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Assessment of Novel Proteins Triggering Celiac Disease via Docking-Based Approach

Authors :
Mariyana Atanasova
Ivan Dimitrov
Antonio Fernandez
Javier Moreno
Frits Koning
Irini Doytchinova
Source :
Molecules, Vol 29, Iss 1, p 138 (2023)
Publication Year :
2023
Publisher :
MDPI AG, 2023.

Abstract

Human leukocyte antigens (HLAs) are pivotal in antigen processing, presenting to CD4+ T cells, and are linked to autoimmune disease susceptibility. In celiac disease, HLA-DQ2.5 and HLA-DQ8.1 bind gluten peptides on APCs, some recognized by CD4+ T cells, prompting inflammation and tissue damage. While extensively studied experimentally, these alleles lack comprehensive in silico analysis. To explore peptide–HLA preferences, we used molecular docking on peptide libraries, deriving quantitative matrices (QMs) for evaluating amino acids at nine-residue peptide binding cores. Our findings tie specific residue preferences to peptide backbone conformations. Validating QMs on known binders and non-binders showed strong predictive power (89–94% accuracy). These QMs excel in screening protein libraries, even whole proteomes, notably reducing time and costs for celiac disease risk assessment in novel proteins. This computational approach aligns with European Food Safety Authority guidance, promising efficient screening for potential celiac disease triggers.

Details

Language :
English
ISSN :
14203049
Volume :
29
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Molecules
Publication Type :
Academic Journal
Accession number :
edsdoj.f46cbfc366db42c6ae22a18890e7c8cc
Document Type :
article
Full Text :
https://doi.org/10.3390/molecules29010138