Evidence map›Paper›PMID 42038403›Full record

ArticleFrontiers in bioinformatics2026

Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in

João Vítor Aires-Teixeira, Nivea Maria Pereira Lima, Renato Almeida Sarmento, Gabriel Quintanilha-Peixoto, Kellen Kauanne Pimenta de Oliveira

Abstract read
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Article in Frontiers in bioinformatics, 2026. 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

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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.

João Vítor Aires-TeixeiraLaboratory of Molecular and Functional Genetics (LAGEMF), Bioprocesses and Biotechnology Engineering, Federal University of Tocantins (UFT), Gurupi, Brazil.
Nivea Maria Pereira LimaFederal University of Tocantins (UFT), Palmas, Brazil.
Renato Almeida SarmentoFederal University of Tocantins (UFT), Palmas, Brazil.
Gabriel Quintanilha-PeixotoLaboratory of Chemistry and Function of Peptides and Proteins, Center of Biosciences and Biotechnology, State University of Norte Fluminense (UENF), Campos, Brazil.
Kellen Kauanne Pimenta de OliveiraLaboratory of Molecular and Functional Genetics (LAGEMF), Bioprocesses and Biotechnology Engineering, Federal University of Tocantins (UFT), Gurupi, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Methods: We conducted a meta-analysis of three independent RNA-Seq drought studies in Results: We identified a high-confidence set of 472 differentially expressed genes (DEGs), including 274 upregulated and 198 downregulated genes. Functional analysis revealed a growth-defense tradeoff, with upregulated genes associated with stress response pathways such as protein folding, osmolyte biosynthesis, and ABA signaling, while genes involved in cell division, DNA replication, and cell wall biosynthesis were repressed. Protein-protein interaction analysis showed a coordinated network linking stress response activation to suppression of growth-related processes. Discussion: These findings provide a robust catalog of candidate genes, including previously uncharacterized proteins, supporting future functional studies and molecular breeding strategies aimed at enhancing drought tolerance in eucalyptus under climate change.

Indexed as

abiotic stressclimate-resilient cropseucalyptusgene networksin silicometa-analysissystems biologytranscriptomics

Identifiers

PMID42038403
PMCPMC13106539

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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.