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Allspice
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Download and install Allspice package within the R console
Install from CRAN:
install.packages("Allspice")
Install from Github:
library("remotes")
install_github("cran/Allspice")
Install by package version:
library("remotes")
install_version("Allspice", "1.0.7")
Attach the package and use:
library("Allspice")
Maintained by
Ville-Petteri Makinen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-18
Latest Update: 2023-01-20
Description:
We developed a lightweight machine learning tool for RNA profiling of acute lymphoblastic leukemia (ALL), however, it can be used for any problem where multiple classes need to be identified from multi-dimensional data. The methodology is described in Makinen V-P, Rehn J, Breen J, Yeung D, White DL (2022) Multi-cohort transcriptomic subtyping of B-cell acute lymphoblastic leukemia, International Journal of Molecular Sciences 23:4574, . The classifier contains optimized mean profiles of the classes (centroids) as observed in the training data, and new samples are matched to these centroids using the shortest Euclidean distance. Centroids derived from a dataset of 1,598 ALL patients are included, but users can train the models with their own data as well. The output includes both numerical and visual presentations of the classification results. Samples with mixed features from multiple classes or atypical values are also identified.
How to cite:
Ville-Petteri Makinen (2022). Allspice: RNA-Seq Profile Classifier. R package version 1.0.7, https://cran.r-project.org/web/packages/Allspice. Accessed 06 Nov. 2024.
Previous versions and publish date:
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Other R packages that Allspice depends,
imports, suggests or enhances
Complete documentation for Allspice
Functions, R codes and Examples using
the Allspice R package
Some associated functions: Asset.assemble . Asset.classify . Asset.configuration . Asset.export . Asset.nomenclature . Asset.normalize . Asset . Asset.standardize . Asset.visuals . Classifier.covariates . Classifier.information . Classifier . Classifier.predictions . Classifier.profiles . Classifier.report . Classifier.scores . bcellALL .
Some associated R codes: Asset.R . Asset.assemble.R . Asset.classify.R . Asset.configuration.R . Asset.export.R . Asset.nomenclature.R . Asset.normalize.R . Asset.standardize.R . Asset.visuals.R . Classifier.R . Classifier.covariates.R . Classifier.information.R . Classifier.predictions.R . Classifier.profiles.R . Classifier.report.R . Classifier.scores.R . bcellALL.R . local.analyze.R . local.colormap.R . local.distances.R . local.makematrix.R . local.prune.R . local.reference.R . local.regress.R . local.statistics.R . local.summarize.R . local.translate.R . Full Allspice package functions and examples
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