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Matra S, Ghode H, Rajput V, Pramanik R, Malik V, Rathore D, Kumar S, Kadam P, Tupekar M, Kamble S, Dastager S, Bajaj A, Qureshi A, Kapley A, Karmodiya K, Dharne M. Wastewater surveillance of open drains for mapping the trajectory and succession of SARS-CoV-2 lineages in 23 cities of Maharashtra state (India) during June 2022 to May 2023. Heliyon 2025; 11:e42534. [PMID: 40040990 PMCID: PMC11876887 DOI: 10.1016/j.heliyon.2025.e42534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 01/14/2025] [Accepted: 02/06/2025] [Indexed: 03/06/2025] Open
Abstract
The timely detection of SARS-CoV-2 is crucial for controlling its spread, especially in areas vulnerable to outbreaks. However, due to a lack of sustainable and low cost methods, early detection of such outbreaks is impacting low to middle-income countries (LMICs). Leveraging Wastewater-Based Epidemiology (WBE), we examined the dissemination and evolution of the SARS CoV2 virus in open drains across urban, suburban and densely populated cities in selected regions in the state of Maharashtra, the third largest state of India. In the period from June 2022 to May 2023, 44.89 % of SARS-CoV-2 RNA were positive in RT-qPCR in wastewater samples collected from open drains across selected regions. Whole genome sequencing revealed 22 distinct SARS-CoV-2 lineages, with the Omicron variant, followed by the XBB variant, dominating, alongside other variants such as BF, BQ, CH, and BA.2.86, albeit with lower frequencies. Wastewater surveillance provided early insights into viral transmission, complementing clinical surveillance. Notably, our study detected emerging variants prior to clinical reporting, highlighting the potential of WBE for early detection. Findings underscore the correlation between population density and the trend of viral load. This study also highlighted the significance of using open drains for WBE as a low-cost, and sustainable tool, especially in LMICs, where adequate methods are lacking or difficult to deploy for accessibility.
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Affiliation(s)
- Sejal Matra
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
| | - Harshada Ghode
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
| | - Vinay Rajput
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, Uttar Pradesh, India
| | - Rinka Pramanik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, Uttar Pradesh, India
| | - Vinita Malik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
| | - Deepak Rathore
- Environmental Biotechnology and Genomics Division (EBGD), CSIR-National Environmental Engineering Research Institute (NEERI), Nehru Marg, Nagpur, 440020, India
| | - Shailendra Kumar
- Environmental Biotechnology and Genomics Division (EBGD), CSIR-National Environmental Engineering Research Institute (NEERI), Nehru Marg, Nagpur, 440020, India
| | - Pradnya Kadam
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, 411008, Maharashtra, India
| | - Manisha Tupekar
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, 411008, Maharashtra, India
| | - Sanjay Kamble
- Chemical Engineering and Process Development (CEPD) Division, CSIR-NationaChemical Laboratory, Pune, 411008, Maharashtra, India
| | - Syed Dastager
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
| | - Abhay Bajaj
- Environmental Biotechnology and Genomics Division (EBGD), CSIR-National Environmental Engineering Research Institute (NEERI), Nehru Marg, Nagpur, 440020, India
- Environmental Toxicology Group, FEST Division, CSIR-Indian Institute of Toxicology Research, 31 Mahatma Gandhi Marg, Lucknow, 226001, India
| | - Asifa Qureshi
- Environmental Biotechnology and Genomics Division (EBGD), CSIR-National Environmental Engineering Research Institute (NEERI), Nehru Marg, Nagpur, 440020, India
| | - Atya Kapley
- Environmental Biotechnology and Genomics Division (EBGD), CSIR-National Environmental Engineering Research Institute (NEERI), Nehru Marg, Nagpur, 440020, India
| | - Krishanpal Karmodiya
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, 411008, Maharashtra, India
| | - Mahesh Dharne
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, 411008, Maharashtra, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, Uttar Pradesh, India
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2
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Garcia I, Riis RK, Moen LV, Rohringer A, Madslien EH, Bragstad K. Unsupervised detection of novel SARS-CoV-2 mutations and lineages in wastewater samples using long-read sequencing. BMC Genomics 2025; 26:87. [PMID: 39881253 PMCID: PMC11780762 DOI: 10.1186/s12864-025-11255-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Accepted: 01/17/2025] [Indexed: 01/31/2025] Open
Abstract
The COVID-19 pandemic has underscored the importance of virus surveillance in public health and wastewater-based epidemiology (WBE) has emerged as a non-invasive, cost-effective method for monitoring SARS-CoV-2 and its variants at the community level. Unfortunately, current variant surveillance methods depend heavily on updated genomic databases with data derived from clinical samples, which can become less sensitive and representative as clinical testing and sequencing efforts decline.In this paper, we introduce HERCULES (High-throughput Epidemiological Reconstruction and Clustering for Uncovering Lineages from Environmental SARS-CoV-2), an unsupervised method that uses long-read sequencing of a single 1 Kb fragment of the Spike gene. HERCULES identifies and quantifies mutations and lineages without requiring database-guided deconvolution, enhancing the detection of novel variants.We evaluated HERCULES on Norwegian wastewater samples collected from July 2022 to October 2023 as part of a national pilot on WBE of SARS-CoV-2. Strong correlations were observed between wastewater and clinical sample data in terms of prevalence of mutations and lineages. Furthermore, we found that SARS-CoV-2 trends in wastewater samples were identified one week earlier than in clinical data.Our results demonstrate HERCULES' capability to identify new lineages before their detection in clinical samples, providing early warnings of potential outbreaks. The methodology described in this paper is easily adaptable to other pathogens, offering a versatile tool for environmental surveillance of new emerging pathogens.
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Affiliation(s)
- Ignacio Garcia
- Department of Bacteriology, Norwegian Institute of Public Health, Oslo, 0456, Norway.
| | - Rasmus K Riis
- Department of Virology, Norwegian Institute of Public Health, Oslo, 0456, Norway
| | - Line V Moen
- Department of Virology, Norwegian Institute of Public Health, Oslo, 0456, Norway
| | - Andreas Rohringer
- Department of Virology, Norwegian Institute of Public Health, Oslo, 0456, Norway
| | - Elisabeth H Madslien
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, 0456, Norway
| | - Karoline Bragstad
- Department of Virology, Norwegian Institute of Public Health, Oslo, 0456, Norway
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3
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Rajput V, Pramanik R, Nannaware K, Malik V, Matra S, Kumar S, Joshi S, Kadam P, Bhalerao U, Tupekar M, Deshpande D, Shah P, Sangewar P, Gogate N, Boargaonkar R, Patil D, Kale S, Bhalerao A, Jain N, Shashidhara LS, Kamble S, Dastager S, Karmodiya K, Dharne M. Wastewater surveillance in post-omicron silent phase uncovers silent waves and cryptic transmission of SARS-CoV-2 variants; a yearlong study in Western India. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 955:176833. [PMID: 39396788 DOI: 10.1016/j.scitotenv.2024.176833] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 09/22/2024] [Accepted: 10/07/2024] [Indexed: 10/15/2024]
Abstract
Due to reduced clinical testing and evolving monitoring challenges, tracking the emergence and evolution of SARS-CoV-2 variants has become increasingly complex. To address this gap, we investigated the utility of wastewater-based epidemiology (WBE) as a complementary tool for SARS-CoV-2 variant surveillance in sewage treatment plants (STPs) across Pune, India. We analyzed 1128 wastewater samples collected between May 2022 and May 2023, using Illumina and nanopore sequencing techniques for robust detection and variant characterization. The study revealed critical findings, including "silent waves" with elevated viral load despite minimal clinical cases, suggesting potential cryptic transmission. These silent waves aligned with the dominance of Omicron BA.2 in June-July 2022 and emergence of the recombinant XBB clade in December 2022. Importantly, sequencing detected XBB lineages 130-253 days before their initial clinical identification, demonstrating its significant advantage in early variant detection. Furthermore, wastewater analysis revealed a higher degree of lineage diversity compared to clinical data, indicating its ability to capture a broader spectrum of circulating variants. The BA.2.86.X was identified 103 days prior to its clinical detection in Pune, highlighting WBE's remarkable lead time. Surprisingly, BF.7.X and BQ.X fragments were also detected in wastewater but not yet reported clinically. These findings demonstrate the remarkable value of WBE as an early warning tool for SARS-CoV-2 variants ahead of time. By revealing silent waves, enabling early variant detection, and capturing a broader viral spectrum, WBE effort could empower public health officials to make informed decisions and implement effective strategies to mitigate future waves, especially in contexts with declining clinical testing.
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Affiliation(s)
- Vinay Rajput
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Rinka Pramanik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Kiran Nannaware
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India
| | - Vinita Malik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India
| | - Sejal Matra
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India
| | - Shubham Kumar
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India
| | - Sai Joshi
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India
| | - Pradnya Kadam
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India
| | - Unnati Bhalerao
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India
| | - Manisha Tupekar
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India
| | - Dipti Deshpande
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India
| | - Priyanki Shah
- The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India
| | - Poornima Sangewar
- The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India
| | - Niharika Gogate
- The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India
| | | | - Dhawal Patil
- Ecosan Services Foundation (ESF), Pune 411030, Maharashtra, India
| | - Saurabh Kale
- Ecosan Services Foundation (ESF), Pune 411030, Maharashtra, India
| | - Asim Bhalerao
- Fluid Robotics Private Limited (FRPL), Pune 411052, Maharashtra, India
| | - Nidhi Jain
- Fluid Robotics Private Limited (FRPL), Pune 411052, Maharashtra, India
| | - L S Shashidhara
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India; The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India; National Centre for Biological Sciences (NCBS), Tata Institute of Fundamental Research Bellary Road, Bangalore 560065, Karnataka, India
| | - Sanjay Kamble
- Chemical Engineering and Process Development (CEPD) Division, CSIR-National Chemical Laboratory, Pune 411008, Maharashtra, India
| | - Syed Dastager
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Krishanpal Karmodiya
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune 41108, Maharashtra, India
| | - Mahesh Dharne
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune 411008, Maharashtra, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India.
