Motivation: In light of the increasing adoption of targeted resequencing (TR) as a cost-effective strategy to identify disease-causing variants, a robust method for copy number variation (CNV) analysis is needed to maximize the value of this promising technology.Results: We present a method for CNV detection for TR data, including whole-exome capture data. Our method calls copy number gains and losses for each target region based on normalized depth of coverage. Our key strategies include the use of base-level log-ratios to remove GC-content bias, correction for an imbalanced library size effect on log-ratios, and the estimation of log-ratio variations via binning and interpolation. Our methods are made available via CONTRA (COpy Number Targeted Resequencing Analysis), a software package that takes standard alignment formats (BAM/SAM) and outputs in variant call format (VCF4.0), for easy integration with other next-generation sequencing analysis packages. We assessed our methods using samples from seven different target enrichment assays, and evaluated our results using simulated data and real germline data with known CNV genotypes.Availability and implementation: Source code and sample data are freely available under GNU license (GPLv3) at http://contra-cnv.sourceforge.net/Contact: Jason.Li@petermac.orgSupplementary information: Supplementary data are available at Bioinformatics online.
There is increasing evidence showing that the stromal cells surrounding cancer epithelial cells, rather than being passive bystanders, might have a role in modifying tumor outgrowth. The molecular basis of this aspect of carcinoma etiology is controversial. Some studies have reported a high frequency of genetic aberrations in carcinoma-associated fibroblasts (CAFs), whereas other studies have reported very low or zero mutation rates. Resolution of this contentious area is of critical importance in terms of understanding both the basic biology of cancer as well as the potential clinical implications of CAF somatic alterations. We undertook genome-wide copy number and loss of heterozygosity (LOH) analysis of CAFs derived from breast and ovarian carcinomas using a 500K SNP array platform. Our data show conclusively that LOH and copy number alterations are extremely rare in CAFs and cannot be the basis of the carcinomapromoting phenotypes of breast and ovarian CAFs. © 2008 Nature Publishing GroupCorrespondence should be addressed to I.G.C. ian.campbell@petermac.org. AUTHOR CONTRIBUTIONS I.G.C., I.H. and W.Q. designed the study and wrote the paper. W.Q. undertook the bulk of the experimental work including tissue microdissection, SNP genotyping and microsatellite analysis. K.P. provided cell lines, academic support and assisted in manuscript preparation. A.S., E.R.T., M.R. and K.L.G. assisted in SNP genotyping. However, not all studies have identified genetic alterations in CAFs; for example, one study did not find any clonally selected somatic genetic alterations in CAFs separated from fresh breast cancer biopsies using array comparative genomic hybridization (CGH) and SNP array analysis 17 , although these CAFs were epigenetically distinct from those from normal breast tissue, as demonstrated by subsequent genome-wide DNA methylation studies 18 .The evidence for somatic genetic alterations as important mediators of the CAF phenotype is controversial and conflicting. We hypothesized that the contradictory data may in part be a reflection of inherent technical limitations of the various methodologies used. Therefore, we took advantage of innovative SNP array-based technologies 19 to investigate in detail the genomic integrity of CAFs microdissected from fresh frozen primary human ovarian and breast cancers as well as short-term cultures of primary breast CAFs.We assessed the sensitivity of the Affymetrix 500K SNP array platform to detect copy number and LOH in the context of normal DNA contamination in a mixing experiment using tumor epithelial cell DNA from a microdissected primary ovarian cancer that was mixed with various ratios of matched normal DNA. This tumor harbors a complex copy number profile on chromosome 17, including regions of high level copy number gain and regions of LOH with and without associated copy number loss. As shown in Supplementary Figure 1a online, the single copy number gain was clearly visible at 70% tumor DNA, and the high level gain was still discernible at 25% tumor DNA. LOH w...
We examined the publication records of a cohort of 168 life scientists in the field of ecology and evolutionary biology to assess gender differences in research performance. Clear discrepancies in publication rate between men and women appear very early in their careers and this has consequences for the subsequent citation of their work. We show that a recently proposed index designed to rank scientists fairly is in fact strongly biased against female researchers, and advocate a modified index to assess men and women on a more equitable basis.
Purpose: Ovarian clear cell adenocarcinoma (OCCA) is an uncommon histotype that is generally refractory to platinum-based chemotherapy. We analyze here the most comprehensive gene expression and copy number data sets, to date, to identify potential therapeutic targets of OCCA.Experimental Design: Gene expression and DNA copy number were carried out using primary human OCCA tumor samples, and findings were confirmed by immunohistochemistry on tissue microarrays. Circulating interleukin (IL) 6 levels were measured in serum from patients with OCCA or high-grade serous cancers and related to progression-free and overall survival. Two patients were treated with sunitinib, and their therapeutic responses were measured clinically and by positron emission tomography.Results: We find specific overexpression of the IL6-STAT3-HIF (interleukin 6-signal transducer and activator of transcription 3-hypoxia induced factor) pathway in OCCA tumors compared with high-grade serous cancers. Expression of PTHLH and high levels of circulating IL6 in OCCA patients may explain the frequent occurrence of hypercalcemia of malignancy and thromboembolic events in OCCA. We describe amplification of several receptor tyrosine kinases, most notably MET, suggesting other potential therapeutic targets. We report sustained clinical and functional imaging responses in two OCCA patients with chemotherapy-resistant disease who were treated with sunitinib, thus showing significant parallels with renal clear cell cancer.Conclusions: Our findings highlight important therapeutic targets in OCCA, suggest that more extensive clinical trials with sunitinib in OCCA are warranted, and provide significant impetus to the growing realization that OCCA is molecularly and clinically distinct to other forms of ovarian cancer. Clin Cancer Res; 17(8); 2538-48. Ó2011 AACR.
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