Enhanced cell deconvolution of peripheral blood using DNA methylation for high-resolution immune profiling
Dartmouth College · University of Kansas Medical Center · +4 more institutions
Abstract
DNA methylation microarrays can be employed to interrogate cell-type composition in complex tissues. Here, we expand reference-based deconvolution of blood DNA methylation to include 12 leukocyte subtypes (neutrophils, eosinophils, basophils, monocytes, naïve and memory B cells, naïve and memory CD4 + and CD8 + T cells, natural killer, and T regulatory cells). Including derived variables, our method provides 56 immune profile variables. The IDOL (IDentifying Optimal Libraries) algorithm was used to identify libraries for deconvolution of DNA methylation data for current and previous platforms. The accuracy of deconvolution estimates obtained using our enhanced libraries was validated using artificial mixtures…
Citation impact
- FWCI
- 23.47
- Percentile
- 100%
- References
- 62
Authors
9Topics & keywords
- DNA methylation
- Deconvolution
- Immune system
- Flow cytometry
- DNA
- Computational biology
- Biology
- CD8
- Good health and well-being
Funding
- UDU.S. Department of DefenseAwards: W81XWH, W81XWH-20-1-0778
- DCDartmouth CollegeAward: P30 CA023108
- NINational Institutes of HealthAwards: P30 CA023108, P20GM103428, P20 GM130423, P50 CA097257, P30 CA168524, R01 CA207360, P20 GM130454, W81XWH, CA216265, CA168524, P30 DK117469, R01CA253976, CA207360
- JAJohnson and JohnsonAward: 18‐90‐52‐MICH
- NCNorris Cotton Cancer CenterAward: P30 CA023108
- NCNational Cancer InstituteAwards: R01CA253976, P30 CA168524, CA097257, CA023108, R01CA216265, CA253976, P20 GM104416, P50 CA097257, P30 CA023108, CA216265, CA168524
- NINational Institute of General Medical SciencesAwards: P30 CA168524, GM104416, P20 GM130454, GM130423, P20 GM130423, P20 GM104416, P20 GM104416-09/8299, P20GM104416-09/8299
- CDCongressionally Directed Medical Research ProgramsAwards: W81XWH-20-1-077, W81XWH-20-1-0778