC8165239

[138]

Mao Y,Nguyen TH.Enhanced detection for antibiotic resistance genes in wastewater samples using a CRISPR-enriched metagenomic method.Water Res2025;274:123056

[139]

Ardabili S,Ghamisi P.COVID-19 outbreak prediction with machine learning.Algorithms2020;13:249

[140]

Alfred R.The roles of machine learning methods in limiting the spread of deadly diseases: a systematic review.Heliyon2021;7:e07371 PMCID:PMC8219638

[141]

Baskar G,Saravanan P.Status and future trends in wastewater management strategies using artificial intelligence and machine learning techniques.Chemosphere2024;362:142477

[142]

Gokul, K.; Gokul, V.; Kaviyarasan, P.; Uma, J. Intelligent wastewater management system with cloud-based IOT and real-time control. In 2024 10th International Conference on Advanced Computing and Communication Systems (ICACCS), Coimbatore, India. Oct 23, 2024. IEEE; 2024. pp. 498-504.

[143]

Salem RMM,Ali-Eldin AMT.An industrial cloud-based IoT system for real-time monitoring and controlling of wastewater.IEEE Access2022;10:6528-40

[144]

Adebayo AI,Fadeke AM.From static sampling to dynamic insights: the future of water quality monitoring with sensors, IoT, and drones.Sci World J2025;20:454-66.https://www.researchgate.net/publication/390795142_From_Static_Sampling_to_Dynamic_Insights_The_Future_of_Water_Quality_Monitoring_with_Sensors_IoT_and_Drones_FROM_STATIC_SAMPLING_TO_DYNAMIC_INSIGHTS_THE_FUTURE_OF_WATER_QUALITY_MONITORING_WITH_SENSORS. (accessed 8 May 2025)

[145]

Meng Y,Wang S.Lessons learned in the development of a web-based surveillance reporting system and dashboard to monitor acute febrile illnesses in Guangdong and Yunnan Provinces, China, 2017-2019.Health Secur2020;18:S14-22

[146]

Focosi D,Maggi F.Online dashboards for SARS-CoV-2 wastewater-based epidemiology.Future Microbiol2024;19:761-9 PMCID:PMC11290749

[147]

Prado T,Miagostovich MP.Wastewater-based epidemiology for preventing outbreaks and epidemics in Latin America - lessons from the past and a look to the future.Sci Total Environ2023;865:161210

[148]

Carducci A,Lauretani G.Critical needs for integrated surveillance: wastewater-based and clinical epidemiology in evolving scenarios with lessons learned from SARS-CoV-2.Food Environ Virol2024;16:38-49 PMCID:PMC10963525

[149]

O’Keeffe J.Wastewater-based epidemiology: current uses and future opportunities as a public health surveillance tool.Environ Health Rev2021;64:44-52

[150]

Gagliano E,Roccaro P.Wastewater-based epidemiology approach: the learning lessons from COVID-19 pandemic and the development of novel guidelines for future pandemics.Chemosphere2023;313:137361 PMCID:PMC9678975

[151]

Gonçalves J.The role of smart technologies in wastewater-based epidemiology.J Environ Expo Assess2023;2:18

[152]

Nagelkerke E,Koelewijn JM.PCR standard curve quantification in an extensive wastewater surveillance program: results from the Dutch SARS-CoV-2 wastewater surveillance.Front Public Health2023;11:1141494 PMCID:PMC10652756

[153]

Rusková M,Achs A.Useful molecular tools for facing next pandemic events: effective sample preparation and improved RT-PCR for highly sensitive detection of SARS-CoV-2 in wastewater environment.Int J Hyg Environ Health2022;245:114017 PMCID:PMC9346026

[154]

Ding J,Deng Y,Zhang T.Comparison of RT-ddPCR and RT-qPCR platforms for SARS-CoV-2 detection: implications for future outbreaks of infectious diseases.Environ Int2024;183:108438

[155]

de Abreu, V. A. C.; Perdigão, J.; Almeida, S. Metagenomic approaches to analyze antimicrobial resistance: an overview.Front Genet2020;11:575592 PMCID:PMC7848172

[156]

Das B,Moumi NA.HT-ARGfinder: a comprehensive pipeline for identifying horizontally transferred antibiotic resistance genes and directionality in metagenomic sequencing data.Front Environ Sci2022;10:901917

[157]

Zhao H,Fan X.A Metagenomic investigation of potential health risks and element cycling functions of bacteria and viruses in wastewater treatment plants.Viruses2024;16:535 PMCID:PMC11054999

[158]

Parker K,Russell JA.Development and optimization of an unbiased, metagenomics-based pathogen detection workflow for infectious disease and biosurveillance applications.Trop Med Infect Dis2023;8:121 PMCID:PMC9966482

[159]

Singh NK,Singh V.Artificial intelligence and machine learning-based monitoring and design of biological wastewater treatment systems.Bioresour Technol2023;369:128486

[160]

Bragazzi NL,Damiani G,Martini M.How big data and artificial intelligence can help better manage the COVID-19 pandemic.Int J Environ Res Public Health2020;17:3176 PMCID:PMC7246824

