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Bioconductor - seqArchR (development version)

seqArchR

This is the development version of seqArchR; for the stable release version, see seqArchR.

Identify Different Architectures of Sequence Elements

Bioconductor version: Development (3.22)

seqArchR enables unsupervised discovery of _de novo_ clusters with characteristic sequence architectures characterized by position-specific motifs or composition of stretches of nucleotides, e.g., CG-richness. seqArchR does _not_ require any specifications w.r.t. the number of clusters, the length of any individual motifs, or the distance between motifs if and when they occur in pairs/groups; it directly detects them from the data. seqArchR uses non-negative matrix factorization (NMF) as its backbone, and employs a chunking-based iterative procedure that enables processing of large sequence collections efficiently. Wrapper functions are provided for visualizing cluster architectures as sequence logos.

Author: Sarvesh Nikumbh [aut, cre, cph] ORCID: 0000-0003-3163-4447

Maintainer: Sarvesh Nikumbh <sarvesh.nikumbh at gmail.com>

Citation (from within R, enter citation("seqArchR")): Installation

To install this package, start R (version "4.5") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("seqArchR")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("seqArchR")
Details biocViews Clustering, DNASeq, DimensionReduction, FeatureExtraction, GeneRegulation, Genetics, MathematicalBiology, MotifDiscovery, Software, SystemsBiology, Transcriptomics Version 1.13.0 In Bioconductor since BioC 3.15 (R-4.2) (3 years) License GPL-3 | file LICENSE Depends R (>= 4.2.0) Imports utils, graphics, cvTools (>= 0.3.2), MASS, Matrix, methods, stats, cluster, matrixStats, fpc, cli, prettyunits, reshape2 (>= 1.4.3), reticulate (>= 1.22), BiocParallel, Biostrings, grDevices, ggplot2 (>= 3.1.1), ggseqlogo (>= 0.1) System Requirements Python (>= 3.5), scikit-learn (>= 0.21.2), packaging URL https://snikumbh.github.io/seqArchR/ https://github.com/snikumbh/seqArchR Bug Reports https://github.com/snikumbh/seqArchR/issues See More Package Archives

Follow Installation instructions to use this package in your R session.


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