ArticleMicrobiome2023
A framework for the targeted recruitment of crop-beneficial soil taxa based on network analysis of metagenomics data.
Article in Microbiome, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed, 48 citations in OpenAlex.
- Beyond Nitrogen Fixation: Multifunctional Roles of Common Bean in Organic Agroecosystems and Ecosystem-Oriented Breeding Strategies.Plants (Basel, Switzerland) · 2026Review
- Rational reduction of a sorghum SynCom that preserves growth promotion reveals flavonoid-mediated plant-microbe interactions.The New phytologist · 2026Article
- Metabolome-driven rhizosphere microbiome assembly determining the health of medicinal herb (Angelica sinensis) against root rot.Microbiome · 2026Article
- Core microbiota recruited by healthy grapevines enhance resistance against root rot disease.Genome biology · 2026Article
- Linking microbiome structure to functional analysis identifies resilientFrontiers in microbiology · 2026Article
- Metagenomic Tools as Predictive Approaches to Decipher Soil and Rhizosphere Microbial Communities and Their Functions for Sustainable Agriculture.International journal of genomics · 2026Review
- Article
- Catch crop amendments and microbial inoculants differently modulate apple rhizosphere microbiomes and plant responses.FEMS microbiology ecology · 2025Article
- Plant Diversity Reduces the Risk of Antibiotic Resistance Genes in Agroecosystems.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Analysis of metagenomic data.Nature reviews. Methods primers · 2025Article
- Mechanistic understanding of metabolic cross-talk betweenFrontiers in plant science · 2025Article
- Rationally designed microbial communities in agri-food production systems: from research to market.ISME communications · 2025Article
- Rhizosphere Shifts: Reduced Fungal Diversity and Microbial Community Functionality Enhance Plant Adaptation in Continuous Cropping Systems.Microorganisms · 2024Article
- Article
- Rhizosphere Engineering of Biocontrol Agents Enriches Soil Microbial Diversity and Effectively Controls Root-Knot Nematodes.Microbial ecology · 2024Article
- The effect of successive summer drought periods on bacterial diversity along a plant species richness gradient.FEMS microbiology ecology · 2024Article
- Effect of Rootstock Genotype and Arbuscular Mycorrhizal Fungal (AMF) Species on Early Colonization of Apple.Plants (Basel, Switzerland) · 2024Article
- Strategies for tailoring functional microbial synthetic communities.The ISME journal · 2024Review
- Exploring overlooked growth-promoting mechanisms by plant-associated bacteria.Sustainable microbiology · 2024Review
- More than a meat- or synthetic nitrogen fertiliser-substitute: a review of legume phytochemicals as drivers of 'One Health' via their influence on the functional diversity of soil- and gut-microbes.Frontiers in plant science · 2024Review
Corrections and comments
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Authors and funding
12 authors at 6 institutions in 5 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe design of ecologically sustainable and plant-beneficial soil systems is a key goal in actively manipulating root-associated microbiomes. Community engineering efforts commonly seek to harness the potential of the indigenous microbiome through substrate-mediated recruitment of beneficial members. In most sustainable practices, microbial recruitment mechanisms rely on the application of complex organic mixtures where the resources/metabolites that act as direct stimulants of beneficial groups are not characterized. Outcomes of such indirect amendments are unpredictable regarding engineering the microbiome and achieving a plant-beneficial environment.
resultsThis study applied network analysis of metagenomics data to explore amendment-derived transformations in the soil microbiome, which lead to the suppression of pathogens affecting apple root systems. Shotgun metagenomic analysis was conducted with data from 'sick' vs 'healthy/recovered' rhizosphere soil microbiomes. The data was then converted into community-level metabolic networks. Simulations examined the functional contribution of treatment-associated taxonomic groups and linked them with specific amendment-induced metabolites. This analysis enabled the selection of specific metabolites that were predicted to amplify or diminish the abundance of targeted microbes functional in the healthy soil system. Many of these predictions were corroborated by experimental evidence from the literature. The potential of two of these metabolites (dopamine and vitamin B
conclusionsThis research demonstrates how genomic-based algorithms can be used to formulate testable hypotheses for strategically engineering the rhizosphere microbiome by identifying specific compounds, which may act as selective modulators of microbial communities. Applying this framework to reduce unpredictable elements in amendment-based solutions promotes the development of ecologically-sound methods for re-establishing a functional microbiome in agro and other ecosystems. Video Abstract.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.