Literature DB >> 29844525

Copy-number analysis and inference of subclonal populations in cancer genomes using Sclust.

Yupeng Cun1, Tsun-Po Yang1,2, Viktor Achter3, Ulrich Lang3,4, Martin Peifer1,2.   

Abstract

The genomes of cancer cells constantly change during pathogenesis. This evolutionary process can lead to the emergence of drug-resistant mutations in subclonal populations, which can hinder therapeutic intervention in patients. Data derived from massively parallel sequencing can be used to infer these subclonal populations using tumor-specific point mutations. The accurate determination of copy-number changes and tumor impurity is necessary to reliably infer subclonal populations by mutational clustering. This protocol describes how to use Sclust, a copy-number analysis method with a recently developed mutational clustering approach. In a series of simulations and comparisons with alternative methods, we have previously shown that Sclust accurately determines copy-number states and subclonal populations. Performance tests show that the method is computationally efficient, with copy-number analysis and mutational clustering taking <10 min. Sclust is designed such that even non-experts in computational biology or bioinformatics with basic knowledge of the Linux/Unix command-line syntax should be able to carry out analyses of subclonal populations.

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Mesh:

Year:  2018        PMID: 29844525     DOI: 10.1038/nprot.2018.033

Source DB:  PubMed          Journal:  Nat Protoc        ISSN: 1750-2799            Impact factor:   13.491


  27 in total

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Review 2.  Clonal evolution in cancer.

Authors:  Mel Greaves; Carlo C Maley
Journal:  Nature       Date:  2012-01-18       Impact factor: 49.962

3.  Assessing intratumor heterogeneity and tracking longitudinal and spatial clonal evolutionary history by next-generation sequencing.

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Journal:  Cell       Date:  2012-09-14       Impact factor: 41.582

Review 5.  The cancer genome.

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6.  Integrative genome analyses identify key somatic driver mutations of small-cell lung cancer.

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Journal:  Nat Genet       Date:  2012-09-02       Impact factor: 38.330

7.  Inferring clonal evolution of tumors from single nucleotide somatic mutations.

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Review 10.  Cancer evolution: mathematical models and computational inference.

Authors:  Niko Beerenwinkel; Roland F Schwarz; Moritz Gerstung; Florian Markowetz
Journal:  Syst Biol       Date:  2014-10-07       Impact factor: 15.683

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  17 in total

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2.  High subclonal fraction of 17p deletion is associated with poor prognosis in multiple myeloma.

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Review 3.  Computational analysis of cancer genome sequencing data.

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

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6.  Tangent normalization for somatic copy-number inference in cancer genome analysis.

Authors:  Galen F Gao; Coyin Oh; Gordon Saksena; Davy Deng; Lindsay C Westlake; Barbara A Hill; Michael Reich; Steven E Schumacher; Ashton C Berger; Scott L Carter; Andrew D Cherniack; Matthew Meyerson; Barbara Tabak; Rameen Beroukhim; Gad Getz
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7.  Characterizing genetic intra-tumor heterogeneity across 2,658 human cancer genomes.

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Journal:  Cell       Date:  2021-04-07       Impact factor: 41.582

8.  Profiling of hepatocellular carcinoma neoantigens reveals immune microenvironment and clonal evolution related patterns.

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10.  MYC paralog-dependent apoptotic priming orchestrates a spectrum of vulnerabilities in small cell lung cancer.

Authors:  Marcel A Dammert; Johannes Brägelmann; Rachelle R Olsen; Stefanie Böhm; Niloufar Monhasery; Christopher P Whitney; Milind D Chalishazar; Hannah L Tumbrink; Matthew R Guthrie; Sebastian Klein; Abbie S Ireland; Jeremy Ryan; Anna Schmitt; Annika Marx; Luka Ozretić; Roberta Castiglione; Carina Lorenz; Ron D Jachimowicz; Elmar Wolf; Roman K Thomas; John T Poirier; Reinhard Büttner; Triparna Sen; Lauren A Byers; H Christian Reinhardt; Anthony Letai; Trudy G Oliver; Martin L Sos
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