Contemporaneous network analysis characterizes symptom-network topology and core symptoms in patients with a stoma after colorectal cancer surgery
Symptoms co-occur after colorectal cancer stoma surgery, but their network roles remain unclear. This two-center cross-sectional study included 331 consecutively recruited patients. Exploratory factor analysis identified five symptom clusters: Psychological, Peristomal Skin, Energy Deficit, Digestive-Urinary System, and Pain. Apriori association-rule analysis identified weight loss, social impairment, and mucus discharge from the anus as sentinel symptoms within the Energy Deficit, Psychological, and Digestive-Urinary System clusters, respectively; these labels reflect cross-sectional association patterns rather than temporal ordering. In the EBICglasso network, decreased subjective well-being had the highest standardized Expected Influence ( z = 1.25) and standardized one-step Bridge Expected Influence ( z = 4.74). Complementary nodewise regression yielded R 2 = 0.634 for this symptom, and the correlation-stability coefficient for Expected Influence was 0.749. Multivariable models for the core and sentinel symptom scores explained 7.8%–23.9% of the variance, indicating modest explanatory performance. These pooled findings may inform symptom assessment but may differ across postoperative phases; the mucus-discharge finding is further limited by unrecorded anatomical eligibility. Longitudinal studies should test temporal ordering and predictive utility.
Authors
- Yingai Jin (ORCID: https://orcid.org/0000-0001-7761-894X)
- Ximeng Song
- Haichao Sun (ORCID: https://orcid.org/0000-0003-3624-2565)
- Xiao Wang (ORCID: https://orcid.org/0000-0002-8281-5224)
- Chao Guo (ORCID: https://orcid.org/0009-0001-7876-4997)
- xuanbo zhang (ORCID: https://orcid.org/0009-0001-4829-8948)
- Yifan Ma (ORCID: https://orcid.org/0009-0001-8326-5682)
- Su Ma
- Fanghui Sun
- Fengyuan Lu
- Jia Wu
- Hui Lyu
- Wenwen Qiang
Institutions
- Shandong University (CN)
- Yanbian University (CN)
- Yanbian University Hospital (CN)
- Qilu Hospital of Shandong University (CN)
Publication Details
- Journal
- Scientific Reports
- Published
- 2026-11-06
- DOI
- https://doi.org/10.1038/s41598-026-78193-y
- Primary Topic
- Stoma care and complications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Yanbian University