Skip to main content

Advertisement

Log in

New prospects of environmental RNA metabarcoding research in biological diversity, ecotoxicological monitoring, and detection of COVID-19: a critical review

  • Review Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Ecosystems are multifaceted and complex systems and understanding their composition is crucial for the implementation of efficient conservation and management. Conventional approaches to biodiversity surveys can have limitations in detecting the complete range of species present. In contrast, the study of environmental RNA (eRNA) offers a non-invasive and comprehensive method for monitoring and evaluating biodiversity across different ecosystems. Similar to eDNA, the examination of genetic material found in environmental samples can identify and measure many species, including ones that pose challenges to traditional methods. However, eRNA is degraded quickly and therefore shows promise in detection of living organisms closer to their actual location than eDNA methods. This method provides a comprehensive perspective on the well-being of ecosystems, facilitating the development of focused conservation approaches to save at-risk species and uphold ecological equilibrium. Furthermore, eRNA has been recognized as a valuable method for the identification of COVID-19 in the environment, besides its established uses in biodiversity protection. The SARS-CoV-2 virus, which is accountable for the worldwide epidemic, releases RNA particles into the surrounding environment via human waste, providing insights into the feasibility of detecting it in wastewater and other samples taken from the environment. In this article, we critically reviewed the recent research activities that use the eRNA method, including its utilization in biodiversity conservation, ecological surveillance, and ecotoxicological monitoring as well as its innovative potential in identifying COVID-19. Through this review, the reader can understand the recent developments, prospects, and challenges of eRNA research in ecosystem management and biodiversity conservation.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Data Availability

All the data collected and analyzed are included in this manuscript and available from the corresponding author upon request.

Abbreviations

COI:

Cytochrome oxidase subunit 1

cDNA:

Complementary DNA

CoVs:

Coronaviruses

COVID-19:

Coronavirus disease 2019

Cr:

Chromium

eDNA:

Environmental DNA

eRNA:

Environmental RNA

MOTUs:

Molecular operational taxonomic units

PCR:

Polymerase chain reaction

RT-qPCR:

Reverse transcriptase quantitative PCR

SARS-CoV-2:

Severe acute respiratory syndrome coronavirus 2

WBE:

Wastewater-based epidemiology

References

  • Adamo M, Voyron S, Chialva M, Marmeisse R, Girlanda M (2020) Metabarcoding on both environmental DNA and RNA highlights differences between fungal communities sampled in different habitats. PLoS One 15(12):e0244682

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Agrawal S, Orschler L, Lackner S (2021) Long-term monitoring of SARS-CoV-2 RNA in wastewater of the Frankfurt metropolitan area in Southern Germany. Sci Rep 11(1):5372

    Article  CAS  PubMed  PubMed Central  ADS  Google Scholar 

  • Ahmed I, Yang SH, Ogden S, Zhang W, Li Y, Sharrocks AD (2023) eRNA profiling uncovers the enhancer landscape of oesophageal adenocarcinoma and reveals new deregulated pathways. Elife 12:e80840

    Article  PubMed  PubMed Central  Google Scholar 

  • Akingbola S, Fernandes R, Borden S, Gilbride K, Oswald C, Straus S ... Stuart R (2023) Early identification of a COVID-19 outbreak detected by wastewater surveillance at a large homeless shelter in Toronto, Ontario. Canadian J Public Health, 114(1), 72–79

  • Akpor OB, Otohinoyi DA, Olaolu DT, Aderiye BI (2014) Pollutants in wastewater effluents: impacts and remediation processes. Intl J Environ Res Earth Sci 3(3):050–059

    Google Scholar 

  • Alam MS, Projna F, Zafrin MS, Das R, Khan MGQ (2022) Assessment of genetic diversity, detection of strain-specific single nucleotide polymorphisms and identification of the Bangladesh and Vietnam strain of Channa striata by PCR-RFLP analysis of the mitochondrial COI gene fragment. Aquaculture and Fisheries 7(3):287–295

    Article  Google Scholar 

  • Ali M, Iqbal R, Rana SA, Athar M, Iqbal F (2006) Effect of feed cycling on specific growth rate, condition factor and RNA/DNA ratio of Labeo rohita. Afr J Biotechnol, 5(17)

  • Amarasiri M, Furukawa T, Nakajima F, Sei K (2021) Pathogens and disease vectors/hosts monitoring in aquatic environments: Potential of using eDNA/eRNA based approach. Sci Total Environ 796:148810

    Article  CAS  PubMed  ADS  Google Scholar 

  • Ambade B, Kurwadkar S, Sankar TK, Kumar A (2021) Emission reduction of black carbon and polycyclic aromatic hydrocarbons during COVID-19 pandemic lockdown. Air Qual Atmos Health 14(7):1081–1095

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ambade B, Sankar TK, Kumar A, Gautam AS, Gautam S (2021bbrandt) COVID-19 lockdowns reduce the Black carbon and polycyclic aromatic hydrocarbons of the Asian atmosphere: source apportionment and health hazard evaluation. Environ Dev Sustain, 23, 12252–12271

  • Ammayappan A, Vakharia VN (2009) Molecular characterization of the Great Lakes viral hemorrhagic septicemia virus (VHSV) isolate from USA. Virol J 6(1):1–16

    Article  Google Scholar 

  • Ankley PJ, Xie Y, Havens S, Peters L, Timlick L, Rodriguez-Gil JL ... Palace VP (2022) RNA metabarcoding helps reveal zooplankton community response to environmental stressors. Environ Pollut, 292, 118446

  • Asha P, Natrayan LBTJRRGS, Geetha BT, Beulah JR, Sumathy R, Varalakshmi G, Neelakandan S (2022) IoT enabled environmental toxicology for air pollution monitoring using AI techniques. Environ Res 205:112574

    Article  CAS  PubMed  Google Scholar 

  • Awan AG (2013) Relationship between environment and sustainable economic development: a theoretical approach to environmental problems. Intl J Asian Social Sci 3(3):741–761

    Google Scholar 

  • Baaijens JA, Zulli A, Ott IM, Petrone ME, Alpert T, Fauver JR ... CoV-2 Genomic Surveillance Initiative (2021) Variant abundance estimation for SARS-CoV-2 in wastewater using RNA-Seq quantification. medRxiv

