Characterization of functional methylomes by next-generation capture sequencing identifies novel disease-associated variants

被引:70
作者
Allum, Fiona [1 ,2 ,3 ]
Shao, Xiaojian [1 ,2 ,3 ]
Guenard, Frederic [4 ]
Simon, Marie-Michelle [1 ,2 ,3 ]
Busche, Stephan [1 ,2 ,3 ]
Caron, Maxime [1 ,2 ,3 ]
Lambourne, John [1 ,2 ,3 ]
Lessard, Julie [5 ]
Tandre, Karolina [6 ]
Hedman, Asa K. [7 ,8 ]
Kwan, Tony [1 ,2 ,3 ]
Ge, Bing [1 ,2 ,3 ]
Ronnblom, Lars [6 ]
McCarthy, Mark I. [9 ,10 ,11 ]
Deloukas, Panos [12 ,13 ]
Richmond, Todd [14 ]
Burgess, Daniel [14 ]
Spector, Timothy D. [15 ]
Tchernof, Andre [5 ]
Marceau, Simon [5 ]
Lathrop, Mark [1 ,2 ,3 ]
Vohl, Marie-Claude [4 ]
Pastinen, Tomi [1 ,2 ,3 ]
Grundberg, Elin [1 ,2 ,3 ]
机构
[1] McGill Univ, Dept Human Genet, 740 Docteur Penfield Ave, Montreal, PQ H3A 0G1, Canada
[2] McGill Univ, Montreal, PQ H3A 0G1, Canada
[3] Genome Quebec Innovat Ctr, Montreal, PQ H3A 0G1, Canada
[4] Univ Laval, Inst Nutr & Funct Foods INAF, Quebec City, PQ G1V 0A6, Canada
[5] Univ Laval, Quebec Heart & Lung Inst, Quebec City, PQ G1V 4G5, Canada
[6] Uppsala Univ, Dept Med Sci, S-75185 Uppsala, Sweden
[7] Uppsala Univ, Dept Med Sci, Mol Epidemiol, S-75185 Uppsala, Sweden
[8] Uppsala Univ, Sci Life Lab, S-75185 Uppsala, Sweden
[9] Univ Oxford, Wellcome Trust Ctr Human Genet, Oxford OX3 7BN, England
[10] Univ Oxford, Churchill Hosp, Oxford Ctr Diabet Endocrinol & Metab, Oxford OX3 7JU, England
[11] Churchill Hosp, Oxford Natl Inst Hlth Res, Biomed Res Ctr, Oxford OX3 7JU, England
[12] Wellcome Trust Sanger Inst, Cambridge CB10 1SA, England
[13] Queen Mary Univ London, Barts & London Sch Med & Dent, William Harvey Res Inst, London EC1M 6BQ, England
[14] Roche NimbleGen, Madison, WI 53719 USA
[15] Kings Coll London, Dept Twin Res & Genet Epidemiol, London SE1 7EH, England
基金
英国惠康基金; 瑞典研究理事会;
关键词
EPIGENOME-WIDE ASSOCIATION; VISCERAL ADIPOSE-TISSUE; DNA METHYLATION; BILIOPANCREATIC DIVERSION; METABOLIC COMPLICATIONS; CD36; CHROMATIN; ALIGNMENT; OBESITY;
D O I
10.1038/ncomms8211
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
Most genome-wide methylation studies (EWAS) of multifactorial disease traits use targeted arrays or enrichment methodologies preferentially covering CpG-dense regions, to characterize sufficiently large samples. To overcome this limitation, we present here a new customizable, cost-effective approach, methylC-capture sequencing (MCC-Seq), for sequencing functional methylomes, while simultaneously providing genetic variation information. To illustrate MCC-Seq, we use whole-genome bisulfite sequencing on adipose tissue (AT) samples and public databases to design AT-specific panels. We establish its efficiency for high-density interrogation of methylome variability by systematic comparisons with other approaches and demonstrate its applicability by identifying novel methylation variation within enhancers strongly correlated to plasma triglyceride and HDL-cholesterol, including at CD36. Our more comprehensive AT panel assesses tissue methylation and genotypes in parallel at similar to 4 and similar to 3M sites, respectively. Our study demonstrates that MCC-Seq provides comparable accuracy to alternative approaches but enables more efficient cataloguing of functional and disease-relevant epigenetic and genetic variants for large-scale EWAS.
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页数:11
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共 41 条
  • [11] An integrated encyclopedia of DNA elements in the human genome
    Dunham, Ian
    Kundaje, Anshul
    Aldred, Shelley F.
    Collins, Patrick J.
    Davis, CarrieA.
    Doyle, Francis
    Epstein, Charles B.
    Frietze, Seth
    Harrow, Jennifer
    Kaul, Rajinder
    Khatun, Jainab
    Lajoie, Bryan R.
    Landt, Stephen G.
    Lee, Bum-Kyu
    Pauli, Florencia
    Rosenbloom, Kate R.
