IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0010066.html
   My bibliography  Save this article

Using a Mathematical Model to Analyze the Role of Probiotics and Inflammation in Necrotizing Enterocolitis

Author

Listed:
  • Julia C Arciero
  • G Bard Ermentrout
  • Jeffrey S Upperman
  • Yoram Vodovotz
  • Jonathan E Rubin

Abstract

Background: Necrotizing enterocolitis (NEC) is a severe disease of the gastrointestinal tract of pre-term babies and is thought to be related to the physiological immaturity of the intestine and altered levels of normal flora in the gut. Understanding the factors that contribute to the pathology of NEC may lead to the development of treatment strategies aimed at re-establishing the integrity of the epithelial wall and preventing the propagation of inflammation in NEC. Several studies have shown a reduced incidence and severity of NEC in neonates treated with probiotics (beneficial bacteria species). Methodology/Principal Findings: The objective of this study is to use a mathematical model to predict the conditions under which probiotics may be successful in promoting the health of infants suffering from NEC. An ordinary differential equation model is developed that tracks the populations of pathogenic and probiotic bacteria in the intestinal lumen and in the blood/tissue region. The permeability of the intestinal epithelial layer is treated as a variable, and the role of the inflammatory response is included. The model predicts that in the presence of probiotics health is restored in many cases that would have been otherwise pathogenic. The timing of probiotic administration is also shown to determine whether or not health is restored. Finally, the model predicts that probiotics may be harmful to the NEC patient under very specific conditions, perhaps explaining the detrimental effects of probiotics observed in some clinical studies. Conclusions/Significance: The reduced, experimentally motivated mathematical model that we have developed suggests how a certain general set of characteristics of probiotics can lead to beneficial or detrimental outcomes for infants suffering from NEC, depending on the influences of probiotics on defined features of the inflammatory response.

Suggested Citation

  • Julia C Arciero & G Bard Ermentrout & Jeffrey S Upperman & Yoram Vodovotz & Jonathan E Rubin, 2010. "Using a Mathematical Model to Analyze the Role of Probiotics and Inflammation in Necrotizing Enterocolitis," PLOS ONE, Public Library of Science, vol. 5(4), pages 1-13, April.
  • Handle: RePEc:plo:pone00:0010066
    DOI: 10.1371/journal.pone.0010066
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0010066
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0010066&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0010066?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yoram Vodovotz & Marie Csete & John Bartels & Steven Chang & Gary An, 2008. "Translational Systems Biology of Inflammation," PLOS Computational Biology, Public Library of Science, vol. 4(4), pages 1-6, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Qi Mi & Gregory Constantine & Cordelia Ziraldo & Alexey Solovyev & Andres Torres & Rajaie Namas & Timothy Bentley & Timothy R Billiar & Ruben Zamora & Juan Carlos Puyana & Yoram Vodovotz, 2011. "A Dynamic View of Trauma/Hemorrhage-Induced Inflammation in Mice: Principal Drivers and Networks," PLOS ONE, Public Library of Science, vol. 6(5), pages 1-12, May.
    2. Alexey Solovyev & Qi Mi & Yi-Ting Tzen & David Brienza & Yoram Vodovotz, 2013. "Hybrid Equation/Agent-Based Model of Ischemia-Induced Hyperemia and Pressure Ulcer Formation Predicts Greater Propensity to Ulcerate in Subjects with Spinal Cord Injury," PLOS Computational Biology, Public Library of Science, vol. 9(5), pages 1-11, May.
    3. Rami A Namas & John Bartels & Rosemary Hoffman & Derek Barclay & Timothy R Billiar & Ruben Zamora & Yoram Vodovotz, 2013. "Combined In Silico, In Vivo, and In Vitro Studies Shed Insights into the Acute Inflammatory Response in Middle-Aged Mice," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-11, July.
    4. Cordelia Ziraldo & Yoram Vodovotz & Rami A Namas & Khalid Almahmoud & Victor Tapias & Qi Mi & Derek Barclay & Bahiyyah S Jefferson & Guoqiang Chen & Timothy R Billiar & Ruben Zamora, 2013. "Central Role for MCP-1/CCL2 in Injury-Induced Inflammation Revealed by In Vitro, In Silico, and Clinical Studies," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-18, December.
    5. Nabil Azhar & Cordelia Ziraldo & Derek Barclay & David A Rudnick & Robert H Squires & Yoram Vodovotz & for the Pediatric Acute Liver Failure Study Group, 2013. "Analysis of Serum Inflammatory Mediators Identifies Unique Dynamic Networks Associated with Death and Spontaneous Survival in Pediatric Acute Liver Failure," PLOS ONE, Public Library of Science, vol. 8(11), pages 1-8, November.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0010066. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.