A comprehensive analysis of 195 DNA methylomes reveals shared and cell-specific features of partially methylated domains
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Abstract
BACKGROUND: Partially methylated domains are extended regions in the genome exhibiting a reduced average DNA methylation level. They cover gene-poor and transcriptionally inactive regions and tend to be heterochromatic. We present a comprehensive comparative analysis of partially methylated domains in human and mouse cells, to identify structural and functional features associated with them. RESULTS: Partially methylated domains are present in up to 75% of the genome in human and mouse cells irrespective of their tissue or cell origin. Each cell type has a distinct set of partially methylated domains, and genes expressed in such domains show a strong cell type effect. The methylation level varies between cell types with a more pronounced effect in differentiating and replicating cells. The lowest level of methylation is observed in highly proliferating and immortal cancer cell lines. A decrease of DNA methylation within partially methylated domains tends to be linked to an increase in heterochromatic histone marks and a decrease of gene expression. Characteristic combinations of heterochromatic signatures in partially methylated domains are linked to domains of early and middle S-phase and late S-G2 phases of DNA replication. CONCLUSIONS: Partially methylated domains are prominent signatures of long-range epigenomic organization. Integrative analysis identifies them as important general, lineage- and cell type-specific topological features. Changes in partially methylated domains are hallmarks of cell differentiation, with decreased methylation levels and increased heterochromatic marks being linked to enhanced cell proliferation. In combination with broad histone marks, partially methylated domains demarcate distinct domains of late DNA replication.
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Integrative analysis of 111 reference human epigenomes
Roadmap Epigenomics Consortium, Kundaje, A., Meuleman, W., Ernst, J., Bilenky, M., Yen, A., Heravi-Moussavi, A., Kheradpour, P., Zhang, Z., Wang, J., et al. (2015) · Nature · doi:10.1038/nature14248 · Cited by 6,368 · see citing works
GREAT improves functional interpretation of cis-regulatory regions
McLean, C. Y., Bristor, D., Hiller, M., Clarke, S. L., Schaar, B. T., Lowe, C. B., Wenger, A. M., & Bejerano, G. (2010) · Nature Biotechnology · doi:10.1038/nbt.1630 · Cited by 4,502 · see citing works
Genome-scale DNA methylation maps of pluripotent and differentiated cells
Meissner, A., Mikkelsen, T. S., Gu, H., Wernig, M., Hanna, J., Sivachenko, A., Zhang, X., Bernstein, B. E., Nusbaum, C., Jaffe, D. B., et al. (2008) · Nature · doi:10.1038/nature07107 · Cited by 2,536 · see citing works
Charting a dynamic DNA methylation landscape of the human genome
Ziller, M. J., Gu, H., Müller, F., Donaghey, J., Tsai, L. T.-Y., Kohlbacher, O., De Jager, P. L., Rosen, E. D., Bennett, D. A., Bernstein, B. E., et al. (2013) · Nature · doi:10.1038/nature12433 · Cited by 1,357 · see citing works
Self-citationDNA methylation loss in late-replicating domains is linked to mitotic cell division
Zhou, W., Dinh, H. Q., Ramjan, Z., Weisenberger, D. J., Nicolet, C. M., Shen, H., Laird, P. W., & Berman, B. P. (2018) · Nature Genetics · doi:10.1038/s41588-018-0073-4 · Cited by 405 · see citing works
Dynamic and static maintenance of epigenetic memory in pluripotent and somatic cells
Shipony, Z., Mukamel, Z., Cohen, N. M., Landan, G., Chomsky, E., Zeliger, S. R., Fried, Y. C., Ainbinder, E., Friedman, N., & Tanay, A. (2014) · Nature · doi:10.1038/nature13458 · Cited by 159 · see citing works
Flagged first, then by citations
Research works printed but not linked: 43
- [2]Irizarry RA Ladd-Acosta C Wen B Wu Z Montano C Onyango P Cui H Gabo K Rongione M Webster M The human colon cancer methylome shows similar hypo-and hypermethylation at conserved tissue-specific CPG island shores Nat Genet 2009 41 2 178 86 10.1038/ng.298 19151715 PMC2729128 · DOI · Paper page
