A cell epigenotype specific model for the correction of brain cellular heterogeneity bias and its application to age, brain region and major depression

被引:282
作者
Guintivano, Jerry [1 ]
Aryee, Martin J. [2 ,3 ,4 ]
Kaminsky, Zachary A. [1 ]
机构
[1] Johns Hopkins Univ, Sch Med, Dept Psychiat & Behav Sci, Mood Disorders Ctr, Baltimore, MD 21205 USA
[2] Johns Hopkins Univ, Sch Med, Dept Oncol, Div Biostat, Baltimore, MD 21205 USA
[3] Massachusetts Gen Hosp, Mol Pathol Unit, Charlestown, MA USA
[4] Harvard Univ, Sch Med, Dept Pathol, Boston, MA 02115 USA
关键词
DNA methylation; neurons; glia; fluorescence activated cell sorting; epigenetics; cellular heterogeneity; microarray; age; brain region; DNA METHYLATION SIGNATURES; GENE-EXPRESSION; SYNAPTIC PLASTICITY; BIPOLAR DISORDER; TISSUE; CORTEX; SCHIZOPHRENIA; EPIGENETICS; NEURONS; PROTEIN;
D O I
10.4161/epi.23924
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
Brain cellular heterogeneity may bias DNA methylation patterns, influencing findings in psychiatric epigenetic studies. We performed fluorescence activated cell sorting (FACS) of neuronal nuclei and Illumina HM450 DNA methylation profiling in post mortem frontal cortex of 29 major depression subjects and 29 matched controls. We identify genomic features and ontologies enriched for cell type specific epigenetic variation. Using the top cell epigenotype specific (CETS) marks, we generated a publically available R package, "CETS," located at http://psychiatry.igm.jhmi.edu/kaminsky/software.htm that is capable of quantifying neuronal proportions and generating in silico neuronal profiles capable of removing cell type heterogeneity bias from DNA methylation data. We demonstrate a significant overlap in major depression DNA methylation associations between FACS separated and CETS model generated neuronal profiles relative to bulk profiles. CETS derived neuronal proportions correlated significantly with age in the frontal cortex and cerebellum and accounted for epigenetic variation between brain regions. CETS based control of cellular heterogeneity will enable more robust hypothesis testing in the brain.
引用
收藏
页码:290 / 302
页数:13
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