  • Bagutti C, Alt Hug M, Heim P, Maurer Pekerman L, Ilg Hampe E, Hübner P ... Tschudin-Sutter S (2022) Wastewater monitoring of SARS-CoV-2 shows high correlation with COVID-19 case numbers and allowed early detection of the first confirmed B. 1.1. 529 infection in Switzerland: results of an observational surveillance study. Swiss Medical Weekly, 152, w30202

  • Baldovin T, Amoruso I, Fonzo M, Buja A, Baldo V, Cocchio S, Bertoncello C (2021) SARS-CoV-2 RNA detection and persistence in wastewater samples: an experimental network for COVID-19 environmental surveillance in Padua, Veneto Region (NE Italy). Sci Total Environ 760:143329

    Article  CAS  PubMed  ADS  Google Scholar 

  • Bass D, Christison KW, Stentiford GD, Cook LS, Hartikainen H (2023) Environmental DNA/RNA for pathogen and parasite detection, surveillance, and ecology. Trends Parasitol

  • Beng KC, Corlett RT (2020) Applications of environmental DNA (eDNA) in ecology and conservation: opportunities, challenges and prospects. Biodivers Conserv 29:2089–2121

    Article  Google Scholar 

  • Bhat A, Ryu CM (2016) Plant perceptions of extracellular DNA and RNA. Mol Plant 9(7):956–958

    Article  CAS  PubMed  Google Scholar 

  • Blagodatskaya E, Kuzyakov Y (2013) Active microorganisms in soil: critical review of estimation criteria and approaches. Soil Biol Biochem 67:192–211

    Article  CAS  Google Scholar 

  • Bouchez T, Blieux AL, Dequiedt S, Domaizon I, Dufresne A, Ferreira S ... Ranjard L (2016) Molecular microbiology methods for environmental diagnosis. Environ Chem Lett, 14, 423–441

  • Bowers HA, Pochon X, von Ammon U, Gemmell N, Stanton JAL, Jeunen GJ ... Zaiko A (2021) Towards the optimization of eDNA/eRNA sampling technologies for marine biosecurity surveillance. Water, 13(8), 1113

  • Brandt MI, Trouche B, Henry N, Liautard-Haag C, Maignien L, De Vargas C ... Arnaud-Haond S (2020) An assessment of environmental metabarcoding protocols aiming at favoring contemporary biodiversity in inventories of deep-sea communities. Front Marine Sci, 7, 234

  • Buschmann D, Haberberger A, Kirchner B, Spornraft M, Riedmaier I, Schelling G, Pfaffl MW (2016) Toward reliable biomarker signatures in the age of liquid biopsies-how to standardize the small RNA-Seq workflow. Nucleic Acids Res 44(13):5995–6018

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cao Q, Sun X, Rajesh K, Chalasani N, Gelow K, Katz B ... Smirnova E (2021) Effects of rare microbiome taxa filtering on statistical analysis. Front Microbiol, 11, 607325

  • Chandra D, Meena SC, Chattopadhyay A, Saharan V (2014) Metagenomics and complementary approaches for the study of microbial communities. Microbial Biodivers Sustain Agric, 21

  • Chen XE, Zhao C, Luo Y, Tang T, Chen W (2023) Contamination of SARS‐CoV‐2 RNA on personal protective equipment and environmental surfaces in nonpatient entry area of a Fangcang shelter hospital. Am J Indust Med

  • Chia PY, Coleman KK, Tan YK, Ong SWX, Gum M, Lau SK ... Marimuthu K (2020) Detection of air and surface contamination by SARS-CoV-2 in hospital rooms of infected patients. Nature Communications, 11(1), 2800

  • Çinar ME, Arianoutsou M, Zenetos A, Golani D (2014) Impacts of invasive alien marine species on ecosystem services and biodiversity: a pan-European review. Aquat Invasions 9(4):391–423

    Article  Google Scholar 

  • Civade R, Dejean T, Valentini A, Roset N, Raymond JC, Bonin A ... Pont D (2016) Spatial representativeness of environmental DNA metabarcoding signal for fish biodiversity assessment in a natural freshwater system. PLoS One, 11(6), e0157366

  • Colijn C, Earn DJ, Dushoff J, Ogden NH, Li M, Knox N ... Otto SP (2022) First Nations Health: the need for linked genomic surveillance of SARS-CoV-2. Canada Communicable Disease Report, 48(4), 131

  • Conesa A, Madrigal P, Tarazona S, Gomez-Cabrero D, Cervera A, McPherson A ... Mortazavi A (2016) A survey of best practices for RNA-seq data analysis. Genome Biol, 17(1), 1–19

  • Corinaldesi C, Beolchini F, Dell’anno A (2008) Damage and degradation rates of extracellular DNA in marine sediments: implications for the preservation of gene sequences. Mol Ecol 17(17):3939–3951

    Article  CAS  PubMed  Google Scholar 

  • Cristescu ME (2019) Can environmental RNA revolutionize biodiversity science? Trends Ecol Evol 34(8):694–697

    Article  PubMed  Google Scholar 

  • Dong HT, Chaijarasphong T, Barnes AC, Delamare‐Deboutteville J, Lee PA, Senapin S ... Bondad‐Reantaso MG (2023) From the basics to emerging diagnostic technologies: what is on the horizon for tilapia disease diagnostics?. Rev Aquacult, 15, 186–212

  • Du J, Xu S, Zhou Q, Li H, Fu L, Tang J ... Du X (2020) A review of microplastics in the aquatic environmental: distribution, transport, ecotoxicology, and toxicological mechanisms. Environ Sci Pollut Res, 27, 11494–11505

  • Farkas K, Hillary LS, Malham SK, McDonald JE, Jones DL (2020) Wastewater and public health: the potential of wastewater surveillance for monitoring COVID-19. Curr Opin Environ Sci Health 17:14–20

    Article  PubMed  PubMed Central  Google Scholar 

  • Farrell JA, Whitmore L, Duffy DJ (2021) The promise and pitfalls of environmental DNA and RNA approaches for the monitoring of human and animal pathogens from aquatic sources. Bioscience 71(6):609–625

    Article  Google Scholar 

  • Feist SM, Lance RF (2021) Advanced molecular-based surveillance of quagga and zebra mussels: a review of environmental DNA/RNA (eDNA/eRNA) studies and considerations for future directions. NeoBiota 66:117–159

    Article  Google Scholar 

  • Ferdous MJ, Sultana MA, Rasel MİA, Pandit D, Khan MGQ, Alam MS (2023a) Fish and shellfish diversity of Malam beel, Bangladesh: status, trends, and management strategies. Aquatic Sci Eng 38(4):212–221

    Article  Google Scholar 

  • Ferdous SR, Amin A, Hasan J, Alam MS, Shahjahan M (2023b) Prevalence of microplastics in commonly consumed fish species of the river old Brahmaputra Bangladesh. Environ Sci Pollut Res 30(36):85639–85654

    Article  CAS  Google Scholar 

  • French RK, Holmes EC (2020) An ecosystems perspective on virus evolution and emergence. Trends Microbiol 28(3):165–175

    Article  CAS  PubMed  Google Scholar 

  • Gavin MC, Solomon JN, Blank SG (2010) Measuring and monitoring illegal use of natural resources. Conserv Biol 24(1):89–100

    Article  PubMed  Google Scholar 

  • Giroux MS, Reichman JR, Langknecht T, Burgess RM, Ho KT (2022) Environmental RNA as a tool for marine community biodiversity assessments. Sci Rep 12(1):17782

    Article  CAS  PubMed  PubMed Central  ADS  Google Scholar 

  • Goldberg CS, Turner CR, Deiner K, Klymus KE, Thomsen PF, Murphy MA ... Taberlet P (2016) Critical considerations for the application of environmental DNA methods to detect aquatic species. Meth Ecol Evol, 7(11), 1299–1307

  • Graham KE, Loeb SK, Wolfe MK, Catoe D, Sinnott-Armstrong N, Kim S ... Boehm AB (2020) SARS-CoV-2 RNA in wastewater settled solids is associated with COVID-19 cases in a large urban sewershed. Environ Sci Technol, 55(1), 488–498

  • Greco M, Lejzerowicz F, Reo E, Caruso A, Maccotta A, Coccioni R ... Frontalini F (2022) Environmental RNA outperforms eDNA metabarcoding in assessing impact of marine pollution: a chromium-spiked mesocosm test. Chemosphere, 298, 134239

  • Haramoto E, Malla B, Thakali O, Kitajima M (2020) First environmental surveillance for the presence of SARS-CoV-2 RNA in wastewater and river water in Japan. Sci Total Environ 737:140405

    Article  CAS  PubMed  PubMed Central  ADS  Google Scholar 

  • Harbert RS (2018) Algorithms and strategies in short-read shotgun metagenomic reconstruction of plant communities. Appl Plant Sci 6(3):e1034

    Article  PubMed  PubMed Central  Google Scholar 

  • Hasan MF, Nur-E-Alam M, Salam MA, Rahman H, Paul SC, Rak AE ... Towfiqul Islam ARM (2021) Health risk and water quality assessment of surface water in an urban river of Bangladesh. Sustainability, 13(12), 6832

  • Hassan S, Sabreena Poczai P, Ganai BA, Almalki WH, Gafur A, Sayyed RZ (2022) Environmental DNA metabarcoding: a novel contrivance for documenting terrestrial biodiversity. Biology 11(9):1297

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Havugimana E, Bhople BS, Kumar ANIL, Byiringiro EMMANUEL, Mugabo JP, Kumar ARUN (2017) Soil pollution–major sources and types of soil pollutants. Environ Sci Eng 11:53–86

    Google Scholar 

  • Hechler RM, Yates MC, Chain FJ, Cristescu ME (2022) Environmental transcriptomics under heat stress: can environmental RNA reveal changes in gene expression of aquatic organisms?. bioRxiv, 2022–10

  • Hiki K, Yamagishi T, Yamamoto H (2023) Environmental RNA as a Noninvasive tool for assessing toxic effects in fish: a proof-of-concept study using Japanese medaka exposed to pyrene. Environ Sci Technol 57(34):12654–12662

    Article  CAS  PubMed  ADS  Google Scholar 

  • Hughes B, Duong D, White BJ, Wigginton KR, Chan EM, Wolfe MK, Boehm AB (2022) Respiratory syncytial virus (RSV) RNA in wastewater settled solids reflects RSV clinical positivity rates. Environ Sci Technol Lett 9(2):173–178

    Article  CAS  Google Scholar 

  • İnce FD, Ellidağ HY, Koseoğlu M, Şimşek N, Yalçın H, Zengin MO (2016) The comparison of automated urine analyzers with manual microscopic examination for urinalysis automated urine analyzers and manual urinalysis. Practical Lab Med 5:14–20

    Article  Google Scholar 

  • Ip YCA, Chen J, Tan LY, Lau C, Chan YH, Shanmugavelu BR ... Yap HH (2023) Establishing environmental DNA and RNA protocols for the simultaneous detection of fish viruses from seawater. Environmental DNA

  • Jaeger L, Chworos A (2006) The architectonics of programmable RNA and DNA nanostructures. Curr Opin Struct Biol 16(4):531–543

    Article  CAS  PubMed  Google Scholar 

  • Jerde CL (2021) Can we manage fisheries with the inherent uncertainty from eDNA? J Fish Biol 98(2):341–353

    Article  PubMed  Google Scholar 

  • Jerde CL, Mahon AR, Chadderton WL, Lodge DM (2011) “Sight-unseen” detection of rare aquatic species using environmental DNA. Conserv Lett 4(2):150–157

    Article  Google Scholar 

  • Jet T, Gines G, Rondelez Y, Taly V (2021) Advances in multiplexed techniques for the detection and quantification of microRNAs. Chem Soc Rev 50(6):4141–4161

    Article  CAS  PubMed  Google Scholar 

  • Jeunen GJ, Knapp M, Spencer HG, Taylor HR, Lamare MD, Stat M ... Gemmell NJ (2019) Species‐level biodiversity assessment using marine environmental DNA metabarcoding requires protocol optimization and standardization. Ecol Evol, 9(3), 1323–1335

  • Jia X, Dini-Andreote F, Falcão Salles J (2020) Comparing the influence of assembly processes governing bacterial community succession based on DNA and RNA data. Microorganisms 8(6):798

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Jiang Y, Xiong X, Danska J, Parkinson J (2016) Metatranscriptomic analysis of diverse microbial communities reveals core metabolic pathways and microbiome-specific functionality. Microbiome 4:1–18

