CNAmet: an R package for integrating copy number, methylation and expression data
نویسندگان
چکیده
SUMMARY Gene copy number and DNA methylation alterations are key regulators of gene expression in cancer. Accordingly, genes that show simultaneous methylation, copy number and expression alterations are likely to have a key role in tumor progression. We have implemented a novel software package (CNAmet) for integrative analysis of high-throughput copy number, DNA methylation and gene expression data. To demonstrate the utility of CNAmet, we use copy number, DNA methylation and gene expression data from 50 glioblastoma multiforme and 188 ovarian cancer primary tumor samples. Our results reveal a synergistic effect of DNA methylation and copy number alterations on gene expression for several known oncogenes as well as novel candidate oncogenes. AVAILABILITY CNAmet R-package and user guide are freely available under GNU General Public License at http://csbi.ltdk.helsinki.fi/CNAmet.
منابع مشابه
CNAmet v.1.2 User Guide
Copy number arrays (array CGH or SNP arrays) and expression microarrays form an essential part of integrative analysis of cancer where the amount of genomic DNA can be linked to the amount of transcription [7]. However, aberrant DNA methylation also affects tumors in ways undetectable by an integrative analysis of copy number aberrations and expression alone [3]. We have designed and implemente...
متن کاملICan: An Integrated Co-Alteration Network to Identify Ovarian Cancer-Related Genes
BACKGROUND Over the last decade, an increasing number of integrative studies on cancer-related genes have been published. Integrative analyses aim to overcome the limitation of a single data type, and provide a more complete view of carcinogenesis. The vast majority of these studies used sample-matched data of gene expression and copy number to investigate the impact of copy number alteration o...
متن کاملDR-Integrator: a new analytic tool for integrating DNA copy number and gene expression data
SUMMARY DNA copy number alterations (CNA) frequently underlie gene expression changes by increasing or decreasing gene dosage. However, only a subset of genes with altered dosage exhibit concordant changes in gene expression. This subset is likely to be enriched for oncogenes and tumor suppressor genes, and can be identified by integrating these two layers of genome-scale data. We introduce DNA...
متن کاملPREDA tutorial
PREDA (Position RElated Data Analysis) tool is a novel R package for integrative analyses of functional genomics data. PREDA implements a procedure to analyze the relationships between data and physical ge-nomic coordinates along chromosomes with the final aim of identifying chromosomal regions with likely relevant functional role. The procedure for position related data analysis is highly flex...
متن کاملtmle.npvi: targeted, integrative search of associations between DNA copy number and gene expression, accounting for DNA methylation
UNLABELLED We describe the implementation of the method introduced by Chambaz et al. in 2012. We also demonstrate its genome-wide application to the integrative search of new regions with strong association between DNA copy number and gene expression accounting for DNA methylation in breast cancers. AVAILABILITY AND IMPLEMENTATION An open-source R package tmle.npvi is available from CRAN (htt...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Bioinformatics
دوره 27 6 شماره
صفحات -
تاریخ انتشار 2011