Literature DB >> 25103624

MethylPurify: tumor purity deconvolution and differential methylation detection from single tumor DNA methylomes.

Xiaoqi Zheng, Qian Zhao, Hua-Jun Wu, Wei Li, Haiyun Wang, Clifford A Meyer, Qian Alvin Qin, Han Xu, Chongzhi Zang, Peng Jiang, Fuqiang Li, Yong Hou, Jianxing He, Jun Wang, Jun Wang, Peng Zhang, Yong Zhang, Xiaole Shirley Liu.   

Abstract

We propose a statistical algorithm MethylPurify that uses regions with bisulfite reads showing discordant methylation levels to infer tumor purity from tumor samples alone. MethylPurify can identify differentially methylated regions (DMRs) from individual tumor methylome samples, without genomic variation information or prior knowledge from other datasets. In simulations with mixed bisulfite reads from cancer and normal cell lines, MethylPurify correctly inferred tumor purity and identified over 96% of the DMRs. From patient data, MethylPurify gave satisfactory DMR calls from tumor methylome samples alone, and revealed potential missed DMRs by tumor to normal comparison due to tumor heterogeneity.

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Year:  2014        PMID: 25103624      PMCID: PMC4165374          DOI: 10.1186/s13059-014-0419-x

Source DB:  PubMed          Journal:  Genome Biol        ISSN: 1474-7596            Impact factor:   13.583


  54 in total

1.  Chromosomal instability and tumors promoted by DNA hypomethylation.

Authors:  Amir Eden; François Gaudet; Alpana Waghmare; Rudolf Jaenisch
Journal:  Science       Date:  2003-04-18       Impact factor: 47.728

Review 2.  DNA methylation and human disease.

Authors:  Keith D Robertson
Journal:  Nat Rev Genet       Date:  2005-08       Impact factor: 53.242

3.  Comprehensive high-throughput arrays for relative methylation (CHARM).

Authors:  Rafael A Irizarry; Christine Ladd-Acosta; Benilton Carvalho; Hao Wu; Sheri A Brandenburg; Jeffrey A Jeddeloh; Bo Wen; Andrew P Feinberg
Journal:  Genome Res       Date:  2008-03-03       Impact factor: 9.043

4.  Global DNA hypomethylation coupled to repressive chromatin domain formation and gene silencing in breast cancer.

Authors:  Gary C Hon; R David Hawkins; Otavia L Caballero; Christine Lo; Ryan Lister; Mattia Pelizzola; Armand Valsesia; Zhen Ye; Samantha Kuan; Lee E Edsall; Anamaria Aranha Camargo; Brian J Stevenson; Joseph R Ecker; Vineet Bafna; Robert L Strausberg; Andrew J Simpson; Bing Ren
Journal:  Genome Res       Date:  2011-12-07       Impact factor: 9.043

Review 5.  Aberrant DNA methylation as a cancer-inducing mechanism.

Authors:  Manel Esteller
Journal:  Annu Rev Pharmacol Toxicol       Date:  2005       Impact factor: 13.820

6.  Heterogeneity in cancer: cancer stem cells versus clonal evolution.

Authors:  Mark Shackleton; Elsa Quintana; Eric R Fearon; Sean J Morrison
Journal:  Cell       Date:  2009-09-04       Impact factor: 41.582

Review 7.  The methylome: approaches for global DNA methylation profiling.

Authors:  Stephan Beck; Vardhman K Rakyan
Journal:  Trends Genet       Date:  2008-03-05       Impact factor: 11.639

8.  Genome-scale DNA methylation mapping of clinical samples at single-nucleotide resolution.

Authors:  Hongcang Gu; Christoph Bock; Tarjei S Mikkelsen; Natalie Jäger; Zachary D Smith; Eleni Tomazou; Andreas Gnirke; Eric S Lander; Alexander Meissner
Journal:  Nat Methods       Date:  2010-01-10       Impact factor: 28.547

9.  DNA hypomethylation within specific transposable element families associates with tissue-specific enhancer landscape.