    Article  Google Scholar 

  • Jo TS (2023) Methodological considerations for aqueous environmental RNA collection, preservation, and extraction. Anal Sci, 1–8

  • Jones DL, Baluja MQ, Graham DW, Corbishley A, McDonald JE, Malham SK ... Wilcox MH (2020) Shedding of SARS-CoV-2 in feces and urine and its potential role in person-to-person transmission and the environment-based spread of COVID-19. Sci Total Environ, 749, 141364

  • Jones DL, Rhymes JM, Wade MJ, Kevill JL, Malham SK, Grimsley JM ... Weightman AJ (2023) Suitability of aircraft wastewater for pathogen detection and public health surveillance. Sci Total Environ, 856, 159162

  • Kagzi K, Hechler RM, Fussmann GF, Cristescu ME (2022) Environmental RNA degrades more rapidly than environmental DNA across a broad range of pH conditions. Mol Ecol Resour 22(7):2640–2650

    Article  CAS  PubMed  Google Scholar 

  • Kamono A, Meyer M, Cavalier-Smith T, Fukui M, Fiore-Donno AM (2013) Exploring slime mould diversity in high-altitude forests and grasslands by environmental RNA analysis. FEMS Microbiol Ecol 84(1):98–109

    Article  CAS  PubMed  Google Scholar 

  • Karthikeyan S, Levy JI, De Hoff P, Humphrey G, Birmingham A, Jepsen K ... Knight R (2022) Wastewater sequencing reveals early cryptic SARS-CoV-2 variant transmission. Nature, 609(7925), 101–108

  • Karthikeyan S, Nguyen A, McDonald D, Zong Y, Ronquillo N, Ren J ... Knight R (2021) Rapid, large-scale wastewater surveillance and automated reporting system enable early detection of nearly 85% of COVID-19 cases on a university campus. Msystems, 6(4), e00793–21

  • Keshaviah A, Hu XC, Henry M (2021) Developing a flexible national wastewater surveillance system for COVID-19 and beyond. Environ Health Perspect 129(4):045002

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kestel JH, Field DL, Bateman PW, White NE, Allentoft ME, Hopkins AJ ... Nevill P (2022) Applications of environmental DNA (eDNA) in agricultural systems: Current uses, limitations and future prospects. Sci Total Environ, 847, 157556

  • Kiker GA, Bridges TS, Varghese A, Seager TP, Linkov I (2005) Application of multicriteria decision analysis in environmental decision making. Integr Environ Assess Manag 1(2):95–108

    Article  PubMed  Google Scholar 

  • Kitahashi T, Sugime S, Inomata K, Nishijima M, Kato S, Yamamoto H (2020) Meiofaunal diversity at a seamount in the Pacific ocean: a comprehensive study using environmental DNA and RNA. Deep Sea Res Part I 160:103253

    Article  Google Scholar 

  • Klymus KE, Marshall NT, Stepien CA (2017) Environmental DNA (eDNA) metabarcoding assays to detect invasive invertebrate species in the Great Lakes. PLoS One 12(5):e0177643

    Article  PubMed  PubMed Central  Google Scholar 

  • Kong H, Yang EJ, Jiao N, Lee Y, Jung J, Cho KH ... Xu D (2023) RNA outperforms DNA-based metabarcoding in assessing the diversity and response of microeukaryotes to environmental variables in the Arctic Ocean. Sci Total Environ, 876, 162608.

  • Kumar M, Srivastava V, Mazumder P, Deka JP, Gupta S, Goswami R ... Joshi M (2022) Spectre of SARS-CoV-2 RNA in the ambient urban waters of Ahmedabad and Guwahati: a tale of two Indian cities. Environ Res, 204, 112067

  • Kurwadkar S, Sankar TK, Kumar A, Ambade B, Gautam S, Gautam AS ... Salam MA (2023) Emissions of black carbon and polycyclic aromatic hydrocarbons: potential implications of cultural practices during the COVID-19 pandemic. Gondwana Res, 114, 4–14

  • Kurwadkar S, Sethi SS, Mishra P, Ambade B (2022) Unregulated discharge of wastewater in the Mahanadi River Basin: risk evaluation due to occurrence of polycyclic aromatic hydrocarbon in surface water and sediments. Mar Pollut Bull 179:113686

    Article  CAS  PubMed  Google Scholar 

  • Laroche O, Wood SA, Tremblay LA, Ellis JI, Lear G, Pochon X (2018) A cross-taxa study using environmental DNA/RNA metabarcoding to measure biological impacts of offshore oil and gas drilling and production operations. Mar Pollut Bull 127:97–107

    Article  CAS  PubMed  Google Scholar 

  • Laroche O, Wood SA, Tremblay LA, Ellis JI, Lejzerowicz F, Pawlowski J ... Pochon X (2016) First evaluation of foraminiferal metabarcoding for monitoring environmental impact from an offshore oil drilling site. Marine Environ Res, 120, 225–235

  • Laroche O, Wood SA, Tremblay LA, Lear G, Ellis JI, Pochon X (2017) Metabarcoding monitoring analysis: the pros and cons of using co-extracted environmental DNA and RNA data to assess offshore oil production impacts on benthic communities. PeerJ 5:e3347

    Article  PubMed  PubMed Central  Google Scholar 

  • Larson ER, Graham BM, Achury R, Coon JJ, Daniels MK, Gambrell DK ... Suarez AV (2020) From eDNA to citizen science: emerging tools for the early detection of invasive species. Front Ecol Environ, 18(4), 194–202

  • Lepetz V, Massot M, Schmeller DS, Clobert J (2009) Biodiversity monitoring: some proposals to adequately study species’ responses to climate change. Biodivers Conserv 18:3185–3203

    Article  Google Scholar 

  • Li X, Zhang S, Sherchan S, Orive G, Lertxundi U, Haramoto E, ... Jiang G (2023) Correlation between SARS-CoV-2 RNA concentration in wastewater and COVID-19 cases in community: a systematic review and meta-analysis. J Hazard Mater, 441, 129848

  • Li YH, Fan YZ, Jiang L, Wang HB (2020) Aerosol and environmental surface monitoring for SARS-CoV-2 RNA in a designated hospital for severe COVID-19 patients. Epidemiol Infect, 148

