The reproduction number and its probability distribution for stochastic viral dynamics

被引:1
|
作者
Williams, Bevelynn [1 ]
Carruthers, Jonathan [2 ]
Gillard, Joseph J. [3 ]
Lythe, Grant [1 ]
Perelson, Alan S. [4 ]
Ribeiro, Ruy M. [4 ]
Molina-Paris, Carmen [4 ]
Lopez-Garcia, Martin [1 ]
机构
[1] Univ Leeds, Sch Math, Dept Appl Math, Leeds, England
[2] UK Hlth Secur Agcy, Salisbury, England
[3] Def Sci & Technol Lab, CBR Div, Salisbury, England
[4] Los Alamos Natl Lab, Theoret Div, Theoret Biol & Biophys T6, Los Alamos, NM USA
关键词
viral burst size; reproduction number; eclipse phase; infectious phase; Erlang distribution; stochastic model; VIRUS; KINETICS; MODELS;
D O I
10.1098/rsif.2023.0400
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We consider stochastic models of individual infected cells. The reproduction number, R, is understood as a random variable representing the number of new cells infected by one initial infected cell in an otherwise susceptible (target cell) population. Variability in R results partly from heterogeneity in the viral burst size (the number of viral progeny generated from an infected cell during its lifetime), which depends on the distribution of cellular lifetimes and on the mechanism of virion release. We analyse viral dynamics models with an eclipse phase: the period of time after a cell is infected but before it is capable of releasing virions. The duration of the eclipse, or the subsequent infectious, phase is non-exponential, but composed of stages. We derive the probability distribution of the reproduction number for these viral dynamics models, and show it is a negative binomial distribution in the case of constant viral release from infectious cells, and under the assumption of an excess of target cells. In a deterministic model, the ultimate in-host establishment or extinction of the viral infection depends entirely on whether the mean reproduction number is greater than, or less than, one, respectively. Here, the probability of extinction is determined by the probability distribution of R, not simply its mean value. In particular, we show that in some cases the probability of infection is not an increasing function of the mean reproduction number.
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页数:16
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