Factor Analysis to Determine Subgroups of Gastrointestinal Symptoms in Systemic Sclerosis.

IF 3.4 2区 医学 Q2 RHEUMATOLOGY
Laura Ross, Dylan Hansen, Susanna Proudman, Jennifer Walker, Wendy Stevens, Nava Ferdowsi, Joanne Sahhar, Gene-Siew Ngian, Diane Apostolopoulos, Lauren V Host, Mandana Nikpour, Chamara Basnayake, Elizabeth R Volkmann
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引用次数: 0

Abstract

Objective: Systemic sclerosis (SSc) gastrointestinal (GI) disease is heterogeneous in presentation, with individual symptoms lacking specificity for specific anatomical and functional abnormalities. We used factor analysis to investigate whether latent subgroups of SSc-GI symptoms can be detected.

Methods: Using the University of California, Los Angeles Scleroderma Clinical Trials Consortium Gastrointestinal 2.0 (GIT 2.0) questionnaire data from 773 Australian Scleroderma Cohort Study participants, we performed a factor analysis of, firstly, GIT 2.0 domains scores, and then individual GIT 2.0 question responses to identify latent factors. A subsequent cluster analysis was performed to explore whether clinically definable SSc phenotypes were associated with specific GI symptoms.

Results: SSc-GI symptoms were highly correlated. Factor analysis of individual GIT 2.0 question responses revealed 4 latent factors within the dataset that could be clinically described as upper GI tract symptoms, bloating, diarrhea and incontinence, and constipation. Cluster analysis revealed 2 patient clusters, distinguished by disease duration and severity of GI manifestations. Anticentromere antibodies and pulmonary arterial hypertension were more common in participants with severe GI disease.

Conclusion: Despite the high correlation between GI manifestations, it is possible to detect subgroups of SSc-GI symptoms. Improved understanding of these subgroups of SSc-GI disease may advance the discovery of targeted interventions to improve the daily function and quality of life of those living with SSc.

确定系统性硬化症胃肠道症状亚组的因素分析。
目的:系统性硬化症(SSc)胃肠道疾病的表现是异质性的,个体症状缺乏特异性的特定解剖和功能异常。我们使用因子分析来调查是否可以检测到SSc胃肠道症状的潜在亚群。方法:利用来自773名澳大利亚硬皮病队列研究参与者的SCTC UCLA胃肠2.0问卷(GIT 2.0)数据,首先对GIT 2.0域得分进行因子分析,然后对个人GIT 2.0问题的回答进行因子分析,以识别潜在因素。随后进行聚类分析,以探讨临床可定义的SSc表型是否与特定胃肠道症状相关。结果:SSc胃肠道症状高度相关。对单个GIT 2.0问题回答的因素分析显示,数据集中有四个潜在因素,可在临床上描述为上胃肠道症状、腹胀、腹泻和大小便失禁以及便秘。聚类分析显示两组患者,以病程和胃肠道表现的严重程度来区分。抗着丝粒抗体和肺动脉高压在患有严重胃肠道疾病的参与者中更为常见。结论:尽管胃肠道表现之间存在高度相关性,但仍有可能检测出SSc胃肠道症状的亚群。进一步了解SSc胃肠道疾病的这些亚群,可能会促进发现有针对性的干预措施,以改善SSc患者的日常功能和生活质量。
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来源期刊
Journal of Rheumatology
Journal of Rheumatology 医学-风湿病学
CiteScore
6.50
自引率
5.10%
发文量
285
审稿时长
1 months
期刊介绍: The Journal of Rheumatology is a monthly international serial edited by Earl D. Silverman. The Journal features research articles on clinical subjects from scientists working in rheumatology and related fields, as well as proceedings of meetings as supplements to regular issues. Highlights of our 41 years serving Rheumatology include: groundbreaking and provocative editorials such as "Inverting the Pyramid," renowned Pediatric Rheumatology, proceedings of OMERACT and the Canadian Rheumatology Association, Cochrane Musculoskeletal Reviews, and supplements on emerging therapies.
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