MicroRNAs in cerebrospinal fluid identify glioblastoma and metastatic brain cancers and reflect disease activity

Neuro Oncol. 2012 Jun;14(6):689-700. doi: 10.1093/neuonc/nos074. Epub 2012 Apr 4.

Abstract

An accurate, nonsurgical diagnostic test for brain tumors is currently unavailable, and the methods of monitoring disease progression are not fully reliable. MicroRNA profiling of biological fluids has recently emerged as a diagnostic tool for several pathologic conditions. Here we tested whether microRNA profiling of cerebrospinal fluid (CSF) enables detection of glioblastoma, discrimination between glioblastoma and metastatic brain tumors, and reflects disease activity. We determined CSF levels of several cancer-associated microRNAs for 118 patients diagnosed with different types of brain cancers and nonneoplastic neuropathologies by quantitative reverse transcription PCR analysis. The levels of miR-10b and miR-21 are found significantly increased in the CSF of patients with glioblastoma and brain metastasis of breast and lung cancer, compared with tumors in remission and a variety of nonneoplastic conditions. Members of the miR-200 family are highly elevated in the CSF of patients with brain metastases but not with any other pathologic conditions, allowing discrimination between glioblastoma and metastatic brain tumors. Quantification of as few as 7 microRNAs in CSF enables differential recognition of glioblastoma and metastatic brain cancer using computational machine learning tools (Support Vector Machine) with high accuracy (91%-99%) on a test set of samples. Furthermore, we show that disease activity and treatment response can be monitored by longitudinal microRNA profiles in the CSF of glioblastoma and non-small cell lung carcinoma patients. This study demonstrates that microRNA-based detection of brain malignancies can be reliably performed and that microRNAs in CSF can serve as biomarkers of treatment response in brain cancers.

Publication types

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

MeSH terms

  • Adenocarcinoma / cerebrospinal fluid
  • Adenocarcinoma / genetics*
  • Biomarkers, Tumor / cerebrospinal fluid
  • Biomarkers, Tumor / genetics*
  • Brain Neoplasms / cerebrospinal fluid
  • Brain Neoplasms / genetics*
  • Brain Neoplasms / secondary
  • Carcinoma, Non-Small-Cell Lung / cerebrospinal fluid
  • Carcinoma, Non-Small-Cell Lung / genetics*
  • Carcinoma, Non-Small-Cell Lung / pathology
  • Gene Expression Regulation, Neoplastic
  • Glioblastoma / cerebrospinal fluid
  • Glioblastoma / genetics*
  • Glioblastoma / pathology
  • Humans
  • Lung Neoplasms / cerebrospinal fluid
  • Lung Neoplasms / genetics
  • Lung Neoplasms / pathology
  • MicroRNAs / cerebrospinal fluid*
  • MicroRNAs / genetics*
  • Neoplasm Grading
  • Oligonucleotide Array Sequence Analysis
  • Prognosis
  • Support Vector Machine

Substances

  • Biomarkers, Tumor
  • MicroRNAs