Evidence map›Paper›PMID 41888579›Full record

ArticleScientific reports2026

Novel approaches for understanding and improving the effectiveness of seed biopriming.

C Dueñas, A Pagano, C Calvio, N Kharga, A Macovei, C Milanese, A Girella, F R Hay, A Moeinzadeh, A Elleuch and 5 more

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

C Dueñas *Department of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy.
A Pagano *Department of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy.
C CalvioDepartment of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy.
N KhargaDepartment of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy.
A MacoveiDepartment of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy.
C MilaneseDepartment of Chemistry, Physical Chemistry Section, University of Pavia and C.S.G.I, via Taramelli 12, Pavia, 27100, Italy.
A GirellaDepartment of Chemistry, Physical Chemistry Section, University of Pavia and C.S.G.I, via Taramelli 12, Pavia, 27100, Italy.
F R HayDepartment of Agroecology, Aarhus University, Forsøgsvej 1, Slagelse, 4200, Denmark.
A MoeinzadehDepartment of Agroecology, Aarhus University, Forsøgsvej 1, Slagelse, 4200, Denmark.
A ElleuchHigher Institute of Biotechnology, University of Sfax, Sfax, Tunisia.
B KhemakhemHigher Institute of Biotechnology, University of Sfax, Sfax, Tunisia.
M GoufaLaboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Athens, Greece.
E TaniLaboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Athens, Greece.
D ChachalisDepartment of Pesticides' Control and Phytopharmacy, Benaki Phytopathological Institute, Athens, Greece.
A BalestrazziDepartment of Biology and Biotechnology 'Lazzaro Spallanzani', via Ferrata 9, Pavia, 27100, Italy. alma.balestrazzi@unipv.it.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An 'on-farm' hybrid priming treatment, that combines hydropriming and biopriming with Bacillus subtilis spores was developed for the neglected legumes grass pea, forage pea, and fenugreek. The seed response to treatments highlighted the predominant effect of hydropriming. In the attempt to improve the efficacy of biopriming and enhance the overall value of the combined protocol, an in-depth investigation of the seed-spore interaction was performed. Scanning electron microscopy was used to analyse the seed sculpture roughness. Multispectral imaging analysis was applied to monitor the presence of increasing doses of Bacillus subtilis spores and test the potential of this tool for the optimization of biopriming protocols. Within the wavelengths applied using multispectral imaging, only 645 nm, 660 nm, and 690 nm were able to detect the presence of the spores in the bioprimed seeds, providing a range of analysis potentially effective for discrimination. Grass pea varieties, showing the most contrasting roughness profiles, were selected for multispectral imaging analysis. The investigation highlighted the relevance of the seed sculpture roughness in determining the reflectance of untreated and bioprimed seeds, and the occurrence of variety-specific profiles. Results are discussed in view of the potential use of this model to expand the current applications of multispectral imaging in the context of seed biopriming design.

Indexed as

Bacillus subtilisPisum sativumSeedsTrigonellaFabaceaeMicroscopy, Electron, ScanningSpores, BacterialBacillus subtilisBioprimingMultispectral imagingOrphan legumeScanning electron microscopySeed sculpture

Identifiers

PMID41888579
PMCPMC13039334

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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.