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Biopsy proteome scoring to determine mucosal remodeling in celiac disease

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NIAID Data Ecosystem2026-05-01 收录
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https://www.omicsdi.org/dataset/pride/PXD045913
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For celiac disease (CeD) the diagnosis and response to treatment is determined by histological evaluation of gut biopsies which depend on proper biopsy orientation and has poor inter-observer reproducibility. Biopsy proteome measurement that reports on the tissue state can be obtained by mass spectrometry (MS) analysis of formalin-fixed paraffin embedded (FFPE) tissue. Here we aimed to transform biopsy proteome data into numerical scores that would give observer-independent measures of mucosal remodeling in CeD. A pipeline was established that employs glass-mounted FFPE sections for MS-based proteome analysis. Proteome data was converted to a numerical score using two different approaches, by calculating a rank-based enrichment score and by training a machine-learning algorithm to calculate a disease-state prediction value. The scoring approaches were compared to each other and to histology using a validation cohort of 18 CeD patients comparing biopsies collected before and after treatment with gluten-free diet (GFD). Biopsies from non-CeD individuals (n = 18) served as controls.
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2024-03-15
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