Evidence map›Paper›PMID 35362106›Full record

ArticlePhysiologia plantarum2022

Nitrogen use efficiency, rhizosphere bacterial community, and root metabolome reprogramming due to maize seed treatment with microbial biostimulants.

Paola Ganugi, Andrea Fiorini, Federico Ardenti, Tito Caffi, Paolo Bonini, Eren Taskin, Edoardo Puglisi, Vincenzo Tabaglio, Marco Trevisan, Luigi Lucini

Open access · bronzeAbstract read
In one paragraph

Article in Physiologia plantarum, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
6.3field-weighted citation impact, top 4% 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

12 citing papers in PubMed, 35 citations in OpenAlex.

  1. Effects ofJournal of fungi (Basel, Switzerland) · 2026
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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

10 authors at 2 institutions in 2 countries.

Paola GanugiDepartment for Sustainable Food Process, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Andrea FioriniDepartment of Sustainable Crop Production, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Federico ArdentiDepartment of Sustainable Crop Production, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Tito CaffiDepartment of Sustainable Crop Production, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Paolo BoninioloBion-OMICS LIFE LAN, Barcelona, Spain.
Eren TaskinDepartment for Sustainable Food Process, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Edoardo PuglisiDepartment for Sustainable Food Process, Università Cattolica del Sacro Cuore, Piacenza, Italy.ORCID https://orcid.org/0000-0001-5051-0971
Vincenzo TabaglioDepartment of Sustainable Crop Production, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Marco TrevisanDepartment for Sustainable Food Process, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Luigi LuciniDepartment for Sustainable Food Process, Università Cattolica del Sacro Cuore, Piacenza, Italy.
Università Cattolica del Sacro Cuore · ITAcciona (Spain) · ES

Funding

Emilia-Romagna regionINBIOS 5150325
6 · The paper itself

Abstract

Seed inoculation with beneficial microorganisms has gained importance as it has been proven to show biostimulant activity in plants, especially in terms of abiotic/biotic stress tolerance and plant growth promotion, representing a sustainable way to ensure yield stability under low input sustainable agriculture. Nevertheless, limited knowledge is available concerning the molecular and physiological processes underlying the root-inoculant symbiosis or plant response at the root system level. Our work aimed to integrate the interrelationship between agronomic traits, rhizosphere microbial population and metabolic processes in roots, following seed treatment with either arbuscular mycorrhizal fungi (AMF) or Plant Growth-Promoting Rhizobacteria (PGPR). To this aim, maize was grown under open field conditions with either optimal or reduced nitrogen availability. Both seed treatments increased nitrogen uptake efficiency under reduced nitrogen supply revealed some microbial community changes among treatments at root microbiome level and limited yield increases, while significant changes could be observed at metabolome level. Amino acid, lipid, flavone, lignan, and phenylpropanoid concentrations were mostly modulated. Integrative analysis of multi-omics datasets (Multiple Co-Inertia Analysis) highlighted a strong correlation between the metagenomics and the untargeted metabolomics datasets, suggesting a coordinate modulation of root physiological traits.

Indexed as

MycorrhizaeRhizosphereBacteriaMetabolomeNitrogenPlant RootsSeedsSoil MicrobiologyZea maysNitrogen

Identifiers

PMID35362106
PMCPMC9324912
OpenAlexW4220864486

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.