Aberrant DNA Methylation of Blood in Schizophrenia by Adjusting for Estimated Cellular Proportions

被引:32
作者
Kinoshita, Makoto [1 ]
Numata, Shusuke [1 ]
Tajima, Atsushi [2 ]
Ohi, Kazutaka [3 ]
Hashimoto, Ryota [3 ,4 ]
Shimodera, Shinji [5 ]
Imoto, Issei [2 ]
Takeda, Masatoshi [4 ]
Ohmori, Tetsuro [1 ]
机构
[1] Univ Tokushima, Grad Sch, Dept Psychiat, Course Integrated Brain Sci,Inst Hlth Biosci, Tokushima 7708503, Japan
[2] Univ Tokushima, Grad Sch, Dept Human Genet, Inst Hlth Biosci, Tokushima 7708503, Japan
[3] Osaka Univ, Grad Sch Med, Dept Psychiat, Suita, Osaka 5650871, Japan
[4] Osaka Univ, Mol Res Ctr Childrens Mental Dev, United Grad Sch Child Dev, Suita, Osaka 5650871, Japan
[5] Kochi Med Sch, Dept Neuropsychiat, Nankoku, Kochi 7838505, Japan
关键词
Epigenetics; DNA methylation; Schizophrenia; Microarray; Leukocyte; Blood; Cell heterogeneity; TRANSCRIPTION FACTOR-1 MYT1; EPIGENOME-WIDE ASSOCIATION; OLIGODENDROCYTE LINEAGE; GENE PROMOTER; EXPRESSION; SIGNATURES; HYPERMETHYLATION; HETEROGENEITY; MICROARRAY; LEUKOCYTES;
D O I
10.1007/s12017-014-8319-5
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
DNA methylation, which is the transference of a methyl group to the 5'-carbon position of the cytosine in a CpG dinucleotide, is one of the major mechanisms of epigenetic modifications. A number of studies have demonstrated altered DNA methylation of peripheral blood cells in schizophrenia (SCZ) in previous studies. However, most of these studies have been limited to the analysis of the CpG sites in CpG islands in gene promoter regions, and cell-type proportions of peripheral leukocytes, which may be one of the potential confounding factors for DNA methylation, have not been adjusted in these studies. In this study, we performed a genome-wide DNA methylation profiling of the peripheral leukocytes from patients with SCZ and from non-psychiatric controls (N = 105; 63 SCZ and 42 control subjects) using a quantitative high-resolution DNA methylation microarray which covered across the whole gene region (485,764 CpG dinucleotides). In the DNA methylation data analysis, we first estimated the cell-type proportions of each sample with a published algorithm. Next, we performed a surrogate variable analysis to identify potential confounding factors in our microarray data. Finally, we conducted a multiple linear regression analysis in consideration of these factors, including estimated cell-type proportions, and identified aberrant DNA methylation in SCZ at 2,552 CpG loci at a 5 % false discovery rate correction. Our results suggest that altered DNA methylation may be involved in the pathophysiology of SCZ, and cell heterogeneity adjustments may be necessary for DNA methylation analysis.
引用
收藏
页码:697 / 703
页数:7
相关论文
共 59 条
[1]   Methylome-Wide Association Study of Schizophrenia Identifying Blood Biomarker Signatures of Environmental Insults [J].
Aberg, Karolina A. ;
McClay, Joseph L. ;
Nerella, Srilaxmi ;
Clark, Shaunna ;
Kumar, Gaurav ;
Chen, Wenan ;
Khachane, Amit N. ;
Xie, Linying ;
Hudson, Alexandra ;
Gao, Guimin ;
Harada, Aki ;
Hultman, Christina M. ;
Sullivan, Patrick F. ;
Magnusson, Patrik K. E. ;
van den Oord, Edwin J. C. G. .
JAMA PSYCHIATRY, 2014, 71 (03) :255-264
[2]   Heterogeneity in White Blood Cells Has Potential to Confound DNA Methylation Measurements [J].
Adalsteinsson, Bjorn T. ;
Gudnason, Haukur ;
Aspelund, Thor ;
Harris, Tamara B. ;
Launer, Lenore J. ;
Eiriksdottir, Gudny ;
Smith, Albert V. ;
Gudnason, Vilmundur .
PLOS ONE, 2012, 7 (10)
[3]   Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays [J].
Aryee, Martin J. ;
Jaffe, Andrew E. ;
Corrada-Bravo, Hector ;
Ladd-Acosta, Christine ;
Feinberg, Andrew P. ;
Hansen, Kasper D. ;
Irizarry, Rafael A. .
BIOINFORMATICS, 2014, 30 (10) :1363-1369
[4]   DNA Demethylation Dynamics [J].
Bhutani, Nidhi ;
Burns, David M. ;
Blau, Helen M. .
CELL, 2011, 146 (06) :866-872
[5]   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
[6]   Analysing and interpreting DNA methylation data [J].
Bock, Christoph .
NATURE REVIEWS GENETICS, 2012, 13 (10) :705-719
[7]   Methylation matters? Decreased methylation status of genomic DNA in the blood of schizophrenic twins [J].
Boensch, Dominikus ;
Wunschel, Michael ;
Lenz, Bernd ;
Janssen, Gesa ;
Weisbrod, Matthias ;
Sauer, Heinrich .
PSYCHIATRY RESEARCH, 2012, 198 (03) :533-537
[8]   Increased DNA methylation status of the serotonin receptor 5HTR1A gene promoter in schizophrenia and bipolar disorder [J].
Carrard, Anthony ;
Salzmann, Annick ;
Malafosse, Alain ;
Karege, Felicien .
JOURNAL OF AFFECTIVE DISORDERS, 2011, 132 (03) :450-453
[9]   Effects of MAOA promoter methylation on susceptibility to paranoid schizophrenia [J].
Chen, Yanbo ;
Zhang, Jiexu ;
Zhang, Li ;
Shen, Yan ;
Xu, Qi .
HUMAN GENETICS, 2012, 131 (07) :1081-1087
[10]   Discovery of cross-reactive probes and polymorphic CpGs in the Illumina Infinium HumanMethylation450 microarray [J].
Chen, Yi-an ;
Lemire, Mathieu ;
Choufani, Sanaa ;
Butcher, Darci T. ;
Grafodatskaya, Daria ;
Zanke, Brent W. ;
Gallinger, Steven ;
Hudson, Thomas J. ;
Weksberg, Rosanna .
EPIGENETICS, 2013, 8 (02) :203-209