The Mycobacterium tuberculosis Transposon Sequencing Database (MtbTnDB): A Large‐Scale Guide to Genetic Conditional Essentiality

IF 2.6 2区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Adrian Jinich, Anisha Zaveri, Michael A. DeJesus, Amanda Spencer, Ricardo Almada‐Monter, Emanuel Flores‐Bautista, Clare M. Smith, Christopher M. Sassetti, Jeremy M. Rock, Sabine Ehrt, Dirk Schnappinger, Thomas R. Ioerger, Kyu Y. Rhee
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引用次数: 0

Abstract

Characterizing genetic essentiality across various conditions is fundamental for understanding gene function. Transposon sequencing (TnSeq) is a powerful technique to generate genome‐wide essentiality profiles in bacteria and has been extensively applied to Mycobacterium tuberculosis (Mtb). Dozens of TnSeq screens have yielded valuable insights into the biology of Mtb in vitro, inside macrophages, and in model host organisms. Despite their value, these Mtb TnSeq profiles have not been standardized or collated into a single, easily searchable database. This results in significant challenges when attempting to query and compare these resources, limiting our ability to obtain a comprehensive and consistent understanding of genetic conditional essentiality in Mtb. We address this problem by building a central repository of publicly available Mtb TnSeq screens, the Mtb transposon sequencing database (MtbTnDB). The MtbTnDB is a living resource that encompasses to date ≈150 standardized TnSeq screens, enabling open access to data, visualizations, and functional predictions through an interactive web app (www.mtbtndb.app). We conduct several statistical analyses on the complete database, such as demonstrating that (i) genes in the same genomic neighborhood have similar TnSeq profiles, and (ii) clusters of genes with similar TnSeq profiles are enriched for genes from similar functional categories. We further analyze the performance of machine learning models trained on TnSeq profiles to predict the functional annotation of orphan genes in Mtb. By facilitating the comparison of TnSeq screens across conditions, the MtbTnDB will accelerate the exploration of conditional genetic essentiality, provide insights into the functional organization of Mtb genes, and help predict gene function in this important human pathogen.
结核分枝杆菌转座子测序数据库(MtbTnDB):一个大规模的指导遗传条件的必要性
表征不同条件下的遗传重要性是理解基因功能的基础。转座子测序(TnSeq)是一种强大的技术,可以在细菌中产生全基因组的必要性图谱,并已广泛应用于结核分枝杆菌(Mtb)。数十个TnSeq筛选已经在体外、巨噬细胞内和模型宿主生物中对结核分枝杆菌的生物学产生了有价值的见解。尽管这些Mtb TnSeq档案很有价值,但它们并没有被标准化或整理成一个单一的、易于搜索的数据库。这导致在试图查询和比较这些资源时面临重大挑战,限制了我们对结核分枝杆菌遗传条件必要性获得全面和一致理解的能力。我们通过建立一个公开可用的Mtb TnSeq筛选的中央存储库,Mtb转座子测序数据库(MtbTnDB)来解决这个问题。mttndb是一个活资源,迄今为止包含约150个标准化TnSeq屏幕,可以通过交互式web应用程序(www.mtbtndb.app)开放访问数据、可视化和功能预测。我们对完整的数据库进行了一些统计分析,例如证明(i)相同基因组邻域的基因具有相似的TnSeq谱,以及(ii)具有相似TnSeq谱的基因簇对于来自相似功能类别的基因来说是丰富的。我们进一步分析了在TnSeq谱上训练的机器学习模型的性能,以预测结核分枝杆菌孤儿基因的功能注释。通过促进不同条件下TnSeq筛选的比较,Mtb tndb将加速对条件遗传必要性的探索,为Mtb基因的功能组织提供见解,并有助于预测这一重要人类病原体的基因功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Molecular Microbiology
Molecular Microbiology 生物-生化与分子生物学
CiteScore
7.20
自引率
5.60%
发文量
132
审稿时长
1.7 months
期刊介绍: Molecular Microbiology, the leading primary journal in the microbial sciences, publishes molecular studies of Bacteria, Archaea, eukaryotic microorganisms, and their viruses. Research papers should lead to a deeper understanding of the molecular principles underlying basic physiological processes or mechanisms. Appropriate topics include gene expression and regulation, pathogenicity and virulence, physiology and metabolism, synthesis of macromolecules (proteins, nucleic acids, lipids, polysaccharides, etc), cell biology and subcellular organization, membrane biogenesis and function, traffic and transport, cell-cell communication and signalling pathways, evolution and gene transfer. Articles focused on host responses (cellular or immunological) to pathogens or on microbial ecology should be directed to our sister journals Cellular Microbiology and Environmental Microbiology, respectively.
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