{"title":"Symptom Clusters and Symptom Networks Analysis During Illness in Peripheral Facial Paralysis Patients: A Cross-Sectional Study","authors":"Luyi Huang, Xinrui Huang, Yan Xu, Min Xu","doi":"10.1111/coa.70102","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <h3> Objective</h3>\n \n <p>Identify the types of symptom clusters in patients with peripheral facial paralysis during the disease, construct symptom networks, explore core symptoms, and analyze the factors affecting the symptom scores of patients.</p>\n </section>\n \n <section>\n \n <h3> Study Design</h3>\n \n <p>A cross-sectional study.</p>\n </section>\n \n <section>\n \n <h3> Methods</h3>\n \n <p>From December 2024 to May 2025, 283 patients with PFP in Zhejiang Province were assessed using the Memorial Symptom Assessment Scale (MSAS). Symptom clusters were extracted via exploratory factor analysis, and multiple linear regression was employed to examine factors associated with symptom burden. A symptom network was constructed using R software to identify core symptoms based on centrality indices. Network stability and accuracy were evaluated using nonparametric bootstrapping.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>Five symptom clusters were identified: psychological, neurological, fatigue-related, gastrointestinal, and PFP-specific. Factors associated with higher symptom scores included age ≥ 70 years, House–Brackmann grade VI, autumn onset, no corticosteroid therapy, and initiation of acupuncture 7–14 days after onset. Centrality analysis revealed that difficulty concentrating (<i>s</i> = 1.041), feeling sad (<i>s</i> = 1.006), and worrying (<i>s</i> = 0.980) were core symptoms within the network.</p>\n </section>\n \n <section>\n \n <h3> Conclusion</h3>\n \n <p>Patients with PFP experience a significant symptom burden. Network analysis elucidates the complex interrelationships amongst symptoms and identifies difficulty concentrating, feeling sad, and worrying as central to the symptom experience. These findings provide a scientific basis for targeted symptom assessment and the development of personalised interventions aimed at core symptoms to improve patient quality of life.</p>\n </section>\n </div>","PeriodicalId":10431,"journal":{"name":"Clinical Otolaryngology","volume":"51 4","pages":"555-564"},"PeriodicalIF":1.9000,"publicationDate":"2026-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical Otolaryngology","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/coa.70102","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/3/19 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"OTORHINOLARYNGOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Objective
Identify the types of symptom clusters in patients with peripheral facial paralysis during the disease, construct symptom networks, explore core symptoms, and analyze the factors affecting the symptom scores of patients.
Study Design
A cross-sectional study.
Methods
From December 2024 to May 2025, 283 patients with PFP in Zhejiang Province were assessed using the Memorial Symptom Assessment Scale (MSAS). Symptom clusters were extracted via exploratory factor analysis, and multiple linear regression was employed to examine factors associated with symptom burden. A symptom network was constructed using R software to identify core symptoms based on centrality indices. Network stability and accuracy were evaluated using nonparametric bootstrapping.
Results
Five symptom clusters were identified: psychological, neurological, fatigue-related, gastrointestinal, and PFP-specific. Factors associated with higher symptom scores included age ≥ 70 years, House–Brackmann grade VI, autumn onset, no corticosteroid therapy, and initiation of acupuncture 7–14 days after onset. Centrality analysis revealed that difficulty concentrating (s = 1.041), feeling sad (s = 1.006), and worrying (s = 0.980) were core symptoms within the network.
Conclusion
Patients with PFP experience a significant symptom burden. Network analysis elucidates the complex interrelationships amongst symptoms and identifies difficulty concentrating, feeling sad, and worrying as central to the symptom experience. These findings provide a scientific basis for targeted symptom assessment and the development of personalised interventions aimed at core symptoms to improve patient quality of life.
期刊介绍:
Clinical Otolaryngology is a bimonthly journal devoted to clinically-oriented research papers of the highest scientific standards dealing with:
current otorhinolaryngological practice
audiology, otology, balance, rhinology, larynx, voice and paediatric ORL
head and neck oncology
head and neck plastic and reconstructive surgery
continuing medical education and ORL training
The emphasis is on high quality new work in the clinical field and on fresh, original research.
Each issue begins with an editorial expressing the personal opinions of an individual with a particular knowledge of a chosen subject. The main body of each issue is then devoted to original papers carrying important results for those working in the field. In addition, topical review articles are published discussing a particular subject in depth, including not only the opinions of the author but also any controversies surrounding the subject.
• Negative/null results
In order for research to advance, negative results, which often make a valuable contribution to the field, should be published. However, articles containing negative or null results are frequently not considered for publication or rejected by journals. We welcome papers of this kind, where appropriate and valid power calculations are included that give confidence that a negative result can be relied upon.