Evidence map›Paper›PMID 42145505›Full record

ArticleFrontiers in public health2026

Impact of small area-level deprivation on survival outcomes in patients with Cholangiocarcinoma: a population-based multilevel survival analysis.

Jonghyun Lee, Ahreum Kim, Seunghye Jang, Changhoon Kim, Dong Uk Kim, Sung Yong Han, Seung Hun Lee, Yu Hyeon Yi, Heeseung Park, Kiyoun Yi and 2 more

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Article in Frontiers in public health, 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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1 · What the graph read from it

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2 · The registry

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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.

Jonghyun Lee *Department of Internal Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Ahreum Kim *Office of Public Healthcare Service, Pusan National University Hospital, Busan, Republic of Korea.
Seunghye JangBiomedical Research Institute, Pusan National University Hospital, Busan, Republic of Korea.
Changhoon KimDepartment of Preventive Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Dong Uk KimGumi Medical Center, Department of Internal Medicine, CHA University, Gumi, Republic of Korea.
Sung Yong HanDepartment of Internal Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Seung Hun LeeDepartment of Family Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Yu Hyeon YiDepartment of Family Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Heeseung ParkDepartment of Surgery, School of Medicine, Pusan National University, Busan, Republic of Korea.
Kiyoun YiDepartment of Internal Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Seung Min HongDepartment of Internal Medicine, School of Medicine, Pusan National University, Busan, Republic of Korea.
Hyun Joo LeeBiomedical Research Institute, Pusan National University Hospital, Busan, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Cholangiocarcinoma (CCA) carries a dismal prognosis. Beyond clinical determinants, socioeconomic deprivation may also influence outcomes. Busan, a rapidly aging metropolitan area in Korea, provides a critical setting for evaluating how area-level deprivation interacts with individual risk factors for CCA survival. However, evidence regarding the effect of area-level deprivation on CCA survival remains scarce, particularly within the Korean population. We aimed to evaluate the association between the deprivation index (DI) and individual clinical factors and provide a deeper understanding of the variability in the survival rates of patients with CCA in Busan. Methods: We analyzed data from 12,950 patients diagnosed with CCA between 2003 and 2020 using the Busan Regional Cancer Registry linked with national death records. Individual-level variables included age, sex, stage, and year of diagnosis, while area-level deprivation was quantified using the census-derived DI. Multilevel survival analyses were performed using a frailty Cox proportional hazards model with a random intercept for region to estimate hazard ratios (HRs) for both individual- and regional-level predictors. Results: The median survival period was 42 weeks. Survival declined with age (46.5% vs. 21.3% in patients aged 0-44 years and ≥75 years, respectively, Conclusion: CCA survival in Busan is influenced by both individual vulnerability and area-level deprivation. Older age, advanced stage, and higher deprivation were identified as independent poor prognostic factors for CCA survival. In super-aged urban societies, integrating social determinants into clinical care is essential to reduce inequities and improve outcomes.

Indexed as

Bile Duct NeoplasmsCholangiocarcinomaAdolescentAdultAgedChild, PreschoolFemaleHumansInfantInfant, NewbornLow Socioeconomic StatusMaleMiddle AgedProportional Hazards ModelsRegistriesRepublic of Koreaaging populationCholangiocarcinomadeprivation indexsocioeconomic accessibilitysurvival analysis

Identifiers

PMID42145505
PMCPMC13171556

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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.