Methylation Data Processing Protocol and Comparison of Blood and Cerebral Spinal Fluid Following Aneurysmal Subarachnoid Hemorrhage

被引:3
作者
Arockiaraj, Annie, I [1 ]
Liu, Dongjing [1 ]
Shaffer, John R. [1 ,2 ]
Koleck, Theresa A. [3 ]
Crago, Elizabeth A. [4 ]
Weeks, Daniel E. [1 ,5 ]
Conley, Yvette P. [1 ,4 ]
机构
[1] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Human Genet, Pittsburgh, PA 15261 USA
[2] Univ Pittsburgh, Sch Dent Med, Ctr Craniofacial & Dent Genet, Dept Oral Biol, Pittsburgh, PA USA
[3] Columbia Univ, Sch Nursing, New York, NY USA
[4] Univ Pittsburgh, Sch Nursing, Pittsburgh, PA 15261 USA
[5] Univ Pittsburgh, Grad Sch Publ Hlth, Dept Biostat, Pittsburgh, PA 15261 USA
关键词
epigenome-wide association study; methylation; methylomics; aneurysmal subarachnoid hemorrhage; epigenetics; ANALYSIS PIPELINES; PACKAGE; RISK;
D O I
10.3389/fgene.2020.00671
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
One challenge in conducting DNA methylation-based epigenome-wide association study (EWAS) is the appropriate cleaning and quality-checking of data to minimize biases and experimental artifacts, while simultaneously retaining potential biological signals. These issues are compounded in studies that include multiple tissue types, and/or tissues for which reference data are unavailable to assist in adjusting for cell-type mixture, for example cerebral spinal fluid (CSF). For our study that evaluated blood and CSF taken from aneurysmal subarachnoid hemorrhage (aSAH) patients, we developed a protocol to clean and quality-check genome-wide methylation levels and compared the methylomic profiles of the two tissues to determine whether blood is a suitable surrogate for CSF. CSF samples were collected from 279 aSAH patients longitudinally during the first 14 days of hospitalization, and a subset of 88 of these patients also provided blood samples within the first 2 days. Quality control (QC) procedures included identification and exclusion of poor performing samples and low-quality probes, functional normalization, and correction for cell-type heterogeneity via surrogate variable analysis (SVA). Significant differences in rates of poor sample performance was observed between blood (1.1% failing QC) and CSF (9.12% failing QC;p= 0.003). Functional normalization increased the concordance of methylation values among technical replicates in both CSF and blood. SVA improved the asymptotic behavior of the test of association in a simulated EWAS under the null hypothesis. To determine the suitability of blood as a surrogate for CSF, we calculated the correlations of adjusted methylation values at each CpG between blood and CSF globally and by genomic regions. Overall, mean within-CpG correlation was low (r< 0.26), suggesting that blood is not a suitable surrogate for global methylation in CSF. However, differences in the magnitude of the correlation were observed by genomic region (CpG island, shore, shelf, open sea;p< 0.001 for all) and orientation with respect to nearby genes (3 ' UTR, transcription start site, exon, body, 5 ' UTR;p< 0.01 for all). In conclusion, the correlation analysis and QC pipelines indicated that DNA extracted from blood was not, overall, a suitable surrogate for DNA from CSF in aSAH methylomic studies.
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页数:10
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