Corroboration of computational models for mechanoregulated stem cell differentiation.

Loading...
Thumbnail Image

Date

Journal Title

Journal ISSN

Volume Title

Publisher

Access

openAccess

Embargo end date

Citation

Khayyeri H, Isaksson H, Prendergast PJ, Corroboration of computational models for mechanoregulated stem cell differentiation., Computer methods in biomechanics and biomedical engineering, 18, 1, 2015, 15-23

Abstract

Do computational models contribute to progress in mechanobiology? Jacobs and Kelly (in Advances on Modelling in Tissue Engineering, p. 1–14, 2011) suggest that they do, but at the same time propose a limitation in the form of the ‘paradox of validation’, whereby the information needed to validate mechanoregulation theories obviates the need for them in the first place. In this article, the corroboration of theories describing mechanoregulation of tissue differentiation is reviewed. Considering the falsifiability of computational models derived using the theories as a measure of their predictive power, it is shown that the predictive power of some theories is poor and that models based on these theories fall into the ‘paradox of validation’. Week theories for any phenomenon would succumb to such a paradox. We argue that mechanobiology needs theories that can have more potentially falsifying experiments and that perhaps the discipline does suffer from theories that are a priori designed to minimise falsifiability. However, several theories do have predictive power beyond the data used to validate them, so a paradox of validation should disappear as the subject develops

Description

PUBLISHED

Endorsement

Review

Supplemented By

Referenced By

Sponsor: Science Foundation Ireland (SFI)
Grant Number: SFI/06/IN.1/B86

Type of material: Journal Article