Evidence map›Paper›PMID 41669382›Full record

ArticleFrontiers in plant science2026

Comparative analysis of the seed microbiome in four major oilseed crops (rapeseed, sunflower, soybean, sesame) reveals host-specific assembly and potential application of seed core microbes.

Yao Yao, Lelin Zhao, Yun Zhang, Ailing Duan, Yuanxue Yang, Aiyu Wang, Chao Xue, Jianhua Zhang, Ming Zhao

Abstract read
In one paragraph

Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Review
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

9 authors.

Yao YaoInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Lelin ZhaoInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Yun ZhangInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Ailing DuanInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Yuanxue YangInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Aiyu WangInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Chao XueInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Jianhua ZhangInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.
Ming ZhaoInstitute of Industrial Crops, Shandong Academy of Agricultural Sciences, Shandong, Jinan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The oilseeds are abundant in oils and proteins, and the production of high-quality oilseeds represents a major objective in modern agriculture. However, oilseed production is constrained by biotic and abiotic stresses, resulting in the decreasing in yield and quality. The seed microbiome has been recognized as a critical determinant of plant health. However, its composition and functional roles in various oilseed crops remains poorly explored. In this study, we utilized 16S rRNA gene amplicon sequencing to compare the bacterial component of seed microbiome and predict their metabolic potential in four oil crops (rapeseed, sunflower, sesame, soybean). Our results revealed that the oilseed harbored high diverse of microbes, and the assembly of microbial community was not random but driven by species and cultivar. From the perspective of microbial functions, the lipid metabolism and other secondary metabolites of seed microbes were associated with corresponding metabolic processes in seeds, such as glucosinolate and linoleic acid, reflecting the functional connection between seed metabolites and seed microbes. Furthermore, the core microbiome was obtained among four oilseed groups, consisting of 18 bacterial amplicon sequence variants (ASVs), including putative plant-beneficial resources, such as

Indexed as

16S rRNA gene amplicon sequencingcore microbiomemicrobial inoculantseed microbiomeSphingomonas endophytica

Identifiers

PMID41669382
PMCPMC12883838

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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.