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RAPiD:一种用于现场纳米孔测序的快速准确的植物病原体识别管道。

RAPiD: a rapid and accurate plant pathogen identification pipeline for on-site nanopore sequencing.

机构信息

Senckenberg Biodiversity and Climate Research Centre, Senckenberg Society for Nature Research, Frankfurt, Germany.

Department of Food Technology, Fulda University of Applied Sciences, Fulda, Germany.

出版信息

PeerJ. 2024 Sep 25;12:e17893. doi: 10.7717/peerj.17893. eCollection 2024.

Abstract

Nanopore sequencing technology has enabled the rapid, on-site taxonomic identification of samples from anything and anywhere. However, sequencing errors, inadequate databases, as well as the need for bioinformatic expertise and powerful computing resources, have hampered the widespread use of the technology for pathogen identification in the agricultural sector. Here we present RAPiD, a lightweight and accurate real-time taxonomic profiling pipeline. Compared to other metagenomic profilers, RAPiD had a higher classification precision achieved through the use of a curated, non-redundant database of common agricultural pathogens and extensive quality filtering of alignments. On a fungal, bacterial and mixed mock community RAPiD was the only pipeline to detect all members of the communities. We also present a protocol for in-field sample processing enabling pathogen identification from plant sample to sequence within 3 h using low-cost equipment. With sequencing costs continuing to decrease and more high-quality reference genomes becoming available, nanopore sequencing provides a viable method for rapid and accurate pathogen identification in the field. A web implementation of the RAPiD pipeline for real-time analysis is available at https://agrifuture.senckenberg.de.

摘要

纳米孔测序技术使人们能够快速、现场地对来自任何地方和任何事物的样本进行分类鉴定。然而,测序错误、数据库不充分以及对生物信息学专业知识和强大计算资源的需求,阻碍了该技术在农业领域用于病原体鉴定的广泛应用。在这里,我们介绍了 RAPiD,这是一个轻量级且准确的实时分类分析管道。与其他宏基因组分析器相比,RAPiD 通过使用经过精心整理、非冗余的常见农业病原体数据库以及广泛的对齐质量过滤,实现了更高的分类精度。在真菌、细菌和混合模拟群落中,RAPiD 是唯一能够检测到群落中所有成员的分析器。我们还提出了一种现场样本处理方案,使用低成本设备能够在 3 小时内从植物样本中识别出病原体。随着测序成本的持续降低和更多高质量参考基因组的出现,纳米孔测序为现场快速准确的病原体鉴定提供了一种可行的方法。RAPiD 分析管道的实时网络实现可在 https://agrifuture.senckenberg.de 上获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a276/11438431/364d137da6ad/peerj-12-17893-g001.jpg

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