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Conpair: concordance and contamination estimator for matched tumor-normal pairs.
Bioinformatics 2016 October 16
MOTIVATION: Sequencing of matched tumor and normal samples is the standard study design for reliable detection of somatic alterations. However, even very low levels of cross-sample contamination significantly impact calling of somatic mutations, because contaminant germline variants can be incorrectly interpreted as somatic. There are currently no sequence-only based methods that reliably estimate contamination levels in tumor samples, which frequently display copy number changes. As a solution, we developed Conpair, a tool for detection of sample swaps and cross-individual contamination in whole-genome and whole-exome tumor-normal sequencing experiments.
RESULTS: On a ladder of in silico contaminated samples, we demonstrated that Conpair reliably measures contamination levels as low as 0.1%, even in presence of copy number changes. We also estimated contamination levels in glioblastoma WGS and WXS tumor-normal datasets from TCGA and showed that they strongly correlate with tumor-normal concordance, as well as with the number of germline variants called as somatic by several widely-used somatic callers.
AVAILABILITY AND IMPLEMENTATION: The method is available at: https://github.com/nygenome/conpair CONTACT: [email protected] or [email protected] information: Supplementary data are available at Bioinformatics online.
RESULTS: On a ladder of in silico contaminated samples, we demonstrated that Conpair reliably measures contamination levels as low as 0.1%, even in presence of copy number changes. We also estimated contamination levels in glioblastoma WGS and WXS tumor-normal datasets from TCGA and showed that they strongly correlate with tumor-normal concordance, as well as with the number of germline variants called as somatic by several widely-used somatic callers.
AVAILABILITY AND IMPLEMENTATION: The method is available at: https://github.com/nygenome/conpair CONTACT: [email protected] or [email protected] information: Supplementary data are available at Bioinformatics online.
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