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MM2S (version 1.0.6)

Single-Sample Classifier of Medulloblastoma Subtypes for Medulloblastoma Patient Samples, Mouse Models, and Cell Lines

Description

A single-sample classifier that generates Medulloblastoma (MB) subtype predictions for single-samples of human Medulloblastoma (MB) patients and model systems, including cell lines and mouse-models. The MM2S algorithm uses a systems-based methodology that facilitates application of the algorithm on samples irrespective of their platform or source of origin. MM2S demonstrates > 96% accuracy for patients of well-characterized normal cerebellum, Wingless (WNT), or Sonic hedgehog (SHH) subtypes, and the less-characterized Group4 (86%) and Group3 (78.2%). MM2S also enables classification of MB cell lines and mouse models into their human counterparts.This package contains function for implementing the classifier onto human data and mouse data, as well as graphical rendering of the results as PCA (Principal Component Analysis) plots and heatmaps. Deena Gendoo and Benjamin Haibe-Kains (2016) .

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Version

Install

install.packages('MM2S')

Monthly Downloads

26

Version

1.0.6

License

GPL-3

Maintainer

Benjamin HaibeKains

Last Published

March 22nd, 2019

Functions in MM2S (1.0.6)

WNT_Mouse_Expr

Gene Expression data pertaining to the GMTL mouse mode
PCARender

Principal Component Analysis (PCA) Projections of ssGSEA Rank Matrix for Test Samples Onto the MM2S Training Set
MM2S.human

MM2S Prediction of Human Medulloblastoma Samples
MM2S.mouse

MM2S Prediction of Mouse Medulloblastoma Samples
PredictionsBarplot

Stacked Barplot of MM2S Subtype Predictions for Given Samples
MM2Ssetup

MM2S ssGSEA Training Matrix, MB Sample Group information for the training matrix, GMT files for Human and Mouse, and list of geneset names
PredictionsDistributionBoxplot

Boxplot of MM2S Subtype Predictions for Given Samples
PredictionsDistributionPie

Heatmap of MM2S Subtype Predictions for Given Samples
GTML_Mouse_Preds

Table of Pre-computed MM2S Predictions for 32 replicates of the GTML mouse model
PredictionsHeatmap

Heatmap of MM2S Subtype Predictions for Given Samples
Human_Cho_Expr

Gene Expression data from selected samples of the Human CHO Medulloblastoma dataset