Unraveling Disease Pathophysiology with Mathematical Modeling

Annu Rev Pathol. 2020 Jan 24:15:371-394. doi: 10.1146/annurev-pathmechdis-012419-032557.

Abstract

Modeling has enabled fundamental advances in our understanding of the mechanisms of health and disease for centuries, since at least the time of William Harvey almost 500 years ago. Recent technological advances in molecular methods, computation, and imaging generate optimism that mathematical modeling will enable the biomedical research community to accelerate its efforts in unraveling the molecular, cellular, tissue-, and organ-level processes that maintain health, predispose to disease, and determine response to treatment. In this review, we discuss some of the roles of mathematical modeling in the study of human physiology and pathophysiology and some challenges and opportunities in general and in two specific areas: in vivo modeling of pulmonary function and in vitro modeling of blood cell populations.

Keywords: malaria; mathematical modeling; mechanistic modeling; pathophysiologic dynamics; pulmonary function; red blood cells.

Publication types

  • Review

MeSH terms

  • Animals
  • Biomedical Research / methods*
  • Biomedical Research / trends
  • Cell Biology / trends
  • Computational Biology / methods*
  • Computational Biology / trends
  • Computer Simulation
  • Disease / etiology*
  • Humans
  • Models, Theoretical*
  • Physiological Phenomena