MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom; Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom.
MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom.
Clin Gastroenterol Hepatol. 2023 Oct;21(11):2918-2927.e6. doi: 10.1016/j.cgh.2023.03.026. Epub 2023 Mar 31.
The progressive nature of Crohn's disease is highly variable and hard to predict. In addition, symptoms correlate poorly with mucosal inflammation. There is therefore an urgent need to better characterize the heterogeneity of disease trajectories in Crohn's disease by utilizing objective markers of inflammation. We aimed to better understand this heterogeneity by clustering Crohn's disease patients with similar longitudinal fecal calprotectin profiles.
We performed a retrospective cohort study at the Edinburgh IBD Unit, a tertiary referral center, and used latent class mixed models to cluster Crohn's disease subjects using fecal calprotectin observed within 5 years of diagnosis. Information criteria, alluvial plots, and cluster trajectories were used to decide the optimal number of clusters. Chi-square test, Fisher's exact test, and analysis of variance were used to test for associations with variables commonly assessed at diagnosis.
Our study cohort comprised 356 patients with newly diagnosed Crohn's disease and 2856 fecal calprotectin measurements taken within 5 years of diagnosis (median 7 per subject). Four distinct clusters were identified by characteristic calprotectin profiles: a cluster with consistently high fecal calprotectin and 3 clusters characterized by different downward longitudinal trends. Cluster membership was significantly associated with smoking (P = .015), upper gastrointestinal involvement (P < .001), and early biologic therapy (P < .001).
Our analysis demonstrates a novel approach to characterizing the heterogeneity of Crohn's disease by using fecal calprotectin. The group profiles do not simply reflect different treatment regimens and do not mirror classical disease progression endpoints.
克罗恩病的进展具有高度的可变性和难以预测性。此外,症状与黏膜炎症相关性差。因此,迫切需要利用炎症的客观标志物更好地描述克罗恩病疾病轨迹的异质性。我们旨在通过聚类具有相似纵向粪便钙卫蛋白特征的克罗恩病患者来更好地理解这种异质性。
我们在爱丁堡 IBD 单位进行了一项回顾性队列研究,这是一家三级转诊中心,并使用潜在类别混合模型,根据诊断后 5 年内观察到的粪便钙卫蛋白对克罗恩病患者进行聚类。使用信息标准、冲积图和聚类轨迹来决定最佳的聚类数量。使用卡方检验、Fisher 精确检验和方差分析来检验与诊断时通常评估的变量的相关性。
我们的研究队列包括 356 例新诊断的克罗恩病患者和 2856 次粪便钙卫蛋白测量值(中位数为每个患者 7 次)。通过特征性钙卫蛋白特征识别出 4 个不同的聚类:一个始终具有高粪便钙卫蛋白的聚类和 3 个具有不同纵向下降趋势的聚类。聚类成员资格与吸烟(P=0.015)、上消化道受累(P<0.001)和早期生物治疗(P<0.001)显著相关。
我们的分析通过使用粪便钙卫蛋白展示了一种描述克罗恩病异质性的新方法。组谱不仅仅反映了不同的治疗方案,也不反映经典的疾病进展终点。