[161]

Wang Y,Liu H.A review on applications of artificial intelligence in wastewater treatment.Sustainability2023;15:13557

[162]

Phan T,Pell B.Making waves: integrating wastewater surveillance with dynamic modeling to track and predict viral outbreaks.Water Res2023;243:120372

[163]

Shausan A,Dyda A.Emerging data inputs for infectious diseases surveillance and decision making.Front Digit Health2023;5:1131731 PMCID:PMC10111015

[164]

Badidi E.Edge AI for early detection of chronic diseases and the spread of infectious diseases: opportunities, challenges, and future directions.Future Internet2023;15:370

[165]

Liu Y,Flores-Alsina X.Transforming data into actionable knowledge for fault detection, diagnosis and prognosis in urban wastewater systems with AI techniques: a mini-review.Process Saf Environ Prot2023;172:501-12

[166]

Ai Y,Lancaster E.Application of machine learning for multi-community COVID-19 outbreak predictions with wastewater surveillance.PLoS One2022;17:e0277154 PMCID:PMC9648834

[167]

Foroughi M,Seyedhasani SN,Zoroufchi Benis K.Application of machine learning for antibiotic resistance in water and wastewater: a systematic review.Chemosphere2024;358:142223

[168]

Chaibun T,Ngamdee T.Rapid electrochemical detection of coronavirus SARS-CoV-2.Nat Commun2021;12:802 PMCID:PMC7864991

[169]

Ramírez-Chavarría RG,Alvarez-Serna BE.Loop-mediated isothermal amplification-based electrochemical sensor for detecting SARS-CoV-2 in wastewater samples.J Environ Chem Eng2022;10:107488 PMCID:PMC8883760

[170]

Hussein HA,Solyman SM.Designing and fabrication of electrochemical nano-biosensor for the fast detection of SARS-CoV-2-RNA.Sci Rep2023;13:5139 PMCID:PMC10054215

[171]

Kocheril PA,Mascareñas DDL,Anderson AS.Portable waveguide-based optical biosensor.Biosensors2022;12:195 PMCID:PMC9025188

[172]

Bloemen B,Vanneste K,Roosens NHC.Development of a portable on-site applicable metagenomic data generation workflow for enhanced pathogen and antimicrobial resistance surveillance.Sci Rep2023;13:19656 PMCID:PMC10640560

[173]

Awotunde JB,Misra S.Cloud and IoMT-based big data analytics system during COVID-19 pandemic. In: Chakraborty C, Ghosh U, Ravi V, Shelke Y, editors. Efficient data handling for massive Internet of Medical Things. Cham: Springer International Publishing; 2021. pp. 181-201.

[174]

Ahila A,Alroobaea R.A smart IoMT based architecture for E-healthcare patient monitoring system using artificial intelligence algorithms.Front Physiol2023;14:1125952 PMCID:PMC9923105

[175]

Al Nuaimi, D.; Awofeso, N. The value of applying big data analytics in health supply chain management.F1000Res2024;13:1237 PMCID:PMC11842960

[176]

Wang Q,Zhang M.Integrating digital technologies and public health to fight COVID-19 pandemic: key technologies, applications, challenges and outlook of digital healthcare.Int J Environ Res Public Health2021;18:6053 PMCID:PMC8200070

[177]

El-Deep SE,Sallam KM.A comprehensive survey on impact of applying various technologies on the internet of medical things.Artif Intell Rev2025;58:11063

[178]

Witteveen-Freidl, G.; Lauenborg Møller, K.; Voldstedlund, M.; Gubbels, S.; Statens Serum Institut COVID-19 Automated Surveillance Group. Data for action - description of the automated COVID-19 surveillance system in Denmark and lessons learnt, January 2020 to June 2024. Epidemiol. Infect. 2025, 153, e58. PMCID:PMC12001143

[179]

Frydas IS,Karypidou M,Sarigiannis DA.“SARS-CoV-2 airborne detection within different departments of a COVID-19 hospital building and evaluation of air cleaners in air viral load reduction”.J Aerosol Sci2025;187:106587

[180]

Olsen Martinez A,Parhizkar H.Air, surface, and wastewater surveillance of SARS-CoV-2; a multimodal evaluation of COVID-19 detection in a built environment. J. Expo. Sci. Environ. Epidemiol. 2025.

[181]

Li G,Blangiardo M.Integrating wastewater and randomised prevalence survey data for national COVID surveillance.Sci Rep2024;14:5124 PMCID:PMC10907376

[182]

Chaudhuri A,Sodhi C.Building health system resilience and pandemic preparedness using wastewater-based epidemiology from SARS-CoV-2 monitoring in Bengaluru, India.Front Public Health2023;11:1064793 PMCID:PMC9999730

[183]

Rahman Z,Stapleton L.Wastewater-based monitoring reveals geospatial-temporal trends for antibiotic-resistant pathogens in a large urban community.Environ Pollut2023;325:121403

[184]

Erickson TB,Duvallet C.“Waste not, want not” - leveraging sewer systems and wastewater-based epidemiology for drug use trends and pharmaceutical monitoring.J Med Toxicol2021;17:397-410 PMCID:PMC8366482

[185]

García-Encina PA.Wastewater-based epidemiology (WBE). Water. Environ. J. 2021, 35, 1162-3.

