Evidence map›Paper›PMID 42197674›Full record

ArticlePlants (Basel, Switzerland)2026

DC-FusionGNN: A Dual-Channel Framework Integrating Global Self-Attention and Local Topology Learning for Identifying Key Resistance Genes Against

Yinfei Dai, Mengjiao Qiao, Jie Fan, Shihao Lu, Enshuang Zhao, Yuheng Zhu, Hanbo Liu, Hao Zhang

Abstract read
In one paragraph

Article in Plants (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

8 authors.

Yinfei DaiCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.ORCID 0009-0001-1638-8586
Mengjiao QiaoCollege of Computer Science and Technology, Changchun University, Changchun 130022, China.
Jie FanCollege of Computer Science and Technology, Changchun University, Changchun 130022, China.
Shihao LuCollege of Computer Science and Technology, Changchun University, Changchun 130022, China.
Enshuang ZhaoCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.ORCID 0000-0001-9507-2354
Yuheng ZhuCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.
Hanbo LiuCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.
Hao ZhangCollege of Computer Science and Technology, Jilin University, Changchun 130012, China.ORCID 0000-0002-2058-7123

Funding

Jilin Province Science and Technology Department No. 20260102272JCNational Natural Science Foundation of China No. 62072210
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

dual-channel feature fusionFusarium graminearumgene regulatory networkgraph neural networksmaize

Identifiers

PMID42197674
PMCPMC13210951

What OpenQuestion 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 OpenQuestion graph.