Difference between revisions of "R"

From UFRC
Jump to navigation Jump to search
Line 38: Line 38:
 
'''Note: File a [http://support.hpc.ufl.edu support ticket] to request installation of additional libraries.'''
 
'''Note: File a [http://support.hpc.ufl.edu support ticket] to request installation of additional libraries.'''
 
* 2.13.1
 
* 2.13.1
* 2.14.1 (default)
+
* 2.14.1
* 2.14.1 - R base package MPI-enabled via the Rmpi library.
+
* 2.14.1-mpi - R base package MPI-enabled via the Rmpi library.
 +
* 2.14.2 (default)
 
<!-- -->
 
<!-- -->
 
{{#if: {{#var: mod}}|==Running the application using modules==
 
{{#if: {{#var: mod}}|==Running the application using modules==
Line 50: Line 51:
 
  module load intel/11.1 openmpi/1.4.3 R
 
  module load intel/11.1 openmpi/1.4.3 R
 
==Installed Packages==
 
==Installed Packages==
'''Note: ''' Many of the packages in the R library shown below are installed as a part of Bioconductor meta-library.
+
'''Note: ''' Many of the packages in the R library shown below are installed as a part of Bioconductor meta-library. The list is generated from the default R version.
 
<pre>
 
<pre>
 
affy                    Methods for Affymetrix Oligonucleotide Arrays
 
affy                    Methods for Affymetrix Oligonucleotide Arrays
Line 62: Line 63:
 
annotate                Annotation for microarrays
 
annotate                Annotation for microarrays
 
AnnotationDbi          Annotation Database Interface
 
AnnotationDbi          Annotation Database Interface
 +
ape                    Analyses of Phylogenetics and Evolution
 
base                    The R Base Package
 
base                    The R Base Package
 
baySeq                  Empirical Bayesian analysis of patterns of
 
baySeq                  Empirical Bayesian analysis of patterns of
 
                         differential expression in count data
 
                         differential expression in count data
 
Biobase                Biobase: Base functions for Bioconductor
 
Biobase                Biobase: Base functions for Bioconductor
 +
BiocInstaller          Install/Update Bioconductor and CRAN Packages
 
Biostrings              String objects representing biological
 
Biostrings              String objects representing biological
 
                         sequences, and matching algorithms
 
                         sequences, and matching algorithms
Line 73: Line 76:
 
class                  Functions for Classification
 
class                  Functions for Classification
 
cluster                Cluster Analysis Extended Rousseeuw et al.
 
cluster                Cluster Analysis Extended Rousseeuw et al.
 +
CNVtools                A package to test genetic association with CNV
 +
                        data
 
codetools              Code Analysis Tools for R
 
codetools              Code Analysis Tools for R
 
colorspace              Color Space Manipulation
 
colorspace              Color Space Manipulation
Line 78: Line 83:
 
datasets                The R Datasets Package
 
datasets                The R Datasets Package
 
DBI                    R Database Interface
 
DBI                    R Database Interface
DESeq                  Digital gene expresion analysis based on the
+
DESeq                  Differential gene expression analysis based on
                         negative binomial distribution
+
                         the negative binomial distribution
 +
dichromat              Color schemes for dichromats
 
digest                  Create cryptographic hash digests of R objects
 
digest                  Create cryptographic hash digests of R objects
 
DynDoc                  Dynamic document tools
 
DynDoc                  Dynamic document tools
Line 88: Line 94:
 
gcrma                  Background Adjustment Using Sequence
 
gcrma                  Background Adjustment Using Sequence
 
                         Information
 
                         Information
 +
gee                    Generalized Estimation Equation solver
 +
geiger                  Analysis of evolutionary diversification
 
genefilter              genefilter: methods for filtering genes from
 
genefilter              genefilter: methods for filtering genes from
 
                         microarray experiments
 
                         microarray experiments
Line 94: Line 102:
 
                         intervals
 
                         intervals
 
ggplot2                An implementation of the Grammar of Graphics
 
ggplot2                An implementation of the Grammar of Graphics
glmmADMB                Fitting generalized linear mixed models (GLMMs)
+
glmmADMB                Generalized Linear Mixed Models Using AD Model
 +
                        Builder
 
GO.db                  A set of annotation maps describing the entire
 
GO.db                  A set of annotation maps describing the entire
 
                         Gene Ontology
 
                         Gene Ontology
Line 122: Line 131:
 