- [3]Burger L Gaidatzis D Schübeler D Stadler MB Identification of active regulatory regions from DNA methylation data Nucleic Acids Res 2013 41 16 e155 10.1093/nar/gkt599 23828043 PMC3763559 · DOI
- [4]Lister R Pelizzola M Dowen RH Hawkins RD Hon G Tonti-Filippini J Nery JR Lee L Ye Z Ngo QM Human dna methylomes at base resolution show widespread epigenomic differences Nature 2009 462 7271 315 22 10.1038/nature08514 19829295 PMC2857523 · DOI · Paper page
- [5]Hon GC Hawkins RD Caballero OL Lo C Lister R Pelizzola M Valsesia A Ye Z Kuan S Edsall LE Global DNA hypomethylation coupled to repressive chromatin domain formation and gene silencing in breast cancer Genome Res 2012 22 2 246 58 10.1101/gr.125872.111 22156296 PMC3266032 · DOI · Paper page
- [6]Hovestadt V Jones DT Picelli S Wang W Kool M Northcott PA Sultan M Stachurski K Ryzhova M Warnatz HJ Decoding the regulatory landscape of medulloblastoma using DNA methylation sequencing Nature 2014 510 7506 537 41 10.1038/nature13268 24847876 · DOI
- [7]Lister R Pelizzola M Kida YS Hawkins RD Nery JR Hon G Antosiewicz-Bourget J O’Malley R Castanon R Klugman S Hotspots of aberrant epigenomic reprogramming in human induced pluripotent stem cells Nature 2011 471 7336 68 73 10.1038/nature09798 21289626 PMC3100360 · DOI
- [8]Schroeder DI Lott P Korf I LaSalle JM Large-scale methylation domains mark a functional subset of neuronally expressed genes Genome Res 2011 21 10 1583 91 10.1101/gr.119131.110 21784875 PMC3202276 · DOI
- [9]Hansen KD Timp W Bravo HC Sabunciyan S Langmead B McDonald OG Wen B Wu H Liu Y Diep D Increased methylation variation in epigenetic domains across cancer types Nat Genet 2011 43 8 768 75 10.1038/ng.865 21706001 PMC3145050 · DOI
- [10]Berman BP Weisenberger DJ Aman JF Hinoue T Ramjan Z Liu Y Noushmehr H Lange CP van Dijk CM Tollenaar RA Regions of focal DNA hypermethylation and long-range hypomethylation in colorectal cancer coincide with nuclear lamina-associated domains Nat Genet 2012 44 1 40 6 10.1038/ng.969 PMC4309644 22120008 · DOI · Paper page
- [11]Timp W Bravo HC McDonald OG Goggins M Umbricht C Zeiger M Feinberg AP Irizarry RA Large hypomethylated blocks as a universal defining epigenetic alteration in human solid tumors Genome Med 2014 6 8 61 10.1186/s13073-014-0061-y 25191524 PMC4154522 · DOI
- [12]Schroeder DI Blair JD Lott P Yu HOK Hong D Crary F Ashwood P Walker C Korf I Robinson WP The human placenta methylome Proc Natl Acad Sci 2013 110 15 6037 42 10.1073/pnas.1215145110 23530188 PMC3625261 · DOI
- [13]Durek P Nordström K Gasparoni G Salhab A Kressler C De Almeida M Bassler K Ulas T Schmidt F Xiong J Epigenomic profiling of human CD4+ T cells supports a linear differentiation model and highlights molecular regulators of memory development Immunity 2016 45 5 1148 61 10.1016/j.immuni.2016.10.022 27851915 · DOI
- [14]Stadler MB Murr R Burger L Ivanek R Lienert F Scholer A van Nimwegen E Wirbelauer C Oakeley EJ Gaidatzis D DNA-binding factors shape the mouse methylome at distal regulatory regions Nature 2011 480 7378 490 5 22170606
- [15]Ernst J Kellis M ChromHMM: automating chromatin-state discovery and characterization Nat Methods 2012 9 3 215 6 10.1038/nmeth.1906 22373907 PMC3577932 · DOI
- [16]Huang DW Sherman BT Lempicki RA Systematic and integrative analysis of large gene lists using david bioinformatics resources Nat Protoc 2009 4 1 44 57 10.1038/nprot.2008.211 19131956 · DOI · Paper page
- [17]Huang DW Sherman BT Lempicki RA Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists Nucleic Acids Res 2009 37 1 1 13 10.1093/nar/gkn923 19033363 PMC2615629 · DOI · Paper page
- [19]Aran D Toperoff G Rosenberg M Hellman A Replication timing-related and gene body-specific methylation of active human genes Hum Mol Genet 2011 20 4 670 80 10.1093/hmg/ddq513 21112978 · DOI · Paper page
