90-gene signature assay for tissue origin diagnosis of brain metastases

J Transl Med. 2019 Oct 1;17(1):331. doi: 10.1186/s12967-019-2082-1.

Abstract

Background: Brain metastases (BM) are the most common intracranial tumors. 2-14% of BM patients present with unknown primary site despite intensive evaluations. This study aims to evaluate the performance of a 90-gene expression signature in determining the primary sites for BM samples.

Methods: The sequence-based gene expression profiles of 708 primary brain tumors (PBT) collected from The Cancer Genome Atlas (TCGA) database were analyzed by the 90-gene expression signature, with a similarity score for each of 21 common tumor types. We then used Optimal Binning algorithm to generate a threshold for separating PBT from BM. Eighteen PBT samples were analyzed to substantiate the reliability of the threshold. In addition, the performance of the 90-gene expression signature for molecular classification of metastatic brain tumors was validated in a cohort of 48 BM samples with the known origin. For each BM sample, the tumor type with the highest similarity score was considered tissue of origin. When a sample was diagnosed as PBT, but the similarity score below the threshold, the second prediction was considered as the primary site.

Results: A threshold of the similarity score, 70, was identified to discriminate PBT from BM (PBT: > 70, BM: ≤ 70) with an accuracy of 99% (703/708, 95% CI 98-100%). The 90-gene expression signature was further validated with 18 PBT and 44 BM samples. The results of 18 PBT samples matched reference diagnosis with a concordance rate of 100%, and all similarity scores were above the threshold. Of 44 BM samples, the 90-gene expression signature accurately predicted primary sites in 89% (39/44, 95% CI 75-96%) of the cases.

Conclusions: Our findings demonstrated the potential that the 90-gene expression signature could serve as a powerful tool for accurately identifying the primary sites of metastatic brain tumors.

Keywords: Brain metastases; Gene expression profiling; Primary brain tumor; Quantitative real-time PCR; Tumor origin identification.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adolescent
  • Adult
  • Aged
  • Aged, 80 and over
  • Biological Assay*
  • Brain Neoplasms / genetics*
  • Brain Neoplasms / secondary*
  • Child
  • Female
  • Gene Expression Regulation, Neoplastic*
  • Genes, Neoplasm*
  • Humans
  • Male
  • Middle Aged
  • Transcriptome*
  • Young Adult