Establishing serological classification tree model in rheumatoid arthritis using combination of MALDI-TOF-MS and magnetic beads

Clin Exp Med. 2015 Feb;15(1):19-23. doi: 10.1007/s10238-013-0265-2. Epub 2013 Nov 30.

Abstract

To establish a serological classification tree model for rheumatoid arthritis (RA), protein/peptide profiles of serum were detected by matrix-assisted laser desorption-ionization time-of-flight mass spectrometry (MALDI-TOF-MS) combined with weak cationic exchange (WCX) from Cohort 1, including 65 patients with RA and 41 healthy controls (HC). The samples were randomly divided into a training set and a test set. Twenty-four differentially expressed peaks (P < 0.05) were identified in the training set and 4 of them, namely m/z 3,939, 5,906, 8,146, and 8,569 were chosen to set up our model. This model exhibited a sensitivity of 100.0% and a specificity of 96.0% for differentiating RA patients from HC. The test set reproduced these high levels of sensitivity and specificity, which were 100.0 and 81.2%, respectively. Cohort 2, which include 228 RA patients, was used to further verify the classification efficiency of this model. It came out that 97.4% of them were classified as RA by this model. In conclusion, MALDI-TOF-MS combined with WCX magnetic beads was a powerful method for constructing a classification tree model for RA, and the model we established was useful in recognizing RA.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adolescent
  • Adult
  • Aged
  • Arthritis, Rheumatoid / blood
  • Arthritis, Rheumatoid / classification*
  • Arthritis, Rheumatoid / diagnosis*
  • Arthritis, Rheumatoid / pathology
  • Blood Proteins / analysis*
  • Blood Proteins / metabolism
  • Case-Control Studies
  • Decision Trees*
  • Female
  • Humans
  • Magnets
  • Male
  • Middle Aged
  • Proteomics / methods
  • Proteomics / statistics & numerical data*
  • Sensitivity and Specificity
  • Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
  • Terminology as Topic

Substances

  • Blood Proteins