seqArchR

seqArchR is an unsupervised, non-negative matrix factorization (NMF)-based algorithm for discovery of sequence architectures de novo. Below is a schematic of seqArchR's algorithm.

Installation

Python scikit-learn dependency

This package requires the Python module scikit-learn. Please see installation instructions here.

To install this package, use

if (!requireNamespace("remotes", quietly = TRUE)) {
    install.packages("remotes")   
}

remotes::install_github("snikumbh/seqArchR", build_vignettes = FALSE)

Usage

# load package
library(seqArchR)
library(Biostrings)

# Creation of one-hot encoded data matrix from FASTA file
# You can use your own FASTA file instead
inputFastaFilename <- system.file("extdata", "example_data.fa", 
                                  package = "seqArchR", 
                                  mustWork = TRUE)

# Specifying dinuc generates dinucleotide features
inputSeqsMat <- seqArchR::prepare_data_from_FASTA(inputFastaFilename,
                                                  sinuc_or_dinuc = "dinuc")

inputSeqsRaw <- seqArchR::prepare_data_from_FASTA(inputFastaFilename, 
                                               raw_seq = TRUE)

nSeqs <- length(inputSeqsRaw)
positions <- seq(1, Biostrings::width(inputSeqsRaw[1]))

# Set seqArchR configuration
# Most arguments have default values
seqArchRconfig <- seqArchR::set_config(
        parallelize = TRUE,
        n_cores = 2,
        n_runs = 100,
        k_min = 1,
        k_max = 20,
        mod_sel_type = "stability",
        bound = 10^-6,
        chunk_size = 100,
    result_aggl = "ward.D",
    result_dist = "euclid",
        flags = list(debug = FALSE, time = TRUE, verbose = TRUE,
                     plot = FALSE)
        )

#
### Call/Run seqArchR
seqArchRresult <- seqArchR::seqArchR(config = seqArchRconfig,
                               seqs_ohe_mat = inputSeqsMat,
                               seqs_raw = inputSeqsRaw,
                               seqs_pos = positions,
                               total_itr = 2,
                   set_ocollation = c(TRUE, FALSE))

Contact

Comments, suggestions, enquiries/requests are welcome! Feel free to email sarvesh.nikumbh@gmail.com or create an new issue

snikumbh / seqArchR