Comparative proteome analysis revealing an 11-protein signature for aggressive triple-negative breast cancer

J Natl Cancer Inst. 2014 Feb;106(2):djt376. doi: 10.1093/jnci/djt376. Epub 2014 Jan 7.

Abstract

Background: Clinical outcome of patients with triple-negative breast cancer (TNBC) is highly variable. This study aims to identify and validate a prognostic protein signature for TNBC patients to reduce unnecessary adjuvant systemic therapy.

Methods: Frozen primary tumors were collected from 126 lymph node-negative and adjuvant therapy-naive TNBC patients. These samples were used for global proteome profiling in two series: an in-house training (n = 63) and a multicenter test (n = 63) set. Patients who remained free of distant metastasis for a minimum of 5 years after surgery were defined as having good prognosis. Cox regression analysis was performed to develop a prognostic signature, which was independently validated. All statistical tests were two-sided.

Results: An 11-protein signature was developed in the training set (median follow-up for good-prognosis patients = 117 months) and subsequently validated in the test set (median follow-up for good-prognosis patients = 108 months) showing 89.5% sensitivity (95% confidence interval [CI] = 69.2% to 98.1%), 70.5% specificity (95% CI = 61.7% to 74.2%), 56.7% positive predictive value (95% CI = 43.8% to 62.1%), and 93.9% negative predictive value (95% CI = 82.3% to 98.9%) for poor-prognosis patients. The predicted poor-prognosis patients had higher risk to develop distant metastasis than the predicted good-prognosis patients in univariate (hazard ratio [HR] = 13.15; 95% CI = 3.03 to 57.07; P = .001) and multivariable (HR = 12.45; 95% CI = 2.67 to 58.11; P = .001) analysis. Furthermore, the predicted poor-prognosis group had statistically significantly more breast cancer-specific mortality. Using our signature as guidance, more than 60% of patients would have been exempted from unnecessary adjuvant chemotherapy compared with conventional prognostic guidelines.

Conclusions: We report the first validated proteomic signature to assess the natural course of clinical TNBC.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't
  • Validation Study

MeSH terms

  • Adult
  • Aged
  • Antineoplastic Agents / administration & dosage*
  • Biomarkers, Tumor / analysis
  • Chemotherapy, Adjuvant
  • Female
  • Frozen Sections
  • Gene Expression Profiling*
  • Gene Expression Regulation, Neoplastic*
  • Humans
  • Kaplan-Meier Estimate
  • Middle Aged
  • Odds Ratio
  • Oligonucleotide Array Sequence Analysis*
  • Predictive Value of Tests
  • Prognosis
  • Proteome / genetics*
  • Reproducibility of Results
  • Sensitivity and Specificity
  • Signal Transduction
  • Transcriptome*
  • Triple Negative Breast Neoplasms / chemistry*
  • Triple Negative Breast Neoplasms / drug therapy
  • Triple Negative Breast Neoplasms / genetics
  • Triple Negative Breast Neoplasms / mortality
  • Triple Negative Breast Neoplasms / pathology
  • Triple Negative Breast Neoplasms / surgery
  • Unnecessary Procedures

Substances

  • Antineoplastic Agents
  • Biomarkers, Tumor
  • Proteome