  • Litchman E, Edwards KF, Boyd PW (2021) Toward trait-based food webs: universal traits and trait matching in planktonic predator–prey and host–parasite relationships. Limnol Oceanogr 66(11):3857–3872

    Article  ADS  Google Scholar 

  • Littlefair JE, Rennie MD, Cristescu ME (2022) Environmental nucleic acids: a field-based comparison for monitoring freshwater habitats using eDNA and eRNA. Mol Ecol Resour 22(8):2928–2940

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • MacAulay S, Ellison AR, Kille P, Cable J (2022) Moving towards improved surveillance and earlier diagnosis of aquatic pathogens: from traditional methods to emerging technologies. Rev Aquac 14(4):1813–1829

    Article  PubMed  PubMed Central  Google Scholar 

  • Macfadyen S, Gibson R, Polaszek A, Morris RJ, Craze PG, Planqué R ... Memmott J (2009) Do differences in food web structure between organic and conventional farms affect the ecosystem service of pest control?. Ecol Lett, 12(3), 229–238

  • Mancusi A, Capuano F, Girardi S, Di Maro O, Suffredini E, Di Concilio D ... Pierri B (2022) Detection of SARS-CoV-2 RNA in bivalve mollusks by droplet digital RT-PCR (dd RT-PCR). Intl J Environ Res Public Health, 19(2), 943

  • Maran MIJ (2022) Benefits of merging paired-end reads before pre-processing environmental metagenomics data. Mar Genomics 61:100914

    Article  CAS  PubMed  ADS  Google Scholar 

  • Mateos J, Mananos E, Carrillo M, Zanuy S (2002) Regulation of follicle-stimulating hormone (FSH) and luteinizing hormone (LH) gene expression by gonadotropin-releasing hormone (GnRH) and sexual steroids in the Mediterranean Sea bass. Comp Biochem Physiol b: Biochem Mol Biol 132(1):75–86

    Article  PubMed  Google Scholar 

  • Matray TJ, Gryaznov SM (1999) Synthesis and properties of RNA analogs—oligoribonucleotide N3′→ P5′ phosphoramidates. Nucleic Acids Res 27(20):3976–3985

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mattick JS (2004) The hidden genetic program of complex organisms. Sci Am 291(4):60–67

    Article  PubMed  Google Scholar 

  • Medema G, Heijnen L, Elsinga G, Italiaander R, Brouwer A (2020) Presence of SARS-Coronavirus-2 RNA in sewage and correlation with reported COVID-19 prevalence in the early stage of the epidemic in the Netherlands. Environ Sci Technol Lett 7(7):511–516

    Article  CAS  PubMed  Google Scholar 

  • Merkes CM, McCalla SG, Jensen NR, Gaikowski MP, Amberg JJ (2014) Persistence of DNA in carcasses, slime and avian feces may affect interpretation of environmental DNA data. PLoS ONE 9(11):e113346

    Article  PubMed  PubMed Central  ADS  Google Scholar 

  • Milligan SR, Holt WV, Lloyd R (2009) Impacts of climate change and environmental factors on reproduction and development in wildlife. Philos Trans Royal Soc b: Biol Sci 364(1534):3313–3319

    Article  Google Scholar 

  • Miyata K, Inoue Y, Amano Y, Nishioka T, Yamane M, Kawaguchi T ... Honda H (2021) Fish environmental RNA enables precise ecological surveys with high positive predictivity. Ecol Indicators, 128, 107796

  • Moe SJ, De Schamphelaere K, Clements WH, Sorensen MT, Van den Brink PJ, Liess M (2013) Combined and interactive effects of global climate change and toxicants on populations and communities. Environ Toxicol Chem 32(1):49–61

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mohan SV, Hemalatha M, Kopperi H, Ranjith I, Kumar AK (2021) SARS-CoV-2 in environmental perspective: Occurrence, persistence, surveillance, inactivation and challenges. Chem Eng J 405:126893

    Article  CAS  PubMed  Google Scholar 

  • Monga I, Kumar M (2019) Computational resources for prediction and analysis of functional miRNA and their targetome. Computational Biology of Non-Coding RNA: Methods and Protocols, 215–250.

  • Nagler M, Podmirseg SM, Ascher-Jenull J, Sint D, Traugott M (2022) Why eDNA fractions need consideration in biomonitoring. Mol Ecol Resour 22(7):2458–2470

    Article  PubMed  PubMed Central  Google Scholar 

  • Nascimento FJ, Lallias D, Bik HM, Creer S (2018) Sample size effects on the assessment of eukaryotic diversity and community structure in aquatic sediments using high-throughput sequencing. Sci Rep 8(1):11737

    Article  PubMed  PubMed Central  ADS  Google Scholar 

  • Nielsen CB, Shomron N, Sandberg R, Hornstein E, Kitzman J, Burge CB (2007) Determinants of targeting by endogenous and exogenous microRNAs and siRNAs. RNA 13(11):1894–1910

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Nilsen E, Smalling KL, Ahrens L, Gros M, Miglioranza KS, Picó Y, Schoenfuss HL (2019) Critical review: grand challenges in assessing the adverse effects of contaminants of emerging concern on aquatic food webs. Environ Toxicol Chem 38(1):46–60

    Article  CAS  PubMed  Google Scholar 

  • Othman MF, Shazali K (2012) Wireless sensor network applications: A study in environment monitoring system. Procedia Eng 41:1204–1210

    Article  Google Scholar 

  • Palomar G, Fernández-Chacón A, Bosch J (2023) Amphibian survival compromised by long-term effects of chytrid fungus. Biodivers Conserv 32(2):793–809

    Article  Google Scholar 

  • Parsley MB, Goldberg CS (2023) Environmental RNA can distinguish life stages in amphibian populations. Mol Ecol Resour

  • Passos RG, Silveira MB, Abrahão JS (2021) Exploratory assessment of the occurrence of SARS-CoV-2 in aerosols in hospital facilities and public spaces of a metropolitan center in Brazil. Environ Res 195:110808

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Patella V, Florio G, Magliacane D, Giuliano A, Crivellaro MA, Di Bartolomeo D ... Zollo A (2018) Urban air pollution and climate change:“The Decalogue: Allergy Safe Tree” for allergic and respiratory diseases care. Clin Mol Allergy, 16(1), 1–11

