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Automactic Processing

auto_clean()
Automatic Data Preprocessing
auto_aggregate()
Automatic Aggregation
auto_impute()
Automatic Imputation
auto_normalize()
Automatic Normalization
auto_remove()
Automatic Removing Variables
auto_correct_batch_effect()
Automatic Batch Correction

Aggregation

Normalization

normalize_loesscyc()
LoessCyc Normalization
normalize_loessf()
LoessF Normalization
normalize_median()
Median Normalization
normalize_median_abs()
Absolute Median Normalization
normalize_median_quotient()
Median Quotient Normalization
normalize_quantile()
Quantile Normalization
normalize_rlr()
Robust Linear Regression Normalization
normalize_rlrma()
Robust Linear Regression with Median Adjustment Normalization
normalize_rlrmacyc()
Robust Linear Regression with Median Adjustment and Cyclic Normalization
normalize_total_area()
Total Area Normalization
normalize_vsn()
Variance Stabilizing Normalization

Imputation

impute_bpca()
BPCA Imputation
impute_fw_knn()
Feature-wise KNN Imputation
impute_half_sample_min()
Half Sample Minimum Imputation
impute_min_prob()
Minimum Probability Imputation
impute_miss_forest()
MissForest Imputation
impute_ppca()
PPCA Imputation
impute_sample_min()
Sample Minimum Imputation
impute_svd()
SVD Imputation
impute_sw_knn()
Sample-wise KNN Imputation
impute_zero()
Zero Imputation

Filtering

remove_constant()
Remove Constant Variables
remove_low_cv()
Remove Variables with Low Coefficient of Variation
remove_low_expr()
Remove Variables with Low Expression
remove_low_var()
Remove Variables with Low Variance Remove Variables with Low Variance
remove_rare()
Remove Rare Variables with Too Many Missing Values

Batch Effects

correct_batch_effect()
Correct Batch Effect
detect_batch_effect()
Detect batch effect
plot_batch_pca()
Plot PCA Score by Batch

Protein Adjustment

adjust_protein()
Adjust Protein Expression

Annotation

add_site_seq()
Add site-specific sequence information.

QC Plots

plot_cv_dent()
Plot CV Density
plot_int_boxplot()
Plot Log-Intensity Boxplots by Sample
plot_missing_bar()
Plot Missing Value Proportions by Sample or Variable
plot_missing_heatmap()
Plot Missing Value Heatmap
plot_rep_scatter()
Plot Replicate Scatter Plots
plot_rle()
Plot Relative Log Expression (RLE) Boxplots
plot_tic_bar()
Plot Total Intensity by Sample
plot_rank_abundance()
Plot Rank Abundance