Literature DB >> 34416171

DeCiFering the elusive cancer cell fraction in tumor heterogeneity and evolution.

Gryte Satas1, Simone Zaccaria1, Mohammed El-Kebir2, Benjamin J Raphael3.   

Abstract

The cancer cell fraction (CCF), or proportion of cancerous cells in a tumor containing a single-nucleotide variant (SNV), is a fundamental statistic used to quantify tumor heterogeneity and evolution. Existing CCF estimation methods from bulk DNA sequencing data assume that every cell with an SNV contains the same number of copies of the SNV. This assumption is unrealistic in tumors with copy-number aberrations that alter SNV multiplicities. Furthermore, the CCF does not account for SNV losses due to copy-number aberrations, confounding downstream phylogenetic analyses. We introduce DeCiFer, an algorithm that overcomes these limitations by clustering SNVs using a novel statistic, the descendant cell fraction (DCF). The DCF quantifies both the prevalence of an SNV at the present time and its past evolutionary history using an evolutionary model that allows mutation losses. We show that DeCiFer yields more parsimonious reconstructions of tumor evolution than previously reported for 49 prostate cancer samples.
Copyright © 2021 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  algorithm; cancer cell fraction; cancer genomics; clustering; copy-number aberrations; single-nucleotide variants; tumor heterogeneity

Mesh:

Year:  2021        PMID: 34416171      PMCID: PMC8542635          DOI: 10.1016/j.cels.2021.07.006

Source DB:  PubMed          Journal:  Cell Syst        ISSN: 2405-4712            Impact factor:   11.091


  63 in total

1.  Inferring the Mutational History of a Tumor Using Multi-state Perfect Phylogeny Mixtures.

Authors:  Mohammed El-Kebir; Gryte Satas; Layla Oesper; Benjamin J Raphael
Journal:  Cell Syst       Date:  2016-07       Impact factor: 10.304

2.  Genomic Characterization of Brain Metastases Reveals Branched Evolution and Potential Therapeutic Targets.

Authors:  Priscilla K Brastianos; Scott L Carter; Gad Getz; William C Hahn; Sandro Santagata; Daniel P Cahill; Amaro Taylor-Weiner; Robert T Jones; Eliezer M Van Allen; Michael S Lawrence; Peleg M Horowitz; Kristian Cibulskis; Keith L Ligon; Josep Tabernero; Joan Seoane; Elena Martinez-Saez; William T Curry; Ian F Dunn; Sun Ha Paek; Sung-Hye Park; Aaron McKenna; Aaron Chevalier; Mara Rosenberg; Frederick G Barker; Corey M Gill; Paul Van Hummelen; Aaron R Thorner; Bruce E Johnson; Mai P Hoang; Toni K Choueiri; Sabina Signoretti; Carrie Sougnez; Michael S Rabin; Nancy U Lin; Eric P Winer; Anat Stemmer-Rachamimov; Matthew Meyerson; Levi Garraway; Stacey Gabriel; Eric S Lander; Rameen Beroukhim; Tracy T Batchelor; Jose Baselga; David N Louis
Journal:  Cancer Discov       Date:  2015-09-26       Impact factor: 39.397

3.  Reconstruction of clonal trees and tumor composition from multi-sample sequencing data.

Authors:  Mohammed El-Kebir; Layla Oesper; Hannah Acheson-Field; Benjamin J Raphael
Journal:  Bioinformatics       Date:  2015-06-15       Impact factor: 6.937

4.  Pan-cancer patterns of somatic copy number alteration.

Authors:  Travis I Zack; Stephen E Schumacher; Scott L Carter; Andre D Cherniack; Gordon Saksena; Barbara Tabak; Michael S Lawrence; Cheng-Zhong Zhsng; Jeremiah Wala; Craig H Mermel; Carrie Sougnez; Stacey B Gabriel; Bryan Hernandez; Hui Shen; Peter W Laird; Gad Getz; Matthew Meyerson; Rameen Beroukhim
Journal:  Nat Genet       Date:  2013-10       Impact factor: 38.330

5.  The evolutionary history of 2,658 cancers.

Authors:  Moritz Gerstung; Clemency Jolly; Ignaty Leshchiner; Stefan C Dentro; Santiago Gonzalez; Daniel Rosebrock; Thomas J Mitchell; Yulia Rubanova; Pavana Anur; Kaixian Yu; Maxime Tarabichi; Amit Deshwar; Jeff Wintersinger; Kortine Kleinheinz; Ignacio Vázquez-García; Kerstin Haase; Lara Jerman; Subhajit Sengupta; Geoff Macintyre; Salem Malikic; Nilgun Donmez; Dimitri G Livitz; Marek Cmero; Jonas Demeulemeester; Steven Schumacher; Yu Fan; Xiaotong Yao; Juhee Lee; Matthias Schlesner; Paul C Boutros; David D Bowtell; Hongtu Zhu; Gad Getz; Marcin Imielinski; Rameen Beroukhim; S Cenk Sahinalp; Yuan Ji; Martin Peifer; Florian Markowetz; Ville Mustonen; Ke Yuan; Wenyi Wang; Quaid D Morris; Paul T Spellman; David C Wedge; Peter Van Loo
Journal:  Nature       Date:  2020-02-06       Impact factor: 49.962

6.  Reconstructing evolutionary trajectories of mutation signature activities in cancer using TrackSig.

Authors:  Yulia Rubanova; Ruian Shi; Caitlin F Harrigan; Roujia Li; Jeff Wintersinger; Nil Sahin; Amit Deshwar; Quaid Morris
Journal:  Nat Commun       Date:  2020-02-05       Impact factor: 14.919

7.  Punctuated copy number evolution and clonal stasis in triple-negative breast cancer.

Authors:  Ruli Gao; Alexander Davis; Thomas O McDonald; Emi Sei; Xiuqing Shi; Yong Wang; Pei-Ching Tsai; Anna Casasent; Jill Waters; Hong Zhang; Funda Meric-Bernstam; Franziska Michor; Nicholas E Navin
Journal:  Nat Genet       Date:  2016-08-15       Impact factor: 38.330

8.  Tumor phylogeny inference using tree-constrained importance sampling.

Authors:  Gryte Satas; Benjamin J Raphael
Journal:  Bioinformatics       Date:  2017-07-15       Impact factor: 6.937

9.  MIPUP: minimum perfect unmixed phylogenies for multi-sampled tumors via branchings and ILP.

Authors:  Edin Husić; Xinyue Li; Ademir Hujdurović; Miika Mehine; Romeo Rizzi; Veli Mäkinen; Martin Milanič; Alexandru I Tomescu
Journal:  Bioinformatics       Date:  2019-03-01       Impact factor: 6.937

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  2 in total

1.  Exploring Current Challenges and Perspectives for Automatic Reconstruction of Clonal Evolution.

Authors:  Sarah Sandmann; Silja Richter; Xiaoyi Jiang; Julian Varghese
Journal:  Cancer Genomics Proteomics       Date:  2022 Mar-Apr       Impact factor: 4.069

Review 2.  Cutting-Edge AI Technologies Meet Precision Medicine to Improve Cancer Care.

Authors:  Peng-Chan Lin; Yi-Shan Tsai; Yu-Min Yeh; Meng-Ru Shen
Journal:  Biomolecules       Date:  2022-08-17
  2 in total

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