[186]

Rahman MT,Islam MS.Zoonotic diseases: etiology, impact, and control.Microorganisms2020;8:1405 PMCID:PMC7563794

[187]

Li X,Shi J,Jiang G.Uncertainties in estimating SARS-CoV-2 prevalence by wastewater-based epidemiology.Chem Eng J2021;415:129039 PMCID:PMC7896122

[188]

Amereh F,Isazadeh S.Sewage systems surveillance for SARS-CoV-2: identification of knowledge gaps, emerging threats, and future research needs.Pathogens2021;10:946 PMCID:PMC8402176

[189]

Servetas SL,Brinkman NE.Standards to support an enduring capability in wastewater surveillance for public health: Where are we?.Case Stud Chem Environ Eng2022;6:100247 PMCID:PMC9376981

[190]

Tlhagale M,Bhagwan J.Establishment of local wastewater-based surveillance programmes in response to the spread and infection of COVID-19 - case studies from South Africa, the Netherlands, Turkey and England.J Water Health2022;20:287-99

[191]

Misra A.Preanalytical challenges of molecular microbiology tests.Clin Lab Med2024;44:33-43

[192]

Khan MS,Erondu NA.Using critical information to strengthen pandemic preparedness: the role of national public health agencies.BMJ Global Health2020;5:e002830 PMCID:PMC7526302

[193]

Saini G.Wastewater-based epidemiology for novel Coronavirus detection in wastewater.Glob J Enviro Sci Manage2021;7:643-58

[194]

Ros F,Friedman C.Addressing the COVID-19 pandemic and future public health challenges through global collaboration and a data-driven systems approach.Learn Health Syst2020;5:e10253 PMCID:PMC7744897

[195]

Tosta S,Schuab G.Global SARS-CoV-2 genomic surveillance: what we have learned (so far).Infect Genet Evol2023;108:105405 PMCID:PMC9847326

[196]

Chea TG,Yang Y.Application and challenge of wastewater-based epidemiology for the COVID-19 epidemic control in countries at different developing levels.J Water Process Eng2024;58:104911

[197]

Bowes DA.Towards a precision model for environmental public health: wastewater-based epidemiology to assess population-level exposures and related diseases.Curr Epidemiol Rep2024;11:131-9

[198]

Contreras V,Iglesias-Mendoza G.Integrating wastewater analysis and targeted clinical testing for early disease outbreak detection and an enhanced public health response.Environ Sci Water Res Technol2025;11:317-27

[199]

Guilfoyle R,Saleh A.What makes global healthcare partnerships successful? A systematic review.Glob Public Health2022;17:662-71

[200]

Macedo HE,Nicell J.Distribution and characteristics of wastewater treatment plants within the global river network.Earth Syst Sci Data2022;14:559-77

[201]

Villar Miguelez, C.; Monzon Baeza, V.; Parada, R.; Monzo, C. Guidelines for renewal and securitization of a critical infrastructure based on IoT networks.Smart Cities2023;6:728-43

[202]

Murni IK,Handley A.The feasibility of SARS-CoV-2 surveillance using wastewater and environmental sampling in Indonesia.PLoS One2022;17:e0274793 PMCID:PMC9565423

[203]

Lott ME,Dailey CA.Direct wastewater extraction as a simple and effective method for SARS-CoV-2 surveillance and COVID-19 community-level monitoring.FEMS Microbes2023;4:xtad004 PMCID:PMC10117872

[204]

Wartell BA,Bakalian L.Implementing wastewater surveillance for SARS-CoV-2 on a university campus: lessons learned.Water Environ Res2022;94:e10807 PMCID:PMC9827968

[205]

Zheng X,Deng Y.A rapid, high-throughput, and sensitive PEG-precipitation method for SARS-CoV-2 wastewater surveillance.Water Res2023;230:119560 PMCID:PMC9803703

[206]

Madimenos FC,Eick GN,Snodgrass JJ.Bringing the lab bench to the field: Point-of-care testing for enhancing health research and stakeholder engagement in rural/remote, indigenous, and resource-limited contexts.Am J Human Biol2022;34:e23808

[207]

Mei J,Zhang Y.Portable paper-based nucleic acid enrichment for field testing.Adv Sci2023;10:2205217 PMCID:PMC10104631

[208]

Stephens CM,Schmeidl S.International capacity building to achieve SDG6: Insights from longitudinal analysis of five water operator partnerships.Int J Water Resour Dev2023;39:557-75

[209]

Ram JL,Gable L.Wastewater monitoring for infectious disease: intentional relationships between academia, the private sector, and local health departments for public health preparedness.Int J Environ Res Public Health2023;20:6651 PMCID:PMC10487196

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