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STAN (version 1.4.0)

STrand-specific ANnotation of genomic data

Description

STAN (STrand-specic ANnotation of genomic data) implements bidirectional Hidden Markov Models (bdHMM), which are designed for studying directed genomic processes, such as gene transcription, DNA replication, recombination or DNA repair by integrating genomic data. bdHMMs model a sequence of successive observations (e.g. ChIP or RNA measurements along the genome) by a discrete number of 'directed genomic states', which e.g. reflect distinct genome-associated complexes. Unlike standard HMM approaches, bdHMMs allow the integration of strand-specific (e.g. RNA) and non strand-specific data (e.g. ChIP).

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Version

Version

1.4.0

License

GPL (>= 2)

Maintainer

Benedikt Zacher

Last Published

February 15th, 2017

Functions in STAN (1.4.0)

humanCD4T_initCovs

Pre-computed initial estimates of the covairances for the human CD4T-cell example
fitHMM

Fit a Hidden Markov Model
flags

Pre-computed flag sequence for the Quick-Start example in the vignette
humanCD4T_probeAnno_ex

Genomic positions of processed signal for the human CD4T-cell example
yeastTF_databychrom_ex

Processed ChIP-on-chip data for yeast TF example
humanCD4T_initMeans

Pre-computed initial estimates of the means for the human CD4T-cell example
yeastTF_initCovs

Pre-computed initial estimates of the covairances for yeast TF example
hmm_ex

Initial HMM for the Quick-Start example in the vignette
HMM-class

This class is a generic container for Hidden Markov Models.
bdHMM

Create a bdHMM object
example

The data for the Quick-Start example in the vignette
HMM

Create a HMM object
humanCD4T_ideogramChr7

Ideogram track of human chromosome 7 for the human CD4T-cell example
yeastTF_SGDGenes

SGD annotation for the yeast TF example
getPosterior

Calculate posterior state distribution.
getViterbi

Calculate the most likely state path
HMMEmission

Create a HMMEmission object
humanCD4T_flags_ex

Pre-defined flag sequence for the human CD4T-cell example
yeastTF_initMeans

Pre-computed initial estimates of the means for yeast TF example
yeastTF_probeAnno_ex

Genomic positions of the ChIP-on-chip data for yeast TF example
HMMEmission-class

This class is a generic container for different emission functions of Hidden Markov Models.
bdhmm_ex

Initial bdHMM for the Quick-Start example in the vignette
bdHMM-class

This class is a generic container for bidirectional Hidden Markov Models.
humanCD4T_signal_ex

Processed ChIP-Seq signal for the human CD4T-cell example
humanCD4T_ucscGenes

UCSC gene annotation for the human CD4T-cell example
STAN-package

STrand-specific ANnotation of genomic data
observations

Observation sequence of the Quick-Start example in the vignette