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GoPeaks: histone modification peak calling for CUT&Tag.

William M YasharGarth KongJake VanCampenBrittany M CurtissDaniel J ColemanLucia CarboneGalip Gürkan YardimciJulia E MaxsonTheodore P Braun
Published in: Genome biology (2022)
Genome-wide mapping of histone modifications is critical to understanding transcriptional regulation. CUT&Tag is a new method for profiling histone modifications, offering improved sensitivity and decreased cost compared with ChIP-seq. Here, we present GoPeaks, a peak calling method specifically designed for histone modification CUT&Tag data. We compare the performance of GoPeaks against commonly used peak calling algorithms to detect histone modifications that display a range of peak profiles and are frequently used in epigenetic studies. We find that GoPeaks robustly detects genome-wide histone modifications and, notably, identifies a substantial number of H3K27ac peaks with improved sensitivity compared to other standard algorithms.
Keyphrases
  • dna methylation
  • genome wide
  • gene expression
  • machine learning
  • copy number
  • deep learning
  • single cell
  • electronic health record
  • high density