Metagenomic next-generation sequencing for the detection of viruses from respiratory samples: a systematized review on current methods and future directions
Open Access
- 5 August 2026
- journal article
- review article
- Published by Springer Nature in Virology Journal
- Vol. 23 (1)
Abstract
The comprehensive identification of viruses using metagenomic next-generation sequencing (mNGS) has revolutionized the infectious disease diagnosis. Accurate detection of viruses on time is crucial to effectively control the outbreak. This review has meticulously analyzed the use of mNGS to identify viruses from respiratory samples, emphasizing how sample enrichment and amplification methods affect viral detection efficiency and genome coverage. A total of 66 studies were considered to evaluate sequencing workflows and their alignment with routine molecular techniques. Among these studies, the most frequently used method to enrich viruses was centrifugation (50%), followed by enzymatic treatment (45%). Sequence-independent single-primer amplification (SISPA) and switching mechanism at the 5’ end of RNA template (SMART) was most commonly used amplification methods, which produced better genome coverage for most of the viruses. While mNGS showed better detection capabilities, they showed variable agreement with routine diagnostic methods, with sensitivity varying from 62.5% to 95%. Rhinovirus was detected mainly in lower respiratory tract infections (68%) and respiratory syncytial viruses in upper respiratory tract infections (60%). Although mNGS has the potential, its routine use is hampered by various technical issues. Overcoming these limitations through optimized sequencing protocols and greater cost-effectiveness will be pivotal in integrating mNGS into clinical applications.Keywords
Funding Information
- Manipal Academy of Higher Education, Manipal
This publication has 94 references indexed in Scilit:
- Metagenomics characterization of respiratory viral RNA pathogens in children under five years with severe acute respiratory infection in the Free State, South AfricaJournal of Medical Virology, 2023
- Viral metagenomics unveils MW (Malawi) polyomavirus infection in Brazilian pediatric patients with acute respiratory diseaseJournal of Medical Virology, 2023
- Detection of respiratory viruses directly from clinical samples using next‐generation sequencing: A literature review of recent advances and potential for routine clinical useReviews in Medical Virology, 2022
- Global prevalence and determinants of mortality among patients with COVID-19: A systematic review and meta-analysisAnnals of Medicine & Surgery, 2021
- Metagenomic analysis of viral diversity in respiratory samples from patients with respiratory tract infections in KuwaitJournal of Medical Virology, 2017
- Identification and genetic characterization of a novel circular single-stranded DNA virus in a human upper respiratory tract sampleArchives of Virology, 2017
- A metagenomics study for the identification of respiratory viruses in mixed clinical specimens: an application of the iterative mapping approachArchives of Virology, 2017
- Simultaneous virus identification and characterization of severe unexplained pneumonia cases using a metagenomics sequencing techniqueScience China Life Sciences, 2016
- Viral metagenomicsReviews in Medical Virology, 2007
- Virus discovery by sequence‐independent genome amplificationReviews in Medical Virology, 2006