    Sabo, Peter
    Safi, Alexias
    Sanyal, Amartya
    Shoresh, Noam
    Simon, Jeremy M.
    Song, Lingyun
    Trinklein, Nathan D.
    Altshuler, Robert C.
    Birney, Ewan
    Brown, James B.
    Cheng, Chao
    Djebali, Sarah
    Dong, Xianjun
    Dunham, Ian
    Ernst, Jason
    Furey, Terrence S.
    Gerstein, Mark
    Giardine, Belinda
    Greven, Melissa
    Hardison, Ross C.
    Harris, Robert S.
    Herrero, Javier
    Hoffman, Michael M.
    Iyer, Sowmya
    Kellis, Manolis
    Khatun, Jainab
    Kheradpour, Pouya
    Kundaje, Anshul
    Lassmann, Timo
    Li, Qunhua
    Lin, Xinying
    Marinov, Georgi K.
    Merkel, Angelika
    Mortazavi, Ali
    [J]. NATURE, 2012, 489 (7414) : 57 - 74
  • [12] Mapping and analysis of chromatin state dynamics in nine human cell types
    Ernst, Jason
    Kheradpour, Pouya
    Mikkelsen, Tarjei S.
    Shoresh, Noam
    Ward, Lucas D.
    Epstein, Charles B.
    Zhang, Xiaolan
    Wang, Li
    Issner, Robbyn
    Coyne, Michael
    Ku, Manching
    Durham, Timothy
    Kellis, Manolis
    Bernstein, Bradley E.
    [J]. NATURE, 2011, 473 (7345) : 43 - U52
  • [13] Identifying ChIP-seq enrichment using MACS
    Feng, Jianxing
    Liu, Tao
    Qin, Bo
    Zhang, Yong
    Liu, Xiaole Shirley
    [J]. NATURE PROTOCOLS, 2012, 7 (09) : 1728 - 1740
  • [14] Functional normalization of 450k methylation array data improves replication in large cancer studies
    Fortin, Jean-Philippe
    Labbe, Aurelie
    Lemire, Mathieu
    Zanke, Brent W.
    Hudson, Thomas J.
    Fertig, Elana J.
    Greenwood, Celia M. T.
    Hansen, Kasper D. apy
    [J]. GENOME BIOLOGY, 2014, 15 (12):
  • [15] Global Analysis of DNA Methylation Variation in Adipose Tissue from Twins Reveals Links to Disease-Associated Variants in Distal Regulatory Elements
    Grundberg, Elin
    Meduri, Eshwar
    Sandling, Johanna K.
    Hedman, Asa K.
    Keildson, Sarah
    Buil, Alfonso
    Busche, Stephan
    Yuan, Wei
    Nisbet, James
    Sekowska, Magdalena
    Wilk, Alicja
    Barrett, Amy
    Small, Kerrin S.
    Ge, Bing
    Caron, Maxime
    Shin, So-Youn
    Lathrop, Mark
    Dermitzakis, Emmanouil T.
    McCarthy, Mark I.
    Spector, Timothy D.
    Bell, Jordana T.
    Deloukas, Panos
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2013, 93 (05) : 876 - 890
  • [16] Association of LIPA Gene Polymorphisms With Obesity-Related Metabolic Complications Among Severely Obese Patients
    Guenard, Frederic
    Houde, Alain
    Bouchard, Luigi
    Tchernof, Andre
    Deshaies, Yves
    Biron, Simon
    Lescelleur, Odette
    Biertho, Laurent
    Marceau, Simon
    Perusse, Louis
    Vohl, Marie-Claude
    [J]. OBESITY, 2012, 20 (10) : 2075 - 2082
  • [17] High definition profiling of mammalian DNA methylation by array capture and single molecule bisulfite sequencing
    Hodges, Emily
    Smith, Andrew D.
    Kendall, Jude
    Xuan, Zhenyu
    Ravi, Kandasamy
    Rooks, Michelle
    Zhang, Michael Q.
    Ye, Kenny
    Bhattacharjee, Arindam
    Brizuela, Leonardo
    McCombie, W. Richard
    Wigler, Michael
    Hannon, Gregory J.
    Hicks, James B.
    [J]. GENOME RESEARCH, 2009, 19 (09) : 1593 - 1605
  • [18] Johnson M. D., 2012, CURR PROTOC MOL BIOL
  • [19] Functions of DNA methylation: islands, start sites, gene bodies and beyond
    Jones, Peter A.
    [J]. NATURE REVIEWS GENETICS, 2012, 13 (07) : 484 - 492
  • [20] Circulating sCD36 is associated with unhealthy fat distribution and elevated circulating triglycerides in morbidly obese individuals
    Knosgaard, L.
    Thomsen, S. B.
    Stockel, M.
    Vestergaard, H.
    Handberg, A.
    [J]. NUTRITION & DIABETES, 2014, 4 : e114 - e114