Evidence map›Paper›PMID 41898742›Full record

ArticleInternational journal of molecular sciences2026

Systems-Level Analysis of HPAI H5N1 Infection in Ducks: Integrating Transcriptomic, Proteomic, and Phosphoproteomic Data.

Periyasamy Vijayakumar, Anamika Mishra, Kandasamy Rajamanickam, Ashwin Ashok Raut

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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

4 authors.

Periyasamy VijayakumarPathogenomics Laboratory, WOAH Reference Lab for Avian Influenza, ICAR-National Institute of High Security Animal Diseases, Bhopal 462022, Madhya Pradesh, India.ORCID 0000-0003-1170-8955
Anamika MishraPathogenomics Laboratory, WOAH Reference Lab for Avian Influenza, ICAR-National Institute of High Security Animal Diseases, Bhopal 462022, Madhya Pradesh, India.ORCID 0000-0001-5954-3905
Kandasamy RajamanickamVeterinary College and Research Institute, Tamil Nadu Veterinary and Animal Sciences University, Salem 636112, Tamil Nadu, India.ORCID 0000-0001-5462-3121
Ashwin Ashok RautPathogenomics Laboratory, WOAH Reference Lab for Avian Influenza, ICAR-National Institute of High Security Animal Diseases, Bhopal 462022, Madhya Pradesh, India.ORCID 0000-0002-4978-901X

Funding

Department of Biotechnology BT/IN/Indo-UK/FADH/48/AM/2013ICAR-All India Network Project One Health and Zoonotic Diseases AINP-OHZDIndian Council of Medical Research VU/10/2024/ECDNOHM-ICMR SN ID-P1
6 · The paper itself

Abstract

Ducks, once considered mere reservoirs, now serve as both victims and amplifiers of persistent highly pathogenic avian influenza (HPAI) virus cycles in wild populations. The molecular pathogenesis of HPAI is shaped by complex, dysregulated molecular networks, necessitating a systems biology approach that integrates computational modeling of host-pathogen interactions. Despite recent advances, a comprehensive understanding of the signaling pathways, molecular mechanisms, and hub genes driving HPAI H5N1 pathogenesis in avian hosts remains incomplete. This study addresses this gap by employing an integrated multi-omics strategy-combining transcriptomic, proteomic, and phosphoproteomic analyses-to map the signaling networks and key host factors involved in HPAI H5N1 infection in duck lung tissue. Our network analysis revealed activation of RIG-I-like receptor, toll-like receptor, NOD-like receptor, NF-κB, and JAK/STAT signaling pathways. Phosphoproteomic profiling independently confirmed the activation of these pathways, supporting the integrated network findings. Key regulatory hub genes identified include

Indexed as

DucksInfluenza A Virus, H5N1 SubtypeInfluenza in BirdsPhosphoproteinsProteomeProteomicsTranscriptomeAnimalsGene Expression ProfilingHost-Pathogen InteractionsMultiomicsSignal TransductionPhosphoproteinsProteomeavian influenzaduckshub genespathwaysphosphoproteomicsproteomicstranscriptomics

Identifiers

PMID41898742
PMCPMC13026356

What Socratic holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.