Top-Down Proteomics Detection of Potential Salivary Biomarkers for Autoimmune Liver Diseases Classification

Olianas, Alessandra;Guadalupi, Giulia;Cabras, Tiziana
Secondo
;
Contini, Cristina;Serrao, Simone;Onali, Simona;Chessa, Luchino;Diaz, Giacomo;Manconi, Barbara
2023-01-01

Abstract

(1) Autoimmune hepatitis (AIH) and primary biliary cholangitis (PBC) are autoimmune liver diseases characterized by chronic hepatic inflammation and progressive liver fibrosis. The possible use of saliva as a diagnostic tool has been explored in several oral and systemic diseases. The use of proteomics for personalized medicine is a rapidly emerging field. (2) Salivary proteomic data of 36 healthy controls (HCs), 36 AIH and 36 PBC patients, obtained by liquid chromatography/mass spectrometry top-down pipeline, were analyzed by multiple Mann-Whitney test, Kendall correlation, Random Forest (RF) analysis and Linear Discriminant Analysis (LDA); (3) Mann-Whitney tests provided indications on the panel of differentially expressed salivary proteins and peptides, namely cystatin A, statherin, histatin 3, histatin 5 and histatin 6, which were elevated in AIH patients with respect to both HCs and PBC patients, while S100A12, S100A9 short, cystatin S1, S2, SN and C showed varied levels in PBC with respect to HCs and/or AIH patients. RF analysis evidenced a panel of salivary proteins/peptides able to classify with good accuracy PBC vs. HCs (83.3%), AIH vs. HCs (79.9%) and PBC vs. AIH (80.2%); (4) RF appears to be an attractive machine-learning tool suited for classification of AIH and PBC based on their different salivary proteomic profiles.
2023
Inglese
24
2
959
21
https://www.mdpi.com/1422-0067/24/2/959
Esperti anonimi
internazionale
scientifica
RF analysis; Autoimmune hepatitis; Biomarkers; Primary biliary cholangitis; Salivary proteomics; Top-down proteomics
Goal 3: Good health and well-being
no
Olianas, Alessandra; Guadalupi, Giulia; Cabras, Tiziana; Contini, Cristina; Serrao, Simone; Iavarone, Federica; Castagnola, Massimo; Messana, Irene; O ...espandi
1.1 Articolo in rivista
info:eu-repo/semantics/article
1 Contributo su Rivista::1.1 Articolo in rivista
262
12
open
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