Evidence map›Paper›PMID 41193950›Full record

SynthesisBMC genomics2025

A meta-analysis of public RNA-Seq data identifies conserved stress responses in rainbow trout.

Sayed Mashequl Bari, Muntasim Fuad, Md Jubayer Hossain, Ishtiaque Ahammad, Mahmuda Begum, Md Mostofa Uddin Helal

Abstract readMeta-Analysis
In one paragraph

Synthesis in BMC genomics, 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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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

6 authors.

Sayed Mashequl BariDepartment of Aquatic Animal Health Management, Sher-e-Bangla Agricultural University, Dhaka, 1207, Bangladesh. bari.aahm@sau.edu.bd.
Muntasim FuadBig Bioinformatics Lab, Center for Health Innovation, Research, Action, and Learning, Dhaka, 1207, Bangladesh.
Md Jubayer HossainBig Bioinformatics Lab, Center for Health Innovation, Research, Action, and Learning, Dhaka, 1207, Bangladesh.
Ishtiaque AhammadBioinformatics Division National Institute of Biotechnology, Dhaka, 1349, Bangladesh.
Mahmuda BegumBiological Research Division, Bangladesh Council of Scientific and Industrial Research, Dhaka, 1205, Bangladesh.
Md Mostofa Uddin HelalCollege of Agriculture, Shanxi Agricultural University, Linfen, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRainbow trout (Oncorhynchus mykiss), a commercial aquaculture species, experiences physiological stress under environmental challenges. While several bulk RNA-Seq studies have investigated heat and hypoxic stress responses in rainbow trout, a comprehensive analysis identifying common genes and pathways is still lacking. This study addresses this need by analyzing four public RNA-Seq datasets from O. mykiss to identify conserved molecular responses to these stress.

resultThe meta-analysis identified 1,006 (555 upregulated and 451 downregulated) protein-coding differentially expressed genes (DEGs). Among them, five genes, cdkn1ba, znf395a, klf9, irs2b, and tsc22d3, were commonly regulated under both stress conditions, indicating their shared roles in cellular homeostasis. The meta-analysis revealed highly regulated heat shock protein (hsp) family genes and hypoxia-inducible factor (HIF) genes. Gene ontology (GO) enrichment analysis revealed that DEGs under heat and hypoxia stress were associated primarily with the cell cycle, DNA metabolic processes, catalytic activity, and membrane components. Pathway enrichment of these genes revealed coordinated activation of protein processing in the endoplasmic reticulum, p53-mediated cell-cycle arrest, FoxO signaling and oxidative stress responses, indicating a shared core program for proteostasis and damage control.

conclusionThis meta-analysis revealed conserved gene expression patterns and key regulatory pathways driving rainbow trout adaptation to heat and hypoxia, providing valuable insights for enhancing stress resistance in aquaculture.

Indexed as

Oncorhynchus mykissRNA-SeqStress, PhysiologicalAnimalsGene Expression ProfilingGene Expression RegulationGene OntologyHeat-Shock ResponseTranscriptomeDEGsHeat stressHypoxiaMeta-analysisRainbow troutTranscriptome

Identifiers

PMID41193950
PMCPMC12590911

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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.