Identification of schizophrenia-associated loci by combining DNA methylation and gene expression data from whole blood

被引:36
|
作者
van Eijk, Kristel R. [1 ]
de Jong, Simone [2 ]
Strengman, Eric [2 ]
Buizer-Voskamp, Jacobine E. [1 ]
Kahn, Rene S. [1 ]
Boks, Marco P. [1 ]
Horvath, Steve [3 ]
Ophoff, Roel A. [1 ,2 ,3 ]
机构
[1] Univ Med Ctr Utrecht, Brain Ctr Rudolf Magnus, Dept Psychiat, Utrecht, Netherlands
[2] Univ Calif Los Angeles, Semel Inst Neurosci & Human Behav, Ctr Neurobehav Genet, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院;
关键词
COMPLEX DISEASES; EPIGENETICS; RISK; SUSCEPTIBILITY; HERITABILITY; METAANALYSIS; VARIANTS;
D O I
10.1038/ejhg.2014.245
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Emerging evidence suggests that schizophrenia (SZ) susceptibility involves variation at genetic, epigenetic and transcriptome levels. We describe an integrated approach that leverages DNA methylation and gene expression data to prioritize genetic variation involved in disease. DNA methylation levels were obtained from whole blood of 260 SZ patients and 250 unaffected controls of which a subset with gene expression data was available. By assessing DNA methylation and gene expression in cases and controls, we identified 432 CpG sites with differential methylation levels that are associated with differential gene expression. We hypothesized that genetic factors involved in these methylation levels may be associated with the genetic risk of SZ susceptibility. To test this hypothesis, we used results from the Psychiatric Genomics Consortium SZ genome-wide association study (GWAS). We observe an enrichment of SZ-associated SNPs in the mQTLs of which the associated CpG site is also correlated with differential gene expression in SZ. While this enrichment was already apparent when using nominal significant thresholds, enrichment was even more pronounced when applying more stringent significance levels. One locus, previously identified as susceptibility locus in a SZ GWAS, involves SNP rs11191514: C4T, which regulates DNA methylation of calcium homeostasis modulator 1 that is also associated with differential gene expression in patients. Overall, our results suggest that epigenetic variation plays an important role in SZ susceptibility and that the integration of analyses of genetic, epigenetic and gene expression profiles may be a biologically meaningful approach for identifying disease susceptibility loci, even when using whole blood data in studies of brain-related disorders.
引用
收藏
页码:1106 / 1110
页数:5
相关论文
共 50 条
  • [1] Identification, Heritability, and Relation With Gene Expression of Novel DNA Methylation Loci for Blood Pressure
    Huang, Yisong
    Ollikainen, Miina
    Muniandy, Maheswary
    Zhang, Tao
    van Dongen, Jenny
    Hao, Guang
    van Der Most, Peter J.
    Pan, Yue
    Pervjakova, Natalia
    Sun, Yan, V
    Hui, Qin
    Lahti, Jari
    Fraszczyk, Eliza
    Lu, Xueling
    Sun, Dianjianyi
    Richard, Melissa A.
    Willemsen, Gonneke
    Heikkila, Kauko
    Leach, Irene Mateo
    Mononen, Nina
    Kahonen, Mika
    Hurme, Mikko A.
    Raitakari, Olli T.
    Drake, Amanda J.
    Perola, Markus
    Nuotio, Marja-Liisa
    Huang, Yunfeng
    Khulan, Batbayar
    Raikkonen, Katri
    Wolffenbuttel, Bruce H. R.
    Zhernakova, Alexandra
    Fu, Jingyuan
    Zhu, Haidong
    Dong, Yanbin
    van Vliet-Ostaptchouk, Jana V.
    Franke, Lude
    Eriksson, Johan G.
    Fornage, Myriam
    Milani, Lili
    Lehtimaki, Terho
    Vaccarino, Viola
    Boomsma, Dorret, I
    van Der Harst, Pim
    de Geus, Eco J. C.
    Salomaa, Veikko
    Li, Shengxu
    Chen, Wei
    Su, Shaoyong
    Wilson, James
    Snieder, Harold
    HYPERTENSION, 2020, 76 (01) : 195 - 205
  • [2] Coordinated DNA Methylation and Gene Expression Data for Identification of the Critical Genes Associated with Childhood Atopic Asthma
    Shi, Ke
    Ge, Meng-na
    Chen, Xiao-qiao
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2020, 27 (01) : 109 - 120
  • [3] Genetic analysis of DNA methylation and gene expression levels in whole blood of healthy human subjects
    Kristel R van Eijk
    Simone de Jong
    Marco PM Boks
    Terry Langeveld
    Fabrice Colas
    Jan H Veldink
    Carolien GF de Kovel
    Esther Janson
    Eric Strengman
    Peter Langfelder
    René S Kahn
    Leonard H van den Berg
    Steve Horvath
    Roel A Ophoff
    BMC Genomics, 13
  • [4] Genetic analysis of DNA methylation and gene expression levels in whole blood of healthy human subjects
    van Eijk, Kristel R.
    de Jong, Simone
    Boks, Marco P. M.
