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A Computational, Tissue-Realistic Model of Pressure Ulcer Formation in Individuals with Spinal Cord Injury

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Specialty Biology
Date 2015 Jun 26
PMID 26111346
Citations 15
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Abstract

People with spinal cord injury (SCI) are predisposed to pressure ulcers (PU). PU remain a significant burden in cost of care and quality of life despite improved mechanistic understanding and advanced interventions. An agent-based model (ABM) of ischemia/reperfusion-induced inflammation and PU (the PUABM) was created, calibrated to serial images of post-SCI PU, and used to investigate potential treatments in silico. Tissue-level features of the PUABM recapitulated visual patterns of ulcer formation in individuals with SCI. These morphological features, along with simulated cell counts and mediator concentrations, suggested that the influence of inflammatory dynamics caused simulations to be committed to "better" vs. "worse" outcomes by 4 days of simulated time and prior to ulcer formation. Sensitivity analysis of model parameters suggested that increasing oxygen availability would reduce PU incidence. Using the PUABM, in silico trials of anti-inflammatory treatments such as corticosteroids and a neutralizing antibody targeted at Damage-Associated Molecular Pattern molecules (DAMPs) suggested that, at best, early application at a sufficiently high dose could attenuate local inflammation and reduce pressure-associated tissue damage, but could not reduce PU incidence. The PUABM thus shows promise as an adjunct for mechanistic understanding, diagnosis, and design of therapies in the setting of PU.

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References
1.
Huang W, Vodovotz Y, Kusturiss M, Barclay D, Greenwald K, Boninger M . Identification of distinct monocyte phenotypes and correlation with circulating cytokine profiles in acute response to spinal cord injury: a pilot study. PM R. 2013; 6(4):332-41. PMC: 3990657. DOI: 10.1016/j.pmrj.2013.10.006. View

2.
Solovyev A, Mikheev M, Zhou L, Dutta-Moscato J, Ziraldo C, An G . SPARK: A Framework for Multi-Scale Agent-Based Biomedical Modeling. Int J Agent Technol Syst. 2013; 2(3):18-30. PMC: 3806198. DOI: 10.4018/jats.2010070102. View

3.
An G . Small to large, lots to some, many to few: in silico navigation of the Translational Dilemma. Crit Care Med. 2012; 40(4):1334-5. DOI: 10.1097/CCM.0b013e31824316dd. View

4.
Liddiard K, Rosas M, Davies L, Jones S, Taylor P . Macrophage heterogeneity and acute inflammation. Eur J Immunol. 2011; 41(9):2503-8. DOI: 10.1002/eji.201141743. View

5.
Armstrong D, Ayello E, Capitulo K, Fowler E, Krasner D, Levine J . New opportunities to improve pressure ulcer prevention and treatment: implications of the CMS inpatient hospital care present on admission indicators/hospital-acquired conditions policy: a consensus paper from the International Expert Wound Care.... Adv Skin Wound Care. 2008; 21(10):469-78. DOI: 10.1097/01.ASW.0000323562.52261.40. View