Authors:  Mingchao Xie; Chibo Hong; Bo Zhang; Rebecca F Lowdon; Xiaoyun Xing; Daofeng Li; Xin Zhou; Hyung Joo Lee; Cecile L Maire; Keith L Ligon; Philippe Gascard; Mahvash Sigaroudinia; Thea D Tlsty; Theresa Kadlecek; Arthur Weiss; Henriette O'Geen; Peggy J Farnham; Pamela A F Madden; Andrew J Mungall; Angela Tam; Baljit Kamoh; Stephanie Cho; Richard Moore; Martin Hirst; Marco A Marra; Joseph F Costello; Ting Wang
Journal:  Nat Genet       Date:  2013-05-26       Impact factor: 38.330

10.  DNA methylation profiling of human chromosomes 6, 20 and 22.

Authors:  Florian Eckhardt; Joern Lewin; Rene Cortese; Vardhman K Rakyan; John Attwood; Matthias Burger; John Burton; Tony V Cox; Rob Davies; Thomas A Down; Carolina Haefliger; Roger Horton; Kevin Howe; David K Jackson; Jan Kunde; Christoph Koenig; Jennifer Liddle; David Niblett; Thomas Otto; Roger Pettett; Stefanie Seemann; Christian Thompson; Tony West; Jane Rogers; Alex Olek; Kurt Berlin; Stephan Beck
Journal:  Nat Genet       Date:  2006-10-29       Impact factor: 38.330

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  37 in total

Review 1.  Applications of Immunogenomics to Cancer.

Authors:  X Shirley Liu; Elaine R Mardis
Journal:  Cell       Date:  2017-02-09       Impact factor: 41.582

2.  Detection of differentially methylated regions from whole-genome bisulfite sequencing data without replicates.

Authors:  Hao Wu; Tianlei Xu; Hao Feng; Li Chen; Ben Li; Bing Yao; Zhaohui Qin; Peng Jin; Karen N Conneely
Journal:  Nucleic Acids Res       Date:  2015-07-15       Impact factor: 16.971

3.  methylFlow: cell-specific methylation pattern reconstruction from high-throughput bisulfite-converted DNA sequencing.

Authors:  Faezeh Dorri; Lee Mendelowitz; Héctor Corrada Bravo
Journal:  Bioinformatics       Date:  2016-06-01       Impact factor: 6.937

4.  Statistical Methods in Integrative Genomics.

Authors:  Sylvia Richardson; George C Tseng; Wei Sun
Journal:  Annu Rev Stat Appl       Date:  2016-04-18       Impact factor: 5.810

5.  Epigenomic Deconvolution of Breast Tumors Reveals Metabolic Coupling between Constituent Cell Types.

Authors:  Vitor Onuchic; Ryan J Hartmaier; David N Boone; Michael L Samuels; Ronak Y Patel; Wendy M White; Vesna D Garovic; Steffi Oesterreich; Matt E Roth; Adrian V Lee; Aleksandar Milosavljevic
Journal:  Cell Rep       Date:  2016-11-15       Impact factor: 9.423

6.  Purity estimation from differentially methylated sites using Illumina Infinium methylation microarray data.

Authors:  Riasat Azim; Shulin Wang; Su Zhou; Xing Zhong
Journal:  Cell Cycle       Date:  2020-07-05       Impact factor: 4.534

7.  Tumor purity quantification by clonal DNA methylation signatures.

Authors:  Matteo Benelli; Dario Romagnoli; Francesca Demichelis
Journal:  Bioinformatics       Date:  2018-05-15       Impact factor: 6.937

8.  CancerDetector: ultrasensitive and non-invasive cancer detection at the resolution of individual reads using cell-free DNA methylation sequencing data.

Authors:  Wenyuan Li; Qingjiao Li; Shuli Kang; Mary Same; Yonggang Zhou; Carol Sun; Chun-Chi Liu; Lea Matsuoka; Linda Sher; Wing Hung Wong; Frank Alber; Xianghong Jasmine Zhou
Journal:  Nucleic Acids Res       Date:  2018-09-06       Impact factor: 16.971

Review 9.  Statistical and integrative system-level analysis of DNA methylation data.

Authors:  Andrew E Teschendorff; Caroline L Relton
Journal:  Nat Rev Genet       Date:  2017-11-13       Impact factor: 53.242

10.  Accounting for tumor purity improves cancer subtype classification from DNA methylation data.

Authors:  Weiwei Zhang; Hao Feng; Hao Wu; Xiaoqi Zheng
Journal:  Bioinformatics       Date:  2017-09-01       Impact factor: 6.937

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