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4
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Kadam PP, Mestry T, Mistry N, Nilgiriwala KS. Wastewater-based genomic surveillance of SARS-CoV-2 in vulnerable communities in Mumbai. Indian J Med Res 2024; 160:570-577. [PMID: 39913514 PMCID: PMC11801778 DOI: 10.25259/ijmr_299_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 08/30/2024] [Indexed: 02/11/2025] Open
Abstract
Background & objectives The global impact of COVID-19, with over 45 million cases and 533,300 deaths in India alone, necessitates effective surveillance methods. Traditional approaches face challenges in detecting pre-symptomatic and asymptomatic cases, prompting the exploration of wastewater-based epidemiology (WBE). This study focuses on Mumbai's vulnerable slums, aiming to assess the potential of WBE as an alternative surveillance method. Methods Genomic surveillance of SARS-CoV-2 was conducted in Mumbai's vulnerable settings (slums) for 11 months (August 2022 to June 2023). Wastewater samples from open drains and sewage treatment plants were correlated with reported COVID-19 cases in the city. Early detection of emerging viral variants and seasonal variations in viral load were explored. Results Correlations were identified between wastewater samples and reported COVID-19 cases in Mumbai's vulnerable slums, with early detection occurring three weeks before clinical diagnoses, underscoring the potential utility of WBE. Genomic sequencing provided insights into the viral variants, identifying shifts in predominant variants. Seasonal variations showed higher viral concentrations in summer and monsoon, potentially associated with accelerated droplet evaporation in early summer and droplet-based transmission during mid-summer and monsoon. Interpretation & conclusions Wastewater-based epidemiology emerges as a cost-effective and rapid early warning system, providing crucial insights into virus behaviour and evolution. Particularly significant for countries like India, WBE aids in outbreak monitoring and targeted interventions. The global integration of wastewater surveillance emphasizes its importance in comprehensive pandemic monitoring, establishing it as an integral component of public health strategies worldwide.
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Affiliation(s)
| | - Tejal Mestry
- Department of Tuberculosis, The Foundation for Medical Research, Mumbai, India
| | - Nerges Mistry
- Department of Tuberculosis, The Foundation for Medical Research, Mumbai, India
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5
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Girón‐Guzmán I, Sánchez G, Pérez‐Cataluña A. Tracking epidemic viruses in wastewaters. Microb Biotechnol 2024; 17:e70020. [PMID: 39382399 PMCID: PMC11462645 DOI: 10.1111/1751-7915.70020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Accepted: 09/13/2024] [Indexed: 10/10/2024] Open
Abstract
Classical epidemiology relies on incidence, mortality rates, and clinical data from individual testing, which can be challenging for many countries. Therefore, innovative, flexible, cost-effective, and scalable surveillance techniques are needed. Wastewater-based epidemiology (WBE) has emerged as a highly powerful tool in this regard. WBE analyses substances excreted in human fluids and faeces that enter the sewer system. This approach provides insights into community health status and lifestyle habits. WBE serves as an early warning system for viral surveillance, detecting the emergence of new pathogens, changes in incidence rates, identifying future trends, studying outbreaks, and informing the performance of action plans. While WBE has long been used to study different viruses such as poliovirus and norovirus, its implementation has surged due to the pandemic caused by the Severe Acute Respiratory Syndrome Coronavirus 2. This has led to the establishment of wastewater surveillance programmes at international, national, and community levels, many of which remain operational. Furthermore, WBE is increasingly applied to study other pathogens, including antibiotic resistance bacteria, parasites, fungi, and emerging viruses, with new methodologies being developed. Consequently, the primary focus now is on creating international frameworks to enhance states' preparedness against future health risks. However, there remains considerable work to be done, particularly in integrating the principles of One Health into epidemiological surveillance to acknowledge the interconnectedness of humans, animals, and the environment in pathogen transmission. Thus, a broader approach to analysing the three pillars of One Health must be developed, transitioning from WBE to wastewater and environmental surveillance, and establishing this approach as a routine practice in public health.
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Affiliation(s)
- Inés Girón‐Guzmán
- Environmental Virology and Food Sefety Lab (VISAFELab), Institute of Agrochemistry and Food Technology, IATA‐CSICPaternaValenciaSpain
| | - Gloria Sánchez
- Environmental Virology and Food Sefety Lab (VISAFELab), Institute of Agrochemistry and Food Technology, IATA‐CSICPaternaValenciaSpain
| | - Alba Pérez‐Cataluña
- Environmental Virology and Food Sefety Lab (VISAFELab), Institute of Agrochemistry and Food Technology, IATA‐CSICPaternaValenciaSpain
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6
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Getchell M, Wulandari S, de Alwis R, Agoramurthy S, Khoo YK, Mak TM, Moe L, Stona AC, Pang J, Momin MHFHA, Amir A, Andalucia LR, Azzam G, Chin S, Chookajorn T, Arunkumar G, Hung DT, Ikram A, Jha R, Karlsson EA, Le Thi MQ, Mahasirimongkol S, Malavige GN, Manning JE, Munira SL, Trung NV, Nisar I, Qadri F, Qamar FN, Robinson MT, Saloma CP, Setk S, Shirin T, Tan LV, Dizon TJR, Thayan R, Thu HM, Tissera H, Xangsayarath P, Zaini Z, Lim JCW, Maurer-Stroh S, Smith GJD, Wang LF, Pronyk P. Pathogen genomic surveillance status among lower resource settings in Asia. Nat Microbiol 2024; 9:2738-2747. [PMID: 39317773 PMCID: PMC11445059 DOI: 10.1038/s41564-024-01809-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 08/14/2024] [Indexed: 09/26/2024]
Abstract
Asia remains vulnerable to new and emerging infectious diseases. Understanding how to improve next generation sequencing (NGS) use in pathogen surveillance is an urgent priority for regional health security. Here we developed a pathogen genomic surveillance assessment framework to assess capacity in low-resource settings in South and Southeast Asia. Data collected between June 2022 and March 2023 from 42 institutions in 13 countries showed pathogen genomics capacity exists, but use is limited and under-resourced. All countries had NGS capacity and seven countries had strategic plans integrating pathogen genomics into wider surveillance efforts. Several pathogens were prioritized for human surveillance, but NGS application to environmental and human-animal interface surveillance was limited. Barriers to NGS implementation include reliance on external funding, supply chain challenges, trained personnel shortages and limited quality assurance mechanisms. Coordinated efforts are required to support national planning, address capacity gaps, enhance quality assurance and facilitate data sharing for decision making.
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Affiliation(s)
- Marya Getchell
- Programme in Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
| | - Suci Wulandari
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
| | - Ruklanthi de Alwis
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore.
- SingHealth Duke-NUS Global Health Institute, Singapore, Singapore.
- Programme in Emerging Infectious Diseases, Duke-NUS Medical School, Singapore, Singapore.
| | - Shreya Agoramurthy
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
| | - Yoong Khean Khoo
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- Centre of Regulatory Excellence, Duke-NUS Medical School, Singapore, Singapore
| | - Tze-Minn Mak
- Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - La Moe
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- Programme in Emerging Infectious Diseases, Duke-NUS Medical School, Singapore, Singapore
| | - Anne-Claire Stona
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- Centre of Regulatory Excellence, Duke-NUS Medical School, Singapore, Singapore
| | - Junxiong Pang
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- SingHealth Duke-NUS Global Health Institute, Singapore, Singapore
| | | | | | | | - Ghows Azzam
- Malaysia Genome and Vaccine Institute (MGVI), Selangor, Malaysia
- School of Biological Sciences, Universiti Sains Malaysia, Gelugor, Penang, Malaysia
| | - Savuth Chin
- National Institute of Public Health, Phnom Penh, Cambodia
| | - Thanat Chookajorn
- Mahidol University, Nakhon Pathom, Thailand
- Umeå University, Umeå, Sweden
| | | | | | - Aamer Ikram
- National Institute of Health (NIH), Islamabad, Pakistan
| | - Runa Jha
- National Public Health Laboratory, Kathmandu, Nepal
| | | | - Mai Quynh Le Thi
- National Institute of Hygien and Epidemiology (NIHE), Nha Trang, Vietnam
| | | | | | - Jessica E Manning
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Phnom Penh, Cambodia
| | | | | | | | - Firdausi Qadri
- International Centre for Diarrhoeal Disease Research (icddr,b), Dhaka, Bangladesh
| | | | - Matthew T Robinson
- Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit (LOMWRU), Microbiology Laboratory, Mahosot Hospital, Quai Fa Ngum, Vientiane, Laos
- Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Cynthia P Saloma
- Philippine Genome Center, University of the Philippines, Luzon, Philippines
| | - Swe Setk
- National Health Laboratory, Department of Medical Service, Ministry of Health, Yangon, Myanmar
| | - Tahmina Shirin
- Institute of Epidemiology, Disease Control and Research (IEDCR), Dhaka, Bangladesh
| | - Le Van Tan
- Oxford University Clinical Research Unit (OUCRU), Ho Chi Minh City, Vietnam
| | | | | | - Hlaing Myat Thu
- Department of Medical Research, Ministry of Health, Yangon, Myanmar
| | | | | | - Zainun Zaini
- Department of Laboratory Services, Ministry of Health, Bandar Seri Begawan, Brunei
| | - John C W Lim
- SingHealth Duke-NUS Global Health Institute, Singapore, Singapore
- Centre of Regulatory Excellence, Duke-NUS Medical School, Singapore, Singapore
| | - Sebastian Maurer-Stroh
- Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Infectious Diseases Labs, Agency for Science, Technology and Research, Singapore, Singapore
- Yong Loo Lin School of Medicine and Department of Biology, National University of Singapore, Singapore, Singapore
| | - Gavin J D Smith
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- Programme in Emerging Infectious Diseases, Duke-NUS Medical School, Singapore, Singapore
| | - Lin-Fa Wang
- Programme in Emerging Infectious Diseases, Duke-NUS Medical School, Singapore, Singapore
- SingHealth Duke-NUS Global Health Institute, Singapore, Singapore
| | - Paul Pronyk
- Centre for Outbreak Preparedness, Duke-NUS Medical School, Singapore, Singapore
- SingHealth Duke-NUS Global Health Institute, Singapore, Singapore
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7
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Tierney BT, Foox J, Ryon KA, Butler D, Damle N, Young BG, Mozsary C, Babler KM, Yin X, Carattini Y, Andrews D, Lucaci AG, Solle NS, Kumar N, Shukla B, Vidović D, Currall B, Williams SL, Schürer SC, Stevenson M, Amirali A, Beaver CC, Kobetz E, Boone MM, Reding B, Laine J, Comerford S, Lamar WE, Tallon JJ, Wain Hirschberg J, Proszynski J, Al Ghalith G, Can Kurt K, Sharkey ME, Church GM, Grills GS, Solo-Gabriele HM, Mason CE. Towards geospatially-resolved public-health surveillance via wastewater sequencing. Nat Commun 2024; 15:8386. [PMID: 39333485 PMCID: PMC11436780 DOI: 10.1038/s41467-024-52427-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Accepted: 09/05/2024] [Indexed: 09/29/2024] Open
Abstract
Wastewater is a geospatially- and temporally-linked microbial fingerprint of a given population, making it a potentially valuable tool for tracking public health across locales and time. Here, we integrate targeted and bulk RNA sequencing (N = 2238 samples) to track the viral, bacterial, and functional content over geospatially distinct areas within Miami Dade County, USA, from 2020-2022. We used targeted amplicon sequencing to track diverse SARS-CoV-2 variants across space and time, and we found a tight correspondence with positive PCR tests from University students and Miami-Dade hospital patients. Additionally, in bulk metatranscriptomic data, we demonstrate that the bacterial content of different wastewater sampling locations serving small population sizes can be used to detect putative, host-derived microorganisms that themselves have known associations with human health and diet. We also detect multiple enteric pathogens (e.g., Norovirus) and characterize viral diversity across sites. Moreover, we observed an enrichment of antimicrobial resistance genes (ARGs) in hospital wastewater; antibiotic-specific ARGs correlated to total prescriptions of those same antibiotics (e.g Ampicillin, Gentamicin). Overall, this effort lays the groundwork for systematic characterization of wastewater that can potentially influence public health decision-making.
