Package: MMINP 0.1.1

Wenli Tang

MMINP: Microbe-Metabolite Interactions-Based Metabolic Profiles Predictor

Implements a computational framework to predict microbial community-based metabolic profiles with 'O2PLS' model. It provides procedures of model training and prediction. Paired microbiome and metabolome data are needed for modeling, and the trained model can be applied to predict metabolites of analogous environments using new microbial feature abundances.

Authors:Wenli Tang [aut, cre], Guangchuang Yu [aut, ths]

MMINP_0.1.1.tar.gz
MMINP_0.1.1.zip(r-4.5)MMINP_0.1.1.zip(r-4.4)MMINP_0.1.1.zip(r-4.3)
MMINP_0.1.1.tgz(r-4.4-any)MMINP_0.1.1.tgz(r-4.3-any)
MMINP_0.1.1.tar.gz(r-4.5-noble)MMINP_0.1.1.tar.gz(r-4.4-noble)
MMINP_0.1.1.tgz(r-4.4-emscripten)MMINP_0.1.1.tgz(r-4.3-emscripten)
MMINP.pdf |MMINP.html
MMINP/json (API)

# Install 'MMINP' in R:
install.packages('MMINP', repos = c('https://yulab-smu.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/yulab-smu/mminp/issues

Datasets:
  • MMINP_trained_model - (Data) A MMINP model
  • test_metab - (Data) Normalized metabolite abundances for MMINP prediction
  • test_metag - (Data) Normalized gene family abundances for MMINP prediction
  • train_metab - (Data) Normalized metabolite abundances for MMINP training
  • train_metag - (Data) Normalized gene family abundances for MMINP training

On CRAN:

metabolite-predictionmetabolitesmicrobes

4.81 score 13 stars 9 scripts 110 downloads 8 exports 49 dependencies

Last updated 2 years agofrom:77359aeb9a. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 06 2024
R-4.5-winOKNov 06 2024
R-4.5-linuxOKNov 06 2024
R-4.4-winOKNov 06 2024
R-4.4-macOKNov 06 2024
R-4.3-winOKNov 06 2024
R-4.3-macOKNov 06 2024

Exports:checkInputdatacompareFeaturesfilterFeaturesget_ComponentsMMINP.predictMMINP.preprocessMMINP.trainO2PLSvip

Dependencies:clicolorspacecurldplyrfansifarverforecastfracdiffgenericsggplot2gluegtableisobandjsonlitelabelinglatticelifecyclelmtestmagrittrMASSMatrixmgcvmunsellnlmennetOmicsPLSpillarpkgconfigquadprogquantmodR6RColorBrewerRcppRcppArmadillorlangscalessoftImputetibbletidyselecttimeDatetseriesTTRurcautf8vctrsviridisLitewithrxtszoo

Introduction to MMINP

Rendered fromMMINP.Rmdusingknitr::rmarkdownon Nov 06 2024.

Last update: 2022-07-04
Started: 2022-03-28