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无监督聚类揭示了以淋巴细胞减少为特征的结节病表型与18FDG-PET/CT上炎症活动增加有关。

Unsupervised Clustering Reveals Sarcoidosis Phenotypes Marked by a Reduction in Lymphocytes Relate to Increased Inflammatory Activity on 18FDG-PET/CT.

作者信息

Vagts Christen, Ascoli Christian, Fraidenburg Dustin R, Baughman Robert P, Huang Yue, Edafetanure-Ibeh Russell, Ahmed Samreen, Levin Benjamin, Lu Yang, Perkins David L, Finn Patricia W, Sweiss Nadera J

机构信息

Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States.

Department of Internal Medicine, University of Cincinnati Medical Center, Cincinnati, OH, United States.

出版信息

Front Med (Lausanne). 2021 Feb 24;8:595077. doi: 10.3389/fmed.2021.595077. eCollection 2021.

Abstract

Sarcoidosis is a T-helper cell mediated disease characterized by granulomatous inflammation. We posited that unsupervised clustering of various features in sarcoidosis would establish phenotypes associated with inflammatory activity measured by 18FDG-PET/CT. Our goal was to identify unique features capable of distinguishing clusters and subsequently examine the relationship with FDG avidity to substantiate their potential use as markers for sarcoidosis inflammation. We performed a retrospective study of a diverse, but primarily African American, cohort of 58 subjects with biopsy proven sarcoidosis followed at the University of Illinois Bernie Mac Sarcoidosis Center and Center for Lung Health who underwent 18FDG-PET/CT scan. Demographic, therapeutic, radiographic, and laboratory data were utilized in unsupervised cluster analysis to identify sarcoidosis phenotypes. The association between clusters, their defining features, and quantitative measurements on 18FDG-PET/CT was determined. The relevance of these features as markers of 18FDG-PET/CT inflammatory activity was also investigated. Clustering determined three distinct phenotypes: (1) a predominantly African American cluster with chronic, quiescent disease, (2) a predominantly African American cluster with elevated conventional inflammatory markers, advanced pulmonary disease and extrathoracic involvement, and (3) a predominantly Caucasian cluster characterized by reduced lymphocyte counts and acute disease. In contrast to the chronic quiescent cluster, Clusters 2 and 3 were defined by significantly greater FDG avidity on 18FDG-PET/CT. Despite similarly increased inflammatory activity on 18FDG-PET/CT, Clusters 2, and 3 differed with regards to extrathoracic FDG avidity and circulating lymphocyte profiles, specifically CD4+ T-cells. Notably, absolute lymphocyte counts and CD4+ T-cell counts were found to predict 18FDG-PET/CT inflammatory activity by receiver operating curve analysis with a 69.2 and 73.42% area under the curve, respectively. Utilizing cluster analysis, three distinct phenotypes of sarcoidosis were identified with significant variation in race, disease chronicity, and serologic markers of inflammation. These phenotypes displayed varying levels of circulating inflammatory cells. Additionally, reduction in lymphocytes, specifically CD4+ T-cells, was significantly related to activity on 18FDG-PET/CT. Though future studies are warranted, these findings suggest that peripheral lymphocyte counts may be considered a determinant of sarcoidosis phenotypes and an indicator of active inflammation on 18FDG-PET/CT.

摘要

结节病是一种由辅助性T细胞介导的以肉芽肿性炎症为特征的疾病。我们推测,对结节病的各种特征进行无监督聚类将建立与通过18FDG-PET/CT测量的炎症活动相关的表型。我们的目标是识别能够区分聚类的独特特征,并随后检查与FDG摄取的关系,以证实它们作为结节病炎症标志物的潜在用途。我们对伊利诺伊大学伯尼·麦克结节病中心和肺部健康中心随访的58名经活检证实为结节病的受试者进行了一项回顾性研究,这些受试者均接受了18FDG-PET/CT扫描,该队列多样,但主要为非裔美国人。人口统计学、治疗、影像学和实验室数据被用于无监督聚类分析,以识别结节病表型。确定了聚类、其定义特征与18FDG-PET/CT定量测量之间的关联。还研究了这些特征作为18FDG-PET/CT炎症活动标志物的相关性。聚类确定了三种不同的表型:(1)一个主要为非裔美国人的聚类,患有慢性静止疾病;(2)一个主要为非裔美国人的聚类,具有升高的传统炎症标志物、晚期肺部疾病和胸外受累;(3)一个主要为白种人的聚类,其特征是淋巴细胞计数减少和急性疾病。与慢性静止聚类相反,聚类2和3在18FDG-PET/CT上的FDG摄取明显更高。尽管在18FDG-PET/CT上炎症活动同样增加,但聚类2和3在胸外FDG摄取和循环淋巴细胞谱(特别是CD4+T细胞)方面存在差异。值得注意的是,通过受试者工作特征曲线分析发现,绝对淋巴细胞计数和CD4+T细胞计数分别以曲线下面积69.2%和73.42%预测18FDG-PET/CT炎症活动。利用聚类分析,识别出结节病的三种不同表型,在种族、疾病慢性程度和炎症血清学标志物方面存在显著差异。这些表型显示出不同水平的循环炎症细胞。此外,淋巴细胞减少,特别是CD4+T细胞减少,与18FDG-PET/CT上的活动显著相关。尽管未来有必要进行进一步研究,但这些发现表明外周淋巴细胞计数可能被视为结节病表型的一个决定因素以及18FDG-PET/CT上活动性炎症的一个指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9198/7943443/7672ba643087/fmed-08-595077-g0001.jpg

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