Evidence map›Paper›PMID 33482913›Full record

ArticleMicrobiome2021

Identification of microbial signatures linked to oilseed rape yield decline at the landscape scale.

Sally Hilton, Emma Picot, Susanne Schreiter, David Bass, Keith Norman, Anna E Oliver, Jonathan D Moore, Tim H Mauchline, Peter R Mills, Graham R Teakle and 4 more

Open access · goldAbstract readVideo-Audio Media
In one paragraph

Article in Microbiome, 2021. 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
10.0field-weighted citation impact, top 2% 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, 57 citations in OpenAlex.

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  3. Impact ofPathogens (Basel, Switzerland) · 2025
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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

14 authors at 8 institutions in 1 country.

Sally HiltonSchool of Life Sciences, The University of Warwick, Coventry, CV4 7AL, UK. s.hilton.1@warwick.ac.uk.ORCID 0000-0002-3786-1096
Emma PicotSchool of Life Sciences, The University of Warwick, Coventry, CV4 7AL, UK.
Susanne SchreiterRothamsted Research, Harpenden, AL5 2JQ, UK.
David BassDepartment of Life Sciences, The Natural History Museum, London, SW7 5BD, UK.
Keith NormanVelcourt Group Ltd., The Veldt House, Much Marcle, Ledbury, Herefordshire, HR8 2LJ, UK.
Anna E OliverCentre for Ecology and Hydrology, Wallingford, Oxfordshire, OX10 8BB, UK.
Jonathan D MooreJohn Innes Centre, Norwich Research Park, Norwich, NR4 7UH, UK.
Tim H MauchlineRothamsted Research, Harpenden, AL5 2JQ, UK.
Peter R MillsHarper Adams University, Newport, TF10 8NB, UK.
Graham R TeakleSchool of Life Sciences, The University of Warwick, Coventry, CV4 7AL, UK.
Ian M ClarkRothamsted Research, Harpenden, AL5 2JQ, UK.
Penny R HirschRothamsted Research, Harpenden, AL5 2JQ, UK.
Christopher J van der GastDepartment of Life Sciences, Manchester Metropolitan University, Manchester, M1 5GD, UK.
Gary D BendingSchool of Life Sciences, The University of Warwick, Coventry, CV4 7AL, UK. gary.bending@warwick.ac.uk.
Rothamsted Research · GBUniversity of Warwick · GBCentre for Environment, Fisheries and Aquaculture Science · GBHarper Adams University · GBJohn Innes Centre · GBManchester Metropolitan University · GBUK Centre for Ecology & Hydrology · GBVelcourt (United Kingdom) · GB

Funding

Biotechnology and Biological Sciences Research Council BB/E/C/0005196Biotechnology and Biological Sciences Research Council BB/L025892/1Biotechnology and Biological Sciences Research Council BBS/E/C/000IO310
6 · The paper itself

Abstract

backgroundThe plant microbiome plays a vital role in determining host health and productivity. However, we lack real-world comparative understanding of the factors which shape assembly of its diverse biota, and crucially relationships between microbiota composition and plant health. Here we investigated landscape scale rhizosphere microbial assembly processes in oilseed rape (OSR), the UK's third most cultivated crop by area and the world's third largest source of vegetable oil, which suffers from yield decline associated with the frequency it is grown in rotations. By including 37 conventional farmers' fields with varying OSR rotation frequencies, we present an innovative approach to identify microbial signatures characteristic of microbiomes which are beneficial and harmful to the host.

resultsWe show that OSR yield decline is linked to rotation frequency in real-world agricultural systems. We demonstrate fundamental differences in the environmental and agronomic drivers of protist, bacterial and fungal communities between root, rhizosphere soil and bulk soil compartments. We further discovered that the assembly of fungi, but neither bacteria nor protists, was influenced by OSR rotation frequency. However, there were individual abundant bacterial OTUs that correlated with either yield or rotation frequency. A variety of fungal and protist pathogens were detected in roots and rhizosphere soil of OSR, and several increased relative abundance in root or rhizosphere compartments as OSR rotation frequency increased. Importantly, the relative abundance of the fungal pathogen Olpidium brassicae both increased with short rotations and was significantly associated with low yield. In contrast, the root endophyte Tetracladium spp. showed the reverse associations with both rotation frequency and yield to O. brassicae, suggesting that they are signatures of a microbiome which benefits the host. We also identified a variety of novel protist and fungal clades which are highly connected within the microbiome and could play a role in determining microbiome composition.

conclusionsWe show that at the landscape scale, OSR crop yield is governed by interplay between complex communities of both pathogens and beneficial biota which is modulated by rotation frequency. Our comprehensive study has identified signatures of dysbiosis within the OSR microbiome, grown in real-world agricultural systems, which could be used in strategies to promote crop yield. Video abstract.

Indexed as

Rapeseed OilSoil MicrobiologyBrassica napusCrops, AgriculturalFungiMicrobiotaPlant RootsRhizosphereRapeseed OilLandscapeMicrobiomeOilseed rapeRhizosphereRootsYield decline

Identifiers

PMID33482913
PMCPMC7825223
OpenAlexW3109148424

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.