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. 2008:6:17-23.
doi: 10.4137/cin.s342. Epub 2008 Feb 9.

Global associations between copy number and transcript mRNA microarray data: an empirical study

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Global associations between copy number and transcript mRNA microarray data: an empirical study

Wenjuan Gu et al. Cancer Inform. 2008.

Abstract

With an increasing number of cancer profiling studies assaying both transcript mRNA and copy number expression levels, a natural question then involves the potential to combine information across the two types of genomic data. In this article, we perform a study to assess the nature of association between the two types of data across several experiments. We report on several interesting findings: 1) global correlation between gene expression and copy number is relatively weak but consistent across studies; 2) there is strong evidence for a cis-dosage effect of copy number on gene expression; 3) segmenting the copy number levels helps to improve correlations.

Keywords: circular binary segmentation; high-dimensional data; machine learning; two-color microarray platform.

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References

    1. Bussey KJ, Chin K, Lababidi S, et al. Integrating data on DNA copy number with gene expression levels and drug sensitivities in the NCI-60 cell line panel. Molecular Cancer Therapeutics. 2006;5:853–67. - PMC - PubMed
    1. Efron B, Hastie T, Johnstone I, Tibshirani R. Least angle regression (with discussion) Annals of Statistics. 2004;32:407–499.
    1. Futreal PA, Coin L, Marshall M, et al. A census of human cancer genes. Nature Reviews Cancer. 2004;4:177–83. - PMC - PubMed
    1. Garraway LA, Widlund HR, Rubin MA, et al. Integrative genomic analyses identify MITF as a lineage survival oncogene amplified in malignant melanoma. Nature. 2005;436:117–22. - PubMed
    1. Heidenblad M, Lindgren D, Veltman JA, et al. Microarray analyses reveal strong influence of DNA copy number alterations on the transcriptional patterns in pancreatic cancer: implications for the interpretation of genomic amplifications. Oncogene. 2005;24:1794–801. - PubMed

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