Literature DB >> 34637780

Predictive regulatory and metabolic network models for systems analysis of Clostridioides difficile.

Mario L Arrieta-Ortiz1, Selva Rupa Christinal Immanuel1, Serdar Turkarslan1, Wei-Ju Wu1, Brintha P Girinathan2, Jay N Worley2, Nicholas DiBenedetto2, Olga Soutourina3, Johann Peltier3, Bruno Dupuy4, Lynn Bry2, Nitin S Baliga5.   

Abstract

We present predictive models for comprehensive systems analysis of Clostridioides difficile, the etiology of pseudomembranous colitis. By leveraging 151 published transcriptomes, we generated an EGRIN model that organizes 90% of C. difficile genes into a transcriptional regulatory network of 297 co-regulated modules, implicating genes in sporulation, carbohydrate transport, and metabolism. By advancing a metabolic model through addition and curation of metabolic reactions including nutrient uptake, we discovered 14 amino acids, diverse carbohydrates, and 10 metabolic genes as essential for C. difficile growth in the intestinal environment. Finally, we developed a PRIME model to uncover how EGRIN-inferred combinatorial gene regulation by transcription factors, such as CcpA and CodY, modulates essential metabolic processes to enable C. difficile growth relative to commensal colonization. The C. difficile interactive web portal provides access to these model resources to support collaborative systems-level studies of context-specific virulence mechanisms in C. difficile. Published by Elsevier Inc.

Entities:  

Keywords:  Biological networks; Clostridioides difficile; Commensals; EGRIN; Host-pathogen interactions; In vivo adaptive response; Integrated Regulatory and Metabolic Network Model; PRIME; Web Portal

Mesh:

Substances:

Year:  2021        PMID: 34637780      PMCID: PMC8595754          DOI: 10.1016/j.chom.2021.09.008

Source DB:  PubMed          Journal:  Cell Host Microbe        ISSN: 1931-3128            Impact factor:   21.023


  89 in total

1.  A novel regulator controls Clostridium difficile sporulation, motility and toxin production.

Authors:  Adrianne N Edwards; Rita Tamayo; Shonna M McBride
Journal:  Mol Microbiol       Date:  2016-03-22       Impact factor: 3.501

Review 2.  Therapeutic interventions for gut dysbiosis and related disorders in the elderly: antibiotics, probiotics or faecal microbiota transplantation?

Authors:  R C Vemuri; R Gundamaraju; T Shinde; R Eri
Journal:  Benef Microbes       Date:  2016-12-23       Impact factor: 4.205

3.  Transcriptional response of Clostridium difficile to low iron conditions.

Authors:  Jessica L Hastie; Phillip C Hanna; Paul E Carlson
Journal:  Pathog Dis       Date:  2018-03-01       Impact factor: 3.166

4.  Transcriptomic profiling of Clostridium difficile grown under microaerophillic conditions.

Authors:  Nicole Giordano; Jessica L Hastie; Paul E Carlson
Journal:  Pathog Dis       Date:  2018-03-01       Impact factor: 3.166

5.  Systematic survey reveals general applicability of "guilt-by-association" within gene coexpression networks.

Authors:  Cecily J Wolfe; Isaac S Kohane; Atul J Butte
Journal:  BMC Bioinformatics       Date:  2005-09-14       Impact factor: 3.169

6.  Characterization of the SigD regulon of C. difficile and its positive control of toxin production through the regulation of tcdR.

Authors:  Imane El Meouche; Johann Peltier; Marc Monot; Olga Soutourina; Martine Pestel-Caron; Bruno Dupuy; Jean-Louis Pons
Journal:  PLoS One       Date:  2013-12-16       Impact factor: 3.240

7.  An experimentally supported model of the Bacillus subtilis global transcriptional regulatory network.

Authors:  Mario L Arrieta-Ortiz; Christoph Hafemeister; Ashley Rose Bate; Timothy Chu; Alex Greenfield; Bentley Shuster; Samantha N Barry; Matthew Gallitto; Brian Liu; Thadeous Kacmarczyk; Francis Santoriello; Jie Chen; Christopher D A Rodrigues; Tsutomu Sato; David Z Rudner; Adam Driks; Richard Bonneau; Patrick Eichenberger
Journal:  Mol Syst Biol       Date:  2015-11-17       Impact factor: 11.429

8.  Clostridium difficile Colonizes Alternative Nutrient Niches during Infection across Distinct Murine Gut Microbiomes.

Authors:  Matthew L Jenior; Jhansi L Leslie; Vincent B Young; Patrick D Schloss
Journal:  mSystems       Date:  2017-07-25       Impact factor: 6.496

9.  Redefining the Clostridioides difficile σB Regulon: σB Activates Genes Involved in Detoxifying Radicals That Can Result from the Exposure to Antimicrobials and Hydrogen Peroxide.

Authors:  Ilse M Boekhoud; Annika-Marisa Michel; Jeroen Corver; Dieter Jahn; Wiep Klaas Smits
Journal:  mSphere       Date:  2020-09-16       Impact factor: 4.389

10.  Systems biology analysis of the Clostridioides difficile core-genome contextualizes microenvironmental evolutionary pressures leading to genotypic and phenotypic divergence.

Authors:  Charles J Norsigian; Heather A Danhof; Colleen K Brand; Numan Oezguen; Firas S Midani; Bernhard O Palsson; Tor C Savidge; Robert A Britton; Jennifer K Spinler; Jonathan M Monk
Journal:  NPJ Syst Biol Appl       Date:  2020-10-20
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  3 in total

Review 1.  Computational approaches to understanding Clostridioides difficile metabolism and virulence.

Authors:  Matthew L Jenior; Jason A Papin
Journal:  Curr Opin Microbiol       Date:  2021-11-25       Impact factor: 7.934

2.  In vivo commensal control of Clostridioides difficile virulence.

Authors:  Brintha P Girinathan; Nicholas DiBenedetto; Jay N Worley; Johann Peltier; Mario L Arrieta-Ortiz; Selva Rupa Christinal Immanuel; Richard Lavin; Mary L Delaney; Christopher K Cummins; Maria Hoffman; Yan Luo; Narjol Gonzalez-Escalona; Marc Allard; Andrew B Onderdonk; Georg K Gerber; Abraham L Sonenshein; Nitin S Baliga; Bruno Dupuy; Lynn Bry
Journal:  Cell Host Microbe       Date:  2021-10-11       Impact factor: 21.023

Review 3.  Mathematical models to study the biology of pathogens and the infectious diseases they cause.

Authors:  Joao B Xavier; Jonathan M Monk; Saugat Poudel; Charles J Norsigian; Anand V Sastry; Chen Liao; Jose Bento; Marc A Suchard; Mario L Arrieta-Ortiz; Eliza J R Peterson; Nitin S Baliga; Thomas Stoeger; Felicia Ruffin; Reese A K Richardson; Catherine A Gao; Thomas D Horvath; Anthony M Haag; Qinglong Wu; Tor Savidge; Michael R Yeaman
Journal:  iScience       Date:  2022-03-15
  3 in total

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