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The mixOmics package
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Our Methods
Key Concepts
Distance Metrics
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Single Omics
(s)PCA
(s)IPCA
(s)PLS-DA
N-Integration – two omics
(s)PLS
(r)CCA
N-Integration – multi-Omics
Multi-Omics N-Integration Methods
DIABLO
Multiblock (s)PLS
P-integration
MINT
mixMC
mixMC Preprocessing
mixMC Methodology
Our Plots
Sample Plots
plotIndiv()
plotArrow()
Variable Plots
plotVar()
biplot()
plotLoadings()
network()
cim()
circos()
Case Studies
Single Omics
sPCA Multidrug Case Study
sPLSDA SRBCT Case Study
sIPCA Liver Toxicity Case Study
N-Integration – two omics
sPLS Liver Toxicity Case Study
rCCA Nutrimouse Case Study
N-Integration – multi-Omics
DIABLO TCGA Case Study
Multiblock sPLS Gastrulation (Single Cell) Case Study
More DIABLO Examples
P-integration
MINT Stem Cells Case Study
MINT Microbial Case Study
mixMC
Koren Bodysites Case Study
HMP Bodysites Case Study
mixMC/mixKernel Tara Ocean Case Study
Multilevel
Multilevel Vac18 Case Study
Multilevel Liver Toxicity Case Study
Cases where the methods fail
Gastrulation Multiblock sPLS Case Study (Inappropriate data)
SRBCT sPLS-DA Case Study (Permuted Labels)
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Welcome to mixOmics!