- [20]Consortium EP An integrated encyclopedia of dna elements in the human genome Nature 2012 489 7414 57 74 10.1038/nature11247 22955616 PMC3439153 · DOI · Paper page
- [21]Sloan CA Chan ET Davidson JM Malladi VS Strattan JS Hitz BC Gabdank I Narayanan AK Ho M Lee BT Encode data at the encode portal Nucleic Acids Res 2016 44 D1 726 32 10.1093/nar/gkv1160 PMC4702836 26527727 · DOI
- [22]Leung D Jung I Rajagopal N Schmitt A Selvaraj S Lee AY Yen CA Lin S Lin Y Qiu Y Integrative analysis of haplotype-resolved epigenomes across human tissues Nature 2015 518 7539 350 4 10.1038/nature14217 25693566 PMC4449149 · DOI
- [23]Ramirez F, Bhardwaj V, Villaveces J, Arrigoni L, Gruening BA, Lam KC, Habermann B, Akhtar A, Manke T. High-resolution tads reveal DNA sequences underlying genome organization in flies. bioRxiv. 2017;115063. PMC5768762 29335486
- [24]Taberlay PC Achinger-Kawecka J Lun AT Buske FA Sabir K Gould CM Zotenko E Bert SA Giles KA Bauer DC Three-dimensional disorganization of the cancer genome occurs coincident with long-range genetic and epigenetic alterations Genome Res 2016 26 6 719 31 10.1101/gr.201517.115 27053337 PMC4889976 · DOI
- [26]Lin IH Chen DT Chang YF Lee YL Su CH Cheng C Tsai YC Ng SC Chen HT Lee MC Hierarchical clustering of breast cancer methylomes revealed differentially methylated and expressed breast cancer genes PloS ONE 2015 10 2 0118453 PMC4338251 25706888
- [27]Saksouk N Simboeck E Déjardin J Constitutive heterochromatin formation and transcription in mammals Epigenetics Chromatin 2015 8 1 3 10.1186/1756-8935-8-3 25788984 PMC4363358 · DOI
- [28]von Meyenn F Iurlaro M Habibi E Liu NQ Salehzadeh-Yazdi A Santos F Petrini E Milagre I Yu M Xie Z Impairment of dna methylation maintenance is the main cause of global demethylation in naive embryonic stem cells Mol Cell 2016 62 6 848 61 10.1016/j.molcel.2016.04.025 27237052 PMC4914828 · DOI
- [29]Dmitrijeva M Ossowski S Serrano L Schaefer MH Tissue-specific dna methylation loss during ageing and carcinogenesis is linked to chromosome structure, replication timing and cell division rates Nucleic Acids Res 2018 46 14 7022 39 10.1093/nar/gky498 29893918 PMC6101545 · DOI
- [30]Kobayashi H Sakurai T Imai M Takahashi N Fukuda A Yayoi O Sato S Nakabayashi K Hata K Sotomaru Y Contribution of intragenic DNA methylation in mouse gametic DNA methylomes to establish oocyte-specific heritable marks PLoS Genet 2012 8 1 1002440 10.1371/journal.pgen.1002440 PMC3252278 22242016 · DOI
- [31]Wang L Zhang J Duan J Gao X Zhu W Lu X Yang L Zhang J Li G Ci W Programming and inheritance of parental DNA methylomes in mammals Cell 2014 157 4 979 91 10.1016/j.cell.2014.04.017 24813617 PMC4096154 · DOI
- [32]Guo H Zhu P Yan L Li R Hu B Lian Y Yan J Ren X Lin S Li J The DNA methylation landscape of human early embryos Nature 2014 511 7511 606 10.1038/nature13544 25079557 · DOI
- [33]Lee HJ Hore TA Reik W Reprogramming the methylome: erasing memory and creating diversity Cell Stem Cell 2014 14 6 710 9 10.1016/j.stem.2014.05.008 24905162 PMC4051243 · DOI
- [34]Okae H Chiba H Hiura H Hamada H Sato A Utsunomiya T Kikuchi H Yoshida H Tanaka A Suyama M Genome-wide analysis of dna methylation dynamics during early human development PLoS Genet 2014 10 12 1004868 10.1371/journal.pgen.1004868 PMC4263407 25501653 · DOI
- [35]Schroeder DI Jayashankar K Douglas KC Thirkill TL York D Dickinson PJ Williams LE Samollow PB Ross PJ Bannasch DL Early developmental and evolutionary origins of gene body DNA methylation patterns in mammalian placentas PLoS Genet 2015 11 8 1005442 10.1371/journal.pgen.1005442 PMC4524645 26241857 · DOI
- [37]Nothjunge S Nührenberg TG Grüning BA Doppler SA Preissl S Schwaderer M Rommel C Krane M Hein L Gilsbach R Dna methylation signatures follow preformed chromatin compartments in cardiac myocytes Nat Commun 2017 8 1 1667 10.1038/s41467-017-01724-9 29162810 PMC5698409 · DOI
- [38]Rosenbloom KR Armstrong J Barber GP Casper J Clawson H Diekhans M Dreszer TR Fujita PA Guruvadoo L Haeussler M The UCSC genome browser database: 2015 update Nucleic Acids Res 2015 43 D1 670 81 10.1093/nar/gku1177 PMC4383971 25428374 · DOI