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Affiliation(s)
- Braden T Tierney
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA.
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
| | - Jonathan Foox
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Krista A Ryon
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Daniel Butler
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Namita Damle
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Benjamin G Young
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Christopher Mozsary
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Kristina M Babler
- Department of Human Genetics, University of Utah, Salt Lake City, UT, USA
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, FL, USA
| | - Xue Yin
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, FL, USA
| | - Yamina Carattini
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - David Andrews
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Alexander G Lucaci
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | | | - Naresh Kumar
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Bhavarth Shukla
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Dušica Vidović
- Department of Molecular & Cellular Pharmacology, University of Miami Miller School of Medicine, Miami, FL, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Benjamin Currall
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Sion L Williams
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Stephan C Schürer
- Department of Molecular & Cellular Pharmacology, University of Miami Miller School of Medicine, Miami, FL, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
- Institute for Data Science & Computing, University of Miami, Coral Gables, FL, USA
| | - Mario Stevenson
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Ayaaz Amirali
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, FL, USA
| | - Cynthia Campos Beaver
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Erin Kobetz
- Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Melinda M Boone
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Brian Reding
- Environmental Health and Safety, University of Miami, Miami, FL, USA
| | - Jennifer Laine
- Environmental Health and Safety, University of Miami, Miami, FL, USA
| | - Samuel Comerford
- Environmental Health and Safety, University of Miami, Miami, FL, USA
| | - Walter E Lamar
- Division of Occupational Health, Safety & Compliance, University of Miami Health System, Miami, FL, USA
| | - John J Tallon
- Facilities and Operations, University of Miami, Coral Gables, FL, USA
| | | | | | | | - Kübra Can Kurt
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
| | - Mark E Sharkey
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - George M Church
- Harvard Medical School and the Wyss Institute, Boston, MA, USA
| | - George S Grills
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Helena M Solo-Gabriele
- Department of Chemical, Environmental, and Materials Engineering, University of Miami, Coral Gables, FL, USA.
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA.
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA.
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8
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Panneerselvam S, Manayan Parambil A, Jayaram A, Varamballi P, Mukhopadhyay C, Jagadesh A. Surveillance of influenza A and B viruses from community and hospital wastewater treatment plants. ENVIRONMENTAL MICROBIOLOGY REPORTS 2024; 16:e13317. [PMID: 39171887 PMCID: PMC11339856 DOI: 10.1111/1758-2229.13317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 07/12/2024] [Indexed: 08/23/2024]
Abstract
Influenza virus is a well-known pathogen that can cause epidemics and pandemics. Several surveillance methods are being followed to monitor the transmission patterns and spread of influenza in the community. Wastewater-based Epidemiology (WBE) can serve as an additional tool to detect the presence of influenza viruses. The current study primarily focuses on surveillance of Influenza A and Influenza B in wastewater treatment plant (WWTP) samples. A total of 100 wastewater samples were collected in July (n = 50) and August (n = 50) 2023 from four different WWTPs in Manipal and Udupi, district of Karnataka, India. The WWTP samples were processed and tested by Real-Time reverse transcriptase PCR (RT-PCR). The data generated was analysed in comparison with the clinical Influenza cases. Of the 100 samples, 18 (18%) tested positive for Influenza A virus and 2 (2%) tested positive for Influenza B virus, with a viral load ranging 1.4 x 102-2.2 x 103 gc/L for influenza A virus and 5.2 x 103-7.7 x 103gc/L for influenza B virus. On correlating the WWTP positivity with clinical case, it was found that influenza clinical cases and virus positivity in wastewater increased simultaneously, emphasizing WBE as a concurrent method for monitoring influenza virus activity.
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Affiliation(s)
- Sneka Panneerselvam
- Manipal Institute of VirologyManipal Academy of Higher EducationManipalIndia
| | | | - Anup Jayaram
- Manipal Institute of VirologyManipal Academy of Higher EducationManipalIndia
| | - Prasad Varamballi
- Manipal Institute of VirologyManipal Academy of Higher EducationManipalIndia
| | | | - Anitha Jagadesh
- Manipal Institute of VirologyManipal Academy of Higher EducationManipalIndia
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9
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Alathari S, Joseph A, Bolaños LM, Studholme DJ, Jeffries AR, Appenteng P, Duodu KA, Sawyerr EB, Paley R, Tyler CR, Temperton B. In field use of water samples for genomic surveillance of infectious spleen and kidney necrosis virus (ISKNV) infecting tilapia fish in Lake Volta, Ghana. PeerJ 2024; 12:e17605. [PMID: 39011377 PMCID: PMC11248997 DOI: 10.7717/peerj.17605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Accepted: 05/30/2024] [Indexed: 07/17/2024] Open
Abstract
Viral outbreaks are a constant threat to aquaculture, limiting production for better global food security. A lack of diagnostic testing and monitoring in resource-limited areas hinders the capacity to respond rapidly to disease outbreaks and to prevent viral pathogens becoming endemic in fisheries productive waters. Recent developments in diagnostic testing for emerging viruses, however, offers a solution for rapid in situ monitoring of viral outbreaks. Genomic epidemiology has furthermore proven highly effective in detecting viral mutations involved in pathogenesis and assisting in resolving chains of transmission. Here, we demonstrate the application of an in-field epidemiological tool kit to track viral outbreaks in aquaculture on farms with reduced access to diagnostic labs, and with non-destructive sampling. Inspired by the "lab in a suitcase" approach used for genomic surveillance of human viral pathogens and wastewater monitoring of COVID19, we evaluated the feasibility of real-time genome sequencing surveillance of the fish pathogen, Infectious spleen and kidney necrosis virus (ISKNV) in Lake Volta. Viral fractions from water samples collected from cages holding Nile tilapia (Oreochromis niloticus) with suspected ongoing ISKNV infections were concentrated and used as a template for whole genome sequencing, using a previously developed tiled PCR method for ISKNV. Mutations in ISKNV in samples collected from the water surrounding the cages matched those collected from infected caged fish, illustrating that water samples can be used for detecting predominant ISKNV variants in an ongoing outbreak. This approach allows for the detection of ISKNV and tracking of the dynamics of variant frequencies, and may thus assist in guiding control measures for the rapid isolation and quarantine of infected farms and facilities.
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Affiliation(s)
- Shayma Alathari
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
| | - Andrew Joseph
- Centre for Environment, Fisheries and Aquaculture Science (Cefas), Weymouth, United Kingdom
| | - Luis M Bolaños
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
| | - David J Studholme
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
| | - Aaron R Jeffries
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
| | - Patrick Appenteng
- Fisheries Commission, Ministry of Fisheries and Aquaculture Development, Accra, Ghana
| | - Kwaku A Duodu
- Fisheries Commission, Ministry of Fisheries and Aquaculture Development, Accra, Ghana
| | - Eric B Sawyerr
- Fisheries Commission, Ministry of Fisheries and Aquaculture Development, Accra, Ghana
| | - Richard Paley
- Centre for Environment, Fisheries and Aquaculture Science (Cefas), Weymouth, United Kingdom
| | - Charles R Tyler
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
- University of Exeter, Sustainable Aquaculture Futures Centre, Exeter, United Kingdom
| | - Ben Temperton
- Faculty of Health and Life Sciences, University of Exeter, Exeter, United Kingdom
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10
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Sutcliffe SG, Kraemer SA, Ellmen I, Knapp JJ, Overton AK, Nash D, Nissimov JI, Charles TC, Dreifuss D, Topolsky I, Baykal PI, Fuhrmann L, Jablonski KP, Beerenwinkel N, Levy JI, Olabode AS, Becker DG, Gugan G, Brintnell E, Poon AF, Valieris R, Drummond RD, Defelicibus A, Dias-Neto E, Rosales RA, Tojal da Silva I, Orfanou A, Psomopoulos F, Pechlivanis N, Pipes L, Chen Z, Baaijens JA, Baym M, Shapiro BJ. Tracking SARS-CoV-2 variants of concern in wastewater: an assessment of nine computational tools using simulated genomic data. Microb Genom 2024; 10:001249. [PMID: 38785221 PMCID: PMC11165662 DOI: 10.1099/mgen.0.001249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 04/18/2024] [Indexed: 05/25/2024] Open
Abstract
Wastewater-based surveillance (WBS) is an important epidemiological and public health tool for tracking pathogens across the scale of a building, neighbourhood, city, or region. WBS gained widespread adoption globally during the SARS-CoV-2 pandemic for estimating community infection levels by qPCR. Sequencing pathogen genes or genomes from wastewater adds information about pathogen genetic diversity, which can be used to identify viral lineages (including variants of concern) that are circulating in a local population. Capturing the genetic diversity by WBS sequencing is not trivial, as wastewater samples often contain a diverse mixture of viral lineages with real mutations and sequencing errors, which must be deconvoluted computationally from short sequencing reads. In this study we assess nine different computational tools that have recently been developed to address this challenge. We simulated 100 wastewater sequence samples consisting of SARS-CoV-2 BA.1, BA.2, and Delta lineages, in various mixtures, as well as a Delta-Omicron recombinant and a synthetic 'novel' lineage. Most tools performed well in identifying the true lineages present and estimating their relative abundances and were generally robust to variation in sequencing depth and read length. While many tools identified lineages present down to 1 % frequency, results were more reliable above a 5 % threshold. The presence of an unknown synthetic lineage, which represents an unclassified SARS-CoV-2 lineage, increases the error in relative abundance estimates of other lineages, but the magnitude of this effect was small for most tools. The tools also varied in how they labelled novel synthetic lineages and recombinants. While our simulated dataset represents just one of many possible use cases for these methods, we hope it helps users understand potential sources of error or bias in wastewater sequencing analysis and to appreciate the commonalities and differences across methods.
