Sparse species interactions reproduce abundance correlation patterns in microbial communities

被引:0
|
作者
Camacho-Mateu, Jose [1 ]
Lampo, Aniello [1 ]
Sireci, Matteo [2 ,3 ]
Munoz, Miguel A. [2 ,3 ]
Cuesta, Jose A. [1 ,4 ]
机构
[1] Univ Carlos III Madrid, Dept Matemat, Grp Interdisciplinar Sistemas Complejos, Leganes 28911, Spain
[2] Univ Granada, Dept Electromagnetismo & Fis Mat, Granada 18071, Spain
[3] Univ Granada, Inst Carlosde I Fis Teor & Computac, Granada, Spain
[4] Univ Zaragoza, Inst Biocomp & Fis Sistemas Complejos, Zaragoza 50001, Spain
关键词
ecology; microbiome; Lotka-Volterra; correlations; interactions;
D O I
暂无
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
During the last decades, macroecology has identified broad -scale patterns of abundances and diversity of microbial communities and put forward some potential explanations for them. However, these advances are not paralleled by a full understanding of the dynamical processes behind them. In particular, abundance fluctuations of different species are found to be correlated, both across time and across communities in metagenomic samples. Reproducing such correlations through appropriate population models remains an open challenge. The present paper tackles this problem and points to sparse species interactions as a necessary mechanism to account for them. Specifically, we discuss several possibilities to include interactions in population models and recognize Lotka-Volterra constants as a successful ansatz. For this, we design a Bayesian inference algorithm to extract sets of interaction constants able to reproduce empirical probability distributions of pairwise correlations for diverse biomes. Importantly, the inferred models still reproduce well-known single -species macroecological patterns concerning abundance fluctuations across both species and communities. Endorsed by the agreement with the empirically observed phenomenology, our analyses provide insights into the properties of the networks of microbial interactions, revealing that sparsity is a crucial feature.
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页数:9
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