The Universality of Cancer
Carson C. Chow, Yanjun Li, Vipul Periwal

TL;DR
This paper proposes a universal stochastic model for cancer development, revealing common underlying dynamics across different cancer types and suggesting potential targets for early detection and prevention.
Contribution
It introduces a simple universal stochastic process model for all cancers, unifying diverse cancer behaviors under a single mathematical framework.
Findings
Hazard rates follow a universal stochastic process
A critical radius distinguishes normal from tumorigenic genomes
Universal parameters relate to age and cellular senescence
Abstract
Cancer has been characterized as a constellation of hundreds of diseases differing in underlying mutations and depending on cellular environments. Carcinogenesis as a stochastic physical process has been studied for over sixty years, but there is no accepted standard model. We show that the hazard rates of all cancers are characterized by a simple dynamic stochastic process on a half-line, with a universal linear restoring force balancing a universal simple Brownian motion starting from a universal initial distribution. Only a critical radius defining the transition from normal to tumorigenic genomes distinguishes between different cancer types when time is measured in cell--cycle units. Reparametrizing to chronological time units introduces two additional parameters: the onset of cellular senescence with age and the time interval over which this cessation in replication takes place.…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGene Regulatory Network Analysis · Bioinformatics and Genomic Networks · Evolution and Genetic Dynamics