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Affiliation(s)
- Steven G. Sutcliffe
- Department of Microbiology and Immunology, McGill University, Montreal, QC, Canada
| | - Susanne A. Kraemer
- Department of Microbiology and Immunology, McGill University, Montreal, QC, Canada
- Environment and Climate Change Canada, Montreal, QC, Canada
| | - Isaac Ellmen
- Department of Biology, University of Waterloo, Waterloo, ON, Canada
| | | | | | - Delaney Nash
- Department of Biology, University of Waterloo, Waterloo, ON, Canada
| | | | | | - David Dreifuss
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Ivan Topolsky
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Pelin I. Baykal
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Lara Fuhrmann
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Kim P. Jablonski
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Niko Beerenwinkel
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, BS, Switzerland; SIB Swiss Institute of Bioinformatics, Lausanne, VD, Switzerland
| | - Joshua I. Levy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Abayomi S. Olabode
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Devan G. Becker
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Gopi Gugan
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Erin Brintnell
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Art F.Y. Poon
- Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Renan Valieris
- Computational Biology, A.C. Camargo Cancer Center, São Paulo, SP, Brazil
| | | | | | | | | | | | - Aspasia Orfanou
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thermi, 57001, Thessaloníki, Greece
| | - Fotis Psomopoulos
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thermi, 57001, Thessaloníki, Greece
| | - Nikolaos Pechlivanis
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thermi, 57001, Thessaloníki, Greece
| | - Lenore Pipes
- Department of Integrative Biology, University of California, Berkeley, CA, USA
| | - Zihao Chen
- School of Mathematical Sciences, Peking University, Beijing, BJ, PR China
| | - Jasmijn A. Baaijens
- Delft University of Technology, Delft, ZH, Netherlands
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Michael Baym
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - B. Jesse Shapiro
- Department of Microbiology and Immunology, McGill University, Montreal, QC, Canada
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11
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Dostálková A, Zdeňková K, Bartáčková J, Čermáková E, Kapisheva M, Lopez Marin MA, Kouba V, Sýkora P, Chmel M, Bartoš O, Dresler J, Demnerová K, Rumlová M, Bartáček J. Prevalence of SARS-CoV-2 variants in Prague wastewater determined by nanopore-based sequencing. CHEMOSPHERE 2024; 351:141162. [PMID: 38218235 DOI: 10.1016/j.chemosphere.2024.141162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 01/07/2024] [Accepted: 01/08/2024] [Indexed: 01/15/2024]
Abstract
The early detection of upcoming disease outbreaks is essential to avoid both health and economic damage. The last four years of COVID-19 pandemic have proven wastewater-based epidemiology is a reliable system for monitoring the spread of SARS-CoV-2, a causative agent of COVID-19, in an urban population. As this monitoring enables the identification of the prevalence of spreading variants of SARS-CoV-2, it could provide a critical tool in the fight against this viral disease. In this study, we evaluated the presence of variants and subvariants of SARS-CoV-2 in Prague wastewater using nanopore-based sequencing. During August 2021, the data clearly showed that the number of identified SARS-CoV-2 RNA copies increased in the wastewater earlier than in clinical samples indicating the upcoming wave of the Delta variant. New SARS-CoV-2 variants consistently prevailed in wastewater samples around a month after they already prevailed in clinical samples. We also analyzed wastewater samples from smaller sub-sewersheds of Prague and detected significant differences in SARS-CoV-2 lineage progression dynamics among individual localities studied, e.g., suggesting faster prevalence of new variants among the sites with highest population density and mobility.
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Affiliation(s)
- Alžběta Dostálková
- Department of Biotechnology, University of Chemistry and Technology Prague, Czech Republic; National Institute of Virology and Bacteriology, University of Chemistry and Technology Prague, Czech Republic
| | - Kamila Zdeňková
- Department of Biochemistry and Microbiology, University of Chemistry and Technology Prague, Czech Republic.
| | - Jana Bartáčková
- Department of Water Technology and Environmental Engineering, University of Chemistry and Technology Prague, Czech Republic
| | - Eliška Čermáková
- Department of Biochemistry and Microbiology, University of Chemistry and Technology Prague, Czech Republic
| | - Marina Kapisheva
- National Institute of Virology and Bacteriology, University of Chemistry and Technology Prague, Czech Republic
| | - Marco A Lopez Marin
- Department of Biochemistry and Microbiology, University of Chemistry and Technology Prague, Czech Republic
| | - Vojtěch Kouba
- Department of Water Technology and Environmental Engineering, University of Chemistry and Technology Prague, Czech Republic
| | - Petr Sýkora
- PVK a.s., Prague Water Supply and Sewerage Company, Czech Republic
| | - Martin Chmel
- Department of Infectious Diseases, First Faculty of Medicine, Charles University and Military University Hospital Prague, Prague, Czech Republic; Military Health Institute, Military Medical Agency, Czech Republic
| | - Oldřich Bartoš
- Military Health Institute, Military Medical Agency, Czech Republic
| | - Jiří Dresler
- Military Health Institute, Military Medical Agency, Czech Republic
| | - Kateřina Demnerová
- Department of Biochemistry and Microbiology, University of Chemistry and Technology Prague, Czech Republic
| | - Michaela Rumlová
- Department of Biotechnology, University of Chemistry and Technology Prague, Czech Republic; National Institute of Virology and Bacteriology, University of Chemistry and Technology Prague, Czech Republic
| | - Jan Bartáček
- Department of Water Technology and Environmental Engineering, University of Chemistry and Technology Prague, Czech Republic
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12
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Baz Lomba JA, Pires J, Myrmel M, Arnø JK, Madslien EH, Langlete P, Amato E, Hyllestad S. Effectiveness of environmental surveillance of SARS-CoV-2 as an early-warning system: Update of a systematic review during the second year of the pandemic. JOURNAL OF WATER AND HEALTH 2024; 22:197-234. [PMID: 38295081 PMCID: wh_2023_279 DOI: 10.2166/wh.2023.279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2024]
Abstract
The aim of this updated systematic review was to offer an overview of the effectiveness of environmental surveillance (ES) of SARS-CoV-2 as a potential early-warning system (EWS) for COVID-19 and new variants of concerns (VOCs) during the second year of the pandemic. An updated literature search was conducted to evaluate the added value of ES of SARS-CoV-2 for public health decisions. The search for studies published between June 2021 and July 2022 resulted in 1,588 publications, identifying 331 articles for full-text screening. A total of 151 publications met our inclusion criteria for the assessment of the effectiveness of ES as an EWS and early detection of SARS-CoV-2 variants. We identified a further 30 publications among the grey literature. ES confirms its usefulness as an EWS for detecting new waves of SARS-CoV-2 infection with an average lead time of 1-2 weeks for most of the publication. ES could function as an EWS for new VOCs in areas with no registered cases or limited clinical capacity. Challenges in data harmonization and variant detection require standardized approaches and innovations for improved public health decision-making. ES confirms its potential to support public health decision-making and resource allocation in future outbreaks.
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Affiliation(s)
- Jose Antonio Baz Lomba
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway E-mail:
| | - João Pires
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway; ECDC fellowship Programme, Public Health Microbiology path (EUPHEM), European Centre for Disease Prevention and Control (ECDC), Solna, Sweden
| | - Mette Myrmel
- Faculty of Veterinary Medicine, Virology Unit, Norwegian University of Life Science (NMBU), Oslo, Norway
| | - Jorunn Karterud Arnø
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway
| | - Elisabeth Henie Madslien
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway
| | - Petter Langlete
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway
| | - Ettore Amato
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway
| | - Susanne Hyllestad
- Department of Infection Control and Preparedness, Norwegian Institute of Public Health, Oslo, Norway
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13
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Mogili NV, Mallu MR, Kodavaty J, Erva RR. Surveillance of SARS-CoV-2 RNA in wastewater matrix: a review. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 196:67. [PMID: 38117369 DOI: 10.1007/s10661-023-12178-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 11/22/2023] [Indexed: 12/21/2023]
Abstract
SARS-CoV-2 is the agent responsible for the global pandemic sickness, COVID-19. It is an enveloped virus that belongs to the family Coronaviridae. Recent studies have revealed the fecal shedding of the virus and have been found to enter wastewater and aquatic systems. Prolonged viral presence in fecal samples is a common observation in the reported literature. Survival of the virus in the recipient environment could be a crucial factor that influences its fecal-oral transmission. The detection of a novel coronavirus in wastewater opportunity has potential for environmental surveillance at the community or population level. Such a surveillance system can enable the early detection of disease outbreaks in zones with pre-symptomatic/asymptomatic patients and act as a complementary tool for continuous monitoring of quarantine zones. In contrast to developed regions, resource constraints in underdeveloped communities coupled with different sanitation settings may pose a challenge to wastewater sampling and surveillance. To begin, this review summarizes the literature on the presence of SARS-CoV-2 in feces. The approaches for viral extraction, concentration, and detection in wastewater matrices are then highlighted. Finally, investigations on wastewater-based epidemiology for SARS-CoV-2 surveillance are reviewed.
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Affiliation(s)
- Nitish Venkateswarlu Mogili
- Department of Biotechnology, National Institute of Technology Andhra Pradesh, Tadepalligudem, Andhra Pradesh, India
| | - Maheswara Reddy Mallu
- Department of Biotechnology, Koneru Lakshmaiah Education Foundation, Guntur, Andhra Pradesh, India
| | - Jagadeeshwar Kodavaty
- Department of Chemical Engineering, University of Petroleum & Energy studies, Via Prem Nagar, Bidholi, Dehradun, India
| | - Rajeswara Reddy Erva
- Department of Biotechnology, National Institute of Technology Andhra Pradesh, Tadepalligudem, Andhra Pradesh, India.
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14
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Rajput V, Pramanik R, Malik V, Yadav R, Samson R, Kadam P, Bhalerao U, Tupekar M, Deshpande D, Shah P, Shashidhara LS, Boargaonkar R, Patil D, Kale S, Bhalerao A, Jain N, Kamble S, Dastager S, Karmodiya K, Dharne M. Genomic surveillance reveals early detection and transition of delta to omicron lineages of SARS-CoV-2 variants in wastewater treatment plants of Pune, India. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:118976-118988. [PMID: 37922087 DOI: 10.1007/s11356-023-30709-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 10/23/2023] [Indexed: 11/05/2023]
Abstract
The COVID-19 pandemic has emphasized the urgency for rapid public health surveillance methods to detect and monitor the transmission of infectious diseases. The wastewater-based epidemiology (WBE) has emerged as a promising tool for proactive analysis and quantification of infectious pathogens within a population before clinical cases emerge. In the present study, we aimed to assess the trend and dynamics of SARS-CoV-2 variants using a longitudinal approach. Our objective included early detection and monitoring of these variants to enhance our understanding of their prevalence and potential impact. To achieve our goals, we conducted real-time quantitative polymerase chain reaction (RT-qPCR) and Illumina sequencing on 442 wastewater (WW) samples collected from 10 sewage treatment plants (STPs) in Pune city, India, spanning from November 2021 to April 2022. Our comprehensive analysis identified 426 distinct lineages representing 17 highly transmissible variants of SARS-CoV-2. Notably, fragments of Omicron variant were detected in WW samples prior to its first clinical detection in Botswana. Furthermore, we observed highly contagious sub-lineages of the Omicron variant, including BA.1 (~28%), BA.1.X (1.0-72%), BA.2 (1.0-18%), BA.2.X (1.0-97.4%) BA.2.12 (0.8-0.25%), BA.2.38 (0.8-1.0%), BA.2.75 (0.01-0.02%), BA.3 (0.09-6.3%), BA.4 (0.24-0.29%), and XBB (0.01-21.83%), with varying prevalence rates. Overall, the present study demonstrated the practicality of WBE in the early detection of SARS-CoV-2 variants, which could help track future outbreaks of SARS-CoV-2. Such approaches could be implicated in monitoring infectious agents before they appear in clinical cases.