                         Ripley's MASS
 
                         Ripley's MASS
 
Matrix                  Sparse and Dense Matrix Classes and Methods
 
Matrix                  Sparse and Dense Matrix Classes and Methods
 +
memoise                Memoise functions
 
methods                Formal Methods and Classes
 
methods                Formal Methods and Classes
 
mgcv                    GAMs with GCV/AIC/REML smoothness estimation
 
mgcv                    GAMs with GCV/AIC/REML smoothness estimation
 
                         and GAMMs by PQL
 
                         and GAMMs by PQL
 +
msm                    Multi-state Markov and hidden Markov models in
 +
                        continuous time
 
multtest                Resampling-based multiple hypothesis testing
 
multtest                Resampling-based multiple hypothesis testing
 +
munsell                Munsell colour system
 +
mvtnorm                Multivariate Normal and t Distributions
 
nlme                    Linear and Nonlinear Mixed Effects Models
 
nlme                    Linear and Nonlinear Mixed Effects Models
 
nnet                    Feed-forward Neural Networks and Multinomial
 
nnet                    Feed-forward Neural Networks and Multinomial
 
                         Log-Linear Models
 
                         Log-Linear Models
 
org.Hs.eg.db            Genome wide annotation for Human
 
org.Hs.eg.db            Genome wide annotation for Human
 +
ouch                    Ornstein-Uhlenbeck models for phylogenetic
 +
                        comparative hypotheses
 +
parallel                Support for Parallel computation in R
 
plyr                    Tools for splitting, applying and combining
 
plyr                    Tools for splitting, applying and combining
 
                         data
 
                         data
 
preprocessCore          A collection of pre-processing functions
 
preprocessCore          A collection of pre-processing functions
prettyR                Pretty descriptive stats.
 
 
proto                  Prototype object-based programming
 
proto                  Prototype object-based programming
qvalue                 Q-value estimation for false discovery rate
+
R2admb                 ADMB to R interface functions
                        control
 
 
RColorBrewer            ColorBrewer palettes
 
RColorBrewer            ColorBrewer palettes
reshape                Flexibly reshape data.
+
reshape2                Flexibly reshape data: a reboot of the reshape
 +
                        package.
 
rpart                  Recursive Partitioning
 
rpart                  Recursive Partitioning
 
RSQLite                SQLite interface for R
 
RSQLite                SQLite interface for R
Rtwalk                  Sampling from many objective functions
 
 
Rwave                  Time-Frequency analysis of 1-D signals
 
Rwave                  Time-Frequency analysis of 1-D signals
 +
scales                  Scale functions for graphics.
 
simpleaffy              Very simple high level analysis of Affymetrix
 
simpleaffy              Very simple high level analysis of Affymetrix
 
                         data
 
                         data
Line 151: Line 167:
 
stats                  The R Stats Package
 
stats                  The R Stats Package
 
stats4                  Statistical Functions using S4 Classes
 
stats4                  Statistical Functions using S4 Classes
 +
stringr                Make it easier to work with strings.
 +
subplex                Subplex optimization algorithm
 
survival                Survival analysis, including penalised
 
survival                Survival analysis, including penalised
 
                         likelihood.
 
                         likelihood.
Line 164: Line 182:
 
                         and S-Plus.
 
                         and S-Plus.
 
xtable                  Export tables to LaTeX or HTML
 
xtable                  Export tables to LaTeX or HTML
 +
zlibbioc                An R packaged zlib-1.2.5
 
</pre>
 
</pre>
 
{{#if: {{#var: exe}}|==How To Run==
 
{{#if: {{#var: exe}}|==How To Run==

Revision as of 04:11, 28 March 2012

Description

{{{name}}} website  
R is a free software environment for statistical computing and graphics. Template:App Location

Available versions

Note: File a support ticket to request installation of additional libraries.

  • 2.13.1
  • 2.14.1
  • 2.14.1-mpi - R base package MPI-enabled via the Rmpi library.
  • 2.14.2 (default)

Running the application using modules

To use R with the environment modules system at HPC the following commands are available:

Get module information for r:

$module spider R

Load the default application module:

$module load R

The modulefile for this software adds the directory with executable files to the shell execution PATH and sets the following environment variables:

  • HPC_R_DIR - directory where R is located.
  • HPC_R_BIN - executable directory
  • HPC_R_LIB - library directory
  • HPC_R_INCLUDE - includes directory

To use the version of R built for parallel execution with MPI via the Rmpi library load the following modules:

module load intel/11.1 openmpi/1.4.3 R

Installed Packages

Note: Many of the packages in the R library shown below are installed as a part of Bioconductor meta-library. The list is generated from the default R version.

