A combination of fecal calprotectin and human beta-defensin 2 facilitates diagnosis and monitoring of inflammatory bowel disease

被引:9
|
作者
Gacesa, R. [1 ,2 ,3 ]
Vich Vila, A. [1 ,2 ,3 ]
Collij, V. [1 ,2 ,3 ]
Mujagic, Z. [4 ]
Kurilshikov, A. [2 ,3 ]
Voskuil, M. D. [1 ,2 ,3 ]
Festen, E. A. M. [1 ,2 ,3 ]
Wijmenga, C. [2 ,3 ]
Jonkers, D. M. A. E. [4 ]
Dijkstra, G. [1 ]
Fu, J. [1 ,2 ,5 ]
Zhernakova, A. [2 ,3 ]
Imhann, F. [1 ,2 ,3 ]
Weersma, R. K. [1 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Gastroenterol & Hepatol, Groningen, Netherlands
[2] Univ Groningen, Groningen, Netherlands
[3] Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[4] Maastricht Univ, Med Ctr, Div Gastroenterol Hepatol, NUTRIM Sch Nutr & Translat Res Metab, Maastricht, Netherlands
[5] Univ Med Ctr Groningen, Dept Pediat, Groningen, Netherlands
基金
欧洲研究理事会;
关键词
Gut microbiome; inflammatory bowel disease; biomarkers; human beta defensin 2; noninvasive diagnosis; machine learning; CHROMOGRANIN-A; INTRAINDIVIDUAL VARIABILITY; HUMAN BETA-DEFENSIN-2; MICROBIOME; BIOMARKER; MARKERS; PLASMA; INDEX;
D O I
10.1080/19490976.2021.1943288
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Inflammatory bowel disease (IBD) and irritable bowel syndrome (IBS) show a large overlap in clinical presentation, which presents diagnostic challenges. As a consequence, invasive and burdensome endoscopies are often used to distinguish between IBD and IBS. Here, we aimed to develop a noninvasive fecal test that can distinguish between IBD and IBS and reduce the number of endoscopies. We used shotgun metagenomic sequencing to analyze the composition and function of gut microbiota of 169 IBS patients, 447 IBD patients and 1044 population controls and measured fecal Calprotectin (FCal), human beta defensin 2 (HBD2), and chromogranin A (CgA) in these samples. These measurements were used to construct training sets (75% of data) for logistic regression and machine learning models to differentiate IBS from IBD and inactive from active IBD. The results were replicated on test sets (remaining 25% of the data) and microbiome data obtained using 16S sequencing. Fecal HBD2 showed high sensitivity and specificity for differentiating between IBD and IBS (sensitivity = 0.89, specificity = 0.76), while the inclusion of microbiome data with biomarkers (HBD2 and FCal) showed a potential for improvement in predictive power (optimal sensitivity = 0.87, specificity = 0.93). Shotgun sequencing-based models produced comparable results using 16S-sequencing data. HBD2 and FCal were found to have predictive power for IBD disease activity (AUC approximate to 0.7). HBD2 is a novel biomarker for IBD in patients with gastro-intestinal complaints, especially when used in combination with FCal and potentially in combination with gut microbiome data.
引用
收藏
页数:18
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