Evidence map›Paper›PMID 41463217›Full record

ArticleCancers2025

Synolitic Graph Neural Networks of High-Dimensional Proteomic Data Enhance Early Detection of Ovarian Cancer.

Alexey Zaikin, Ivan Sviridov, Janna G Oganezova, Usha Menon, Aleksandra Gentry-Maharaj, John F Timms, Oleg Blyuss

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2025. 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

7 authors.

Alexey ZaikinDepartment of Mathematics, University College London, London WC1E 6BT, UK.ORCID 0000-0001-7540-1130
Ivan SviridovSb AI Lab, Moscow 115409, Russia.ORCID 0009-0009-5912-1118
Janna G OganezovaAcademician A.P. Nesterov Department of Ophthalmology of the Institute of Clinical Medicine, Pirogov Russian National Research Medical University, Moscow 117997, Russia.ORCID 0000-0002-4437-9070
Usha MenonMRC Clinical Trials Unit, University College London, 90 High Holborn, London WC1V 6LJ, UK.ORCID 0000-0003-3708-1732
Aleksandra Gentry-MaharajDepartment of Women's Cancer, EGA Institute for Women's Health, University College London, London WC1E 6DE, UK.ORCID 0000-0001-7270-9762
John F TimmsDepartment of Women's Cancer, EGA Institute for Women's Health, University College London, London WC1E 6DE, UK.ORCID 0000-0002-4507-835X
Oleg BlyussCentre for Cancer Screening, Prevention and Early Diagnosis, Wolfson Institute of Population Health, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK.ORCID 0000-0002-0194-6389

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

early cancer detectionGraph Neural Networksovarian cancerproteomicsUKCTOCS

Identifiers

PMID41463217
PMCPMC12730830

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.