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Affiliation(s)
- Vinay Rajput
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India
| | - Rinka Pramanik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India
| | - Vinita Malik
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
| | - Rakeshkumar Yadav
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India
| | - Rachel Samson
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India
| | - Pradnya Kadam
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
| | - Unnati Bhalerao
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
| | - Manisha Tupekar
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
| | - Dipti Deshpande
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
| | - Priyanki Shah
- The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India
| | - L S Shashidhara
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
- The Pune Knowledge Cluster (PKC), Savitribai Phule Pune University (SPPU), Pune, Maharashtra, India
| | | | - Dhawal Patil
- Ecosan Services Foundation (ESF), Pune, Maharashtra, 411030, India
| | - Saurabh Kale
- Ecosan Services Foundation (ESF), Pune, Maharashtra, 411030, India
| | - Asim Bhalerao
- Fluid Robotics Private Limited (FRPL), Pune, Maharashtra, 411052, India
| | - Nidhi Jain
- Fluid Robotics Private Limited (FRPL), Pune, Maharashtra, 411052, India
| | - Sanjay Kamble
- Chemical Engineering and Process Development Division, CSIR-National Chemical Laboratory, Pune, Maharashtra, 411008, India
| | - Syed Dastager
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India
| | - Krishanpal Karmodiya
- Department of Biology, Indian Institute of Science Education and Research (IISER), Pune, Maharashtra, 41108, India
| | - Mahesh Dharne
- National Collection of Industrial Microorganisms (NCIM), Biochemical Sciences Division, CSIR-National Chemical Laboratory (NCL), Pune, Maharashtra, 411008, India.
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, 201002, India.
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15
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Zheng P, Zhou C, Ding Y, Liu B, Lu L, Zhu F, Duan S. Nanopore sequencing technology and its applications. MedComm (Beijing) 2023; 4:e316. [PMID: 37441463 PMCID: PMC10333861 DOI: 10.1002/mco2.316] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 05/29/2023] [Accepted: 05/31/2023] [Indexed: 07/15/2023] Open
Abstract
Since the development of Sanger sequencing in 1977, sequencing technology has played a pivotal role in molecular biology research by enabling the interpretation of biological genetic codes. Today, nanopore sequencing is one of the leading third-generation sequencing technologies. With its long reads, portability, and low cost, nanopore sequencing is widely used in various scientific fields including epidemic prevention and control, disease diagnosis, and animal and plant breeding. Despite initial concerns about high error rates, continuous innovation in sequencing platforms and algorithm analysis technology has effectively addressed its accuracy. During the coronavirus disease (COVID-19) pandemic, nanopore sequencing played a critical role in detecting the severe acute respiratory syndrome coronavirus-2 virus genome and containing the pandemic. However, a lack of understanding of this technology may limit its popularization and application. Nanopore sequencing is poised to become the mainstream choice for preventing and controlling COVID-19 and future epidemics while creating value in other fields such as oncology and botany. This work introduces the contributions of nanopore sequencing during the COVID-19 pandemic to promote public understanding and its use in emerging outbreaks worldwide. We discuss its application in microbial detection, cancer genomes, and plant genomes and summarize strategies to improve its accuracy.
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Affiliation(s)
- Peijie Zheng
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
| | - Chuntao Zhou
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
| | - Yuemin Ding
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
- Institute of Translational Medicine, School of MedicineZhejiang University City CollegeHangzhouChina
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of MedicineZhejiang University City CollegeHangzhouChina
| | - Bin Liu
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
| | - Liuyi Lu
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
| | - Feng Zhu
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
| | - Shiwei Duan
- Department of Clinical MedicineSchool of MedicineZhejiang University City CollegeHangzhouChina
- Institute of Translational Medicine, School of MedicineZhejiang University City CollegeHangzhouChina
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of MedicineZhejiang University City CollegeHangzhouChina
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16
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Lekhanya T, Musvuugwa T, Mashifana T, Modley LAS. Measurement of SARS-CoV-2 RNA in wastewater: A case study of the Northern Cape, South Africa. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2023; 88:355-366. [PMID: 37522438 PMCID: wst_2023_197 DOI: 10.2166/wst.2023.197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/01/2023]
Abstract
The SARS-CoV-2 pandemic has resulted in the infection and death of many South Africans. This is in part due to a lack of testing facilities, equipment, and staff in many areas, particularly those with low population densities. The study focused on the infection dynamics of the virus in the Northern Cape province in all five municipalities investigating wastewater-based surveillance for the province. Reverse transcription was used to identify the virus, and SARS-CoV-2 RNA was detected in a batch of wastewater from four of the five areas sampled and was collected in the months that fall within the third wave of COVID as well as the winter season (May-July). The detection of the SARS-CoV-2 RNA correlated with infection statistics as well as the seasonality of the virus. This research showed a positive result in using wastewater epidemiology to track the spread of the virus but also highlighted the need for improved methodology when it comes to this surveillance. This includes sampling smaller areas and frequent sampling in multiple areas to show clear patterns within smaller, sparsely populated communities.
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Affiliation(s)
- Thapelo Lekhanya
- Department of Geography, Environmental Management and Energy Studies, University of Johannesburg, Johannesburg, South Africa E-mail:
| | - Tendai Musvuugwa
- Department of Biological and Agricultural Sciences, Sol Plaatjie University, Kimberley, South Africa
| | - Tebogo Mashifana
- Department of Chemical Engineering, University of Johannesburg, P.O. Box 17011, Doornfontein 2088, South Africa
| | - Lee-Ann Sade Modley
- Department of Geography, Environmental Management and Energy Studies, University of Johannesburg, Johannesburg, South Africa
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17
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Lamba S, Ganesan S, Daroch N, Paul K, Joshi SG, Sreenivas D, Nataraj A, Srikantaiah V, Mishra R, Ramakrishnan U, Ishtiaq F. SARS-CoV-2 infection dynamics and genomic surveillance to detect variants in wastewater - a longitudinal study in Bengaluru, India. THE LANCET REGIONAL HEALTH. SOUTHEAST ASIA 2023; 11:100151. [PMID: 36688230 PMCID: PMC9847225 DOI: 10.1016/j.lansea.2023.100151] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Revised: 11/01/2022] [Accepted: 01/06/2023] [Indexed: 01/19/2023]
Abstract
Background Environmental surveillance (ES) of a pathogen is crucial for understanding the community load of disease. As an early warning system, ES for SARS-CoV-2 has complemented routine diagnostic surveillance by capturing near real-time virus circulation at a population level. Methods In this longitudinal study conducted between January 2022 and June 2022 in 28 sewershed sites in Bengaluru city (∼11 million inhabitants), we quantified weekly SARS-CoV-2 RNA concentrations to track infection dynamics and provide evidence of change in the relative abundance of emerging variants. Findings We describe an early warning system using the exponentially weighted moving average control chart and demonstrate how SARS-CoV-2 RNA concentrations in wastewater correlated with clinically diagnosed new COVID-19 cases, with the trends appearing 8-14 days earlier in wastewater than in clinical data. This was further corroborated by showing that the estimated number of infections is strongly correlated with SARS-CoV-2 RNA copies detected in the wastewater. Using a deconvolution matrix, we detected emerging variants of concern up to two months earlier in wastewater samples. In addition, we found a huge diversity in variants detected in wastewater compared to clinical samples. The findings from this study have been discussed regularly with local authorities to inform policy-making decisions. Interpretation Our study highlights that quantifying viral titre, correlating it with a known number of cases in the area, and combined with genomic surveillance helps in tracking variants of concern (VOC) over time and space, enabling timely and making informed policy decisions. Funding This work has been supported by funding from the Rockefeller Foundation grant to National Centre for Biological Sciences, TIFR) and the Indian Council of Medical Research grant to (FI) Tata Institute for Genetics and Society and Tata Trusts.
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Affiliation(s)
- Sanjay Lamba
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Sutharsan Ganesan
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Namrta Daroch
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Kiran Paul
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Soumya Gopal Joshi
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Darshan Sreenivas
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru, 560065, India
| | - Annamalai Nataraj
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | | | - Rakesh Mishra
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
| | - Uma Ramakrishnan
- National Centre for Biological Sciences, TIFR, Bellary Road, Bengaluru, 560065, India
| | - Farah Ishtiaq
- Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India,Corresponding author. Tata Institute for Genetics and Society, GKVK Post, Bellary Road, Bengaluru, 560065, India
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18
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Tiwari A, Adhikari S, Zhang S, Solomon TB, Lipponen A, Islam MA, Thakali O, Sangkham S, Shaheen MNF, Jiang G, Haramoto E, Mazumder P, Malla B, Kumar M, Pitkänen T, Sherchan SP. Tracing COVID-19 Trails in Wastewater: A Systematic Review of SARS-CoV-2 Surveillance with Viral Variants. WATER 2023; 15:1018. [DOI: 10.3390/w15061018] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
Abstract
The emergence of new variants of SARS-CoV-2 associated with varying infectivity, pathogenicity, diagnosis, and effectiveness against treatments challenged the overall management of the COVID-19 pandemic. Wastewater surveillance (WWS), i.e., monitoring COVID-19 infections in communities through detecting viruses in wastewater, was applied to track the emergence and spread of SARS-CoV-2 variants globally. However, there is a lack of comprehensive understanding of the use and effectiveness of WWS for new SARS-CoV-2 variants. Here we systematically reviewed published articles reporting monitoring of different SARS-CoV-2 variants in wastewater by following the PRISMA guidelines and provided the current state of the art of this study area. A total of 80 WWS studies were found that reported different monitoring variants of SARS-CoV-2 until November 2022. Most of these studies (66 out of the total 80, 82.5%) were conducted in Europe and North America, i.e., resource-rich countries. There was a high variation in WWS sampling strategy around the world, with composite sampling (50/66 total studies, 76%) as the primary method in resource-rich countries. In contrast, grab sampling was more common (8/14 total studies, 57%) in resource-limited countries. Among detection methods, the reverse transcriptase polymerase chain reaction (RT-PCR)-based sequencing method and quantitative RT-PCR method were commonly used for monitoring SARS-CoV-2 variants in wastewater. Among different variants, the B1.1.7 (Alpha) variant that appeared earlier in the pandemic was the most reported (48/80 total studies), followed by B.1.617.2 (Delta), B.1.351 (Beta), P.1 (Gamma), and others in wastewater. All variants reported in WWS studies followed the same pattern as the clinical reporting within the same timeline, demonstrating that WWS tracked all variants in a timely way when the variants emerged. Thus, wastewater monitoring may be utilized to identify the presence or absence of SARS-CoV-2 and follow the development and transmission of existing and emerging variants. Routine wastewater monitoring is a powerful infectious disease surveillance tool when implemented globally.
