Evidence map›Paper›PMID 42042913›Full record

ArticleMetabolites2026

M-GNN: A Topology-Enhanced Multi-Modal Graph Neural Network for Cancer Driver Gene Prediction.

Lu Qin, Wen Zhu, Xinyi Liao, Yujing Zhang

Abstract read
In one paragraph

Article in Metabolites, 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.

Lu QinSchool of Mathematics and Statistics, Hainan Normal University, Haikou 571158, China.ORCID 0009-0003-7928-130X
Wen ZhuSchool of Mathematics and Systems Science, Guangdong Polytechnic Normal University, Guangzhou 510665, China.
Xinyi LiaoChina Unicom (Hainan) Industrial Internet Co., Ltd., Haikou 571924, China.
Yujing ZhangSchool of Mathematics and Statistics, Hainan Normal University, Haikou 571158, China.

Funding

National Key R and D Program of China No. 2020YFB2104400National Natural Science Foundation of China No.62362027 and 62362028Natural Science Foundation of Hainan, China No. 824MS063 and 824MS062Program of Graduate 497 Education and Teaching Reform in Hainan, China No. Hnjg2023-54
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cancer driver genesgraph neural networksknowledge distillationmulti-omics integrationtopological feature enhancement

Identifiers

PMID42042913
PMCPMC13117570

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.