bioRxivBioinformaticsPreprint
AmpliconSuite: an end-to-end workflow for analyzing focal amplifications in cancer genomes
Jens LuebeckiD, Edwin HuangiD, Forrest KimiD, Ted LiefeldiD, Bhargavi DameracharlaiD, Rohil AhujaiD, Daniel SchreyeriD, Gino PrasadiD, Michał AdamaszekiD, Rishaan KenkreiD, Tushar Agashe, Devika Torvi, Thorin T. TaboriD, Mădălina GiurgiuiD, So Yeon KimiD, Hoon KimiD, Peter J. BaileyiD, Roel G.W. VerhaakiD, Viraj DeshpandeiD, Michael M. ReichiD, Paul S. MischeliD, Jill P. MesiroviD, Vineet BafnaiD
Abstract
Focal amplifications in the cancer genome, particularly extrachromosomal DNA (ecDNA) amplifications, are emerging as a pivotal event in cancer progression across diverse cancer contexts, presenting a paradigm shift in our understanding of tumor dynamics. Simultaneously, identification of the various modes of focal amplifications is bioinformatically challenging. We present AmpliconSuite, a collection of tools that enables robust identification of focal amplifications from whole-genome sequencing data. AmpliconSuite includes AmpliconSuite- pipeline; utilizing the AmpliconArchitect (AA) method, and AmpliconRepository.org; a community- editable website for the sharing of focal amplification calls. We also describe improvements made to AA since its initial release that improve its accuracy and speed. As a proof of principle, we utilized publicly available pan-cancer datasets encompassing 2,525 tumor samples hosted on AmpliconRepository.org to illustrate important properties of focal amplifications, showing ecDNA has higher copy number, and stronger oncogene enrichment, compared to other classes of focal amplifications. Finally, we illustrate how AmpliconSuite-pipeline enables delineation of the various mechanisms by which ecDNA forms.
- assay: whole-genome sequencing
- research focus: variant calling
- research focus: benchmarking
- research focus: database / resource
- approach: statistical model
- approach: experimental assay
- Citations
- 30
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