    Langeveld, Terry
    Colas, Fabrice
    Veldink, Jan H.
    de Kovel, Carolien G. F.
    Janson, Esther
    Strengman, Eric
    Langfelder, Peter
    Kahn, Rene S.
    van den Berg, Leonard H.
    Horvath, Steve
    Ophoff, Roel A.
    BMC GENOMICS, 2012, 13
  • [5] The Schizophrenia-Associated BRD1 Gene Regulates Behavior, Neurotransmission, and Expression of Schizophrenia Risk Enriched Gene Sets in Mice
    Qvist, Per
    Christensen, Jane Hvarregaard
    Vardya, Irina
    Rajkumar, Anto Praveen
    Mork, Arne
    Paternoster, Veerle
    Fuchtbauer, Ernst-Martin
    Pallesen, Jonatan
    Fryland, Tue
    Dyrvig, Mads
    Hauberg, Mads Engel
    Lundsberg, Birgitte
    Fejgin, Kim
    Nyegaard, Mette
    Jensen, Kimmo
    Nyengaard, Jens Randel
    Mors, Ole
    Didriksen, Michael
    Borglum, Anders Dupont
    BIOLOGICAL PSYCHIATRY, 2017, 82 (01) : 62 - 76
  • [6] DNA methylation and associated gene expression in blood prior to lung cancer diagnosis in the Norwegian Women and Cancer cohort
    Sandanger, Torkjel Manning
    Nost, Therese Haugdahl
    Guida, Florence
    Rylander, Charlotta
    Campanella, Gianluca
    Muller, David C.
    van Dongen, Jenny
    Boomsma, Dorret, I
    Johansson, Mattias
    Vineis, Paolo
    Vermeulen, Roel
    Lund, Eiliv
    Chadeau-Hyam, Marc
    SCIENTIFIC REPORTS, 2018, 8
  • [7] Identification of DNA methylation in 3′ genomic regions that are associated with upregulation of gene expression in colorectal cancer
    Smith, Joseph F.
    Mahmood, Saleh
    Song, Fei
    Morrow, Arlene
    Smiraglia, Dominic
    Zhang, Xueli
    Rajput, Ashwani
    Higgins, Michael J.
    Krumm, Anton
    Petrelli, Nicholas J.
    Costello, Joseph F.
    Nagase, Hiroki
    Plass, Christoph
    Held, William A.
    EPIGENETICS, 2007, 2 (03) : 161 - 172
  • [8] Identification of context-dependent expression quantitative trait loci in whole blood
    Zhernakova, Dania V.
    Deelen, Patrick
    Vermaat, Martijn
    van Iterson, Maarten
    van Galen, Michiel
    Arindrarto, Wibowo
    van 't Hof, Peter
    Mei, Hailiang
    van Dijk, Freerk
    Westra, Harm-Jan
    Bonder, Marc Jan
    van Rooij, Jeroen
    Verkerk, Marijn
    Jhamai, P. Mila
    Moed, Matthijs
    Kielbasa, Szymon M.
    Bot, Jan
    Nooren, Irene
    Pool, Rene
    van Dongen, Jenny
    Hottenga, Jouke J.
    Stehouwer, Coen D. A.
    van der Kallen, Carla J. H.
    Schalkwijk, Casper G.
    Zhernakova, Alexandra
    Li, Yang
    Tigchelaar, Ettje F.
    de Klein, Niek
    Beekman, Marian
    Deelen, Joris
    van Heemst, Diana
    van den Berg, Leonard H.
    Hofman, Albert
    Uitterlinden, Andre G.
    van Greevenbroek, Marleen M. J.
    Veldink, Jan H.
    Boomsma, Dorret I.
    van Duijn, Cornelia M.
    Wijmenga, Cisca
    Slagboom, P. Eline
    Swertz, Morris A.
    Isaacs, Aaron
    van Meurs, Joyce B. J.
    Jansen, Rick
    Heijmans, Bastiaan T.
    't Hoen, Peter A. C.
    Franke, Lude
    NATURE GENETICS, 2017, 49 (01) : 139 - 145
  • [9] Schizophrenia-Associated Differential DNA Methylation in the Superior Temporal Gyrus is Distributed to Many Sites Across the Genome and Annotated by the Risk Gene MAD1L1
    McKinney, Brandon
    Hensler, Christopher
    Wei, Yue
    Lewis, David
    Wang, Jiebiao
    Ding, Ying
    Sweet, Robert
    NEUROPSYCHOPHARMACOLOGY, 2020, 45 (SUPPL 1) : 188 - 188
  • [10] Schizophrenia-associated differential DNA methylation in brain is distributed across the genome and annotated to MAD1L1, a locus at which DNA methylation and transcription phenotypes share genetic variation with schizophrenia risk
    McKinney, Brandon C.
    McClain, Lora L.
    Hensler, Christopher M.
    Wei, Yue
    Klei, Lambertus
    Lewis, David A.
    Devlin, Bernie
    Wang, Jiebiao
    Ding, Ying
    Sweet, Robert A.
    TRANSLATIONAL PSYCHIATRY, 2022, 12 (01)