Changes of bivalent chromatin coincide with increased expression of developmental genes in cancer

被引:75
作者
Bernhart, Stephan H. [1 ,2 ]
Kretzmer, Helene [1 ,2 ]
Holdt, Lesca M. [3 ]
Juehling, Frank [1 ,2 ,4 ,5 ]
Ammerpohl, Ole [6 ,7 ]
Bergmann, Anke K. [6 ,7 ,8 ,9 ]
Northoff, Bernd H. [3 ]
Doose, Gero [1 ,2 ]
Siebert, Reiner [6 ,7 ,10 ,11 ]
Stadler, Peter F. [1 ,2 ,12 ,13 ,14 ,15 ]
Hoffmann, Steve [1 ,2 ,12 ]
机构
[1] Univ Leipzig, Chair Bioinformat, D-04107 Leipzig, Germany
[2] Univ Leipzig, Interdisciplinary Ctr Bioinformat, Transcriptome Bioinformat Grp, D-04107 Leipzig, Germany
[3] Ludwig Maximilians Univ Munchen, Inst Lab Med, D-81377 Munich, Germany
[4] INSERM, Inst Rech Malad Virales & Hepat U1110, F-67000 Strasbourg, France
[5] Univ Strasbourg, F-67000 Strasbourg, France
[6] Univ Kiel, D-24105 Kiel, Germany
[7] Univ Hosp Schleswig Holstein, Inst Human Genet, Campus Kiel, D-24105 Kiel, Germany
[8] Christian Albrechts Univ Kiel, Kiel, Germany
[9] Univ Hosp Schleswig Holstein, Dept Pediat, Campus Kiel, Kiel, Germany
[10] Univ Ulm, Ulm, Germany
[11] Univ Ulm, Inst Human Genet, Med Ctr, D-89081 Ulm, Germany
[12] Univ Leipzig, LIFE Leipzig Res Ctr Civilizat Dis, D-04107 Leipzig, Germany
[13] Univ Vienna, Dept Theoret Chem, A-1090 Vienna, Austria
[14] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
[15] Santa Fe Inst, Santa Fe, NM 87501 USA
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
关键词
RNA-POLYMERASE-II; GENOME-WIDE; DNA HYPERMETHYLATION; METHYLOME ANALYSIS; CELL SIGNATURE; BREAST-CANCER; METHYLATION; BIOMARKERS; HOXB13; MARKS;
D O I
10.1038/srep37393
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Bivalent (poised or paused) chromatin comprises activating and repressing histone modifications at the same location. This combination of epigenetic marks at promoter or enhancer regions keeps genes expressed at low levels but poised for rapid activation. Typically, DNA at bivalent promoters is only lowly methylated in normal cells, but frequently shows elevated methylation levels in cancer samples. Here, we developed a universal classifier built from chromatin data that can identify cancer samples solely from hypermethylation of bivalent chromatin. Tested on over 7,000 DNA methylation data sets from several cancer types, it reaches an AUC of 0.92. Although higher levels of DNA methylation are often associated with transcriptional silencing, counter-intuitive positive statistical dependencies between DNA methylation and expression levels have been recently reported for two cancer types. Here, we re-analyze combined expression and DNA methylation data sets, comprising over 5,000 samples, and demonstrate that the conjunction of hypermethylation of bivalent chromatin and up-regulation of the corresponding genes is a general phenomenon in cancer. This up-regulation affects many developmental genes and transcription factors, including dozens of homeobox genes and other genes implicated in cancer. Thus, we reason that the disturbance of bivalent chromatin may be intimately linked to tumorigenesis.
引用
收藏
页数:18
相关论文
共 71 条
  • [1] Deregulated homeobox gene expression in cancer: Cause or consequence?
    Abate-Shen, C
    [J]. NATURE REVIEWS CANCER, 2002, 2 (10) : 777 - 785
  • [2] BLUEPRINT to decode the epigenetic signature written in blood
    Adams, David
    Altucci, Lucia
    Antonarakis, Stylianos E.
    Ballesteros, Juan
    Beck, Stephan
    Bird, Adrian
    Bock, Christoph
    Boehm, Bernhard
    Campo, Elias
    Caricasole, Andrea
    Dahl, Fredrik
    Dermitzakis, Emmanouil T.
    Enver, Tariq
    Esteller, Manel
    Estivill, Xavier
    Ferguson-Smith, Anne
    Fitzgibbon, Jude
    Flicek, Paul
    Giehl, Claudia
    Graf, Thomas
    Grosveld, Frank
    Guigo, Roderic
    Gut, Ivo
    Helin, Kristian
    Jarvius, Jonas
    Kueppers, Ralf
    Lehrach, Hans
    Lengauer, Thomas
    Lernmark, Ake
    Leslie, David
    Loeffler, Markus
    Macintyre, Elizabeth
    Mai, Antonello
    Martens, Joost H. A.
    Minucci, Saverio
    Ouwehand, Willem H.
    Pelicci, Pier Giuseppe
    Pendeville, Helene
    Porse, Bo
    Rakyan, Vardhman
    Reik, Wolf
    Schrappe, Martin
    Schuebeler, Dirk
    Seifert, Martin
    Siebert, Reiner
    Simmons, David
    Soranzo, Nicole
    Spicuglia, Salvatore
    Stratton, Michael
    Stunnenberg, Hendrik G.
