Diagnostic accuracy of MALDI mass spectrometric analysis of unfractionated serum in lung cancer

J Thorac Oncol. 2007 Oct;2(10):893-901. doi: 10.1097/JTO.0b013e31814b8be7.

Abstract

Purpose: There is a critical need for improvements in the noninvasive diagnosis of lung cancer. We hypothesized that matrix-assisted laser desorption ionization mass spectrometry (MALDI MS) analysis of the most abundant peptides in the serum may distinguish lung cancer cases from matched controls.

Patients and methods: We used MALDI MS to analyze unfractionated serum from a total of 288 cases and matched controls split into training (n = 182) and test sets (n = 106). We used a training-testing paradigm with application of the model profile defined in a training set to a blinded test cohort.

Results: Reproducibility and lack of analytical bias was confirmed in quality-control studies. A serum proteomic signature of seven features in the training set reached an overall accuracy of 78%, a sensitivity of 67.4%, and a specificity of 88.9%. In the blinded test set, this signature reached an overall accuracy of 72.6 %, a sensitivity of 58%, and a specificity of 85.7%. The serum signature was associated with the diagnosis of lung cancer independently of gender, smoking status, smoking pack-years, and C-reactive protein levels. From this signature, we identified three discriminatory features as members of a cluster of truncated forms of serum amyloid A.

Conclusions: We found a serum proteomic profile that discriminates lung cancer from matched controls. Proteomic analysis of unfractionated serum may have a role in the noninvasive diagnosis of lung cancer and will require methodological refinements and prospective validation to achieve clinical utility.

Publication types

  • Comparative Study
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adenocarcinoma / blood
  • Adenocarcinoma / pathology
  • Biomarkers, Tumor / blood*
  • Blood Proteins / metabolism*
  • Carcinoma, Large Cell / blood
  • Carcinoma, Large Cell / pathology
  • Carcinoma, Non-Small-Cell Lung / blood*
  • Carcinoma, Non-Small-Cell Lung / pathology
  • Carcinoma, Small Cell / blood
  • Carcinoma, Small Cell / pathology
  • Case-Control Studies
  • Chromatography, Liquid
  • Cohort Studies
  • Female
  • Humans
  • Lung Neoplasms / blood
  • Lung Neoplasms / pathology
  • Male
  • Middle Aged
  • Neoplasm Proteins / metabolism
  • Neoplasm Staging
  • Neoplasms, Squamous Cell / blood
  • Neoplasms, Squamous Cell / pathology
  • Prognosis
  • Proteomics*
  • Sensitivity and Specificity
  • Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization*

Substances

  • Biomarkers, Tumor
  • Blood Proteins
  • Neoplasm Proteins