Citation

Kenzie ES, Parks EL, Carney N, Wakeland W. Front. Bioeng. Biotechnol. 2022; 10: e854358.

Copyright

(Copyright © 2022, Frontiers Media)

DOI

10.3389/fbioe.2022.854358

PMID

36032727

PMCID

PMC9411712

Abstract

Traumatic brain injury (TBI) is a highly complex phenomenon involving a cascade of disruptions across biomechanical, neurochemical, neurological, cognitive, emotional, and social systems. Researchers and clinicians urgently need a rigorous conceptualization of brain injury that encompasses nonlinear and mutually causal relations among the factors involved, as well as sources of individual variation in recovery trajectories. System dynamics, an approach from systems science, has been used for decades in fields such as management and ecology to model nonlinear feedback dynamics in complex systems. In this mini-review, we summarize some recent uses of this approach to better understand acute injury mechanisms, recovery dynamics, and care delivery for TBI. We conclude that diagram-based approaches like causal-loop diagramming have the potential to support the development of a shared paradigm of TBI that incorporates social support aspects of recovery. When developed using adequate data from large-scale studies, simulation modeling presents opportunities for improving individualized treatment and care delivery.

Language: en

Keywords

simulation; traumatic brain injury; complexity; modeling; system dynamics; systems science