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MultiChIPmixHMM:一个用于 ChIP-chip 数据分析的 R 包,用于分析建模空间依赖性和多个重复。

MultiChIPmixHMM: an R package for ChIP-chip data analysis modeling spatial dependencies and multiple replicates.

机构信息

INRA, UMR 518 MIA, F-75005 Paris, France.

出版信息

BMC Bioinformatics. 2013 Sep 9;14:271. doi: 10.1186/1471-2105-14-271.

Abstract

BACKGROUND

Chromatin immunoprecipitation coupled with hybridization to a tiling array (ChIP-chip) is a cost-effective and routinely used method to identify protein-DNA interactions or chromatin/histone modifications. The robust identification of ChIP-enriched regions is frequently complicated by noisy measurements. This identification can be improved by accounting for dependencies between adjacent probes on chromosomes and by modeling of biological replicates.

RESULTS

MultiChIPmixHMM is a user-friendly R package to analyse ChIP-chip data modeling spatial dependencies between directly adjacent probes on a chromosome and enabling a simultaneous analysis of replicates. It is based on a linear regression mixture model, designed to perform a joint modeling of immunoprecipitated and input measurements.

CONCLUSION

We show the utility of MultiChIPmixHMM by analyzing histone modifications of Arabidopsis thaliana. MultiChIPmixHMM is implemented in R and including functions in C, freely available from the CRAN web site: http://cran.r-project.org.

摘要

背景

染色质免疫沉淀结合杂交到平铺阵列(ChIP-chip)是一种经济有效的、常用于鉴定蛋白质-DNA 相互作用或染色质/组蛋白修饰的方法。通过考虑染色体上相邻探针之间的相关性,并对生物重复进行建模,可以更稳健地鉴定 ChIP 富集区域。

结果

MultiChIPmixHMM 是一个用户友好的 R 包,用于分析 ChIP-chip 数据,该模型模拟了染色体上直接相邻探针之间的空间相关性,并支持对重复进行同时分析。它基于线性回归混合模型,旨在对免疫沉淀和输入测量进行联合建模。

结论

我们通过分析拟南芥的组蛋白修饰来展示 MultiChIPmixHMM 的实用性。MultiChIPmixHMM 是用 R 编写的,并在 C 中实现了功能,可从 CRAN 网站免费获得:http://cran.r-project.org。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f91d/3846700/c03a0f6e3c44/1471-2105-14-271-1.jpg

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