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MBMethPred

Medulloblastoma Subgroups Prediction

v0.1.4.4 · Dec 4, 2025 · GPL

Description

Utilizing a combination of machine learning models (Random Forest, Naive Bayes, K-Nearest Neighbor, Support Vector Machines, Extreme Gradient Boosting, and Linear Discriminant Analysis) and a deep Artificial Neural Network model, 'MBMethPred' can predict medulloblastoma subgroups, including wingless (WNT), sonic hedgehog (SHH), Group 3, and Group 4 from DNA methylation beta values. See Sharif Rahmani E, Lawarde A, Lingasamy P, Moreno SV, Salumets A and Modhukur V (2023), MBMethPred: a computational framework for the accurate classification of childhood medulloblastoma subgroups using data integration and AI-based approaches. Front. Genet. 14:1233657. <doi: 10.3389/fgene.2023.1233657> for more details.

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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'caret', 'keras'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 2, 2026
ERROR 11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 25, 2026
ERROR r-release-macos-x86_64

package dependencies

Package required but not available: ‘caret’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  5.2Mb
  sub-directories of 1Mb or more:
    R      1.1Mb
    data   3.9Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  6.2Mb
  sub-directories of 1Mb or more:
    R      2.0Mb
    data   3.9Mb

Dependency Network

Dependencies Reverse dependencies stringr ggplot2 caTools caret keras MASS Rtsne SNFtool class dplyr e1071 pROC randomForest readr reshape2 +4 more dependencies MBMethPred

Version History

8 tracked
new 0.1.4.4 Mar 10, 2026
updated 0.1.4.4 ← 0.1.4.3 diff Dec 3, 2025
updated 0.1.4.3 ← 0.1.4.2 diff Jun 16, 2025
updated 0.1.4.2 ← 0.1.4 diff Sep 17, 2023
updated 0.1.4 ← 0.1.2 diff Jul 10, 2023
updated 0.1.2 ← 0.1.1 diff Jul 2, 2023
updated 0.1.1 ← 0.1.0 diff Jun 30, 2023
new 0.1.0 Dec 12, 2022