Evidence map›Paper›PMID 40428157›Full record

ArticleBioengineering (Basel, Switzerland)2025

MRMS-CNNFormer: A Novel Framework for Predicting the Biochemical Recurrence of Prostate Cancer on Multi-Sequence MRI.

Tao Lian, Mengting Zhou, Yangyang Shao, Xiaqing Chen, Yinghua Zhao, Qianjin Feng

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
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

6 authors.

Tao LianSchool of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China.
Mengting ZhouDepartment of Radiology, The Third Affiliated Hospital, Southern Medical University, Guangzhou 510630, China.
Yangyang ShaoDepartment of Radiology, The Third Affiliated Hospital, Southern Medical University, Guangzhou 510630, China.
Xiaqing ChenDepartment of Radiology, The Second Clinical Medical College of Guangzhou University of Chinese Medicine, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510210, China.
Yinghua ZhaoDepartment of Radiology, The Third Affiliated Hospital, Southern Medical University, Guangzhou 510630, China.
Qianjin FengSchool of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China.

Funding

General Program of National Natural Science Foundation of China 62471214National Key R&D Program of China 2024YFA1012002
6 · The paper itself

Abstract

Accurate preoperative prediction of biochemical recurrence (BCR) in prostate cancer (PCa) is essential for treatment optimization, and demands an explicit focus on tumor microenvironment (TME). To address this, we developed MRMS-CNNFormer, an innovative framework integrating 2D

Indexed as

biochemical recurrencedeep learningmagnetic resonance imagingpreoperative prognostic predictionprostate cancer

Identifiers

PMID40428157
PMCPMC12109125

What OpenQuestion holds

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LicenceCC BY
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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.