Evidence map›Paper›PMID 40811743›Full record

ArticlePloS one2025

Integrated gene network analysis and experimental validation identify key hub genes in potato response to Potato Virus Y infection.

Roya Karimipour, Davoud Koolivand, Abozar Ghorbani, Masoud Naderpour, Mahsa Rostami

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

5 authors.

Roya KarimipourDepartment of Plant Protection, Faculty of Agriculture, University of Zanjan, Zanjan, Iran.
Davoud KoolivandDepartment of Plant Protection, Faculty of Agriculture, University of Zanjan, Zanjan, Iran.ORCID https://orcid.org/0000-0002-5863-2591
Abozar GhorbaniNuclear Agriculture Research School, Nuclear Science and Technology Research Institute (NSTRI), Karaj, Iran.ORCID https://orcid.org/0000-0002-2183-0033
Masoud NaderpourSeed and Plant Certification and Registration Research Institute (SPCRI), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran.ORCID https://orcid.org/0000-0002-6661-2590
Mahsa RostamiNuclear Agriculture Research School, Nuclear Science and Technology Research Institute (NSTRI), Karaj, Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Potato (Solanum tuberosum) is a staple food crop that supports global food security, ranking as the world's third most important food crop after rice and wheat in terms of human consumption, and it is threatened by Potato virus Y (PVY), which causes severe yield losses. This study integrates bioinformatics analysis and experimental approaches to elucidate molecular defense mechanisms against PVY infection. Using transcriptomic data from PVY-infected potato plants, we constructed protein-protein interaction (PPI) networks and identified hub genes central to defense responses. The qPCR validation showed that three hub genes (NAD1, NAD2, NAD3) were upregulated in resistant Sante plants but downregulated in susceptible Agria. Among these, NAD2 showed a striking 5.58-fold increase in Sante, highlighting its critical role in stress signaling and antiviral defense. Network analysis revealed interactions with microRNAs (miRNAs), including stu-miR8015-5p and stu-miR396-5p, suggesting complex regulatory networks. Codon usage bias analysis highlighted adaptive codon preferences optimized for translational efficiency, supporting potential strategies like codon deoptimization to impair viral fitness. Promoter motif analysis identified stress-responsive cis-regulatory elements linked to abscisic acid signaling, critical for antiviral responses. This comprehensive study establishes a framework for targeting hub genes and miRNAs to engineer PVY-resistant cultivars, thereby offering a sustainable solution.

Indexed as

Gene Regulatory NetworksPlant DiseasesPotyvirusSolanum tuberosumDisease ResistanceGene Expression ProfilingGene Expression Regulation, PlantGenes, PlantMicroRNAsPlant ProteinsProtein Interaction MapsMicroRNAsPlant Proteins

Identifiers

PMID40811743
PMCPMC12352841

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Registered trials

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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.