Molecular classification of nonsmall cell lung cancer using a 4-protein quantitative assay

Cancer. 2012 Mar 15;118(6):1607-18. doi: 10.1002/cncr.26450. Epub 2011 Aug 25.

Abstract

Background: The importance of definitive histological subclassification has increased as drug trials have shown benefit associated with histology in nonsmall-cell lung cancer (NSCLC). The acuity of this problem is further exacerbated by the use of minimally invasive cytology samples. Here we describe the development and validation of a 4-protein classifier that differentiates primary lung adenocarcinomas (AC) from squamous cell carcinomas (SCC).

Methods: Quantitative immunofluorescence (AQUA) was employed to measure proteins differentially expressed between AC and SCC followed by logistic regression analysis. An objective 4-protein classifier was generated to define likelihood of AC in a training set of 343 patients followed by validation in 2 independent cohorts (n = 197 and n = 235). The assay was then tested on 11 cytology specimens.

Results: Statistical modeling selected thyroid transcription factor 1 (TTF1), CK5, CK13, and epidermal growth factor receptor (EGFR) to generate a weighted classifier and to identify the optimal cutpoint for differentiating AC from SCC. Using the pathologist's final diagnosis as the criterion standard, the molecular test showed a sensitivity of 96% and specificity of 93%. Blinded analysis of the validation sets yielded sensitivity and specificity of 96% and 97%, respectively. Our assay classified the cytology specimens with a specificity of 100% and sensitivity of 87.5%.

Conclusions: Molecular classification of NSCLC using an objective quantitative test can be highly accurate and could be translated into a diagnostic platform for broad clinical application.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adenocarcinoma / chemistry
  • Adenocarcinoma / classification
  • Adenocarcinoma of Lung
  • Adult
  • Aged
  • Aged, 80 and over
  • Carcinoma, Non-Small-Cell Lung / chemistry
  • Carcinoma, Non-Small-Cell Lung / classification*
  • Carcinoma, Non-Small-Cell Lung / pathology
  • Carcinoma, Squamous Cell / chemistry
  • Carcinoma, Squamous Cell / classification
  • Female
  • Fluorescent Antibody Technique
  • Humans
  • Logistic Models
  • Lung Neoplasms / chemistry
  • Lung Neoplasms / classification*
  • Lung Neoplasms / pathology
  • Male
  • Middle Aged
  • Proteins / analysis*
  • Tissue Array Analysis

Substances

  • Proteins