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
  • [31] Sentiment and structure in word co-occurrence networks on Twitter
    Mikaela Irene Fudolig
    Thayer Alshaabi
    Michael V. Arnold
    Christopher M. Danforth
    Peter Sheridan Dodds
    Applied Network Science, 7
  • [32] Reducing Application of Nitrogen Fertilizer Increases Soil Bacterial Diversity and Drives Co-Occurrence Networks
    Wang, Feng
    Liu, Hao
    Yao, Hongyan
    Zhang, Bo
    Li, Yue
    Jin, Shuquan
    Cao, Hui
    MICROORGANISMS, 2024, 12 (07)
  • [33] Construction and Analysis of Mongolian Word Co-occurrence Networks
    Bao, Lingxiong
    Dahubaiyila
    2022 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP 2022), 2022, : 110 - 115
  • [34] Empirical Co-occurrence Rate Networks For Sequence Labeling
    Zhu, Zhemin
    Hiemstra, Djoerd
    Apers, Peter
    Wombacher, Andreas
    2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013), VOL 1, 2013, : 93 - 98
  • [35] Spectra of English evolving word co-occurrence networks
    Liang, Wei
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 468 : 802 - 808
  • [36] Co-occurrence analysis of scientific documents in citation networks
    Muppidi, Satish
    Reddy, K. Thammi
    INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2020, 24 (01) : 19 - 25
  • [37] Quantified ecology and co-occurrence of Mediterranean woody species in a landscape context
    Goedecke, Florian
    Jahn, Ralf
    Bergmeier, Erwin
    PLANT ECOLOGY, 2018, 219 (05) : 481 - 496
  • [38] Sentiment and structure in word co-occurrence networks on Twitter
    Fudolig, Mikaela Irene
    Alshaabi, Thayer
    Arnold, Michael, V
    Danforth, Christopher M.
    Dodds, Peter Sheridan
    APPLIED NETWORK SCIENCE, 2022, 7 (01)
  • [39] Quantified ecology and co-occurrence of Mediterranean woody species in a landscape context
    Florian Goedecke
    Ralf Jahn
    Erwin Bergmeier
    Plant Ecology, 2018, 219 : 481 - 496
  • [40] Cautionary notes on the use of pedotransfer functions for estimating soil hydraulic properties
    Espino, A
    Mallants, D
    Vanclooster, M
    Feyen, J
    AGRICULTURAL WATER MANAGEMENT, 1996, 29 (03) : 235 - 253