Package: QUBIC 1.33.0

Yu Zhang

QUBIC: An R package for qualitative biclustering in support of gene co-expression analyses

The core function of this R package is to provide the implementation of the well-cited and well-reviewed QUBIC algorithm, aiming to deliver an effective and efficient biclustering capability. This package also includes the following related functions: (i) a qualitative representation of the input gene expression data, through a well-designed discretization way considering the underlying data property, which can be directly used in other biclustering programs; (ii) visualization of identified biclusters using heatmap in support of overall expression pattern analysis; (iii) bicluster-based co-expression network elucidation and visualization, where different correlation coefficient scores between a pair of genes are provided; and (iv) a generalize output format of biclusters and corresponding network can be freely downloaded so that a user can easily do following comprehensive functional enrichment analysis (e.g. DAVID) and advanced network visualization (e.g. Cytoscape).

Authors:Yu Zhang [aut, cre], Qin Ma [aut]

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QUBIC.pdf |QUBIC.html
QUBIC/json (API)
NEWS

# Install 'QUBIC' in R:
install.packages('QUBIC', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/zy26/qubic/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On BioConductor:QUBIC-1.33.0(bioc 3.20)QUBIC-1.32.0(bioc 3.19)

bioconductor-package

9 exports 1.16 score 43 dependencies 1 dependents 26 mentions

Last updated 2 months agofrom:4b9a64e3df

Exports:BCQUBCQUDqubiclustqubiclust_dqudiscretizequheatmapqunet2xmlqunetworkshowinfo

Dependencies:additivityTestsbiclustclassclicolorspacecpp11dplyrfansifarverflexclustgenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmodeltoolsmunsellnlmepillarpkgconfigpurrrR6RColorBrewerRcppRcppArmadillorlangscalesstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

QUBIC Tutorial

Rendered fromqubic_vignette.Rmdusingknitr::rmarkdownon Jun 30 2024.

Last update: 2019-12-05
Started: 2016-03-29

Readme and manuals

Help Manual

Help pageTopics
Class BCQU.BCQU-class
QUBIC: A Qualitative Biclustering Algorithm for Analyses of Gene Expression DataBCQU bcqu BCQUD BCQUD-class biclust,matrix,BCQU-method biclust,matrix,BCQUD-method QUBIC qubic QUBICD qubiclust qubiclust_d qubic_d QUD
Create a qualitative discrete matrix for a given gene expression matrixqdiscretize qudiscretize
Visualization of identified biclustersquheatmap
Convert newwork to XGMMLqunet2xml
Construction and visualization of co-expression networknetwork Qnetwork Qunetwork qunetwork
Show report of biclustersshowinfo