Spatial transcriptomics identifies novel Pseudomonas aeruginosa virulence factors.

IF 11.1 Q1 CELL BIOLOGY
Hao Zhou, Oscar Negrón, Serena Abbondante, Michaela Marshall, Brandon Jones, Edison Ong, Nicole Chumbler, Christopher Tunkey, Groves Dixon, Haining Lin, Obadiah Plante, Eric Pearlman, Mihaela Gadjeva
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引用次数: 0

Abstract

To examine host-pathogen interactions, we leveraged a dual spatial transcriptomics approach that simultaneously captures the expression of Pseudomonas aeruginosa genes alongside the entire host transcriptome using a murine model of ocular infection. This method revealed differential pathogen- and host-specific gene expression patterns in infected corneas, which generated a unified transcriptional map of infection. By integrating these data, we developed a predictive ridge regression model trained on images from infected tissues. The model achieved an R2 score of 0.923 in predicting bacterial burden distributions and identifying novel biomarkers associated with disease severity. Among iron acquisition pathogen-specific gene transcripts that showed significant enrichment at the host-pathogen interface, we discovered the novel virulence mediator PA2590, which was required for bacterial virulence. This study therefore highlights the power of combining bacterial and host spatial transcriptomics to uncover complex host-pathogen interactions and identify potentially druggable targets.

空间转录组学鉴定新的铜绿假单胞菌毒力因子。
为了研究宿主-病原体相互作用,我们利用双空间转录组学方法,利用小鼠眼部感染模型同时捕获铜绿假单胞菌基因和整个宿主转录组的表达。该方法揭示了感染角膜中病原体和宿主特异性基因表达模式的差异,从而生成了统一的感染转录图谱。通过整合这些数据,我们开发了一个基于感染组织图像训练的预测脊回归模型。该模型在预测细菌负担分布和识别与疾病严重程度相关的新型生物标志物方面的R2评分为0.923。在宿主-病原体界面显著富集的铁获取病原体特异性基因转录本中,我们发现了新的毒力介质PA2590,这是细菌毒力所必需的。因此,这项研究强调了结合细菌和宿主空间转录组学来揭示复杂的宿主-病原体相互作用和识别潜在的药物靶点的能力。
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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CiteScore
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