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Assessment of Gastric Emptying in Non-obese Diabetic Mice Using a [13C]-octanoic Acid Breath Test
Published on: March 23, 2013
A new flexible plug and play scheme for modeling, simulating, and predicting gastric emptying
Shaji Krishnan1, Mark van Avesaat, Freddy J Troost
1Microbiology and Systems Biology, TNO, Utrechtseweg 48, P,O, Box 360, 3700 AJ Zeist, The Netherlands. shaji.krishnan@tno.nl.
A novel plug-and-play scheme simplifies in-silico biological modeling. This approach reduces programming effort for creating dynamic physiological models, enhancing flexibility and ease-of-use for complex systems.
Area of Science:
- Computational biology
- Physiological modeling
- Systems biology
Background:
- In-silico models of biological organisms are complex and time-consuming to develop.
- Model development is iterative, relying on literature and experimental data.
- Existing methods require significant programming effort and lack flexibility.
Purpose of the Study:
- To introduce a flexible and user-friendly plug-and-play scheme for biological systems modeling.
- To reduce programming effort in creating and adapting physiological models.
- To facilitate dynamic model building and simulation.
Main Methods:
- The scheme requires users to provide component structures and experimental data in tabular format.
- Component behavior is described mathematically and linked externally during simulation.
- Biological systems are abstracted into a network of smaller, independently behaving sub-systems.
Main Results:
- The scheme was demonstrated by modeling human gastric emptying dynamics.
- The model successfully predicted gastric emptying under varied intestinal nutrient infusion.
- Predictions showed less than 6% error in estimating half-emptying time, verified by a human study.
Conclusions:
- A new plug-and-play scheme for biological modeling has been developed.
- The scheme reduces programming effort by abstracting systems into sub-systems.
- Modeling and simulation are automated, becoming machine-readable and executable tasks.
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