Evaluation and correction of batch effects in microbiome data-sets


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Documentation for package ‘MBECS’ version 1.8.0

Help Pages

.mbecGetData Mbec-Data Getter
.mbecGetPhyloseq Return Phyloseq after correction
.mbecSetData Mbec-Data Setter
colinScore Variable Correlation Linear (Mixed) Models
dummy.list Mock-up microbiome abundance table and meta-data.
dummy.mbec Mock-up microbiome abundance table and meta-data.
dummy.ps Mock-up microbiome abundance table and meta-data.
externalPLSDA Partial Least Squares Discriminant Analysis Computation
mbecBat Combat Batch Effects (ComBat)
mbecBMC Batch Mean Centering (BMC)
mbecBox Feature Differential Abundance Box-Plot
mbecBoxPlot Variability boxes plotting function
mbecCLR Centered Log-Ratio Transformation
mbecCorrection Batch Effect Correction Wrapper
MbecData Define MbecData-class
mbecDeflate Calculate matrix residuals
mbecDummy Creates a dummy data-set with abundance matrix and meta-data.
mbecExplainedVariance Calculate explained variance using CCA
mbecGetData Mbec-Data Getter
mbecGetData-method Mbec-Data Getter
mbecGetPhyloseq Return Phyloseq after correction
mbecGetPhyloseq-method Return Phyloseq after correction
mbecHeat Feature Differential Abundance Heatmap
mbecHeatPlot Heatmap plotting function
mbecHelpFactor Check If Covariates Are Factors
mbecLM Linear (Mixed) Model Feature to Batch Fit
mbecMixedVariance Mixed Model Variance-Component Extraction
mbecModelVariance Estimate Explained Variance
mbecModelVarianceLM Estimate Explained Variance with Linear Models
mbecModelVarianceLMM Estimate Explained Variance with Linear Mixed Models
mbecModelVariancePVCA Estimate Explained Variance with Principal Variance Component Analysis
mbecModelVarianceRDA Estimate Explained Variance with Redundancy Analysis
mbecModelVarianceSCOEF Estimate Explained Variance with Silhouette Coefficient
mbecMosaic Mosaic Sample Group Allocation
mbecMosaicPlot Mosaic plotting function
mbecPCA Principal Component Analysis Plot
mbecPCA-method Principal Component Analysis Plot for MbecData
mbecPCAPlot PCA plotting function
mbecPLSDA Partial Least Squares Discriminant Analysis
mbecPN Percentile Normalization (PN)
mbecProcessInput Mbec-Data Constructor Wrapper
mbecProcessInput-method Mbec-Data Constructor Wrapper
mbecProcessInput-method Mbec-Data Constructor Wrapper
mbecProcessInput-method Mbec-Data Constructor Wrapper
mbecPVCAStatsPlot Plot Proportion of Variance for PVCA
mbecRBE Remove Batch Effects (RBE)
mbecRDAStatsPlot Plot Proportion of Variance for pRDA
mbecReportPost Constructs a comparative report of batch corrected data.
mbecReportPrelim Constructs an initial report of a single data-set.
mbecRLE Relative Log Expression Plot
mbecRLEPlot RLE plotting function
mbecRunCorrections Run Correction Pipeline
mbecRUV2 Remove unwanted Variation 2 (RUV-2)
mbecRUV3 Remove Unwanted Variation 3 (RUV-3)
mbecRUV4 Remove Unwanted Variation 4 (RUV-4)
MBECS MBECS: Evaluation and correction of batch effects in microbiome data-sets.
mbecSCOEFStatsPlot Plot Silhouette Coefficient
mbecSetData Mbec-Data Setter
mbecSetData-method Mbec-Data Setter
mbecSVA Surrogate variable Analysis (SVA)
mbecSVD Singular Value Decomposition (SVD)
mbecTestModel Check If Model Is Estimable
mbecTransform Normalizing Transformations
mbecUpperCase Capitalize Word Beginning
mbecValidateModel Validate Linear (Mixed) Models
mbecVarianceStats Wrapper for Model Variable Variance Extraction
mbecVarianceStatsLM Model Variable Variance Extraction from LM
mbecVarianceStatsLMM Model Variable Variance Extraction from LMM
mbecVarianceStatsPlot Plot Proportion of Variance for L(M)M
percentileNorm Percentile Normalization
poscore Percentile of Score