Download Spatially explicit multiscale model of intestinal epithelial - Q-bio

Survey
yes no Was this document useful for you?
   Thank you for your participation!

* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project

Document related concepts

Epigenetic clock wikipedia , lookup

Human microbiota wikipedia , lookup

Transcript
Spatially explicit multiscale model of
intestinal epithelial metaplasia
Chase Cockrell1, Scott Christley1, Marc Ward1, Eugene Chang2 and Gary An1
Short Abstract - Epithelial metaplasia, the morphing of small
intestinal mucosa into colon-like tissue, is seen after surgical
treatment of ulcerative colitis (UC). Inflammation is known to
be associated with metaplasia in the reconstructed intestinal
pouch, but the mechanisms by which the histological
transformation occurs, and the functional consequences
thereof, are unclear. Appropriate contextualization of the role
of inflammation in metaplasia requires understanding the
cellular control system that determines the epithelial cryptvillus architecture. We have developed a spatially explicit
multi-scale gut model (MSGM), in order to dynamically
represent existing knowledge concerning the behavior of gut
epithelial tissue, and to help posit and visualize plausible
mechanistic relationships between molecular and genetic
entities of interest and provide predictions as to the most
promising lines of future inquiry.
Keywords — Agent Based Modeling, Pouchitis, Inflammation
characterization of metaplasia remains the reference
phenotype for contextualization of this information.
II. RESULTS
The MSGM produced recognizable behavior under
various durations of inflammatory stimuli extending from
rapid reversal of tissue damage with minimal morphological
changes extending to complete tissue death, with persistent
alterations in tissue patterns most notable at longer durations
inflammation. Simulations demonstrate the role of antiinflammatory cytokines and the importance of signaling
through toll-like receptors, in the progression of the
inflammatory process. The MSGM identifies regions of
parameter space in which the epithelial tissue in the ileum
will heal in response to injury, present chronic inflammation,
or die by necrosis, and suggests parameter configurations
that predispose to chronic inflammatory states consistent
with UC and pouchitis.
I. PURPOSE
Ulcerative colitis (UC) is a form of inflammatory bowel
disease characterized by a spatially continuous inflammation
of the colon [1]. The ultimate treatment for UC is total
proctocolectomy with illeal-pouch anastomosis, where the
colon is removed and the small intestine is reshaped into a
“pouch” to act as a reservoir for waste. Approximately 50%
of patients with an illeal pouch will experience inflammation
known as pouchitis, which can become a chronic problem..
Metaplasia of the illeal mucosa, the transformation of
illeal mucosa into tissue more similar to the colon (villus
atrophy, crypt hyperplasia, and increased goblet cells), is
known to be a precondition for the development of
pouchitis. Recent studies [2] have suggested that metaplasia
results from continuous low-grade inflammation, but the
dynamics of this process are poorly characterized.
Dynamic computational modeling, and specifically agentbased modeling, can aid in parsing the relative contribution
of the various interconnected components involved in
metaplastic transformation. Pouch metaplasia is particularly
well suited to the application of agent-based modeling, as
the phenotypic characteristics of metaplasia are inherently
spatial and topographical (being based on histological
images), arising from the behaviors of interacting agents (i.e.
cells). While there is a great deal of interest in the respective
genes and proteins involved in metaplasia, the histological
Figure 1: Output from the MSGM: a healthy ileum is shown on the left;
metaplasia is shown on the right. Note the transition in the crypt-villus
relationship seen in metaplasia.
III. CONCLUSION
The MSGM dynamically represents existing knowledge of
gut tissue patterning and acute inflammation, and provides a
link between dynamic modeling of cellular and molecular
pathways and higher-order histological data. The MSGM
posits points of cross-talk between morphogenesis and
inflammation, and suggests putative dynamic relationships
present in a chronic disease. Future work will include
evaluating the predictions made by the MSGM with
genomic, transcriptomic and proteomic data collected from
both in vivo and clinical samples.
REFERENCES
Acknowledgements: Thank you to the Digestive Disease Research Core for
facilitating experimental collaboration.
1
Department of Surgery, University of Chicago, Chicago, IL E-mail:
[email protected]
2
Department of Surgery, University of Chicago, Chicago, IL
[1]
[2]
Khor, Bernard, Agnès Gardet, and Ramnik J. Xavier. Nature 474, no.
7351 (2011): 307-317.
Fruin, A. Brent, Ola El Zammer, Arthur F. Stucchi, Michael O’Brien,
and James M. Becker. Journal of gastrointestinal surgery 7, no. 2
(2003): 246-254.