Clinical and Health Psychology, Utrecht University, The Netherlands.
J Psychosom Res. 2013 Jan;74(1):6-11. doi: 10.1016/j.jpsychores.2012.09.013. Epub 2012 Oct 6.
The aim of the present study was to address the lumper-splitter discussion on functional somatic syndromes by applying k-means cluster analyses on a heterogeneous sample of persons with unexplained somatic complaints. In favor of the lumper-side of the debate, clusters should differ only on the overall severity of the somatic complaints that were assessed. According to the splitters view, clusters should differ in symptom-specific patterns.
Three-hundred ninety four subjects with functional somatic symptoms were clustered based on their scores on 47 somatic symptoms. Three cluster solutions (k=2,3, and 4 clusters) were compared on overall symptom severity, symptom patterns, and psychological distress.
Results showed that in all three solutions the clusters were defined by increasing total symptom scores and increasing psychological distress. Cluster-specific symptom patterns where evident only when more clusters (three or four) were allowed. The best fit index was found for a 2-cluster solution.
The finding of symptom specific patterns in clusters which could not be differentiated on overall symptom severity is in favor of the splitters' view. The finding that all other clusters could be discriminated on overall symptom severity and that the 2-cluster solution had the best fit is in favor of the lumpers' view.
本研究旨在通过对一组原因不明的躯体主诉患者进行异质样本的 K-均值聚类分析,解决功能性躯体综合征的分类问题。支持分类者的观点,聚类应该只在整体躯体主诉严重程度上有所不同,这些主诉是经过评估的。根据分类者的观点,聚类应该在症状特异性模式上有所不同。
对 394 名有功能性躯体症状的患者,根据他们在 47 项躯体症状上的得分进行聚类。比较了三种聚类方案(k=2、3 和 4 个聚类)的总体症状严重程度、症状模式和心理困扰。
结果表明,在所有三种解决方案中,聚类都是通过增加总症状评分和增加心理困扰来定义的。只有在允许更多聚类(三个或四个)时,才会出现特定于聚类的症状模式。最佳拟合指数是在 2 聚类解决方案中发现的。
在聚类中发现了可以根据整体症状严重程度进行区分的症状特异性模式,这支持了分类者的观点。而所有其他聚类都可以根据整体症状严重程度进行区分,并且 2 聚类解决方案具有最佳拟合,这支持了聚类者的观点。