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Bayesiansk ChIP-seq toppkalling×ChIP-seq Peak Calling×
FagfeltBioinformatikkBioinformatikk
FamilieProcess / pipelineProcess / pipeline
Opprinnelsesår2008–20092007–2008
OpphavspersonSpyrou et al. (BayesPeak, 2009); broader Bayesian ChIP-seq framework developed across multiple groups ~2008–2012Johnson et al. (ChIP-seq concept, 2007); Zhang et al. (MACS algorithm, 2008)
TypeProbabilistic signal detection pipelineComputational genomics pipeline
Opprinnelig kildeZhang, Y., Liu, T., Meyer, C. A., Eeckhoute, J., Johnson, D. S., Bernstein, B. E., Nusbaum, C., Myers, R. M., Brown, M., Li, W., & Liu, X. S. (2008). Model-based analysis of ChIP-Seq (MACS). Genome Biology, 9(9), R137. DOI ↗Zhang, Y., Liu, T., Meyer, C. A., Eeckhoute, J., Johnson, D. S., Bernstein, B. E., Nusbaum, C., Myers, R. M., Brown, M., Li, W., & Liu, X. S. (2008). Model-based analysis of ChIP-seq (MACS). Genome Biology, 9(9), R137. DOI ↗
AliasBayesian ChIP-seq analysis, probabilistic peak detection, Bayesian peak caller, ChIP-seq Bayesian enrichment callingChIP-seq analysis, peak detection, MACS peak calling, ChIP peak identification
Relaterte66
SammendragBayesian ChIP-seq peak calling applies probabilistic models — typically Poisson, negative binomial, or hidden Markov models with Bayesian inference — to detect genomic regions enriched for a protein of interest in chromatin immunoprecipitation followed by sequencing experiments. By explicitly modelling read-count noise and incorporating prior distributions, Bayesian callers yield posterior probabilities of enrichment rather than simple p-values, providing a principled framework for uncertainty quantification across the genome.ChIP-seq peak calling is a computational pipeline that identifies genomic regions where a protein of interest — a transcription factor or histone modification — is enriched, based on sequencing reads from chromatin immunoprecipitation experiments. It converts raw sequencing data into a set of high-confidence binding or modification sites across the genome, enabling downstream analysis of gene regulation, chromatin state, and epigenetic mechanisms.
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ScholarGateSammenlign metoder: Bayesian ChIP-seq peak calling · ChIP-seq Peak Calling. Hentet 2026-06-17 fra https://scholargate.app/no/compare