João Pedro Gomes Greco, Natasha Rodrigues de Oliveira, Odir Antônio Dellagostin, Frederico Schmitt Kremer
{"title":"Co-expression network insights into Leptospira interrogans pathogenesis.","authors":"João Pedro Gomes Greco, Natasha Rodrigues de Oliveira, Odir Antônio Dellagostin, Frederico Schmitt Kremer","doi":"10.1016/j.resmic.2025.104352","DOIUrl":null,"url":null,"abstract":"<p><p>Leptospira interrogans, the agent of leptospirosis, employs complex virulence mechanisms that are not fully understood at a systems level. To elucidate the regulatory landscape of its pathogenicity, we used Weighted Gene Co-expression Network Analysis (WGCNA) on a comprehensive transcriptomic dataset to map the architecture of its virulence programs. Our analysis revealed that the L. interrogans transcriptome is organized into distinct, functionally coherent modules. We discovered that known virulence factors are significantly concentrated in two key modules: a \"lightgrey\" module that orchestrates host colonization and immune evasion, containing genes for surface adhesion (loa22, ompL1) and defense (lipL21); and a \"black\" module that functions as an arsenal for tissue invasion (colA), stress adaptation (clpB), and cytotoxicity (sph2). Furthermore, by contextualizing genes within this network, our approach implicated numerous uncharacterized genes (e.g., from the PF07598 family) in pathogenesis due to their strong co-expression with established virulence factors. These findings provide a systems-level blueprint of the regulatory networks driving leptospirosis, offering a rich resource of functionally validated gene modules and novel targets for the development of next-generation vaccines and therapeutics. These findings not only deepen the understanding of L. interrogans virulence regulation but also provide a conceptual framework for integrating transcriptomic data into systems-level models of bacterial pathogenesis, paving the way for translational applications in diagnostics and vaccine design.</p>","PeriodicalId":21098,"journal":{"name":"Research in microbiology","volume":" ","pages":"104352"},"PeriodicalIF":3.4000,"publicationDate":"2025-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Research in microbiology","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1016/j.resmic.2025.104352","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Leptospira interrogans, the agent of leptospirosis, employs complex virulence mechanisms that are not fully understood at a systems level. To elucidate the regulatory landscape of its pathogenicity, we used Weighted Gene Co-expression Network Analysis (WGCNA) on a comprehensive transcriptomic dataset to map the architecture of its virulence programs. Our analysis revealed that the L. interrogans transcriptome is organized into distinct, functionally coherent modules. We discovered that known virulence factors are significantly concentrated in two key modules: a "lightgrey" module that orchestrates host colonization and immune evasion, containing genes for surface adhesion (loa22, ompL1) and defense (lipL21); and a "black" module that functions as an arsenal for tissue invasion (colA), stress adaptation (clpB), and cytotoxicity (sph2). Furthermore, by contextualizing genes within this network, our approach implicated numerous uncharacterized genes (e.g., from the PF07598 family) in pathogenesis due to their strong co-expression with established virulence factors. These findings provide a systems-level blueprint of the regulatory networks driving leptospirosis, offering a rich resource of functionally validated gene modules and novel targets for the development of next-generation vaccines and therapeutics. These findings not only deepen the understanding of L. interrogans virulence regulation but also provide a conceptual framework for integrating transcriptomic data into systems-level models of bacterial pathogenesis, paving the way for translational applications in diagnostics and vaccine design.
期刊介绍:
Research in Microbiology is the direct descendant of the original Pasteur periodical entitled Annales de l''Institut Pasteur, created in 1887 by Emile Duclaux under the patronage of Louis Pasteur. The Editorial Committee included Chamberland, Grancher, Nocard, Roux and Straus, and the first issue began with Louis Pasteur''s "Lettre sur la Rage" which clearly defines the spirit of the journal:"You have informed me, my dear Duclaux, that you intend to start a monthly collection of articles entitled "Annales de l''Institut Pasteur". You will be rendering a service that will be appreciated by the ever increasing number of young scientists who are attracted to microbiological studies. In your Annales, our laboratory research will of course occupy a central position, but the work from outside groups that you intend to publish will be a source of competitive stimulation for all of us."That first volume included 53 articles as well as critical reviews and book reviews. From that time on, the Annales appeared regularly every month, without interruption, even during the two world wars. Although the journal has undergone many changes over the past 100 years (in the title, the format, the language) reflecting the evolution in scientific publishing, it has consistently maintained the Pasteur tradition by publishing original reports on all aspects of microbiology.