Unpacking the Allee effect: determining individual-level mechanisms that drive global population dynamics

被引:14
|
作者
Fadai, Nabil T. [1 ]
Johnston, Stuart T. [2 ,3 ,4 ]
Simpson, Matthew J. [5 ]
机构
[1] Univ Nottingham, Sch Math Sci, Nottingham NG7 2RD, England
[2] Univ Melbourne, Sch Math & Stat, Syst Biol Lab, Parkville, Vic 3010, Australia
[3] Univ Melbourne, Dept Biomed Engn, Parkville, Vic 3010, Australia
[4] Univ Melbourne, Melbourne Sch Engn, ARC Ctr Excellence Convergent Bionano Sci & Tech, Parkville, Vic 3010, Australia
[5] Queensland Univ Technol, Sch Math Sci, Brisbane, Qld 4001, Australia
基金
澳大利亚研究理事会;
关键词
agent-based model; population dynamics; crowding effects; TUMOR-GROWTH; MODEL; EVOLUTION; ECOLOGY;
D O I
10.1098/rspa.2020.0350
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 present a solid theoretical foundation for interpreting the origin of Allee effects by providing the missing link in understanding how local individual-based mechanisms translate to global population dynamics. Allee effects were originally proposed to describe population dynamics that cannot be explained by exponential and logistic growth models. However, standard methods often calibrate Allee effect models to match observed global population dynamics without providing any mechanistic insight. By introducing a stochastic individual-based model, with proliferation, death and motility rates that depend on local density, we present a modelling framework that translates particular global Allee effects to specific individual-based mechanisms. Using data from ecology and cell biology, we unpack individual-level mechanisms implicit in an Allee effect model and provide simulation tools for others to repeat this analysis.
引用
收藏
页数:16
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