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Affiliation(s)
- Ananda Tiwari
- Expert Microbiology Unit, Department of Health Security, Finnish Institute for Health and Welfare, 70701 Kuopio, Finland
| | | | - Shuxin Zhang
- School of Civil, Mining, Environmental and Architecture Engineering, University of Wollongong, Wollongong 2522, Australia
| | | | - Anssi Lipponen
- Expert Microbiology Unit, Department of Health Security, Finnish Institute for Health and Welfare, 70701 Kuopio, Finland
| | - Md. Aminul Islam
- COVID-19 Diagnostic Lab, Department of Microbiology, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
- Advanced Molecular Lab, Department of Microbiology, President Abdul Hamid Medical College, Karimganj 2310, Bangladesh
| | - Ocean Thakali
- Department of Civil Engineering, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | - Sarawut Sangkham
- Department of Environmental Health, School of Public Health, University of Phayao, Muang District, Phayao 56000, Thailand
| | - Mohamed N. F. Shaheen
- Department of Water Pollution Research, Environment and Climate Change Research Institute, National Research Center, Giza 2310, Egypt
| | - Guangming Jiang
- School of Civil, Mining, Environmental and Architecture Engineering, University of Wollongong, Wollongong 2522, Australia
- Illawarra Health and Medical Research Institute (IHMRI), University of Wollongong, Wollongong 2522, Australia
| | - Eiji Haramoto
- Interdisciplinary Center for River Basin Environment, University of Yamanashi, 4-3-11 Takeda, Kofu 400-8511, Yamanashi, Japan
| | - Payal Mazumder
- Sustainability Cluster, School of Engineering, University of Petroleum & Energy Studies, Dehradun 248007, Uttarakhand, India
| | - Bikash Malla
- Interdisciplinary Center for River Basin Environment, University of Yamanashi, 4-3-11 Takeda, Kofu 400-8511, Yamanashi, Japan
| | - Manish Kumar
- Sustainability Cluster, School of Engineering, University of Petroleum & Energy Studies, Dehradun 248007, Uttarakhand, India
- Escuela de Ingeniería y Ciencias, Tecnologico de Monterrey, Campus Monterey, Monterrey 64849, Nuevo Leon, Mexico
| | - Tarja Pitkänen
- Expert Microbiology Unit, Department of Health Security, Finnish Institute for Health and Welfare, 70701 Kuopio, Finland
- Department of Food Hygiene and Environmental Health, Faculty of Veterinary Medicine, University of Helsinki, 00014 Helsinki, Finland
| | - Samendra P. Sherchan
- Department of Biology, Morgan State University, Baltimore, MD 11428, USA
- Department of Environmental Health Sciences, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA 70118, USA
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19
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Freitas ÍN, Dourado AV, Araújo APDC, Souza SSD, Luz TMD, Guimarães ATB, Gomes AR, Islam ARMT, Rahman MM, Arias AH, Mubarak Ali D, Ragavendran C, Kamaraj C, Malafaia G. Toxicity assessment of SARS-CoV-2-derived peptides in combination with a mix of pollutants on zebrafish adults: A perspective study of behavioral, biometric, mutagenic, and biochemical toxicity. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 858:159838. [PMID: 36343805 PMCID: PMC9635251 DOI: 10.1016/j.scitotenv.2022.159838] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Revised: 10/26/2022] [Accepted: 10/26/2022] [Indexed: 05/19/2023]
Abstract
The dispersion of SARS-CoV-2 in aquatic environments via the discharge of domestic and hospital sewage has been confirmed in different locations. Thus, we aimed to evaluate the possible impacts of zebrafish (Danio rerio) exposure to SARS-CoV-2 peptide fragments (PSPD-2001, 2002, and 2003) alone and combined with a mix of emerging pollutants. Our data did not reveal the induction of behavioral, biometric, or mutagenic changes. But we noticed an organ-dependent biochemical response. While nitric oxide and malondialdehyde production in the brain, gills, and muscle did not differ between groups, superoxide dismutase activity was reduced in the "PSPD", "Mix", and "Mix+PSPD" groups. An increase in catalase activity and a reduction in DPPH radical scavenging activity were observed in the brains of animals exposed to the treatments. However, the "Mix+PSPD" group had a higher IBRv2 value, with NO levels (brain), the reduction of acetylcholinesterase activity (muscles), and the DPPH radical scavenging activity (brain and muscles), the most discriminant factors for this group. The principal component analysis (PCA) and hierarchical clustering analysis indicated a clear separation of the "Mix+PSPD" group from the others. Thus, we conclude that exposure to viral fragments, associated with the mix of pollutants, induced more significant toxicity in zebrafish adults than in others.
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Affiliation(s)
- Ítalo Nascimento Freitas
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Ecology, Conservation, and Biodiversity, Federal University of Uberlândia, Uberlândia, MG, Brazil
| | - Amanda Vieira Dourado
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil
| | | | - Sindoval Silva de Souza
- Post-Graduation Program in Biotechnology and Biodiversity, Federal University of Goiás, Goiânia, GO, Brazil
| | - Thiarlen Marinho da Luz
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Conservation of Cerrado Natural Resources, Goiano Federal Institute, Urutaí, GO, Brazil
| | | | - Alex Rodrigues Gomes
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Ecology, Conservation, and Biodiversity, Federal University of Uberlândia, Uberlândia, MG, Brazil
| | | | - Md Mostafizur Rahman
- Laboratory of Environmental Health and Ecotoxicology, Department of Environmental Sciences, Jahangirnagar University, Dhaka 1342, Bangladesh
| | - Andrés Hugo Arias
- Instituto Argentino de Oceanografía (IADO), Universidad Nacional del Sur (UNS)-CONICET, Florida 8000, Complejo CCT CONICET Bahía Blanca, Edificio E1, B8000BFW Bahía Blanca, Argentina
| | - Davoodbasha Mubarak Ali
- Petroleum and Chemical Engineering, Faculty of Engineering, Universiti Teknologi Brunei, Bandar Seri Begawan BE1410, Brunei Darussalam
| | - Chinnasamy Ragavendran
- Department of Conservative Dentistry and Endodontics, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences (SIMATS), Chennai, India
| | - Chinnaperumal Kamaraj
- Interdisciplinary Institute of Indian System of Medicine (IIISM), Directorate of Research and Virtual Education, SRM Institute of Science and Technology (SRMIST), Kattankulathur 603203, Tamil Nadu, India
| | - Guilherme Malafaia
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Ecology, Conservation, and Biodiversity, Federal University of Uberlândia, Uberlândia, MG, Brazil; Post-Graduation Program in Biotechnology and Biodiversity, Federal University of Goiás, Goiânia, GO, Brazil; Post-Graduation Program in Conservation of Cerrado Natural Resources, Goiano Federal Institute, Urutaí, GO, Brazil.
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20
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Santiago-Rodriguez TM, Hollister EB. Viral Metagenomics as a Tool to Track Sources of Fecal Contamination: A One Health Approach. Viruses 2023; 15:236. [PMID: 36680277 PMCID: PMC9863393 DOI: 10.3390/v15010236] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 01/10/2023] [Accepted: 01/13/2023] [Indexed: 01/18/2023] Open
Abstract
The One Health framework recognizes that human, animal, and environmental health are linked and highly interdependent. Fecal contamination of water, soil, foodstuff, and air may impact many aspects of One Health, and culture, PCR-based, and sequencing methods are utilized in the detection of fecal contamination to determine source, load, and risk to inform targeted mitigation strategies. Viruses, particularly, have been considered as fecal contamination indicators given the narrow host range many exhibit and their association with other biological contaminants. Culture- and molecular-based methods are considered the gold-standards for virus detection and for determining specific sources of fecal contamination via viral indicators. However, viral metagenomics is also being considered as a tool for tracking sources of fecal contamination. In the present review, studies tracking potential sources of fecal contamination in freshwaters, marine waters, foodstuff, soil, and air using viral metagenomics are discussed to highlight the potential of viral metagenomics for optimizing fecal source tracking. Limitations of the use of viral metagenomics to track fecal contamination sources, including sample processing, nucleic acid recovery, sequencing depth, and bioinformatics are also discussed. Finally, the present review discusses the potential of viral metagenomics as part of the toolbox of methods in a One Health approach.
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21
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Capraru ID, Romanescu M, Anghel FM, Oancea C, Marian C, Sirbu IO, Chis AR, Ciordas PD. Identification of Genomic Variants of SARS-CoV-2 Using Nanopore Sequencing. MEDICINA (KAUNAS, LITHUANIA) 2022; 58:1841. [PMID: 36557043 PMCID: PMC9788413 DOI: 10.3390/medicina58121841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 12/11/2022] [Accepted: 12/13/2022] [Indexed: 12/23/2022]
Abstract
Background and Objectives: SARS-CoV-2 is the first global threat and life-changing event of the twenty-first century. Although efficient treatments and vaccines have been developed, due to the virus's ability to mutate in key regions of the genome, whole viral genome sequencing is needed for efficient monitoring, evaluation of the spread, and even the adjustment of the molecular diagnostic assays. Materials and Methods: In this study, Nanopore and Ion Torrent sequencing technologies were used to detect the main SARS-CoV-2 circulating strains in Timis County, Romania, between February 2021 and May 2022. Results: We identified 22 virus lineages belonging to seven clades: 20A, 20I (Alpha, V1), 21B (Kappa), 21I (Delta), 21J (Delta), 21K (Omicron), and 21L (Omicron). Conclusions: Results obtained with both methods are comparable, and we confirm the utility of Nanopore sequencing in large-scale epidemiological surveillance due to the lower cost and reduced time for library preparation.
