Associations of multimorbidity burden with healthcare utilization and expenditures among individuals with diabetes in China

Objective Multimorbidity is common among people with diabetes, but its associations with healthcare utilization and medical expenditures in China remain insufficiently characterized. This study aimed to examine these associations using different measures of multimorbidity burden and assess potential sex differences. Methods We conducted cross-sectional analyses using the 2018 China Health and Retirement Longitudinal Study (CHARLS) and a retrospective hospital-based cohort. Multimorbidity burden was assessed using four measures: multimorbidity, ≥3 LTCs, number of long-term conditions (LTCs), and the Chinese Multimorbidity-Weighted Index (CMWI). Multivariable regression models were used to examine associations with healthcare utilization and expenditures. Sex-stratified analyses, interaction tests, and sensitivity analyses were also performed. Results Among 2,531 CHARLS participants with diabetes, 92.9% had multimorbidity and 77.7% had ≥3 LTCs. All four measures were positively associated with inpatient and outpatient utilization, visit counts, and medical expenditures. The presence of ≥3 LTCs was associated with higher odds of inpatient (OR, 2.44; 95% CI, 1.90–3.16) and outpatient utilization (OR, 2.17; 95% CI, 1.68–2.84), as well as higher total inpatient (cost ratio, 2.98; 95% CI, 1.94–5.24) and outpatient expenditures (cost ratio, 3.15; 95% CI, 1.92–5.72). In the hospital cohort ( n = 3,963), all four measures were positively associated with hospitalization frequency, cumulative inpatient days, and inpatient expenditure. Most sex interaction tests were not statistically significant. Sensitivity analyses yielded generally consistent findings. Conclusion Greater multimorbidity burden was associated with higher healthcare utilization and medical expenditures among individuals with diabetes across two different settings. These findings highlight the importance of considering coexisting conditions in healthcare planning.

Authors

Institutions

Publication Details

Journal
Frontiers in Public Health
Published
2026-10-28
DOI
https://doi.org/10.3389/fpubh.2026.1975609
Primary Topic
Chronic Disease Management Strategies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Associations of multimorbidity burden with healthcare utilization and expenditures among individuals with diabetes in China

Xuemin Wu, Chunli Piao, Nengjiang Zhao, 杨叔禹 et al.
2 links
Frontiers in Public Health
Chronic Disease Management Strategies
article

Associations of multimorbidity burden with healthcare utilization and expenditures among individuals with diabetes in China

Xuemin Wu, Chunli Piao, Nengjiang Zhao, 杨叔禹, Hengyuan Zhang, MiaoNa Cai, Jielong Wu, Yiling Li, Xin Hu, Zhihai Zhang, Bo Li
article en

Abstract

Objective Multimorbidity is common among people with diabetes, but its associations with healthcare utilization and medical expenditures in China remain insufficiently characterized. This study aimed to examine these associations using different measures of multimorbidity burden and assess potential sex differences. Methods We conducted cross-sectional analyses using the 2018 China Health and Retirement Longitudinal Study (CHARLS) and a retrospective hospital-based cohort. Multimorbidity burden was assessed using four measures: multimorbidity, ≥3 LTCs, number of long-term conditions (LTCs), and the Chinese Multimorbidity-Weighted Index (CMWI). Multivariable regression models were used to examine associations with healthcare utilization and expenditures. Sex-stratified analyses, interaction tests, and sensitivity analyses were also performed. Results Among 2,531 CHARLS participants with diabetes, 92.9% had multimorbidity and 77.7% had ≥3 LTCs. All four measures were positively associated with inpatient and outpatient utilization, visit counts, and medical expenditures. The presence of ≥3 LTCs was associated with higher odds of inpatient (OR, 2.44; 95% CI, 1.90–3.16) and outpatient utilization (OR, 2.17; 95% CI, 1.68–2.84), as well as higher total inpatient (cost ratio, 2.98; 95% CI, 1.94–5.24) and outpatient expenditures (cost ratio, 3.15; 95% CI, 1.92–5.72). In the hospital cohort ( n = 3,963), all four measures were positively associated with hospitalization frequency, cumulative inpatient days, and inpatient expenditure. Most sex interaction tests were not statistically significant. Sensitivity analyses yielded generally consistent findings. Conclusion Greater multimorbidity burden was associated with higher healthcare utilization and medical expenditures among individuals with diabetes across two different settings. These findings highlight the importance of considering coexisting conditions in healthcare planning.

Frontiers in Public HealthVol. 14
Guangzhou University of Chinese Medicine (CN), Xiamen University (CN), First Affiliated Hospital of Xiamen University (CN)
Good health and well-being
Openalex Percentile: Top 12%
Chronic Disease Management Strategies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon