Evidence map›Paper›PMID 42566100›Full record

ArticleAdvanced biotechnology2026

A total infectome framework for resolving complex disease etiology in aquaculture.

Yichun Xu, Hanlin Liu, Weichen Wu, Yuchao Gu, Naiyou Zhang, Cancan Zhang, Renjun Zhou, Defeng Zhang, Shaoping Weng, Mang Shi and 2 more

Abstract read
In one paragraph

Article in Advanced biotechnology, 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

12 authors.

Yichun Xu *State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Hanlin Liu *State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Weichen Wu *State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Yuchao GuState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Naiyou ZhangState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Cancan ZhangState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Renjun ZhouState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Defeng ZhangPearl River Fisheries Research Institute, Chinese Academy of Fishery Sciences, Guangzhou, 510380, PR China.
Shaoping WengSchool of Life Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China.
Mang ShiState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China. shim23@mail.sysu.edu.cn.
Jianguo HeState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China. lsshjg@mail.sysu.edu.cn.
Jian HeState Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), School of Marine Sciences, Sun Yat-Sen University, 135 Xingang Road West, Guangzhou, 510275, PR China. hejian35@mail.sysu.edu.cn.

Funding

Fundamental Research Funds for the Central Universities 24xkjc024The National Key R&D Program of China 2024YFD2401102The Project supported by Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) SML2024SP003
6 · The paper itself

Abstract

Traditional pathogen isolation can establish disease causality but often fails in complex infections involving unknown or multiple microbial backgrounds, whereas metatranscriptomics comprehensively captures the total infectome without directly resolving the primary etiological agent. Here, using overwintering syndrome (OWS) in grass carp, a widespread but unresolved aquaculture disease in China, as a disease model, we developed an integrated strategy that links comparative total infectome analysis with targeted isolation, experimental infection, and post-challenge infectome validation. Multi-organ metatranscriptomic profiling of healthy and diseased grass carp identified 107 microorganisms spanning viruses, bacteria, and eukaryotic microbes. Comparative infectomics prioritized Flavobacterium psychrophilum through its consistent disease enrichment, lesion-site abundance, multi-organ dissemination, and recurrence across affected hosts. Infection with F. psychrophilum alone reproduced the clinical signs, tissue pathology, mortality patterns, and infectome signatures of natural OWS, establishing it as the primary etiological agent. Temperature-shift experiments further showed that disease progression is promoted by warming from low temperature conditions, explaining the seasonal emergence of OWS. This work resolves a major grass carp disease and provides a generalizable framework for converting unbiased pathogen discovery into causal inference in complex infectious disease systems.

Indexed as

EtiologyFlavobacterium psychrophilumGrass carpOverwintering syndromeTotal infectome

Identifiers

PMID42566100
PMCPMC13451469

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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.