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

Int J Mol Sci. 2023 Jan 4;24(2):959. doi: 10.3390/ijms24020959.

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.

Keywords: RF analysis; autoimmune hepatitis; biomarkers; primary biliary cholangitis; salivary proteomics; top-down proteomics.

MeSH terms

  • Autoimmune Diseases* / diagnosis
  • Biomarkers
  • Hepatitis, Autoimmune* / diagnosis
  • Histatins
  • Humans
  • Liver Cirrhosis, Biliary*
  • Liver Diseases* / diagnosis
  • Proteomics
  • Salivary Proteins and Peptides

Substances

  • Histatins
  • Salivary Proteins and Peptides
  • Biomarkers