Nov 26, 2014

SubClonal Hierarchy Inference from Somatic Mutations: automatic reconstruction of cancer evolutionary trees from multi-region next generation sequencing

BioRxiv : the Preprint Server for Biology
Noushin NiknafsRachel Karchin

Abstract

Recent improvements in deep next-generation sequencing of tumor samples and the ability to identify somatic mutations at low allelic fractions have opened the way for new approaches to model the evolution of individual cancers. The power and utility of these models is increased when tumor samples from multiple sites are sequenced. Temporal ordering of the samples may provide insight into the etiology of both primary and metastatic lesions and rationalizations for tumor recurrence and therapeutic failures. Additional insights may be provided by temporal ordering of evolving subclones – cellular subpopulations with unique mutational profiles. Current methods for subclone hierarchy inference tightly couple the problem of temporal ordering with that of estimating the fraction of cancer cells harboring each mutation. Here, we present a new framework that includes a rigorous statistical hypothesis test and a collection of tools that make it possible to decouple these problems, which we believe will enable substantial progress in the field of subclone hierarchy inference. The methods presented here can be flexibly combined with methods developed by others addressing either of these problems. We provide tools to interpret hypothesis te...Continue Reading

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Mentioned in this Paper

Genetic Programming
Trees (plant)
Somatic Mutation
Reconstructive Surgical Procedures
Murine
Neoplasms
Nucleic Acid Sequencing
Recurrent Tumor
Small Cell Carcinoma of Lung
Statistical Test

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