Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array

被引:106
作者
Naeem, Haroon [1 ,7 ]
Wong, Nicholas C. [2 ]
Chatterton, Zac [2 ]
Hong, Matthew K. H. [3 ,4 ]
Pedersen, John S. [5 ,6 ]
Corcoran, Niall M. [3 ,4 ]
Hovens, Christopher M. [3 ,4 ]
Macintyre, Geoff [1 ,7 ]
机构
[1] Univ Melbourne, Dept Elect & Elect Engn, NICTA Victoria Res Lab, Parkville, Vic 3010, Australia
[2] Univ Melbourne, Dept Paediat, Royal Childrens Hosp, Murdoch Childrens Res Inst, Melbourne, Vic, Australia
[3] Australian Prostate Canc Res Ctr Epworth, Richmond, Australia
[4] Univ Melbourne, Dept Surg, Royal Melbourne Hosp, Div Urol, Parkville, Vic 3052, Australia
[5] TissuPath Specialist Pathol, Mt Waverley, Vic 3149, Australia
[6] Monash Univ, Fac Med Nursing & Hlth Sci, Clayton, Vic 3800, Australia
[7] Univ Melbourne, Dept Comp & Informat Syst, Melbourne Sch Engn, Melbourne, Vic 3010, Australia
基金
澳大利亚国家健康与医学研究理事会; 澳大利亚研究理事会; 英国医学研究理事会;
关键词
HumanMethylation450K BeadChip; SNPs; INDELS; Repetitive regions of DNA; SNP arrays; HM450K bead array; Epigenome-wide association studies; EWAS; Cancer; Epigenetics; DNA METHYLATION; CYTOSINE METHYLATION; PROSTATE-CANCER; CPG; PROBES; SITES; MICROARRAY; PROFILES; RECEPTOR; DATABASE;
D O I
10.1186/1471-2164-15-51
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 [微生物学]; 090105 [作物生产系统与生态工程];
摘要
Background: The Illumina HumanMethylation450 BeadChip (HM450K) measures the DNA methylation of 485,512 CpGs in the human genome. The technology relies on hybridization of genomic fragments to probes on the chip. However, certain genomic factors may compromise the ability to measure methylation using the array such as single nucleotide polymorphisms (SNPs), small insertions and deletions (INDELs), repetitive DNA, and regions with reduced genomic complexity. Currently, there is no clear method or pipeline for determining which of the probes on the HM450K bead array should be retained for subsequent analysis in light of these issues. Results: We comprehensively assessed the effects of SNPs, INDELs, repeats and bisulfite induced reduced genomic complexity by comparing HM450K bead array results with whole genome bisulfite sequencing. We determined which CpG probes provided accurate or noisy signals. From this, we derived a set of high-quality probes that provide unadulterated measurements of DNA methylation. Conclusions: Our method significantly reduces the risk of false discoveries when using the HM450K bead array, while maximising the power of the array to detect methylation status genome-wide. Additionally, we demonstrate the utility of our method through extraction of biologically relevant epigenetic changes in prostate cancer.
引用
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页数:15
相关论文
共 57 条
[1]
Efficacy of primary hormone therapy for localized or locally advanced prostate cancer: results of a 10-year follow-up [J].
Akaza, Hideyuki ;
Homma, Yukio ;
Usami, Michiyuki ;
Hirao, Yoshihiko ;
Tsushima, Tomoyasu ;
Okada, Kiyoki ;
Yokoyama, Masao ;
Ohashi, Yasuo ;
Aso, Yoshio .
BJU INTERNATIONAL, 2006, 98 (03) :573-579
[2]
Sequence Polymorphisms Cause Many False cis eQTLs [J].
Alberts, Rudi ;
Terpstra, Peter ;
Li, Yang ;
Breitling, Rainer ;
Nap, Jan-Peter ;
Jansen, Ritsert C. .
PLOS ONE, 2007, 2 (07)
[3]
A map of human genome variation from population-scale sequencing [J].
Altshuler, David ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Collins, Francis S. ;
De la Vega, Francisco M. ;
Donnelly, Peter ;
Egholm, Michael ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Knoppers, Bartha M. ;
Lander, Eric S. ;
Lehrach, Hans ;
Mardis, Elaine R. ;
McVean, Gil A. ;
Nickerson, DebbieA. ;
Peltonen, Leena ;
Schafer, Alan J. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Deiros, David ;
Metzker, Mike ;
Muzny, Donna ;
Reid, Jeff ;
Wheeler, David ;
Wang, Jun ;
Li, Jingxiang ;
Jian, Min ;
Li, Guoqing ;
Li, Ruiqiang ;
Liang, Huiqing ;
Tian, Geng ;
Wang, Bo ;
Wang, Jian ;
Wang, Wei ;
Yang, Huanming ;
Zhang, Xiuqing ;
Zheng, Huisong ;
Lander, Eric S. ;
Altshuler, David L. ;
Ambrogio, Lauren ;
Bloom, Toby ;
Cibulskis, Kristian ;
Fennell, Tim J. ;
Gabriel, Stacey B. .