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Affiliation(s)
- Ionut Dragos Capraru
- Discipline of Epidemiology, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Public Health Authority Timiș County, 300029 Timișoara, Romania
| | - Mirabela Romanescu
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Center for Complex Network Science, “Victor Babes” University of Medicine and Pharmacy, 300041 Timişoara, Romania
| | - Flavia Medana Anghel
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
| | - Cristian Oancea
- Discipline of Pulmonology, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
| | - Catalin Marian
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Center for Complex Network Science, “Victor Babes” University of Medicine and Pharmacy, 300041 Timişoara, Romania
| | - Ioan Ovidiu Sirbu
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Center for Complex Network Science, “Victor Babes” University of Medicine and Pharmacy, 300041 Timişoara, Romania
| | - Aimee Rodica Chis
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Center for Complex Network Science, “Victor Babes” University of Medicine and Pharmacy, 300041 Timişoara, Romania
| | - Paula Diana Ciordas
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Discipline of Biochemistry, “Victor Babes” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Center for Complex Network Science, “Victor Babes” University of Medicine and Pharmacy, 300041 Timişoara, Romania
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22
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Freitas ÍN, Dourado AV, da Silva Matos SG, de Souza SS, da Luz TM, Rodrigues ASDL, Guimarães ATB, Mubarak NM, Rahman MM, Arias AH, Malafaia G. Short-term exposure of the mayfly larvae (Cloeon dipterum, Ephemeroptera: Baetidae) to SARS-CoV-2-derived peptides and other emerging pollutants: A new threat for the aquatic environments. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 849:157813. [PMID: 35931160 PMCID: PMC9345649 DOI: 10.1016/j.scitotenv.2022.157813] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 07/26/2022] [Accepted: 07/31/2022] [Indexed: 05/09/2023]
Abstract
The input of SARS-CoV-2 or its fragments into freshwater ecosystems (via domestic or hospital sewage) has raised concerns about its possible impacts on aquatic organisms. Thus, using mayfly larvae [Cloeon dipterum (L.), Ephemeroptera: Baetidae] as a model system, we aimed to evaluate the possible effects of the combined short exposure of SARS-CoV-2-derived peptides (named PSPD-2001, PSPD-2002, and PSPD-2003 - at 266.2 ng/L) with multiple emerging pollutants at ambient concentrations. After six days of exposure, we observed higher mortality of larvae exposed to SARS-CoV-2-derived peptides (alone or in combination with the pollutant mix) and a lower-body condition index than those unexposed larvae. In the "PSPD" and "Mix+PSPD" groups, the activity of superoxide dismutase, catalase, DPPH radical scavenging activity, and the total thiol levels were also lower than in the "control" group. In addition, we evidenced the induction of nitrosative stress (inferred by increased nitrite production) and reduced acetylcholinesterase activity by SARS-CoV-2-derived peptides. On the other hand, malondialdehyde levels in larvae exposed to treatments were significantly lower than in unexposed larvae. The values of the integrated biomarker response index and the principal component analysis (PCA) results confirmed the similarity between the responses of animals exposed to SARS-CoV-2-derived peptides (alone and in combination with the pollutant mix). Although viral peptides did not intensify the effects of the pollutant mix, our study sheds light on the potential ecotoxicological risk associated with the spread of the new coronavirus in aquatic environments. Therefore, we recommend exploring this topic in other organisms and experimental contexts.
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Affiliation(s)
- Ítalo Nascimento Freitas
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Conservation of Cerrado Natural Resources, Goiano Federal Institute, Urutaí, GO, Brazil
| | - Amanda Vieira Dourado
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil
| | | | - Sindoval Silva de Souza
- Post-Graduation Program in Biotechnology and Biodiversity, Federal University of Goiás, Goiânia, GO, Brazil
| | - Thiarlen Marinho da Luz
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Conservation of Cerrado Natural Resources, Goiano Federal Institute, Urutaí, GO, Brazil
| | | | | | - Nabisab Mujawar Mubarak
- Petroleum and Chemical Engineering, Faculty of Engineering, Universiti Teknologi Brunei, Bandar Seri Begawan BE1410, Brunei Darussalam
| | - Md Mostafizur Rahman
- Laboratory of Environmental Health and Ecotoxicology, Department of Environmental Sciences, Jahangirnagar University, Dhaka 1342, Bangladesh
| | - Andrés Hugo Arias
- Instituto Argentino de Oceanografía (IADO), Universidad Nacional del Sur (UNS)-CONICET, Florida 8000, Complejo CCT CONICET Bahía Blanca, Bahía Blanca, Argentina
| | - Guilherme Malafaia
- Laboratory of Toxicology Applied to the Environment, Goiano Federal Institute, Urutaí, GO, Brazil; Post-Graduation Program in Conservation of Cerrado Natural Resources, Goiano Federal Institute, Urutaí, GO, Brazil; Petroleum and Chemical Engineering, Faculty of Engineering, Universiti Teknologi Brunei, Bandar Seri Begawan BE1410, Brunei Darussalam; Post-Graduation Program in Ecology, Conservation, and Biodiversity, Federal University of Uberlândia, Uberlândia, MG, Brazil.
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23
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de Llanos R, Cejudo-Marín R, Barneo M, Pérez-Cataluña A, Barberá-Riera M, Rebagliato M, Bellido-Blasco J, Sánchez G, Hernández F, Bijlsma L. Monitoring the evolution of SARS-CoV-2 on a Spanish university campus through wastewater analysis: A pilot project for the reopening strategy. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 845:157370. [PMID: 35842154 PMCID: PMC9278994 DOI: 10.1016/j.scitotenv.2022.157370] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 07/08/2022] [Accepted: 07/10/2022] [Indexed: 06/03/2023]
Abstract
Wastewater surveillance is a fast and cost-effective tool that enables tracing of both symptomatic and asymptomatic transmission of SARS-CoV-2. In this paper, a pilot program carried out at the University Jaume I for monitoring the trends of the presence of SARS-CoV-2 in wastewater. To the best of our knowledge, this is the first such project conducted on a university campus in Spain. Wastewater samples (n = 838) were collected when students returned to campus, from October 2020 until August 2021, at a confluence sewer point and at the building level including different academic departments and services, the library, administration offices and the university student residence. It has been observed that the probability of SARS-CoV-2 RNA detection in wastewater depended on COVID-19 incidence on campus and visitors/occupants of the buildings i.e., high-, or low-traffic buildings with high or low frequency of potential contacts. Moreover, the third wave in Spain (after Christmas 2020) and an outbreak that occurred at the university student's residence could be carefully followed, allowing confirmation of the end of the outbreak. In addition, viral variants (i.e., mutations and linages) from selected time points were detected by sequencing and gave an indication of the evolution of the virus over time. The results illustrate the potential of wastewater-based epidemiology to provide an early warning for SARS-CoV-2 within the university, especially in buildings with low traffic and more defined populations, like the student residence. The strategy and experience gathered in this study will allow for implementation of improvements for reliable monitoring in the future.
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Affiliation(s)
- Rosa de Llanos
- Faculty of Health Sciences, University Jaume I, Castellón, Spain.
| | | | - Manuela Barneo
- Faculty of Health Sciences, University Jaume I, Castellón, Spain
| | - Alba Pérez-Cataluña
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - María Barberá-Riera
- Faculty of Health Sciences, University Jaume I, Castellón, Spain; Epidemiology and Public Health Center of Castellón, Spain
| | - Marisa Rebagliato
- Faculty of Health Sciences, University Jaume I, Castellón, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain
| | - Juan Bellido-Blasco
- Faculty of Health Sciences, University Jaume I, Castellón, Spain; Epidemiology and Public Health Center of Castellón, Spain; CIBER Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, Madrid, Spain
| | - Gloria Sánchez
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Félix Hernández
- Environmental and Public Health Analytical Chemistry, Research Institute for Pesticides and Water, University Jaume I, Castellón, Spain
| | - Lubertus Bijlsma
- Environmental and Public Health Analytical Chemistry, Research Institute for Pesticides and Water, University Jaume I, Castellón, Spain.
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24
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Kolarević S, Micsinai A, Szántó-Egész R, Lukács A, Kračun-Kolarević M, Djordjevic A, Vojnović-Milutinović D, Marić JJ, Kirschner AKT, Farnleitner AAH, Linke R, Đukic A, Kostić-Vuković J, Paunović M. Wastewater-based epidemiology in countries with poor wastewater treatment - Epidemiological indicator function of SARS-CoV-2 RNA in surface waters. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 843:156964. [PMID: 35764146 PMCID: PMC9232394 DOI: 10.1016/j.scitotenv.2022.156964] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 06/21/2022] [Accepted: 06/21/2022] [Indexed: 06/09/2023]
Abstract
Wastewater-based epidemiology (WBE) surveillance of COVID-19 and other future outbreaks is a challenge for developing countries as most households are not connected to a sewerage system. In December 2019, SARS-CoV-2 RNA was detected in the Danube River at a site severely affected by wastewaters from Belgrade. Rivers are much more complex systems than wastewater systems, and efforts are needed to address all the factors influencing the adoption of WBE as an alternative to targeting raw wastewater. Our objective was to provide a more detailed insight into the potential of SARS-CoV-2 surveillance in Serbian surface waters for epidemiological purposes. Water samples were collected at 12 sites along the Sava and Danube rivers in Belgrade during the fourth COVID-19 wave in Serbia that started in late February 2021. RNA was concentrated using Amicon Ultra-15 centrifugal filters and quantified using RT-qPCR with primer sets targeting nucleocapsid (N1 and N2) and envelope (E) protein genes. Microbiological (faecal indicator bacteria and human and animal genetic faecal source tracking markers), epidemiological, physicochemical and hydromorphological parameters were analysed in parallel. From 44 samples, SARS-CoV-2 RNA was detected in 31, but only at 4 concentrations above the level of quantification (ranging from 8.47 × 103 to 2.07 × 104 gc/L). The results indicated that surveillance of SARS-CoV-2 RNA in surface waters as ultimate recipients could be used as an epidemiological early-warning tool in countries lacking wastewater treatment and proper sewerage infrastructure. The performance of the applied approach, including advanced sampling site characterization to trace and identify sites with significant raw sewage influence from human populations, could be further improved by adaptation of the methodology for processing higher volumes of samples and enrichment factors, which should provide the quantitative instead of qualitative data needed for WBE.
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Affiliation(s)
- Stoimir Kolarević
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia.
| | - Adrienn Micsinai
- WESSLING Hungary Ltd., Anonymous str 6., H-1045 Budapest, Hungary
| | | | - Alena Lukács
- Biomi Ltd., Szent-Györgyi Albert str 4, H-2100 Gödöllő, Hungary
| | - Margareta Kračun-Kolarević
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia
| | - Ana Djordjevic
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia
| | - Danijela Vojnović-Milutinović
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia
| | - Jovana Jovanović Marić
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia
| | - Alexander K T Kirschner
- Medical University Vienna, Institute for Hygiene and Applied Immunology - Water Microbiology, Kinderspitalgasse 15, Vienna, Austria; Interuniversity Cooperation Center Water and Health (ICC), Austria; Karl Landsteiner University of Health Sciences, Division Water Quality & Health, Dr.-Karl-Dorrek-Straße 30, A-3500 Krems, Austria
| | - Andreas A H Farnleitner
- Interuniversity Cooperation Center Water and Health (ICC), Austria; Karl Landsteiner University of Health Sciences, Division Water Quality & Health, Dr.-Karl-Dorrek-Straße 30, A-3500 Krems, Austria; Technische Universität Wien, Institute of Chemical, Environmental and Bioscience Engineering, Research Group for Microbiology and Molecular Diagnostics 166/5/3, Gumpendorferstraße 1a, A-1060 Vienna, Austria
| | - Rita Linke
- Interuniversity Cooperation Center Water and Health (ICC), Austria; Technische Universität Wien, Institute of Chemical, Environmental and Bioscience Engineering, Research Group for Microbiology and Molecular Diagnostics 166/5/3, Gumpendorferstraße 1a, A-1060 Vienna, Austria
| | - Aleksandar Đukic
- University of Belgrade, Faculty of Civil Engineering, Bulevar kralja Aleksandra 73, 11000 Belgrade, Serbia
| | - Jovana Kostić-Vuković
- University of Belgrade, Institute for Multidisciplinary Research, Department of Biology and Inland Water Protection, Kneza Višeslava 1, 11000 Belgrade, Serbia
| | - Momir Paunović
- University of Belgrade, Institute for Biological Research "Siniša Stanković", National Institute of the Republic of Serbia, Bulevar despota Stefana 142, 11060 Belgrade, Serbia
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25
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Joshi M, Kumar M, Srivastava V, Kumar D, Rathore DS, Pandit R, Graham DW, Joshi CG. Genetic sequencing detected the SARS-CoV-2 delta variant in wastewater a month prior to the first COVID-19 case in Ahmedabad (India). ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2022; 310:119757. [PMID: 35853573 PMCID: PMC9287018 DOI: 10.1016/j.envpol.2022.119757] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 06/22/2022] [Accepted: 07/08/2022] [Indexed: 05/23/2023]
Abstract
Wastewater-based genomic surveillance can identify a huge majority of variants shed by the infected individuals within a population, which goes beyond genomic surveillance based on clinical samples (i.e., symptomatic patients only). We analyzed four samples to detect key mutations in the SARS-CoV-2 genome and track circulating variants in Ahmedabad during the first wave (Sep/Nov 2020) and before the second wave (in Feb 2021) of COVID-19 in India. The analysis identified a total of 34 mutations in the spike protein across samples categorized into 23 types. The spike protein mutations were linked to the VOC-21APR-02; B.1.617.2 lineage (Delta variant) with 57% frequency in wastewater samples of Feb 2021. The key spike protein mutations were T19R, L452R, T478K, D614G, & P681R and deletions at 22029 (6 bp), 28248 (6 bp), & 28271 (1 bp). Interestingly, these mutations were not seen in the samples from Sep/Nov 2020 but did appear before the massive second wave of COVID-19 cases, which in India started in early April 2021. In fact, genetic traces of the Delta variant were found in samples of early Feb 2021, more than a month before the first clinically confirmed case of this in March 2021 in Ahmedabad, Gujarat. The present work describes the circulating of SARS-CoV-2 variants in Ahmedabad and confirms the consequential value of wastewater surveillance for the early detection of variants of concerns (VOCs). Such monitoring must be included as a major component of future health protection systems.
