Cautionary notes on the use of co-occurrence networks in soil ecology

被引:99
|
作者
Goberna, Marta [1 ]
Verdu, Miguel [2 ]
机构
[1] CSIC, Inst Nacl Invest & Tecnol Agr, Dept Environm & Agron, Carretera Coruna Km 7-5, Madrid 28040, Spain
[2] CSIC, Ctr Invest Desertificac CIDE, Dept Ecol, Carretera Moncada Naquera Km 4-5, Valencia 46113, Spain
来源
关键词
Co-occurrence patterns; Ecological interactions; Keystone taxa; Microbial networks; Network analysis; Soil microbiome; MICROBIAL INTERACTIONS; ANTIBIOTIC-RESISTANCE; ANALYSIS REVEALS; BACTERIAL; COMMUNITIES; PATTERNS; DYNAMICS; ABUNDANCE; GENES;
D O I
10.1016/j.soilbio.2021.108534
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
Soil ecology is witnessing exponential growth in the number of studies using co-occurrence network analysis. Researchers reconstruct networks based on the co-occurrence of taxa or genes across soil samples at a wide range of geographic scales from single aggregates to the whole planet and taxonomic scopes, some studies targeting specific taxa or guilds to others surveying the whole microbiome as well as micro-and mesofauna. Co-occurrence networks can be very useful to extract simple patterns from complex datasets. Applications include the detection of abiotic and biotic factors that determine community structure, the identification of keystone taxa and their relationship to specific soil functions, and the inference of mechanisms of community assembly. However, networks are more and more often misused and serve as mere graphic tools with no attempt at hypothesis testing. In this perspectives article, we first review the main usage of co-occurrence network analysis in soil ecology during the last decade. We then discuss the applications and caveats of network analysis in soil ecology, leaving apart strictly methodological aspects of network reconstruction, which is beyond the focus of this article. Finally, we include recommendation guidelines - such as the possibility of informing networks with geographic, environmental and/or phylogenetic information - with the hope that this will facilitate network analysis to become a useful tool that helps elucidate meaningful patterns in soil ecology.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] Hidden heterogeneity and co-occurrence networks of soil prokaryotic communities revealed at the scale of individual soil aggregates
    Szoboszlay, Marton
    Tebbe, Christoph C.
    MICROBIOLOGYOPEN, 2021, 10 (01):
  • [22] Distinct mechanisms shape soil bacterial and fungal co-occurrence networks in a mountain ecosystem
    Li, Jiabao
    Li, Chaonan
    Kou, Yongping
    Yao, Minjie
    He, Zhili
    Li, Xiangzhen
    FEMS MICROBIOLOGY ECOLOGY, 2020, 96 (04)
  • [23] The co-occurrence of bipolar and substance use disorders
    Strakowski, SM
    DelBello, MP
    CLINICAL PSYCHOLOGY REVIEW, 2000, 20 (02) : 191 - 206
  • [24] Effect of land use on soil nematode community composition and co-occurrence network relationship
    Xiaotong Liu
    Siwei Liang
    Yijia Tian
    Xiao Wang
    Wenju Liang
    Xiaoke Zhang
    Journal of Integrative Agriculture, 2024, 23 (08) : 2807 - 2819
  • [25] Effect of land use on soil nematode community composition and co-occurrence network relationship
    Liu, Xiaotong
    Liang, Siwei
    Tian, Yijia
    Wang, Xiao
    Liang, Wenju
    Zhang, Xiaoke
    JOURNAL OF INTEGRATIVE AGRICULTURE, 2024, 23 (08) : 2807 - 2819
  • [26] The Co-Occurrence of ADHD and Substance Use Disorders
    Wilens, Timothy E.
    Kaminski, Tamar Arit
    PSYCHIATRIC ANNALS, 2018, 48 (07) : 328 - 332
  • [27] Soil bacterial and eukaryotic co-occurrence networks across a desert climate gradient in northern China
    Feng, Wei
    Zhang, Yuqing
    Lai, Zongrui
    Qin, Shugao
    Yan, Ru
    Sun, Yanfei
    She, Weiwei
    LAND DEGRADATION & DEVELOPMENT, 2021, 32 (05) : 1938 - 1950
  • [28] Continental-scale insights into the soil microbial co-occurrence networks of Australia and their environmental drivers
    Gui, Heng
    Breed, Martin
    Li, Yan
    Xu, Qiang
    Yang, Jianbo
    Wanasinghe, Dhanushka N.
    Li, Yunju
    Xu, Jianchu
    Mortimer, Peter
    SOIL BIOLOGY & BIOCHEMISTRY, 2023, 186
  • [29] Characteristics of the Fungal Communities and Co-occurrence Networks in Hazelnut Tree Root Endospheres and Rhizosphere Soil
    Ma, Wenxu
    Yang, Zhen
    Liang, Lisong
    Ma, Qinghua
    Wang, Guixi
    Zhao, Tiantian
    FRONTIERS IN PLANT SCIENCE, 2021, 12
  • [30] Comparison of co-occurrence networks of the Chinese and English languages
    Liang, Wei
    Shi, Yuming
    Tse, Chi K.
    Liu, Jing
    Wang, Yanli
    Cui, Xunqiang
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2009, 388 (23) : 4901 - 4909