ArticleVirology journal2021
Towards the validation of high-throughput sequencing (HTS) for routine plant virus diagnostics: measurement of variation linked to HTS detection of citrus viruses and viroids.
Article in Virology journal, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 58 citations in OpenAlex.
- Validation of an In-House High-Throughput Total RNA Sequencing Test for the Detection of Plant Viruses and Viroids.Viruses · 2026Article
- From reads to results: comparing Oxford Nanopore to Illumina sequencing for citrus virus surveillance.BMC genomics · 2026Article
- Evaluation of the influence of RNA extraction methods on the detection of citrus viruses and viroids.Virology journal · 2025Article
- Progress in Our Understanding of the Cross-Protection Mechanism of CTV-VT No-SY Isolates Against Homologous SY Isolates.Pathogens (Basel, Switzerland) · 2025Article
- A Novel Multi-Gene Combined RT-PCR Assay for Rapid and Sensitive Detection of Maize Dwarf Mosaic Virus.Viruses · 2025Article
- Viroscope™: a universal solution for plant virus and viroid diagnostics using HTS and cloud-based analysis.Frontiers in microbiology · 2025Article
- High-Throughput Sequencing for the Detection of Viruses in Grapevine: Performance Analysis and Best Practices.Viruses · 2024Article
- High-Throughput Sequencing Methods for the Detection of Two Strawberry Viruses in Post-Entry Quarantine.Viruses · 2024Article
- Simulated High Throughput Sequencing Datasets: A Crucial Tool for Validating Bioinformatic Pathogen Detection Pipelines.Biology · 2024Article
- Article
- Diagnosis and Characterization of Plant Viruses Using HTS to Support Virus Management and Tomato Breeding.Viruses · 2024Article
- Viral Metatranscriptomic Analysis to Reveal the Diversity of Viruses Infecting Satsuma Mandarin (Citrus unshiu) in Korea.The plant pathology journal · 2024Article
- Genomic variation in pepper vein yellows viruses in Australia, including a new putative variant, PeVYV-10.Archives of virology · 2024Article
- Validation of High-Throughput Sequencing (HTS) for Routine Detection of Citrus Viruses and Viroids.Methods in molecular biology (Clifton, N.J.) · 2024Article
- Recent advances and challenges in plant viral diagnostics.Frontiers in plant science · 2024Review
- PhytoPipe: a phytosanitary pipeline for plant pathogen detection and diagnosis using RNA-seq data.BMC bioinformatics · 2023Article
- Managing the deluge of newly discovered plant viruses and viroids: an optimized scientific and regulatory framework for their characterization and risk analysis.Frontiers in microbiology · 2023Article
- Article
- Reproducibility and Sensitivity of High-Throughput Sequencing (HTS)-Based Detection of Citrus Tristeza Virus and Three Citrus Viroids.Plants (Basel, Switzerland) · 2022Article
- New-Generation Sequencing Technology in Diagnosis of Fungal Plant Pathogens: A Dream Comes True?Journal of fungi (Basel, Switzerland) · 2022Review
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundHigh-throughput sequencing (HTS) has been applied successfully for virus and viroid discovery in many agricultural crops leading to the current drive to apply this technology in routine pathogen detection. The validation of HTS-based pathogen detection is therefore paramount.
methodsPlant infections were established by graft inoculating a suite of viruses and viroids from established sources for further study. Four plants (one healthy plant and three infected) were sampled in triplicate and total RNA was extracted using two different methods (CTAB extraction protocol and the Zymo Research Quick-RNA Plant Miniprep Kit) and sent for Illumina HTS. One replicate sample of each plant for each RNA extraction method was also sent for HTS on an Ion Torrent platform. The data were evaluated for biological and technical variation focussing on RNA extraction method, platform used and bioinformatic analysis.
resultsThe study evaluated the influence of different HTS protocols on the sensitivity, specificity and repeatability of HTS as a detection tool. Both extraction methods and sequencing platforms resulted in significant differences between the data sets. Using a de novo assembly approach, complemented with read mapping, the Illumina data allowed a greater proportion of the expected pathogen scaffolds to be inferred, and an accurate virome profile was constructed. The complete virome profile was also constructed using the Ion Torrent data but analyses showed that more sequencing depth is required to be comparative to the Illumina protocol and produce consistent results. The CTAB extraction protocol lowered the proportion of viroid sequences recovered with HTS, and the Zymo Research kit resulted in more variation in the read counts obtained per pathogen sequence. The expression profiles of reference genes were also investigated to assess the suitability of these genes as internal controls to allow for the comparison between samples across different protocols.
conclusionsThis study highlights the need to measure the level of variation that can arise from the different variables of an HTS protocol, from sample preparation to data analysis. HTS is more comprehensive than any assay previously used, but with the necessary validations and standard operating procedures, the implementation of HTS as part of routine pathogen screening practices is possible.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.