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Affiliation(s)
- Madhvi Joshi
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
| | - Manish Kumar
- Discipline of Earth Science, Indian Institute of Technology Gandhinagar, Gujarat, 382 355, India; Sustainability Cluster, School of Engineering, University of Petroleum & Energy Studies, Dehradun, Uttarakhand, 248007, India.
| | - Vaibhav Srivastava
- Sustainability Cluster, School of Engineering, University of Petroleum & Energy Studies, Dehradun, Uttarakhand, 248007, India
| | - Dinesh Kumar
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
| | - Dalip Singh Rathore
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
| | - Ramesh Pandit
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India
| | - David W Graham
- Newcastle University, School of Engineering, Cassie Building, Newcastle-upon-Tyne, NE1 7RU, UK
| | - Chaitanya G Joshi
- Gujarat Biotechnology Research Centre (GBRC), Sector- 11, Gandhinagar, Gujarat, 382 011, India.
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26
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Tamáš M, Potocarova A, Konecna B, Klucar Ľ, Mackulak T. Wastewater Sequencing-An Innovative Method for Variant Monitoring of SARS-CoV-2 in Populations. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:9749. [PMID: 35955106 PMCID: PMC9367975 DOI: 10.3390/ijerph19159749] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 07/28/2022] [Accepted: 07/29/2022] [Indexed: 05/14/2023]
Abstract
The SARS-CoV-2 outbreak has already affected more than 555 million people, and 6.3 million people have died. Due to its high infectivity, it is crucial to track SARS-CoV-2 outbreaks early to prevent the spread of infection. Wastewater monitoring appears to be a powerful and effective tool for managing epidemiological situations. Due to emerging mutations of SARS-CoV-2, there is a need to monitor mutations in order to control the pandemic. Since the sequencing of randomly chosen individuals is time-consuming and expensive, sequencing of wastewater plays an important role in revealing the dynamics of infection in a population. The sampling method used is a crucial factor and significantly impacts the results. Wastewater can be collected as a grab sample or as a 24 h composite sample. Another essential factor is the sample volume, as is the method of transport used. This review discusses different pretreatment procedures and RNA extraction, which may be performed using various methods, such as column-based extraction, TRIzol, or magnetic extraction. Each of the methods has its advantages and disadvantages, which are described accordingly. RT-qPCR is a procedure that confirms the presence of SARS-CoV-2 genes before sequencing. This review provides an overview of currently used methods for preparing wastewater samples, from sampling to sequencing.
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Affiliation(s)
- Michal Tamáš
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radinského 9, 81237 Bratislava, Slovakia
- Institute of Physiology, Faculty of Medicine, Comenius University in Bratislava, 81372 Bratislava, Slovakia
| | - Alena Potocarova
- Institute of Molecular Biomedicine, Faculty of Medicine, Comenius University in Bratislava, Sasinkova 4, 81108 Bratislava, Slovakia
| | - Barbora Konecna
- Institute of Molecular Biomedicine, Faculty of Medicine, Comenius University in Bratislava, Sasinkova 4, 81108 Bratislava, Slovakia
| | - Ľubos Klucar
- Institute of Molecular Biology, Slovak Academy of Sciences, Dúbravská Cesta 21, 84551 Bratislava, Slovakia
| | - Tomas Mackulak
- Department of Environmental Engineering, Institute of Chemical and Environmental Engineering, Faculty of Chemical and Food Technology, Slovak University of Technology, Radinského 9, 81237 Bratislava, Slovakia
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27
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Paruch L. Molecular Diagnostic Tools Applied for Assessing Microbial Water Quality. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:5128. [PMID: 35564522 PMCID: PMC9105083 DOI: 10.3390/ijerph19095128] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 04/20/2022] [Accepted: 04/21/2022] [Indexed: 11/16/2022]
Abstract
Microbial water quality is of vital importance for human, animal, and environmental health. Notably, pathogenically contaminated water can result in serious health problems, such as waterborne outbreaks, which have caused huge economic and social losses. In this context, the prompt detection of microbial contamination becomes essential to enable early warning and timely reaction with proper interventions. Recently, molecular diagnostics have been increasingly employed for the rapid and robust assessment of microbial water quality implicated by various microbial pollutants, e.g., waterborne pathogens and antibiotic-resistance genes (ARGs), imposing the most critical health threats to humans and the environment. Continuous technological advances have led to constant improvements and expansions of molecular methods, such as conventional end-point PCR, DNA microarray, real-time quantitative PCR (qPCR), multiplex qPCR (mqPCR), loop-mediated isothermal amplification (LAMP), digital droplet PCR (ddPCR), and high-throughput next-generation DNA sequencing (HT-NGS). These state-of-the-art molecular approaches largely facilitate the surveillance of microbial water quality in diverse aquatic systems and wastewater. This review provides an up-to-date overview of the advancement of the key molecular tools frequently employed for microbial water quality assessment, with future perspectives on their applications.
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Affiliation(s)
- Lisa Paruch
- Division of Environment and Natural Resources, Norwegian Institute of Bioeconomy Research-NIBIO Oluf Thesens vei 43, 1433 Aas, Norway
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28
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Pérez-Cataluña A, Chiner-Oms Á, Cuevas-Ferrando E, Díaz-Reolid A, Falcó I, Randazzo W, Girón-Guzmán I, Allende A, Bracho MA, Comas I, Sánchez G. Spatial and temporal distribution of SARS-CoV-2 diversity circulating in wastewater. WATER RESEARCH 2022; 211:118007. [PMID: 35033744 PMCID: PMC8702378 DOI: 10.1016/j.watres.2021.118007] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 11/15/2021] [Accepted: 12/21/2021] [Indexed: 05/03/2023]
Abstract
Wastewater-based epidemiology (WBE) has proven to be an effective tool for epidemiological surveillance of SARS-CoV-2 during the current COVID-19 pandemic. Furthermore, combining WBE together with high-throughput sequencing techniques can be useful for the analysis of SARS-CoV-2 viral diversity present in a given sample. The present study focuses on the genomic analysis of SARS-CoV-2 in 76 sewage samples collected during the three epidemiological waves that occurred in Spain from 14 wastewater treatment plants distributed throughout the country. The results obtained demonstrate that the metagenomic analysis of SARS-CoV-2 in wastewater allows the detection of mutations that define the B.1.1.7 lineage and the ability of the technique to anticipate the detection of certain mutations before they are detected in clinical samples. The study proves the usefulness of sewage sequencing to track Variants of Concern that can complement clinical testing to help in decision-making and in the analysis of the evolution of the pandemic.
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Affiliation(s)
- Alba Pérez-Cataluña
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain.
| | - Álvaro Chiner-Oms
- Instituto de Biomedicina de Valencia (IBV-CSIC), C/ Jaume Roig, 11, Valencia 46010, Spain
| | - Enric Cuevas-Ferrando
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Azahara Díaz-Reolid
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Irene Falcó
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Walter Randazzo
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Inés Girón-Guzmán
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
| | - Ana Allende
- Department of Food Science and Technology, CEBAS-CSIC, Research Group on Quality and Safety of Fruits and Vegetables, Campus Universitario de Espinardo, 25, Murcia 30100, Spain
| | - María A Bracho
- FISABIO - Public Health, Department of Genomics and Health, Av. Catalunya, 21, Valencia 46020, Spain; Joint Research Unit "Infection and Public Health" FISABIO-Universitat de Valencia I2SysBio, Av. Catalunya, 21, Valencia 46020, Spain; CIBER in Epidemiology and Public Health (CIBERESP), Valencia, Spain
| | - Iñaki Comas
- Instituto de Biomedicina de Valencia (IBV-CSIC), C/ Jaume Roig, 11, Valencia 46010, Spain; CIBER in Epidemiology and Public Health (CIBERESP), Valencia, Spain
| | - Gloria Sánchez
- VISAFELab, Department of Preservation and Food Safety Technologies, Institute of Agrochemistry and Food Technology, IATA-CSIC, Av. Agustín Escardino 7, Paterna, Valencia 46980, Spain
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29
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The Detection of SARS-CoV-2 in the Environment: Lessons from Wastewater. WATER 2022. [DOI: 10.3390/w14040599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
Wastewater has historically been an important source of enteric pathogens, as well as a source of unconventational or unexpected pathogens, including those present in the respiratory tract, saliva, urine, and blood. This is the case with SARS-CoV-2, the causative agent of the most recent pandemic. SARS-CoV-2 has been identified in wastewater across various geographical regions prior to, and during, the report of cases. The detection of SARS-CoV-2 in wastewater is usually performed using molecular techniques targeting specific genomic regions. High-throughput sequencing techniques, both untargeted and targeted or amplicon-based, are also being applied in combination with molecular techniques for the detection of SARS-CoV-2 variants to determine the genetic diversity and phylogenetic relatedness. The identification of SARS-CoV-2 in wastewater has a number of epidemiological, biological, and ecological applications, which can be incorporated into future outbreaks, epidemics, or pandemics.
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