Genome Biology (Nov 2022)

MEDICC2: whole-genome doubling aware copy-number phylogenies for cancer evolution

  • Tom L. Kaufmann,
  • Marina Petkovic,
  • Thomas B. K. Watkins,
  • Emma C. Colliver,
  • Sofya Laskina,
  • Nisha Thapa,
  • Darlan C. Minussi,
  • Nicholas Navin,
  • Charles Swanton,
  • Peter Van Loo,
  • Kerstin Haase,
  • Maxime Tarabichi,
  • Roland F. Schwarz

DOI
https://doi.org/10.1186/s13059-022-02794-9
Journal volume & issue
Vol. 23, no. 1
pp. 1 – 27

Abstract

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Abstract Aneuploidy, chromosomal instability, somatic copy-number alterations, and whole-genome doubling (WGD) play key roles in cancer evolution and provide information for the complex task of phylogenetic inference. We present MEDICC2, a method for inferring evolutionary trees and WGD using haplotype-specific somatic copy-number alterations from single-cell or bulk data. MEDICC2 eschews simplifications such as the infinite sites assumption, allowing multiple mutations and parallel evolution, and does not treat adjacent loci as independent, allowing overlapping copy-number events. Using simulations and multiple data types from 2780 tumors, we use MEDICC2 to demonstrate accurate inference of phylogenies, clonal and subclonal WGD, and ancestral copy-number states.

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