Published July 1, 2013 | Version public
Journal Article

A multiscale modeling approach to inflammation: A case study in human endotoxemia

  • 1. ROR icon Rutgers, The State University of New Jersey
  • 2. ROR icon University of Chicago
  • 3. ROR icon California Institute of Technology
  • 4. ROR icon Case Western Reserve University
  • 5. ROR icon University of Pittsburgh
  • 6. ROR icon McGowan Institute for Regenerative Medicine

Abstract

Inflammation is a critical component in the body's response to injury. A dysregulated inflammatory response, in which either the injury is not repaired or the inflammatory response does not appropriately self-regulate and end, is associated with a wide range of inflammatory diseases such as sepsis. Clinical management of sepsis is a significant problem, but progress in this area has been slow. This may be due to the inherent nonlinearities and complexities in the interacting multiscale pathways that are activated in response to systemic inflammation, motivating the application of systems biology techniques to better understand the inflammatory response. Here, we review our past work on a multiscale modeling approach applied to human endotoxemia, a model of systemic inflammation, consisting of a system of compartmentalized differential equations operating at different time scales and through a discrete model linking inflammatory mediators with changing patterns in the beating of the heart, which has been correlated with outcome and severity of inflammatory disease despite unclear mechanistic underpinnings. Working towards unraveling the relationship between inflammation and heart rate variability (HRV) may enable greater understanding of clinical observations as well as novel therapeutic targets.

Additional Information

© 2012 Published by Elsevier Inc. Available online 29 September 2012. JDS, PDM, SEC and SFL are supported, in part, from NIH GM34695. PDM and IPA acknowledge support from NIH GM082974. This work was supported in part by the National Institutes of Health Grants R01GM67240, P50GM53789, R33HL089082, UO1 DK072146-05, R01HL080926, R01AI080799, R01HL76157, 3R01GM034695-25S1, and R01GM082974; National Institute on Disability and Rehabilitation Research Grant H133E070024; as well as grants from the Commonwealth of Pennsylvania, the Pittsburgh Lifesciences Greenhouse, and the Pittsburgh Tissue Engineering Initiative.

Additional details

Identifiers

Eprint ID
39132
DOI
10.1016/j.jcp.2012.09.024
Resolver ID
CaltechAUTHORS:20130628-075744899

Funding

NIH
GM34695
NIH
GM082974
NIH
R01GM67240
NIH
P50GM53789
NIH
R33HL089082
NIH
UO1 DK072146-05
NIH
R01HL080926
NIH
R01AI080799
NIH
R01HL76157
NIH
3R01GM034695-25S1
NIH
R01GM082974
National Institute on Disability and Rehabilitation Research
H133E070024
Commonwealth of Pennsylvania
Pittsburgh Lifesciences Greenhouse
Pittsburgh Tissue Engineering Initiative

Dates

Created
2013-06-28
Created from EPrint's datestamp field
Updated
2021-11-09
Created from EPrint's last_modified field