Pancreatic Epithelial Cells Form Islet-Like Clusters in the Absence of Directed Migration
Authored by Steven J Holfinger, James W Reinhardt, Rashmeet Reen, Kevin M Schultz, Kevin M Passino, William E Ackerman, Douglas A Kniss, Leonard M Sander, Daniel Gallego-Perez, Keith J Gooch
Date Published: 2015
DOI: 10.1007/s12195-015-0396-5
Sponsors:
United States National Science Foundation (NSF)
Platforms:
MATLAB
Model Documentation:
Other Narrative
Model Code URLs:
Model code not found
Abstract
The endocrine differentiation of pancreatic ductal epithelial cells is
dependent upon their transition from a two-dimensional monolayer to
three-dimensional islet-like clusters. Although clustering of these
cells is commonly observed in vitro, it is not yet known whether
clustering results from long-range signaling (e.g., chemotaxis) or
short-range interactions (e.g., differential adhesion). To determine the
mechanism behind clustering, we used experimental and computational
modeling to determine the individual contributions of long-range and
short-range interactions. Experimentally, the migration of PANC-1 cells
on tissue culture treated plastic was tracked by time-lapse microscopy
with or without a central cluster of cells that could act as a
concentrated source of some long-range signal. Cell migration data was
analyzed in terms of distance, number of steps, and migration rate in
each direction, as well as migration rate as a function of distance from
the cluster. Results did not indicate directed migration toward a
central cluster (p > 0.05). Computationally, an agent-based model was
used to demonstrate the plausibility of clustering by short-range
interactions only. In the presence of random cell migration, this model
showed that a high, but not maximal, cell-cell adhesion probability and
minimal cell-substrate adhesion probability supported the greatest
islet-like cluster formation.
Tags
differentiation
chemotaxis
Model
Aggregation
morphogenesis
In-vitro
Expression
Precursor cells
Insulin
Transplantation