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https://cran.r-project.org/web/packages/factoextra/index.html

R package from CRAN to extract and visualize the results of multivariate data analysis.

Proper citation: factoextra (RRID:SCR_016692) Copy   

•   Source: SciCrunch Registry

http://jefferis.github.io/nat/

Software R package for the (3D) visualisation and analysis of biological image data, especially tracings of single neurons in the context of 3D brain structures.

Proper citation: NeuroAnatomy Toolbox (RRID:SCR_016716) Copy   

•   Source: SciCrunch Registry

https://bioconductor.org/packages/ggtree/

Software R package for visualization and annotation of phylogenetic trees with their covariates and other tree like structures with their annotation data. Can import evolutionary data from different tree file formats and analysis programs as well as other associated data from experiments so that various sources and types of data can be displayed on tree for comparison and further analyses.

Proper citation: ggtree (RRID:SCR_018560) Copy   

•   Source: SciCrunch Registry

https://github.com/facebook/prophet

Open source software package for producing forecasts for time series data that has multiple seasonality with linear or non linear growth. Implemented in R or Phyton.

Proper citation: Prophet (RRID:SCR_017083) Copy   

•   Source: SciCrunch Registry

https://github.com/cwatson/braingraph/

Software R package for performing graph theory analyses of brain MRI data.

Proper citation: brainGraph (RRID:SCR_017260) Copy   

•   Source: SciCrunch Registry

https://CRAN.R-project.org/package=macc

Software package to perform causal mediation analysis under confounding or correlated errors. Includes single level mediation model, two level and three level mediation model for data with hierarchical structures. Under two or three level mediation model, correlation parameter is identifiable and is estimated based on hierarchical likelihood, marginal likelihood or two stage method.

Proper citation: Mediation Analysis of Causality under Confounding (RRID:SCR_017442) Copy   

•   Source: SciCrunch Registry

http://factominer.free.fr/index.html

Software R package for multivariate analysis which takes into account different types of data structure. Data can be organized in groups of variable, groups of individuals, or into hierarchy of variables.

Proper citation: FactoMineR (RRID:SCR_014602) Copy   

•   Source: SciCrunch Registry

http://wbiomed.curtin.edu.au/genepop/

Population genetic data analysis software package. Used to perform exact Hardy Weinberg Equilibrium test. Used for population differentiation and for genotypic disequilibrium among pairs of loci. Computes estimates of F-statistics, null allele frequencies, allele size-based statistics for microsatellites, etc. and performs analyses of isolation by distance from pairwise comparisons of individuals or population samples., THIS RESOURCE IS NO LONGER IN SERVICE. Documented on September 16,2025.

Proper citation: GENEPOP (RRID:SCR_009194) Copy   

•   Source: SciCrunch Registry

https://github.com/jkrijthe/Rtsne

Software as R wrapper for Van der Maaten's Barnes-Hut implementation of t-Distributed Stochastic Neighbor Embedding. Used for high-dimentional data visualisation.

Proper citation: Rtsne (RRID:SCR_016342) Copy   

•   Source: SciCrunch Registry

https://cran.r-project.org/web/packages/dplyr/index.html

Software tool for working with data frame like objects, both in memory and out of memory. It is a grammar of data manipulation, providing a consistent set of verbs that help you solve the most common data manipulation challenges: mutate, select, filer, summerise, arrange.

Proper citation: dplyr (RRID:SCR_016708) Copy   

•   Source: SciCrunch Registry

https://cran.r-project.org/web/packages/anocva/index.html

Software R package as a nonparametric statistical test to compare clustering structures with applications in functional magnetic resonance imaging data (fMRI). Used for analysis of cluster variability in the diagnosis of neuropsychological disorders.

Proper citation: ANOCVA (RRID:SCR_016719) Copy   

•   Source: SciCrunch Registry

http://www.cbs.dtu.dk/biotools/sequenza/

Software package for copy number estimation from tumor genome sequencing data.Tools to analyze genomic sequencing data from paired normal-tumor samples, including cellularity and ploidy estimation; mutation and copy number (allele-specific and total copy number) detection, quantification and visualization.

Proper citation: Sequenza (RRID:SCR_016662) Copy   

•   Source: SciCrunch Registry

https://cran.r-project.org/web/packages/RColorBrewer/index.html

Software tool to provide color schemes for maps and other graphics. R package to create colorful graphs with pre-made color palettes that visualize data.

Proper citation: RColorBrewer (RRID:SCR_016697) Copy   

•   Source: SciCrunch Registry

https://CRAN.R-project.org/package=webchem

Open source software package for R programming language that is used to acquire chemical information from online data sources. Package contains functions that allow programmer to interact with webpages and APIs to retrieve chemical information.

Proper citation: webchem (RRID:SCR_017684) Copy   

•   Source: SciCrunch Registry

https://CRAN.R-project.org/package=biomod2

Software R package for species distribution modeling, calibration and evaluation, ensemble of models, ensemble forecasting and visualization.

Proper citation: biomod2 (RRID:SCR_018246) Copy   

•   Source: SciCrunch Registry

https://github.com/dgrun/RaceID

Algorithm for identification of rare and abundant cell types from single cell transcriptome data. Based on transcript counts obtained with unique molecular identifies. Used for discovering rare cell types and corresponding marker genes in healthy and diseased organs. Operating system Unix/Linux, Mac OS, Windows.

Proper citation: RaceID (RRID:SCR_017045) Copy   

•   Source: SciCrunch Registry

https://github.com/powellgenomicslab/ascend

Software R package for analysis of single cell RNA-seq expression, normalization and differential expression data. Provides framework to perform cell and gene filtering, quality control, normalization, dimension reduction, clustering, differential expression, and visualization functions.

Proper citation: ascend (RRID:SCR_017257) Copy   

•   Source: SciCrunch Registry

https://CRAN.R-project.org/package=tidyr

Software R package for easily tidy data with spread and gather functions. Used for simplifying process of creating tidy data.

Proper citation: tidyr (RRID:SCR_017102) Copy   

•   Source: SciCrunch Registry

http://had.co.nz/reshape/

Software R package for flexibly restructuring and aggregating data.

Proper citation: reshape (RRID:SCR_018983) Copy   

•   Source: SciCrunch Registry

https://cran.r-project.org/web/packages/metagear/index.html

Software R package for research synthesis taxonomy from applying systematic review approach to assemble and screen literature, to extract data from studies, and to summarize and analyze these data with statistics of meta analysis.

Proper citation: metagear (RRID:SCR_017085) Copy   

•   Source: SciCrunch Registry