- [39]Wallner S Schröder C Leitão E Berulava T Haak C Beißer D Rahmann S Richter AS Manke T Bönisch U Epigenetic dynamics of monocyte-to-macrophage differentiation Epigenetics Chromatin 2016 9 1 33 10.1186/s13072-016-0079-z 27478504 PMC4967341 · DOI
- [42]Ebert P Müller F Nordström K Lengauer T Schulz MH A general concept for consistent documentation of computational analyses Database 2015 2015 bav050 10.1093/database/bav050 26055099 PMC4460408 · DOI
- [43]Ramírez F Ryan DP Grüning B Bhardwaj V Kilpert F Richter AS Heyne S Dündar F Manke T deeptools2: a next generation web server for deep-sequencing data analysis Nucleic Acids Res. 2016 44 W160 57 10.1093/nar/gkw257 27079975 PMC4987876 · DOI · Paper page
- [46]Arrigoni L Richter AS Betancourt E Bruder K Diehl S Manke T Bönisch U Standardizing chromatin research: a simple and universal method for chip-seq Nucleic Acids Res 2016 44 7 67 7 10.1093/nar/gkv1495 PMC4838356 26704968 · DOI
- [47]Langmead B Salzberg SL Fast gapped-read alignment with bowtie 2 Nat Methods 2012 9 4 357 9 10.1038/nmeth.1923 22388286 PMC3322381 · DOI · Paper page
- [48]Li H Handsaker B Wysoker A Fennell T Ruan J Homer N Marth G Abecasis G Durbin R The sequence alignment/map format and samtools Bioinformatics 2009 25 16 2078 9 10.1093/bioinformatics/btp352 19505943 PMC2723002 · DOI · Paper page
- [52]Heyn H Vidal E Ferreira HJ Vizoso M Sayols S Gomez A Moran S Boque-Sastre R Guil S Martinez-Cardus A Epigenomic analysis detects aberrant super-enhancer DNA methylation in human cancer Genome Biol 2016 17 1 11 10.1186/s13059-016-0879-2 26813288 PMC4728783 · DOI
- [53]Song Q Decato B Hong EE Zhou M Fang F Qu J Garvin T Kessler M Zhou J Smith AD A reference methylome database and analysis pipeline to facilitate integrative and comparative epigenomics PloS ONE 2013 8 12 81148 10.1371/journal.pone.0081148 PMC3855694 24324667 · DOI
- [55]Ebert P. DEEP Computational Metadata: Max Planck Inst Inform; 2016. 10.17617/1.2w. · DOI
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Cheng, C. C. Y., Cheung, M. F., Lee, A. Y., Wu, Q., Chow, S. H.-C., Ang, J. Y. J., Riquelme Medina, I., Lo, G., Wu, H., Yang, W., et al. (2025) · Communications Biology · doi:10.1038/s42003-025-09154-w · Cited by 3 · see citing works
- Authors
- DEEP Consortium, Salhab, A., Nordström, K., Gasparoni, G., Kattler, K., Ebert, P., Ramirez, F., Arrigoni, L., Müller, F., Polansky, J. K., Cadenas, C., G.Hengstler, J., Lengauer, T., Manke, T., & Walter, J.
- Affiliations
- Saarland University (DE)
- Max Planck Institute for Informatics (DE)
- Max Planck Institute of Immunobiology and Epigenetics (DE)
- German Rheumatism Research Centre (DE)
- Leibniz Research Centre for Working Environment and Human Factors (DE)
- Corresponding author
- Walter, Jörn
- ORCID
- Venue
- Genome Biology
- Published
- 2018-09-28
- Volume
- 19
- Issue
- 1
- Pages
- 150-150
- ISSN
- 1465-6906 (ISSN-L)
- 1474-760X
- PMC
- PMC6161375
- OpenAlex
- W2894501644
- Cited by
- 115
- References
- 6
- Citations by year
- 2026: 5 · 2025: 9 · 2024: 11 · 2023: 27 · 2022: 12 · 2021: 25 · 2020: 13 · 2019: 12 · 2018: 1
- FWCI
- 5.34
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Genome biology (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Informationszentrum Lebenswissenschaften (ZB MED) (submittedVersion, cc-by)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- DEEP (01KU1216F)
- BLUEPRINT (282510)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Syndromes and Imprinting
- Keywords
- partially methylated domains, DNA methylation, heterochromatin, histone modifications, cell type-specific methylation, cell differentiation, cell proliferation, DNA replication timing, S phase, gene expression, cancer cell lines
- MeSH terms
- Animals, Cell Line, DNA Replication, Heterochromatin, Humans, Neoplasms, Organ Specificity, Transcription, Genetic, Genome, Human, DNA Methylation, Mice
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