Transcriptomic Analysis and Machine Learning Identify Cross-Pathogen Biomarkers for Bacterial and Parasitic Infections in Silver Pomfret (

Yunkang Wu, Yuanbo Li, Ting Chen, Wuqiang Xia, Yajun Wang, Xiaojun Yan, Jiabao Hu

Abstract read

In one paragraph

Article in Animals : an open access journal from MDPI, 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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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

7 authors.

Yunkang WuSchool of Marine Sciences, Ningbo University, Ningbo 315211, China.

Yuanbo LiSchool of Marine Sciences, Ningbo University, Ningbo 315211, China.

Ting ChenXiangshan Aquatic Seed Industry Innovation Research Institute, Ningbo 315211, China.

Wuqiang XiaXiangshan Aquatic Seed Industry Innovation Research Institute, Ningbo 315211, China.

Yajun WangSchool of Marine Sciences, Ningbo University, Ningbo 315211, China.ORCID 0000-0002-4255-1594

Xiaojun YanSchool of Marine Sciences, Ningbo University, Ningbo 315211, China.ORCID 0000-0003-0257-0157

Jiabao HuSchool of Marine Sciences, Ningbo University, Ningbo 315211, China.

Funding

National Natural Science Foundation of China 42306114

6 · The paper itself

Abstract

Silver Pomfret is increasingly threatened by many diseases under intensive artificial culturing conditions, yet conserved host biomarkers across different infections remain poorly defined. In this study, we integrated transcriptomic datasets from independent infections with

Indexed as

cross-pathogen biomarkerCryptocaryon irritansNocardia seriolaePampus argenteusPhotobacterium damselae subsp. damselae

Identifiers

PMID42193801

DOI10.3390/ani16101510

PMCPMC13203390

What Socratic holds

Textmetadata

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.