Evidence map›Paper›PMID 42332658›Full record

ArticleBMC cancer2026

A stratified urine-based molecular diagnostic and prognostic model for non-muscle-invasive bladder cancer management.

Liqi Yi, Zhiyang Ma, Jianhua Zhang, Ying Zhan, Hanqing Xiao, Kaihan Dai, Yulai Liu, Yi Gao, Xiaoqun Yang, Dandan Cao and 2 more

Registry-linked trialAbstract read
In one paragraph

Article in BMC cancer, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04994197 (A Study of the Urine Non-invasive Liquid Biopsy in Diagnosis and Recurrence Diagnosis of Urothelial Carcinoma), which is not on this map. Not yet cited in PubMed.

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1 · What the graph read from it

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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.

NCT04994197 unknown statusnot on this map

A Study of the Urine Non-invasive Liquid Biopsy in Diagnosis and Recurrence Diagnosis of Urothelial Carcinoma

TypeobservationalSponsorRuijin HospitalRan2022 to 2024Enrolled970ConditionsUrothelial CarcinomaArmsObservational study only - no intervention
3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Liqi Yi *Department of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Zhiyang Ma *Department of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Jianhua Zhang *Genetron Health (Beijing) Co. Ltd., Beijing, 102206, China.
Ying Zhan *Department of Pathology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Hanqing XiaoDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Kaihan DaiDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Yulai LiuDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Yi GaoDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Xiaoqun YangDepartment of Pathology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Dandan CaoGenetron Health (Beijing) Co. Ltd., Beijing, 102206, China. caodandan11111@163.com.
Danfeng XuDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. xdf12036@rjh.com.cn.
Hai HuangDepartment of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. hh12295@rjh.com.cn.

Funding

the National Nature Science Foundation of China 82173045the National Nature Science Foundation of China 82573308the National Nature Science Foundation of China 82573884the Natural Science Foundation of the Science and Technology Innovation Action Plan of Shanghai No.24ZR1446700
6 · The paper itself

Abstract

backgroundNon-muscle-invasive bladder cancer (NMIBC) is characterized by a high recurrence rate requiring lifelong cystoscopic surveillance. Existing urine-based molecular assays mainly rely on mutations or methylation, which fail to capture large-scale genomic instability. Copy number variation (CNV) profiling offers complementary information on tumor evolution and aggressiveness, but its application in urinary diagnosis remains limited. We aimed to integrate CNV and DNA methylation signals from urinary DNA to establish a noninvasive and biologically informed stratified diagnostic model for NMIBC recurrence surveillance and risk stratification.

methodsUrine samples were prospectively collected from 91 patients (75 evaluable) between June 2021 and August 2023. Shallow whole-genome sequencing (sWGS) was used to detect CNVs at chromosomal arm and focal gene levels, while ONECUT2 promoter methylation was quantified by qPCR. Diagnostic and prognostic performance was evaluated by ROC analysis, Kaplan-Meier survival, and stratified recurrence assessment.

resultsWe evaluated a stratified diagnostic model combining CNV and ONECUT2 methylation testing in a cohort of 79 patients. CNV analysis alone showed high specificity (0.923) for NMIBC diagnosis. A combined model, using CNV as an initial screen followed by ONECUT2 methylation testing in CNV-positive cases, achieved a sensitivity of 0.783, specificity of 0.981, and a negative predictive value (NPV) of 0.911. This approach reduced the number of required ONECUT2 tests by 35% and identified a high proportion of true-negative patients (98.1%), which may help reduce unnecessary cystoscopy procedures. The model also demonstrated significant prognostic value, with the molecularly defined high-risk group showing significantly shorter recurrence-free survival (RFS) than the low-risk group (median RFS: 4.33 months vs. not reached; p < 0.001). Additional, in patients with initially negative cystoscopy after urine sample collection, the model demonstrated a predictive accuracy of 0.922 for recurrence, with molecular positivity observed a median of 9.6 months prior to clinical diagnosis.

conclusionsIntegrating CNV and DNA methylation profiling from urinary DNA provides a powerful and noninvasive molecular framework for NMIBC surveillance. By combining early epigenetic changes with genomic instability signals, this approach enhances recurrence risk assessment and enables earlier detection compared with conventional cystoscopy. It offers a practical route toward personalized and adaptive post-treatment monitoring of NMIBC.

trial registrationNCT04994197.

Indexed as

Biomarkers, TumorNon-Muscle Invasive Bladder NeoplasmsUrinary Bladder NeoplasmsAgedAged, 80 and overDNA Copy Number VariationsDNA MethylationFemaleHumansMaleMiddle AgedNeoplasm Recurrence, LocalPrognosisProspective StudiesBiomarkers, TumorCopy number variationDNA methylationNMIBCRecurrence surveillanceRisk stratificationUrinary biomarker

Identifiers

PMID42332658
PMCPMC13543633

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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.