Bridge symptoms connecting depressive, sleep, and cognitive domains in rural older adults with type 2 diabetes: a symptom network approach

Rural older adults with type 2 diabetes mellitus (T2DM) commonly experience depressive symptoms, sleep disturbances, and cognitive impairment, which frequently co-occur and interact. However, the key symptoms linking these domains remain unclear, and network analysis may help identify central and bridge symptoms within this cross-domain system. Rural older adults with T2DM were assessed for depressive symptoms using the Geriatric Depression Scale-15, cognitive performance using the Montreal Cognitive Assessment—Basic, and sleep quality using the Pittsburgh Sleep Quality Index. We constructed a network structure, and calculated index of strength and bridge expected influence for each symptom. Furthermore, a comparative analysis of the network structure across gender was conducted. A total of 885 participants were included. The estimated network revealed a stable and interconnected symptom system spanning depressive symptoms, sleep disturbances, and cognitive deficits. Symptoms related to abstraction and calculation and helplessness emerged as the most central nodes. Abstraction ability, perceived memory problems, and concentration difficulties functioned as key bridge symptoms linking cognitive, depressive, and sleep-related domains. Sensitivity analyses supported the robustness of the network, and no significant differences in edge weights were observed between male and female participants. This study highlights a connected cross-domain symptom system underlying depression, sleep disturbance, and cognitive impairment in older adults with T2DM. Central and bridge symptoms may represent pivotal mechanisms through which affective and sleep-related problems interact with cognitive decline. Targeting these high-impact symptoms may offer a theoretically informed strategy for disrupting maladaptive symptom interactions and improving integrated mental and cognitive health outcomes.

Authors

Institutions

Publication Details

Journal
BMC Geriatrics
Published
2026-07-27
DOI
https://doi.org/10.1186/s12877-026-07559-8
Primary Topic
Mental Health Research Topics
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Bridge symptoms connecting depressive, sleep, and cognitive domains in rural older adults with type 2 diabetes: a symptom network approach

Zhaotai Wang, Yingjuan Cao, Xueyan Liu
BMC Geriatrics
Mental Health Research Topics
article

Bridge symptoms connecting depressive, sleep, and cognitive domains in rural older adults with type 2 diabetes: a symptom network approach

Zhaotai Wang, Yingjuan Cao, Xueyan Liu
article en

Abstract

Rural older adults with type 2 diabetes mellitus (T2DM) commonly experience depressive symptoms, sleep disturbances, and cognitive impairment, which frequently co-occur and interact. However, the key symptoms linking these domains remain unclear, and network analysis may help identify central and bridge symptoms within this cross-domain system. Rural older adults with T2DM were assessed for depressive symptoms using the Geriatric Depression Scale-15, cognitive performance using the Montreal Cognitive Assessment—Basic, and sleep quality using the Pittsburgh Sleep Quality Index. We constructed a network structure, and calculated index of strength and bridge expected influence for each symptom. Furthermore, a comparative analysis of the network structure across gender was conducted. A total of 885 participants were included. The estimated network revealed a stable and interconnected symptom system spanning depressive symptoms, sleep disturbances, and cognitive deficits. Symptoms related to abstraction and calculation and helplessness emerged as the most central nodes. Abstraction ability, perceived memory problems, and concentration difficulties functioned as key bridge symptoms linking cognitive, depressive, and sleep-related domains. Sensitivity analyses supported the robustness of the network, and no significant differences in edge weights were observed between male and female participants. This study highlights a connected cross-domain symptom system underlying depression, sleep disturbance, and cognitive impairment in older adults with T2DM. Central and bridge symptoms may represent pivotal mechanisms through which affective and sleep-related problems interact with cognitive decline. Targeting these high-impact symptoms may offer a theoretically informed strategy for disrupting maladaptive symptom interactions and improving integrated mental and cognitive health outcomes.

BMC Geriatrics
Shandong University (CN), Shandong Provincial Hospital (CN), Qilu Hospital of Shandong University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 7%
Mental Health Research Topics
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.