  • Pawlowski J, Esling P, Lejzerowicz F, Cedhagen T, Wilding TA (2014) Environmental monitoring through protist next-generation sequencing metabarcoding: assessing the impact of fish farming on benthic foraminifera communities. Mol Ecol Resour 14(6):1129–1140

    Article  CAS  PubMed  Google Scholar 

  • Peccia J, Zulli A, Brackney DE, Grubaugh ND, Kaplan EH, Casanovas-Massana A ... Omer SB (2020) Measurement of SARS-CoV-2 RNA in wastewater tracks community infection dynamics. Nature Biotechnol, 38(10), 1164–1167

  • Perez CR, Bonar SA, Amberg JJ, Ladell B, Rees C, Stewart WT ... Robinson AT (2017) Comparison of American Fisheries Society (AFS) standard fish sampling techniques and environmental DNA for characterizing fish communities in a large reservoir. North Am J Fisheries Manage, 37(5), 1010–1027

  • Pochon X, Zaiko A, Fletcher LM, Laroche O, Wood SA (2017) Wanted dead or alive? Using metabarcoding of environmental DNA and RNA to distinguish living assemblages for biosecurity applications. PLoS ONE 12(11):e0187636

    Article  PubMed  PubMed Central  Google Scholar 

  • Qian T, Shan X, Wang W, Jin X (2022) Effects of temperature on the timeliness of eDNA/eRNA: a case study of Fenneropenaeus chinensis. Water 14(7):1155

    Article  CAS  Google Scholar 

  • Rachowicz LJ, Hero JM, Alford RA, Taylor JW, Morgan JA, Vredenburg VT ... Briggs CJ (2005) The novel and endemic pathogen hypotheses: competing explanations for the origin of emerging infectious diseases of wildlife. Conserv Biol, 19(5), 1441-1448

  • Randazzo W, Truchado P, Cuevas-Ferrando E, Simón P, Allende A, Sánchez G (2020) SARS-CoV-2 RNA in wastewater anticipated COVID-19 occurrence in a low prevalence area. Water Res 181:115942

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Rao S, Hyde KD, Pointing SB (2013) Comparison of DNA and RNA, and cultivation approaches for the recovery of terrestrial and aquatic fungi from environmental samples. Curr Microbiol 66:185–191

    Article  CAS  PubMed  Google Scholar 

  • Rees HC, Maddison BC, Middleditch DJ, Patmore JR, Gough KC (2014) The detection of aquatic animal species using environmental DNA—a review of eDNA as a survey tool in ecology. J Appl Ecol 51(5):1450–1459

    Article  CAS  Google Scholar 

  • Rishan ST, Kline R J, Rahman MS (2023) Applications of environmental DNA (eDNA) to detect subterranean and aquatic invasive species: a critical review on the challenges and limitations of eDNA metabarcoding. Environ Adv, 100370

  • Rosiles-González G, Carrillo-Jovel VH, Alzate-Gaviria L, Betancourt WQ, Gerba CP, Moreno-Valenzuela OA ... Hernández-Zepeda C (2021) Environmental surveillance of SARS-CoV-2 RNA in wastewater and groundwater in Quintana Roo, Mexico. Food Environ Virol, 13(4), 457–469

  • Ruppert KM, Kline RJ, Rahman MS (2019) Past, present, and future perspectives of environmental DNA (eDNA) metabarcoding: a systematic review in methods, monitoring, and applications of global eDNA. Global Ecol Conserv 17:e00547

    Article  Google Scholar 

  • Sabin NS, Calliope AS, Simpson SV, Arima H, Ito H, Nishimura T, Yamamoto T (2020) Implications of human activities for (re) emerging infectious diseases, including COVID-19. J Physiol Anthropol 39(1):1–12

    Article  Google Scholar 

  • Sankar TK, Kumar A, Ambade B, Mahato DK, Hussain AJ, Sethi SS ... Gautam S (2023) Impact of COVID-19 on black carbon and carbon monoxide levels and its health risk assessment over East India. Aerosol Sci Eng, 7, 368–379

  • Santarpia JL, Herrera VL, Rivera DN, Ratnesar-Shumate S, Reid SP, Denton PW ... Lowe JJ (2020) The infectious nature of patient-generated SARS-CoV-2 aerosol. medRxiv, 2020–07

  • Satagopam V, Gu W, Eifes S, Gawron P, Ostaszewski M, Gebel S ... Schneider R (2016) Integration and visualization of translational medicine data for better understanding of human diseases. Big Data, 4(2), 97–108

  • Schmitz BW, Innes GK, Prasek SM, Betancourt WQ, Stark ER, Foster AR ... Pepper IL (2021) Enumerating asymptomatic COVID-19 cases and estimating SARS-CoV-2 fecal shedding rates via wastewater-based epidemiology. Sci Total Environ, 801, 149794

  • Schroeter JC, Maloy AP, Rees CB, Bartron ML (2020) Fish mitochondrial genome sequencing: expanding genetic resources to support species detection and biodiversity monitoring using environmental DNA. Conserv Genet Resour 12:433–446

    Article  Google Scholar 

  • Scriver M, Zaiko A, Pochon X, von Ammon U (2023) Harnessing decay rates for coastal marine biosecurity applications: a review of environmental DNA and RNA fate. Environmental DNA

  • Senapati D, Bhattacharya M, Kar A, Chini DS, Das BK, Patra BC (2019). Environmental DNA (eDNA): a promising biological survey tool for aquatic species detection. In Proceedings of the Zoological Society (Vol. 72, pp. 211–228). Springer India

  • Serrana JM, Miyake Y, Gamboa M, Watanabe K (2019) Comparison of DNA metabarcoding and morphological identification for stream macroinvertebrate biodiversity assessment and monitoring. Ecol Ind 101:963–972

    Article  Google Scholar 

  • Shahid M, Natasha DC, Niazi NK, Xiong TT, Farooq ABU, Khalid S (2021) Ecotoxicology of heavy metal (loid)-enriched particulate matter: foliar accumulation by plants and health impacts. Rev Environ Contam Toxicol Volume 253, 65-113

  • Shao L, Ge S, Jones T, Santosh M, Silva LF, Cao Y ... BéruBé K (2021) The role of airborne particles and environmental considerations in the transmission of SARS-CoV-2. Geosci Front, 12(5), 101189.

  • Shastri J, Parikh S, Aggarwal V, Agrawal S, Chatterjee N, Shah R ... Pandey R (2021) Severe SARS-CoV-2 breakthrough reinfection with delta variant after recovery from breakthrough infection by alpha variant in a fully vaccinated health worker. Frontiers in Medicine, 1379

  • Siddiqui JA, Bamisile BS, Khan MM, Islam W, Hafeez M, Bodlah I, Xu Y (2021) Impact of invasive ant species on native fauna across similar habitats under global environmental changes. Environ Sci Pollut Res 28:54362–54382

    Article  Google Scholar 

  • Silva DM, Domingues L (2015) On the track for an efficient detection of Escherichia coli in water: a review on PCR-based methods. Ecotoxicol Environ Saf 113:400–411

    Article  Google Scholar 

  • Silva TP, Noyma NP, Duque TL, Gamalier JP, Vidal L O, Lobao LM ... Melo RC (2014) Visualizing aquatic bacteria by light and transmission electron microscopy. Antonie van Leeuwenhoek, 105, 1–14

  • Smith KF, Acevedo-Whitehouse K, Pedersen AB (2009) The role of infectious diseases in biological conservation. Anim Conserv 12(1):1–12

    Article  Google Scholar 

  • Smither SJ, Eastaugh LS, Findlay JS, Lever MS (2020) Experimental aerosol survival of SARS-CoV-2 in artificial saliva and tissue culture media at medium and high humidity. Emerg Microbes Infect 9(1):1415–1417

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Smyrlaki I, Ekman M, Lentini A, Rufino de Sousa N, Papanicolaou N, Vondracek M ... Reinius B (2020) Massive and rapid COVID-19 testing is feasible by extraction-free SARS-CoV-2 RT-PCR. Nature Commun, 11(1), 4812

  • Solo-Gabriele HM, Kumar S, Abelson S, Penso J, Contreras J, Babler KM ... Kumar N (2023) Predicting COVID-19 cases using SARS-CoV-2 RNA in air, surface swab and wastewater samples. Sci Total Environ, 857, 159188

  • Sonone SS, Jadhav S, Sankhla MS, Kumar R (2020) Water contamination by heavy metals and their toxic effect on aquaculture and human health through food Chain. Lett Appl NanoBioSci 10(2):2148–2166

    Article  Google Scholar 

  • Srinivasan R, Karaoz U, Volegova M, MacKichan J, Kato-Maeda M, Miller S ... Lynch SV (2015) Use of 16S rRNA gene for identification of a broad range of clinically relevant bacterial pathogens. PLoS One, 10(2), e0117617

  • Stephenson PJ (2020) Technological advances in biodiversity monitoring: applicability, opportunities and challenges. Curr Opin Environ Sustain 45:36–41

    Article  Google Scholar 

  • Stevens JD, Parsley MB (2022) Environmental RNA applications and their associated gene targets for management and conservation. Environ DNA 5(2):227–239

    Article  Google Scholar 

  • Stewart KA (2019) Understanding the effects of biotic and abiotic factors on sources of aquatic environmental DNA. Biodivers Conserv 28(5):983–1001

    Article  Google Scholar 

  • Surkova E, Nikolayevskyy V, Drobniewski F (2020) False-positive COVID-19 results: hidden problems and costs. Lancet Respir Med 8(12):1167–1168

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Takao Y, Mise K, Nagasaki K, Okuno T, Honda D (2006) Complete nucleotide sequence and genome organization of a single-stranded RNA virus infecting the marine fungoid protist Schizochytrium sp. J Gen Virol 87(3):723–733

    Article  CAS  PubMed  Google Scholar 

  • Tan SC, Yiap BC (2009) DNA, RNA, and protein extraction: the past and the present. BioMed Research International, 2009

  • Tang S, Mao Y, Jones RM, Tan Q, Ji JS, Li N ... Shi X (2020) Aerosol transmission of SARS-CoV-2? Evidence, prevention and control. Environ Intl, 144, 106039

  • Tanhaei M, Mohebbi SR, Hosseini SM, Rafieepoor M, Kazemian S, Ghaemi A ... Zali MR (2021) The first detection of SARS-CoV-2 RNA in the wastewater of Tehran, Iran. Environ Sci Pollut Res, 28, 38629–38636

  • Thakur IS, Roy D (2020) Environmental DNA and RNA as records of human exposome, including biotic/abiotic exposures and its implications in the assessment of the role of environment in chronic diseases. Int J Mol Sci 21(14):4879

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Thompson JR, Nancharaiah YV, Gu X, Lee WL, Rajal VB, Haines MB ... Wuertz S (2020) Making waves: wastewater surveillance of SARS-CoV-2 for population-based health management. Water Res, 184, 116181

  • Trombetta JJ, Gennert D, Lu D, Satija R, Shalek AK, Regev A (2014) Preparation of single-cell RNA-seq libraries for next generation sequencing. Curr Protocols Mol Biol 107(1):4–22

    Article  Google Scholar 

  • Tsuji S, Shibata N (2021) Identifying spawning events in fish by observing a spike in environmental DNA concentration after spawning. Environ DNA 3(1):190–199

    Article  CAS  Google Scholar 

  • Tsuri K, Ikeda S, Hirohara T, Shimada Y, Minamoto T, Yamanaka H (2021) Messenger RNA typing of environmental RNA (eRNA): a case study on zebrafish tank water with perspectives for the future development of eRNA analysis on aquatic vertebrates. Environ DNA 3(1):14–21

    Article  CAS  Google Scholar 

  • Turner CR, Uy KL, Everhart RC (2015) Fish environmental DNA is more concentrated in aquatic sediments than surface water. Biol Cons 183:93–102

    Article  Google Scholar 

  • Váradi L, Luo JL, Hibbs DE, Perry JD, Anderson RJ, Orenga S, Groundwater PW (2017) Methods for the detection and identification of pathogenic bacteria: past, present, and future. Chem Soc Rev 46(16):4818–4832

    Article  PubMed  Google Scholar 

  • Veilleux HD, Misutka MD, Glover CN (2021) Environmental DNA and environmental RNA: current and prospective applications for biological monitoring. Sci Total Environ 782:146891

    Article  CAS  PubMed  ADS  Google Scholar 

  • Vihervaara P, Auvinen AP, Mononen L, Törmä M, Ahlroth P, Anttila S ... Virkkala R (2017) How essential biodiversity variables and remote sensing can help national biodiversity monitoring. Global Ecol Conserv, 10, 43–59.

