Evidence map›Paper›PMID 40846570›Full record

ArticleBJGP open2026

Interaction patterns among risk factors for bladder cancer in adults with type 2 diabetes managed in primary care: a retrospective cohort study.

Sarah Tsz Yui Yau, Eman Yee Man Leung, Chi Tim Hung, Martin Chi Sang Wong, Ka Chun Chong, Albert Lee, Eng Kiong Yeoh

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Article in BJGP open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

7 authors.

Sarah Tsz Yui YauJC School of Public Health and Primary Care, The Chinese University of Hong Kong, Shatin, Hong Kong, China.
Eman Yee Man Leung
Chi Tim Hung
Martin Chi Sang Wong
Ka Chun Chong
Albert Lee
Eng Kiong Yeoh

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPrevious studies have shown that patients with type 2 diabetes have a higher risk of developing bladder cancer than the general population. However, little is known about how different risk factors interact to influence the risk of bladder cancer among patients with diabetes.

aimTo explore the interaction patterns among factors associated with the risk of bladder cancer incidence among patients who received diabetes management in primary care. DESIGN &

settingA retrospective cohort study was performed using territory-wide electronic health records of Hong Kong. Patients who received diabetes care in general outpatient clinics between 2010 and 2019, without cancer history, were included and followed up until December 2019.

methodThe interaction patterns among factors associated with the risk of bladder cancer incidence were examined using conditional inference survival tree analysis.

resultsA total of 382 770 patients were included. During a median follow-up of 6.2 years, 644 patients developed bladder cancer. Age (≤74 years versus >74 years) and sex emerged as primary and secondary factors in differentiating the risk of bladder cancer sequentially. Among males aged 62-74 years and males aged ≤58 years, smoking (adjusted hazard ratio [aHR] for ever versus never smoking: 1.96, 95% confidence interval [CI] = 1.49 to 2.58) and chronic kidney disease (CKD; aHR for presence versus absence: 2.92, 95% CI = 1.21 to 7.02) appeared as dominant risk factors for bladder cancer, respectively.

conclusionThis study identified the interaction patterns among age, sex, smoking, and CKD on the risk of bladder cancer incidence, providing potential targets for public health cancer prevention strategies in primary care for patients with type 2 diabetes.

Indexed as

bladder cancerdiabetes mellitusinteractionprimary health carepublic healthsurvival analysis

Identifiers

PMID40846570
PMCPMC13540344

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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.