affy                    Methods for Affymetrix Oligonucleotide Arrays
affydata                Affymetrix Data for Demonstration Purpose
affyio                  Tools for parsing Affymetrix data files
affyPLM                 Methods for fitting probe-level models
affyQCReport            QC Report Generation for affyBatch objects
akima                   Interpolation of irregularly spaced data
annaffy                 Annotation tools for Affymetrix biological
                        metadata
annotate                Annotation for microarrays
AnnotationDbi           Annotation Database Interface
ape                     Analyses of Phylogenetics and Evolution
base                    The R Base Package
baySeq                  Empirical Bayesian analysis of patterns of
                        differential expression in count data
Biobase                 Biobase: Base functions for Bioconductor
BiocInstaller           Install/Update Bioconductor and CRAN Packages
Biostrings              String objects representing biological
                        sequences, and matching algorithms
bitops                  Functions for Bitwise operations
boot                    Bootstrap Functions (originally by Angelo Canty
                        for S)
class                   Functions for Classification
cluster                 Cluster Analysis Extended Rousseeuw et al.
CNVtools                A package to test genetic association with CNV
                        data
codetools               Code Analysis Tools for R
colorspace              Color Space Manipulation
compiler                The R Compiler Package
datasets                The R Datasets Package
DBI                     R Database Interface
DESeq                   Differential gene expression analysis based on
                        the negative binomial distribution
dichromat               Color schemes for dichromats
digest                  Create cryptographic hash digests of R objects
DynDoc                  Dynamic document tools
edgeR                   Empirical analysis of digital gene expression
                        data in R
foreign                 Read Data Stored by Minitab, S, SAS, SPSS,
                        Stata, Systat, dBase, ...
gcrma                   Background Adjustment Using Sequence
                        Information
gee                     Generalized Estimation Equation solver
geiger                  Analysis of evolutionary diversification
genefilter              genefilter: methods for filtering genes from
                        microarray experiments
geneplotter             Graphics related functions for Bioconductor
GenomicRanges           Representation and manipulation of genomic
                        intervals
ggplot2                 An implementation of the Grammar of Graphics
glmmADMB                Generalized Linear Mixed Models Using AD Model
                        Builder
GO.db                   A set of annotation maps describing the entire
                        Gene Ontology
graphics                The R Graphics Package
grDevices               The R Graphics Devices and Support for Colours
                        and Fonts
grid                    The Grid Graphics Package
hgu95av2.db             Affymetrix Human Genome U95 Set annotation data
                        (chip hgu95av2)
HilbertVis              Hilbert curve visualization
Hmisc                   Harrell Miscellaneous
IRanges                 Infrastructure for manipulating intervals on
                        sequences
iterators               Iterator construct for R
itertools               Iterator Tools
KEGG.db                 A set of annotation maps for KEGG
KernSmooth              Functions for kernel smoothing for Wand & Jones
                        (1995)
lattice                 Lattice Graphics
leaps                   regression subset selection
limma                   Linear Models for Microarray Data
locfit                  Local Regression, Likelihood and Density
                        Estimation.
marray                  Exploratory analysis for two-color spotted
                        microarray data
MASS                    Support Functions and Datasets for Venables and
                        Ripley's MASS
Matrix                  Sparse and Dense Matrix Classes and Methods
memoise                 Memoise functions
methods                 Formal Methods and Classes
mgcv                    GAMs with GCV/AIC/REML smoothness estimation
                        and GAMMs by PQL
msm                     Multi-state Markov and hidden Markov models in
                        continuous time
multtest                Resampling-based multiple hypothesis testing
munsell                 Munsell colour system
mvtnorm                 Multivariate Normal and t Distributions
nlme                    Linear and Nonlinear Mixed Effects Models
nnet                    Feed-forward Neural Networks and Multinomial
                        Log-Linear Models
org.Hs.eg.db            Genome wide annotation for Human
ouch                    Ornstein-Uhlenbeck models for phylogenetic
                        comparative hypotheses
parallel                Support for Parallel computation in R
plyr                    Tools for splitting, applying and combining
                        data
preprocessCore          A collection of pre-processing functions
proto                   Prototype object-based programming
R2admb                  ADMB to R interface functions
RColorBrewer            ColorBrewer palettes
reshape2                Flexibly reshape data: a reboot of the reshape
                        package.
rpart                   Recursive Partitioning
RSQLite                 SQLite interface for R
Rwave                   Time-Frequency analysis of 1-D signals
scales                  Scale functions for graphics.
simpleaffy              Very simple high level analysis of Affymetrix
                        data
spatial                 Functions for Kriging and Point Pattern
                        Analysis
splines                 Regression Spline Functions and Classes
statmod                 Statistical Modeling
stats                   The R Stats Package
stats4                  Statistical Functions using S4 Classes
stringr                 Make it easier to work with strings.
subplex                 Subplex optimization algorithm
survival                Survival analysis, including penalised
                        likelihood.
tcltk                   Tcl/Tk Interface
tools                   Tools for Package Development
utils                   The R Utils Package
vsn                     Variance stabilization and calibration for
                        microarray data
waveslim                Basic wavelet routines for one-, two- and
                        three-dimensional signal processing
wavethresh              Wavelets statistics and transforms.
XML                     Tools for parsing and generating XML within R
                        and S-Plus.
xtable                  Export tables to LaTeX or HTML
zlibbioc                An R packaged zlib-1.2.5