Department of Genetics, Stellenbosch University, Private Bag X1, Matieland, 7602, South Africa.
Citrus Research International, P.O. Box 28, Nelspruit, 1200, South Africa.
Virol J. 2021 Mar 22;18(1):61. doi: 10.1186/s12985-021-01523-1.
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.
背景:高通量测序(HTS)已成功应用于许多农作物中的病毒和类病毒的发现,这促使目前将该技术应用于常规病原体检测。因此,HTS 病原体检测的验证至关重要。
方法:通过嫁接接种来自已建立来源的一系列病毒和类病毒来建立植物感染,以便进一步研究。四个植物(一个健康植物和三个感染植物)每个都采集了三份样本,使用两种不同的方法(CTAB 提取方案和 Zymo Research Quick-RNA 植物 MiniPrep 试剂盒)提取总 RNA,并发送到 Illumina HTS 进行分析。每个 RNA 提取方法的每个植物的一份样本也被送到 Ion Torrent 平台进行 HTS。该研究重点关注 RNA 提取方法、使用的平台和生物信息学分析,评估了生物和技术变异对 HTS 作为检测工具的灵敏度、特异性和可重复性的影响。
结果:两种提取方法和测序平台都导致数据集之间存在显著差异。使用从头组装方法,辅以读映射,Illumina 数据允许推断出更大比例预期病原体支架,并构建了准确的病毒组图谱。使用 Ion Torrent 数据也构建了完整的病毒组图谱,但分析表明,需要更多的测序深度才能与 Illumina 方案进行比较并产生一致的结果。CTAB 提取方案降低了通过 HTS 回收的类病毒序列的比例,而 Zymo Research 试剂盒导致每个病原体序列的读取计数变化更大。还研究了参考基因的表达谱,以评估这些基因作为内部对照的适用性,以便在不同方案之间比较样本。
结论:本研究强调了需要测量 HTS 协议的不同变量(从样品制备到数据分析)可能产生的变异水平。HTS 比以前使用的任何检测方法都更全面,但通过必要的验证和标准操作程序,HTS 作为常规病原体筛选实践的一部分的实施是可行的。
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