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PneumoKITy:一种快速、灵活、特异且敏感的工具,可用于从基因组序列数据中进行血清型筛选和混合血清型检测。

PneumoKITy: A fast, flexible, specific, and sensitive tool for serotype screening and mixed serotype detection from genome sequence data.

机构信息

Vaccine Preventable Bacteria Section, Respiratory and Vaccine Preventable Bacteria Reference Unit, UK Health Security Agency, London NW9 5EQ, UK.

Present address: Genpax Ltd, 9 Pembridge Road, Notting Hill, London, W11 3JY, UK.

出版信息

Microb Genom. 2022 Dec;8(12). doi: 10.1099/mgen.0.000904.

Abstract

Determination of serotypes of is essential for monitoring current vaccine programmes. Since October 2017, pneumococcal serotypes in England have been derived from whole genome sequencing (WGS) data using our bioinformatic tool PneumoCaT. That tool was designed for serotype determination from pure cultures in a reference laboratory. To help determine multiple serotypes in pneumococcal carriage samples, we developed a new software tool named PneumoKITy (Pneumococcal K-mer Integrated Typing) that uses the powerful Mash k-mer screening method for pneumococcal serotyping. Mash k-mer screening is more sequence specific and much faster than the mapping method used in PneumoCaT and can determine 54 (58.1  %) of the 93 serotypes in the SSI Diagnostica phenotypical serotyping scheme to type level with the remainder called to serogroup or subgroup level (e.g., 11A/D). PneumoKITy can be run on both FastQ and assembly input, requiring up to 11× less memory and running up to 29× faster than the current version of PneumoCaT (1.2.1) on FastQ files. PneumoKITy can be used as a rapid, flexible serotype screening method which adds sensitive detection of mixed serotypes, e.g., for nasopharyngeal carriage studies where the presence of multiple serotypes is common. PneumoKITy's ability to function from assembly file, for pure culture serotype detection, increases its speed. This speed potentially enables the software to be run using low infrastructure overhead via web-based platforms. PneumoKITy could be used as a fast initial screening method with other tools used for those serotypes that could not be fully determined to type level if necessary. PneumoKITy was found to be highly accurate and sensitive when run on a panel of FastQ files derived from mixed cultures with all serotypes in 47/51 (92.2  %) of samples being accurately detected. PneumoKITy was also able to accurately estimate the relative abundance of serotypes in the same sample. Estimates being within a mean relative abundance of 1.5 % of the expected abundance in mixtures with known concentrations. PneumoKITy was able to detect minor serotypes with expected abundance of 1 % in the known mixture serotypes. PneumoKITy is a rapid, flexible tool with wide-ranging applications outside of the pure-culture, reference laboratory serotyping remit of PneumoCaT.

摘要

确定血清型对于监测当前的疫苗计划至关重要。自 2017 年 10 月以来,英格兰的肺炎球菌血清型是通过我们的生物信息学工具 PneumoCaT 从全基因组测序 (WGS) 数据中得出的。该工具旨在用于参考实验室中纯培养物的血清型确定。为了帮助确定肺炎球菌携带样本中的多个血清型,我们开发了一种名为 PneumoKITy(肺炎球菌 K-mer 综合分型)的新软件工具,该工具使用强大的 Mash k-mer 筛选方法进行肺炎球菌血清型鉴定。Mash k-mer 筛选比 PneumoCaT 中使用的映射方法更具序列特异性,速度也快得多,并且可以将 SSI Diagnostica 表型血清分型方案中的 93 种血清型中的 54 种(58.1%)确定到血清型水平,其余的则称为血清群或亚组水平(例如 11A/D)。PneumoKITy 可以在 FastQ 和组装输入上运行,与当前版本的 PneumoCaT(1.2.1)相比,FastQ 文件所需的内存最多减少 11 倍,运行速度最多快 29 倍。PneumoKITy 可作为一种快速、灵活的血清型筛选方法,可增加对混合血清型的敏感检测,例如在鼻咽携带研究中,常见多种血清型共存的情况。PneumoKITy 能够从纯培养物血清型检测的组装文件中运行,提高了其速度。这种速度有可能使软件能够通过基于网络的平台以低基础设施开销运行。如果有必要,PneumoKITy 可以作为一种快速的初始筛选方法与其他工具一起使用,这些工具可用于无法完全确定到血清型水平的那些血清型。在对所有血清型都包含在 47/51(92.2%)个样本中的混合培养物衍生的 FastQ 文件进行测试时,PneumoKITy 发现其高度准确和敏感。PneumoKITy 还能够准确估计同一样本中血清型的相对丰度。在具有已知浓度的混合物中,估计值与预期丰度的平均相对丰度相差 1.5%。PneumoKITy 能够检测到已知混合血清型中预期丰度为 1%的次要血清型。PneumoKITy 是一种快速、灵活的工具,其应用范围广泛,超出了 PneumoCaT 用于纯培养物、参考实验室血清型鉴定的范围。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8c30/9837567/35a35eb82ad2/mgen-8-904-g001.jpg

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