A stochastic model for the evolution of the influenza virus
J.T.Cox, R.B.Schinazi

TL;DR
This paper introduces a stochastic birth-death model for influenza virus evolution, incorporating fitness-based and random type removal, revealing significant effects on virus diversity dynamics especially when the birth rate is below the critical threshold.
Contribution
It presents a novel stochastic model combining fitness-based and random death processes, analyzing their impact on influenza virus evolution.
Findings
Random killing significantly affects virus diversity when birth rate < 1
Model behavior aligns with influenza phylogenetic tree features
Large effect of random removal on the model dynamics
Abstract
Consider a birth and death chain to model the number of types of a given virus. Each type gives birth to a new type at rate and dies at rate 1. Each type is also assigned a fitness. When a death occurs either the least fit type dies (with probability ) or we kill a type at random (with probability ). We show that this random killing has a large effect (for any ) on the behavior of the model when . The behavior of the model with and is consistent with features of the phylogenetic tree of influenza.
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
TopicsComplex Systems and Time Series Analysis · COVID-19 epidemiological studies · Complex Network Analysis Techniques
