bioRxivCancer BiologyPreprint
Colorectal cancer as a Model for Biological Evolution
Abstract
Complexity in cancer research has led to the creation of powerful analytical tools for helping experimental in vivo and in vitro methods. These tools range from systems of differential equations resolved in computer simulations, to lattice models and agent-based models (ABMs). These analytical methods are focused on studying cell behavior and dynamic cell populations. Among these, those that are increasingly used are ABMs because they can incorporate multi-scale features ranging from the individual up to the population level, mixing rules based on mathematical and conceptual parameters, and combining statistical/population assumptions with individual heterogeneity. In this work, we present an ABM that simulates tumor progression in a colonic crypt, with the aim of providing an experimental in silico environment for testing results achieved in traditional lab research, and developing alternative scenarios of tumor development. As the first part of an ongoing project, the long-term goal is to reproduce and study, the general evolutionary mechanisms of a biological system.
- organism: human
- research focus: synaptic & neural circuits
- research focus: cancer & tumor microenvironment
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Stochastic model for cell population dynamics quantifies homeostasis in colonic crypts and its disruption in early tumorigenesis
- Description and Validation of the Colorectal Cancer and Adenoma Incidence & Mortality (CRC-AIM) Microsimulation Model
A. Piscitello, L. Saoud, … P. J. Limburg·bioRxiv·Mar 2, 2020
- Cryptsim: Modeling the evolutionary dynamics of the progression of Barrett’s esophagus to esophageal adenocarcinoma
Diego Mallo, Rumen Kostadinov, … Carlo C. Maley·bioRxiv·May 16, 2018
- Niche engineering drives early passage through an immune bottleneck in progression to colorectal cancer
C. D. Gatenbee, A.-M. Baker, … A. Anderson·bioRxiv·May 3, 2019
- Rapid evolution and biogeographic spread in a colorectal cancer
J. M. Alves, S. Prado-Lopez, … D. Posada·bioRxiv·May 2, 2019
- Agent-based modeling of cancer stem cell driven solid tumor growth
Jan T Poleszczuk, Paul Macklin, Heiko Enderling·Methods in Molecular BiologyPeer-reviewed·Apr 5, 2016