Espindola Andres S, Cardwell Kitty F
Institute of Biosecurity and Microbial Forensics (IBMF), Oklahoma State University, Stillwater, OK 74078, USA.
Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK 74078, USA.
Plants (Basel). 2021 Jan 28;10(2):250. doi: 10.3390/plants10020250.
Agricultural high throughput diagnostics need to be fast, accurate and have multiplexing capacity. Metagenomic sequencing is being widely evaluated for plant and animal diagnostics. Bioinformatic analysis of metagenomic sequence data has been a bottleneck for diagnostic analysis due to the size of the data files. Most available tools for analyzing high-throughput sequencing (HTS) data require that the user have computer coding skills and access to high-performance computing. To overcome constraints to most sequencing-based diagnostic pipelines today, we have developed Microbe Finder (MiFi). MiFi is a web application for quick detection and identification of known pathogen species/strains in raw, unassembled HTS metagenomic data. HTS-based diagnostic tools developed through MiFi must pass rigorous validation, which is outlined in this manuscript. MiFi allows researchers to collaborate in the development and validation of HTS-based diagnostic assays using MiProbe™, a platform used for developing pathogen-specific e-probes. Validated e-probes are made available to diagnosticians through MiDetect™. Here we describe the e-probe development, curation and validation process of MiFi using grapevine pathogens as a model system. MiFi can be used with any pathosystem and HTS platform after e-probes have been validated.
农业高通量诊断需要快速、准确且具备多重分析能力。宏基因组测序正在广泛应用于植物和动物诊断的评估。由于数据文件规模庞大,宏基因组序列数据的生物信息学分析一直是诊断分析的瓶颈。大多数用于分析高通量测序(HTS)数据的现有工具要求用户具备计算机编码技能并能使用高性能计算。为克服当今大多数基于测序的诊断流程所面临的限制,我们开发了微生物查找器(MiFi)。MiFi是一个网络应用程序,用于在未经组装的原始HTS宏基因组数据中快速检测和识别已知病原体物种/菌株。通过MiFi开发的基于HTS的诊断工具必须通过严格验证,本文对此进行了概述。MiFi允许研究人员使用MiProbe™(一个用于开发病原体特异性电子探针的平台)合作开展基于HTS的诊断检测方法的开发和验证工作。经过验证的电子探针通过MiDetect™提供给诊断人员。在此,我们以葡萄病原体为模型系统,描述MiFi的电子探针开发、管理和验证过程。在电子探针经过验证后,MiFi可与任何病理系统和HTS平台配合使用。