NATURE, 2010, 467 (7319) :1061-1073
[4]
DNA Methylation Alterations Exhibit Intraindividual Stability and Interindividual Heterogeneity in Prostate Cancer Metastases [J].
Aryee, Martin J. ;
Liu, Wennuan ;
Engelmann, Julia C. ;
Nuhn, Philipp ;
Gurel, Meltem ;
Haffner, Michael C. ;
Esopi, David ;
Irizarry, Rafael A. ;
Getzenberg, Robert H. ;
Nelson, William G. ;
Luo, Jun ;
Xu, Jianfeng ;
Isaacs, William B. ;
Bova, G. Steven ;
Yegnasubramanian, Srinivasan .
SCIENCE TRANSLATIONAL MEDICINE, 2013, 5 (169)
[5]
Balk Steven P, 2008, Nucl Recept Signal, V6, pe001, DOI 10.1621/nrs.06001
[6]
DNA hypermethylation in tumorigenesis - epigenetics joins genetics [J].
Baylin, SB ;
Herman, JG .
TRENDS IN GENETICS, 2000, 16 (04) :168-174
[7]
CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[8]
Guthrie card methylomics identifies temporally stable epialleles that are present at birth in humans [J].
Beyan, Huriya ;
Down, Thomas A. ;
Ramagopalan, Sreeram V. ;
Uvebrant, Kristina ;
Nilsson, Anita ;
Holland, Michelle L. ;
Gemma, Carolina ;
Giovannoni, Gavin ;
Boehm, Bernhard O. ;
Ebers, George C. ;
Lernmark, Ake ;
Cilio, Corrado M. ;
Leslie, R. David ;
Rakyan, Vardhman K. .
GENOME RESEARCH, 2012, 22 (11) :2138-2145
[9]
High density DNA methylation array with single CpG site resolution [J].
Bibikova, Marina ;
Barnes, Bret ;
Tsan, Chan ;
Ho, Vincent ;
Klotzle, Brandy ;
Le, Jennie M. ;
Delano, David ;
Zhang, Lu ;
Schroth, Gary P. ;
Gunderson, Kevin L. ;
Fan, Jian-Bing ;
Shen, Richard .
GENOMICS, 2011, 98 (04) :288-295
[10]
Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot project [J].
Birney, Ewan ;
Stamatoyannopoulos, John A. ;
Dutta, Anindya ;
Guigo, Roderic ;
Gingeras, Thomas R. ;
Margulies, Elliott H. ;
Weng, Zhiping ;
Snyder, Michael ;
Dermitzakis, Emmanouil T. ;
Stamatoyannopoulos, John A. ;
Thurman, Robert E. ;
Kuehn, Michael S. ;
Taylor, Christopher M. ;
Neph, Shane ;
Koch, Christoph M. ;
Asthana, Saurabh ;
Malhotra, Ankit ;
Adzhubei, Ivan ;
Greenbaum, Jason A. ;
Andrews, Robert M. ;
Flicek, Paul ;
Boyle, Patrick J. ;
Cao, Hua ;
Carter, Nigel P. ;
Clelland, Gayle K. ;
Davis, Sean ;
Day, Nathan ;
Dhami, Pawandeep ;
Dillon, Shane C. ;
Dorschner, Michael O. ;
Fiegler, Heike ;
Giresi, Paul G. ;
Goldy, Jeff ;
Hawrylycz, Michael ;
Haydock, Andrew ;
Humbert, Richard ;
James, Keith D. ;
Johnson, Brett E. ;
Johnson, Ericka M. ;
Frum, Tristan T. ;
Rosenzweig, Elizabeth R. ;
Karnani, Neerja ;
Lee, Kirsten ;
Lefebvre, Gregory C. ;
Navas, Patrick A. ;
Neri, Fidencio ;
Parker, Stephen C. J. ;
Sabo, Peter J. ;
Sandstrom, Richard ;
Shafer, Anthony .
NATURE, 2007, 447 (7146) :799-816