  • Vlassov VV, Laktionov PP, Rykova EY (2007) Extracellular nucleic acids. BioEssays 29(7):654–667

    Article  CAS  PubMed  Google Scholar 

  • Von Ammon U, Wood SA, Laroche O, Zaiko A, Lavery SD, Inglis GJ, Pochon X (2019) Linking environmental DNA and RNA for improved detection of the marine invasive fanworm Sabella spallanzanii. Front Marine Sci, 621

  • Wang HLV, Chekanova JA (2016) Small RNAs: essential regulators of gene expression and defenses against environmental stresses in plants. Wiley Interdisc Rev: RNA 7(3):356–381

    Article  CAS  Google Scholar 

  • Wang M, Noor S, Huan R, Liu C, Li J, Shi Q ... He H (2020) Comparison of the diversity of cultured and total bacterial communities in marine sediment using culture-dependent and sequencing methods. PeerJ, 8, e10060.

  • Wang S, Yan Z, Hänfling B, Zheng X, Wang P, Fan J, Li J (2021) Methodology of fish eDNA and its applications in ecology and environment. Sci Total Environ 755:142622

    Article  CAS  PubMed  ADS  Google Scholar 

  • Weidhaas J, Aanderud ZT, Roper DK, VanDerslice J, Gaddis EB, Ostermiller J ... LaCross N (2021) Correlation of SARS-CoV-2 RNA in wastewater with COVID-19 disease burden in sewersheds. Sci Total Environ, 775, 145790

  • Wolfe M, Hughes B, Duong D, Chan-Herur V, Wigginton KR, White BJ, Boehm AB (2022) Detection of SARS-CoV-2 variant Mu, Beta, Gamma, Lambda, Delta, Alpha, and Omicron in wastewater settled solids using mutation-specific assays is associated with regional detection of variants in clinical samples. medRxiv, 2022–01

  • Wood SA, Biessy L, Latchford JL, Zaiko A, von Ammon U, Audrezet F ... Pochon X (2020) Release and degradation of environmental DNA and RNA in a marine system. Sci Total Environ, 704, 135314

  • Wu F, Xiao A, Zhang J, Moniz K, Endo N, Armas F ... Alm EJ (2021) Wastewater surveillance of SARS-CoV-2 across 40 US states from February to June 2020. Water Res, 202, 117400

  • Xie Y, Challis JK, Oloye FF, Asadi M, Cantin J, Brinkmann M ... Giesy JP (2022) RNA in municipal wastewater reveals magnitudes of COVID-19 outbreaks across four waves driven by SARS-CoV-2 variants of concern. Acs Es&T Water, 2(11), 1852–1862

  • Xiong W, Huang X, Chen Y, Fu R, Du X, Chen X, Zhan A (2020) Zooplankton biodiversity monitoring in polluted freshwater ecosystems: A technical review. Environ Sci Ecotechnol 1:100008

    Article  Google Scholar 

  • Yang H, Du H, Qi H, Yu L, Hou X, Zhang H ... Wei Q (2021) Effectiveness assessment of using riverine water eDNA to simultaneously monitor the riverine and riparian biodiversity information. Scientific Reports, 11(1), 24241

  • Yates MC, Derry AM, Cristescu ME (2021) Environmental RNA: a revolution in ecological resolution? Trends Ecol Evol 36(7):601–609

    Article  CAS  PubMed  Google Scholar 

  • Yates MC, Fraser DJ, Derry AM (2019) Meta-analysis supports further refinement of eDNA for monitoring aquatic species-specific abundance in nature. Environ DNA 1(1):5–13

    Article  Google Scholar 

  • Young JR, Evans-Kocinski S, Bush RD, Windsor PA (2015) Improving smallholder farmer biosecurity in the Mekong region through change management. Transbound Emerg Dis 62(5):491–504

    Article  CAS  PubMed  Google Scholar 

  • Zaiko A, Pochon X, Garcia-Vazquez E, Olenin S, Wood SA (2018) Advantages and limitations of environmental DNA/RNA tools for marine biosecurity: management and surveillance of non-indigenous species. Front Mar Sci 5:322

    Article  Google Scholar 

  • Zhang R, Weinbauer MG, Peduzzi P (2021) Aquatic viruses and climate change. Curr Issues Mol Biol 41(1):357–380

    Article  PubMed  Google Scholar 

  • Zilius M, Samuiloviene A, Stanislauskienė R, Broman E, Bonaglia S, Meškys R, Zaiko A (2021) Depicting temporal, functional, and phylogenetic patterns in estuarine diazotrophic communities from environmental DNA and RNA. Microb Ecol 81:36–51

    Article  CAS  PubMed  ADS  Google Scholar 

  • Zwolak A, Sarzyńska M, Szpyrka E, Stawarczyk K (2019) Sources of soil pollution by heavy metals and their accumulation in vegetables: A review. Water Air Soil Pollut 230:1–9

    Article  CAS  Google Scholar 

Download references

Acknowledgements

We would like to thank the U.S. Fish and Wildlife Service and the Texas Parks & Wildlife Department (TPWD) for the eDNA research funds (grant no. F23AF00093-00) to Dr. Richard J. Kline and Dr. Md Saydur Rahman.

Author information

Authors and Affiliations

Authors

Contributions

Sakib Tahmid Rishan: methodology, writing—original draft. Richard J. Kline: methodology, supervision, writing—review and editing. Md Saydur Rahman: conceptualization, methodology, supervision, writing—review and editing.

Corresponding author

Correspondence to Md Saydur Rahman.

Ethics declarations

Consent for publication

All authors have approved the submission of the final version of the manuscript.

Conflict of interest

The authors declare no conflict of interest.

Additional information

Responsible Editor: Lotfi Aleya

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rishan, S.T., Kline, R.J. & Rahman, M.S. New prospects of environmental RNA metabarcoding research in biological diversity, ecotoxicological monitoring, and detection of COVID-19: a critical review. Environ Sci Pollut Res 31, 11406–11427 (2024). https://doi.org/10.1007/s11356-023-31776-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-023-31776-y

Keywords

Navigation