The Cell Physiome: What Do We Need in a Computational Physiology Framework for Predicting Single-Cell Biology?

Posted: 26 Aug 2022

See all articles by Vijay Rajagopal

Vijay Rajagopal

University of Melbourne

Senthil Arumugam

European Molecular Biological Laboratory (EMBL); Monash University

Peter J. Hunter

University of Auckland

Afshin Khadangi

University of Melbourne

Joshua Chung

University of Melbourne

Michael Pan

University of Melbourne

Date Written: August 1, 2022

Abstract

Modern biology and biomedicine are undergoing a big data explosion, needing advanced computational algorithms to extract mechanistic insights on the physiological state of living cells. We present the motivation for the Cell Physiome Project: a framework and approach for creating, sharing, and using biophysics-based computational models of single-cell physiology. Using examples in calcium signaling, bioenergetics, and endosomal trafficking, we highlight the need for spatially detailed, biophysics-based computational models to uncover new mechanisms underlying cell biology. We review progress and challenges to date toward creating cell physiome models. We then introduce bond graphs as an efficient way to create cell physiome models that integrate chemical, mechanical, electromagnetic, and thermal processes while maintaining mass and energy balance. Bond graphs enhance modularization and reusability of computational models of cells at scale. We conclude with a look forward at steps that will help fully realize this exciting new field of mechanistic biomedical data science.

Suggested Citation

Rajagopal, Vijay and Arumugam, Senthil and Hunter, Peter J. and Khadangi, Afshin and Chung, Joshua and Pan, Michael, The Cell Physiome: What Do We Need in a Computational Physiology Framework for Predicting Single-Cell Biology? (August 1, 2022). Annual Review of Biomedical Data Science, Vol. 5, pp. 341-366, 2022, Available at SSRN: https://ssrn.com/abstract=4200105 or http://dx.doi.org/10.1146/annurev-biodatasci-072018-021246

Vijay Rajagopal (Contact Author)

University of Melbourne ( email )

185 Pelham Street
Carlton, Victoria 3053
Australia

Senthil Arumugam

European Molecular Biological Laboratory (EMBL)

Monash University

23 Innovation Walk
Wellington Road
Clayton, Victoria 3800
Australia

Peter J. Hunter

University of Auckland

Private Bag 92019
Auckland Mail Centre
Auckland, 1142
New Zealand

Afshin Khadangi

University of Melbourne

185 Pelham Street
Carlton, Victoria 3053
Australia

Joshua Chung

University of Melbourne

185 Pelham Street
Carlton, Victoria 3053
Australia

Michael Pan

University of Melbourne

185 Pelham Street
Carlton, Victoria 3053
Australia

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