Evidence map›Paper›PMID 36635724›Full record

ArticleMicrobiome2023

A framework for the targeted recruitment of crop-beneficial soil taxa based on network analysis of metagenomics data.

Maria Berihu, Tracey S Somera, Assaf Malik, Shlomit Medina, Edoardo Piombo, Ofir Tal, Matan Cohen, Alon Ginatt, Maya Ofek-Lalzar, Adi Doron-Faigenboim and 2 more

Open access · goldAbstract readVideo-Audio Media
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed
11.9field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

21 citing papers in PubMed, 48 citations in OpenAlex.

  1. Review
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  6. Review
  7. Microorganisms · 2025
    Article
  8. Article
  9. Plant Diversity Reduces the Risk of Antibiotic Resistance Genes in Agroecosystems.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  10. Analysis of metagenomic data.Nature reviews. Methods primers · 2025
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors at 6 institutions in 5 countries.

Maria Berihu *Agricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel. mariavetcos@gmail.com.
Tracey S Somera *United States Department of Agriculture-Agricultural Research Service Tree Fruit Research Lab, 1104 N. Western Ave, Wenatchee, WA, 98801, USA.
Assaf MalikUniversity of Haifa, Haifa, Israel.
Shlomit MedinaAgricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Edoardo PiomboDepartment of Agricultural, Forest and Food Sciences (DISAFA), University of Torino, Grugliasco, Italy.
Ofir TalAgricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Matan CohenAgricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Alon GinattAgricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Maya Ofek-LalzarUniversity of Haifa, Haifa, Israel.
Adi Doron-FaigenboimAgricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Mark Mazzola *United States Department of Agriculture-Agricultural Research Service Tree Fruit Research Lab, 1104 N. Western Ave, Wenatchee, WA, 98801, USA.
Shiri Freilich *Agricultural Research Organization (ARO), Institute of Plant Sciences, Rishon LeZion/Ramat Yishay, Israel.
Agricultural Research Organization · ILUniversity of Haifa · ILIsrael Oceanographic and Limnological Research · ILSwedish University of Agricultural Sciences · SETree Fruit Research Laboratory · USUnited States Department of Agriculture · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

MicrobiotaSoilBacteriaMetagenomeMetagenomicsPlant RootsRhizosphereSoil MicrobiologySoilBiostimulantsCompoundDifferential abundanceDisease suppressive soilsFunctional annotationMAGMetagenomicsMicrobial communityMicrobiomeNetworkPathwayRhizosphereRootstockShotgun sequencing

Identifiers

PMID36635724
PMCPMC9835355
OpenAlexW4315652188

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.