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

Abstract Background High-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. Met...

Full description

Bibliographic Details
Main Authors: Rachelle Bester, Glynnis Cook, Johannes H. J. Breytenbach, Chanel Steyn, Rochelle De Bruyn, Hans J. Maree
Format: Article
Language:English
Published: BMC 2021-03-01
Series:Virology Journal
Subjects:
CTV
Online Access:https://doi.org/10.1186/s12985-021-01523-1
id doaj-49e28df79d0a4fe9be449fa4c7cb677a
record_format Article
spelling doaj-49e28df79d0a4fe9be449fa4c7cb677a2021-03-28T11:22:29ZengBMCVirology Journal1743-422X2021-03-0118111910.1186/s12985-021-01523-1Towards the validation of high-throughput sequencing (HTS) for routine plant virus diagnostics: measurement of variation linked to HTS detection of citrus viruses and viroidsRachelle Bester0Glynnis Cook1Johannes H. J. Breytenbach2Chanel Steyn3Rochelle De Bruyn4Hans J. Maree5Department of Genetics, Stellenbosch UniversityCitrus Research InternationalCitrus Research InternationalCitrus Research InternationalDepartment of Genetics, Stellenbosch UniversityDepartment of Genetics, Stellenbosch UniversityAbstract Background High-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. Methods Plant 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. Results The 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. Conclusions This 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.https://doi.org/10.1186/s12985-021-01523-1CTVCitrus tristeza virusNext-generation sequencingBioinformatics
collection DOAJ
language English
format Article
sources DOAJ
author Rachelle Bester
Glynnis Cook
Johannes H. J. Breytenbach
Chanel Steyn
Rochelle De Bruyn
Hans J. Maree
spellingShingle Rachelle Bester
Glynnis Cook
Johannes H. J. Breytenbach
Chanel Steyn
Rochelle De Bruyn
Hans J. Maree
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
Virology Journal
CTV
Citrus tristeza virus
Next-generation sequencing
Bioinformatics
author_facet Rachelle Bester
Glynnis Cook
Johannes H. J. Breytenbach
Chanel Steyn
Rochelle De Bruyn
Hans J. Maree
author_sort Rachelle Bester
title 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
title_short 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
title_full 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
title_fullStr 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
title_full_unstemmed 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
title_sort 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
publisher BMC
series Virology Journal
issn 1743-422X
publishDate 2021-03-01
description Abstract Background High-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. Methods Plant 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. Results The 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. Conclusions This 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.
topic CTV
Citrus tristeza virus
Next-generation sequencing
Bioinformatics
url https://doi.org/10.1186/s12985-021-01523-1
work_keys_str_mv AT rachellebester towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
AT glynniscook towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
AT johanneshjbreytenbach towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
AT chanelsteyn towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
AT rochelledebruyn towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
AT hansjmaree towardsthevalidationofhighthroughputsequencinghtsforroutineplantvirusdiagnosticsmeasurementofvariationlinkedtohtsdetectionofcitrusvirusesandviroids
_version_ 1724200106667802624