Evidence map›Paper›PMID 41927293›Full record

Observational studyBMJ open2026

Multimorbidity patterns and their associations with healthcare services utilisation in inpatients with chronic hepatitis B infection from 2011 to 2023: a retrospective observational study.

Xu Wang, Jinzhao Xie, Yuankai Wu, Guanzi Chen, Huiyu Ao, Zifeng Liu, YuSheng Jie, Jing Gu

Abstract readObservational Study
In one paragraph

Observational study in BMJ 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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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

8 authors.

Xu Wang *Department of Medical Statistics, School of Public Health, Sun Yat-Sen University, Guangzhou, China.
Jinzhao Xie *Department of Medical Statistics, School of Public Health, Sun Yat-Sen University, Guangzhou, China.
Yuankai WuDepartment of Infectious Diseases, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China.
Guanzi ChenDepartment of Infectious Diseases, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China.
Huiyu AoDepartment of Medical Statistics, School of Public Health, Sun Yat-Sen University, Guangzhou, China.
Zifeng LiuDepartment of Infectious Diseases, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China.
YuSheng JieDepartment of Infectious Diseases, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China gujing5@mail.sysu.edu.cn jieyush@mail.sysu.edu.cn.
Jing GuDepartment of Medical Statistics, School of Public Health, Sun Yat-Sen University, Guangzhou, China gujing5@mail.sysu.edu.cn jieyush@mail.sysu.edu.cn.ORCID http://orcid.org/0000-0001-5436-2339

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMultimorbidity among patients with chronic hepatitis B (CHB) infection has emerged as a priority for healthcare and public health systems worldwide.

objectiveThis study aimed to characterise time-trends in multimorbidities among patients with CHB infection. We identified multimorbidity clusters and combinations and quantified their associations with healthcare services utilisation.

designA retrospective observational study, using electronic medical record data.

settingA large tertiary general hospital in China.

participantsThe study included 23 137 patients with CHB infection admitted between 2011 and 2023. OUTCOME MEASURES: Latent class analysis and association rule mining (ARM) were performed to identify multimorbidity clusters and combinations, respectively. Multivariable logistic regression quantified associations between the identified multimorbidity patterns and length of stay (LOS), daily expense and 1-year readmission for liver-related conditions (OYRL).

resultsThe mean number of multimorbidities among hospitalised patients with CHB infection was 2.82±1.89. From 2011 to 2023, mean age increased from 44.2±13.7 to 48.4±13.1 (p<0.001). The prevalence of cirrhosis (45.50%-57.10%), hepatocellular carcinoma (HCC) (13.10%-17.10%) and non-alcoholic fatty liver disease (3.15%-5.08%) increased over time. Similar trends were observed for non-liver multimorbidities, including diabetes mellitus (9.86%-11.90%), hypertension (7.34%-10.30%) and chronic kidney diseases (0.96%-1.58%). We identified three multimorbidity clusters: Cluster 1 (43.58%) included patients in the early phase of CHB infection with the lowest overall burden of multimorbidity. Cluster 2 (47.71%) was characterised prominently by cirrhosis and HCC. Patients in cluster 3 (8.70%) were the oldest and exhibited the highest probability of metabolic, circulatory and kidney-related multimorbidities. Three clusters demonstrated different association strengths with healthcare utilisation. Most multimorbidity combinations identified by ARM were significantly associated with higher LOS and OYRL, but lower daily expenses.

conclusionsMultimorbidity imposes a substantial burden on CHB-infected patients. Our findings highlight the importance of early diagnosis and treatment of CHB infection, as well as tailored integral strategies for multimorbidity management in individuals with CHB infection.

Indexed as

Hepatitis B, ChronicMultimorbidityPatient Acceptance of Health CareAdultAgedChinaFemaleHospitalizationHumansInpatientsLength of StayLiver CirrhosisMaleMiddle AgedPrevalenceRetrospective StudiesGastrointestinal infectionsHealth ServicesHepatologyMultimorbidity

Identifiers

PMID41927293
PMCPMC13052776

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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.