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Combined ENCODE DNase-Seq and ATAC-Seq PCA analysis.pptx (1.74 MB)

Combined ENCODE DNase-Seq and ATAC-Seq PCA analysis – normalization across datasets – clustering example of human coronary artery smooth muscle cells.

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posted on 2016-11-03, 05:46 authored by Milos Pjanic
Here I describe an approach using principal component analysis to cluster ATAC-Seq data onto ENCODE DNase-Seq data sets, in total 125 data sets, in order to distinguish data sets based on open chromatin signal intensity. I describe necessary steps in data filtering and data normalization to best calculate principal component analysis. I show an example of external human coronary artery smooth muscle cells ATAC-Seq data set clustering near human aortic smooth muscle cell DNase-Seq set from ENCODE.

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