Expands: Expanding ploidy and allele frequency on nested subpopulations

Noemi Andor, Julie V. Harness, Sabine Müller, Hans W. Mewes, Claudia Petritsch

Research output: Contribution to journalArticlepeer-review

101 Scopus citations

Abstract

Motivation: Several cancer types consist of multiple genetically and phenotypically distinct subpopulations. The underlying mechanism for this intra-tumoral heterogeneity can be explained by the clonal evolution model, whereby growth advantageous mutations cause the expansion of cancer cell subclones. The recurrent phenotype of many cancers may be a consequence of these coexisting subpopulations responding unequally to therapies. Methods to computationally infer tumor evolution and subpopulation diversity are emerging and they hold the promise to improve the understanding of genetic and molecular determinants of recurrence.Results: To address cellular subpopulation dynamics within human tumors, we developed a bioinformatic method, EXPANDS. It estimates the proportion of cells harboring specific mutations in a tumor. By modeling cellular frequencies as probability distributions, EXPANDS predicts mutations that accumulate in a cell before its clonal expansion. We assessed the performance of EXPANDS on one whole genome sequenced breast cancer and performed SP analyses on 118 glioblastoma multiforme samples obtained from TCGA. Our results inform about the extent of subclonal diversity in primary glioblastoma, subpopulation dynamics during recurrence and provide a set of candidate genes mutated in the most well-adapted subpopulations. In summary, EXPANDS predicts tumor purity and subclonal composition from sequencing data.Availability and implementation: EXPANDS is available for download at http://code.google.com/p/ expands (matlab version-used in this manuscript) and http://cran.r-project.org/ web/packages/expands (R version).Contact: Supplementary information: Supplementary data are available at Bioinformatics online.

Original languageEnglish
Pages (from-to)50-60
Number of pages11
JournalBioinformatics
Volume30
Issue number1
DOIs
StatePublished - 1 Jan 2014

Fingerprint

Dive into the research topics of 'Expands: Expanding ploidy and allele frequency on nested subpopulations'. Together they form a unique fingerprint.

Cite this