학술논문

AmpliconReconstructor integrates NGS and optical mapping to resolve the complex structures of focal amplifications
Document Type
article
Source
Nature Communications. 11(1)
Subject
Biological Sciences
Biomedical and Clinical Sciences
Bioinformatics and Computational Biology
Genetics
Oncology and Carcinogenesis
Biotechnology
Cancer
Human Genome
Generic health relevance
Cell Line
Tumor
Chromosome Mapping
Cytogenetic Analysis
Gene Amplification
Genome
Human
Genomics
High-Throughput Nucleotide Sequencing
Humans
Neoplasms
Oncogenes
Language
Abstract
Oncogene amplification, a major driver of cancer pathogenicity, is often mediated through focal amplification of genomic segments. Recent results implicate extrachromosomal DNA (ecDNA) as the primary driver of focal copy number amplification (fCNA) - enabling gene amplification, rapid tumor evolution, and the rewiring of regulatory circuitry. Resolving an fCNA's structure is a first step in deciphering the mechanisms of its genesis and the fCNA's subsequent biological consequences. We introduce a computational method, AmpliconReconstructor (AR), for integrating optical mapping (OM) of long DNA fragments (>150 kb) with next-generation sequencing (NGS) to resolve fCNAs at single-nucleotide resolution. AR uses an NGS-derived breakpoint graph alongside OM scaffolds to produce high-fidelity reconstructions. After validating its performance through multiple simulation strategies, AR reconstructed fCNAs in seven cancer cell lines to reveal the complex architecture of ecDNA, a breakage-fusion-bridge and other complex rearrangements. By reconstructing the rearrangement signatures associated with an fCNA's generative mechanism, AR enables a more thorough understanding of the origins of fCNAs.