    [J]. NATURE BIOTECHNOLOGY, 2012, 30 (03) : 224 - 226
  • [3] Ballings M., 2013, AUC: Threshold independent performance measures for probabilistic classifiers
  • [4] NCBI GEO: archive for functional genomics data sets-update
    Barrett, Tanya
    Wilhite, Stephen E.
    Ledoux, Pierre
    Evangelista, Carlos
    Kim, Irene F.
    Tomashevsky, Maxim
    Marshall, Kimberly A.
    Phillippy, Katherine H.
    Sherman, Patti M.
    Holko, Michelle
    Yefanov, Andrey
    Lee, Hyeseung
    Zhang, Naigong
    Robertson, Cynthia L.
    Serova, Nadezhda
    Davis, Sean
    Soboleva, Alexandra
    [J]. NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) : D991 - D995
  • [5] Corruption of the Intra-Gene DNA Methylation Architecture Is a Hallmark of Cancer
    Bartlett, Thomas E.
    Zaikin, Alexey
    Olhede, Sofia C.
    West, James
    Teschendorff, Andrew E.
    Widschwendter, Martin
    [J]. PLOS ONE, 2013, 8 (07):
  • [6] A bivalent chromatin structure marks key developmental genes in embryonic stem cells
    Bernstein, BE
    Mikkelsen, TS
    Xie, XH
    Kamal, M
    Huebert, DJ
    Cuff, J
    Fry, B
    Meissner, A
    Wernig, M
    Plath, K
    Jaenisch, R
    Wagschal, A
    Feil, R
    Schreiber, SL
    Lander, ES
    [J]. CELL, 2006, 125 (02) : 315 - 326
  • [7] The landscape of somatic copy-number alteration across human cancers
    Beroukhim, Rameen
    Mermel, Craig H.
    Porter, Dale
    Wei, Guo
    Raychaudhuri, Soumya
    Donovan, Jerry
    Barretina, Jordi
    Boehm, Jesse S.
    Dobson, Jennifer
    Urashima, Mitsuyoshi
    Mc Henry, Kevin T.
    Pinchback, Reid M.
    Ligon, Azra H.
    Cho, Yoon-Jae
    Haery, Leila
    Greulich, Heidi
    Reich, Michael
    Winckler, Wendy
    Lawrence, Michael S.
    Weir, Barbara A.
    Tanaka, Kumiko E.
    Chiang, Derek Y.
    Bass, Adam J.
    Loo, Alice
    Hoffman, Carter
    Prensner, John
    Liefeld, Ted
    Gao, Qing
    Yecies, Derek
    Signoretti, Sabina
    Maher, Elizabeth
    Kaye, Frederic J.
    Sasaki, Hidefumi
    Tepper, Joel E.
    Fletcher, Jonathan A.
    Tabernero, Josep
    Baselga, Jose
    Tsao, Ming-Sound
    Demichelis, Francesca
    Rubin, Mark A.
    Janne, Pasi A.
    Daly, Mark J.
    Nucera, Carmelo
    Levine, Ross L.
    Ebert, Benjamin L.
    Gabriel, Stacey
    Rustgi, Anil K.
    Antonescu, Cristina R.
    Ladanyi, Marc
    Letai, Anthony
    [J]. NATURE, 2010, 463 (7283) : 899 - 905
  • [8] Comparative methylome analysis identifies new tumour subtypes and biomarkers for transformation of nephrogenic rests into Wilms tumour
    Charlton, Jocelyn
    Williams, Richard D.
    Sebire, Neil J.
    Popov, Sergey
    Vujanic, Gordan
    Chagtai, Tasnim
    Alcaide-German, Marisa
    Morris, Tiffany
    Butcher, Lee M.
    Guilhamon, Paul
    Beck, Stephan
    Pritchard-Jones, Kathy
    [J]. GENOME MEDICINE, 2015, 7
  • [9] Comprehensive genomic characterization defines human glioblastoma genes and core pathways
    Chin, L.
    Meyerson, M.
    Aldape, K.
    Bigner, D.
    Mikkelsen, T.
    VandenBerg, S.
    Kahn, A.
    Penny, R.
    Ferguson, M. L.
    Gerhard, D. S.
    Getz, G.
    Brennan, C.
    Taylor, B. S.
    Winckler, W.
    Park, P.
    Ladanyi, M.
    Hoadley, K. A.
    Verhaak, R. G. W.
    Hayes, D. N.
    Spellman, Paul T.
    Absher, D.
    Weir, B. A.
    Ding, L.
    Wheeler, D.
    Lawrence, M. S.
    Cibulskis, K.
    Mardis, E.
    Zhang, Jinghui
    Wilson, R. K.
    Donehower, L.
    Wheeler, D. A.
    Purdom, E.
    Wallis, J.
    Laird, P. W.
    Herman, J. G.
    Schuebel, K. E.
    Weisenberger, D. J.
    Baylin, S. B.
    Schultz, N.
    Yao, Jun
    Wiedemeyer, R.
    Weinstein, J.
    Sander, C.
    Gibbs, R. A.
    Gray, J.
    Kucherlapati, R.
    Lander, E. S.
    Myers, R. M.
    Perou, C. M.
    McLendon, Roger
    [J]. NATURE, 2008, 455 (7216) : 1061 - 1068
  • [10] Histone exchange and histone modifications during transcription and aging
    Das, Chandrima
    Tyler, Jessica K.
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS, 2012, 1819 (3-4): : 332 - 342