Biopsy Proteome Scoring to Determine Mucosal Remodeling in Celiac Disease

被引:1
作者
Johansen, Anette [1 ,4 ]
Sandve, Geir Kjetil F. [1 ,2 ]
Ibsen, Jostein Holen [3 ]
Lundin, Knut E. A. [1 ,3 ]
Sollid, Ludvig M. [1 ,4 ]
Stamnaes, Jorunn [1 ,4 ]
机构
[1] Univ Oslo, Inst Clin Med, KG Jebsen Coeliac Dis Res Ctr, Oslo, Norway
[2] Univ Oslo, Fac Math & Nat Sci, Dept Informat, Oslo, Norway
[3] Oslo Univ Hosp, Dept Gastroenterol, Rikshosp, Oslo, Norway
[4] Oslo Univ Hosp, Dept Immunol, Rikshosp, Sognsvannsveien 20, N-0327 Oslo, Norway
关键词
Celiac Disease; Mass Spectrometry; Clinical Prote omics; Molecular Histology; Machine Learning; PATCHY VILLOUS ATROPHY; DIAGNOSIS;
D O I
10.1053/j.gastro.2024.03.006
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
BACKGROUND & AIMS: Histologic evaluation of gut biopsies is a cornerstone for diagnosis and management of celiac disease (CeD). Despite its wide use, the method depends on proper biopsy orientation, and it suffers from interobserver variability. Biopsy proteome measurement reporting on the tissue state can be obtained by mass spectrometry analysis of formalinfi xed paraffin fi n-embedded tissue. Here we aimed to transform biopsy proteome data into numerical scores that give observer- independent measures of mucosal remodeling in CeD. METHODS: A pipeline using glass-mounted formalin-fixed fi xed paraffin fi n-embedded sections for mass spectrometry-based proteome analysis was established. Proteome data were converted to numerical scores using 2 complementary approaches: a rank-based enrichment score and a score based on machine learning using logistic regression. The 2 scoring approaches were compared with each other and with histology analyzing 18 patients with CeD with biopsies collected before and after treatment with a gluten-free diet as well as biopsies from patients with CeD with varying degree of remission (n = 22). Biopsies from individuals without CeD (n = 32) were also analyzed. RESULTS: The method yielded reliable proteome scoring of both unstained and H&E-stained glass-mounted sections. The scores of the 2 approaches were highly correlated, reflecting fl ecting that both approaches pick up proteome changes in the same biological pathways. The proteome scores correlated with villus height-to-crypt depth ratio. Thus, the method is able to score biopsies with poor orientation. CONCLUSIONS: Biopsy proteome scores give reliable observer and orientation-independent measures of mucosal remodeling in CeD. The proteomic method can readily be implemented by nonexpert laboratories in parallel to histology assessment and easily scaled for clinical trial settings.
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收藏
页码:493 / 504.e10
页数:22
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