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recountmethylation enables flexible analysis of public blood DNA methylation array data. | LitMetric

AI Article Synopsis

  • - The recountmethylation R/Bioconductor package was updated to include over 12,500 processed DNA methylation samples from human blood, aiming to enhance their use in experiment planning and analyses.
  • - Key findings from analyses using the updated package showed that study ID bias can obscure biological insights, with genetic ancestry and CD4+ T-cell fractions being significant factors affecting DNA methylation variation.
  • - Code and data for reproducing the study's results are available on GitHub and can be accessed through the Gene Expression Omnibus, emphasizing the importance of utilizing public DNA methylation resources.

Article Abstract

Summary: Thousands of DNA methylation (DNAm) array samples from human blood are publicly available on the Gene Expression Omnibus (GEO), but they remain underutilized for experiment planning, replication and cross-study and cross-platform analyses. To facilitate these tasks, we augmented our recountmethylation R/Bioconductor package with 12 537 uniformly processed EPIC and HM450K blood samples on GEO as well as several new features. We subsequently used our updated package in several illustrative analyses, finding (i) study ID bias adjustment increased variation explained by biological and demographic variables, (ii) most variation in autosomal DNAm was explained by genetic ancestry and CD4+ T-cell fractions and (iii) the dependence of power to detect differential methylation on sample size was similar for each of peripheral blood mononuclear cells (PBMC), whole blood and umbilical cord blood. Finally, we used PBMC and whole blood to perform independent validations, and we recovered 38-46% of differentially methylated probes between sexes from two previously published epigenome-wide association studies.

Availability And Implementation: Source code to reproduce the main results are available on GitHub (repo: recountmethylation_flexible-blood-analysis_manuscript; url: https://github.com/metamaden/recountmethylation_flexible-blood-analysis_manuscript). All data was publicly available and downloaded from the Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo/). Compilations of the analyzed public data can be accessed from the website recount.bio/data (preprocessed HM450K array data: https://recount.bio/data/remethdb_h5se-gm_epic_0-0-2_1589820348/; preprocessed EPIC array data: https://recount.bio/data/remethdb_h5se-gm_epic_0-0-2_1589820348/).

Supplementary Information: Supplementary data are available at online.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9976962PMC
http://dx.doi.org/10.1093/bioadv/vbad020DOI Listing

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