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Overview of the tidyHeatmap package8 months ago
Citation | Functions/utilities available | Installation | Contribution | Input data frame | Plotting | Saving | Clustering | Grouping and splitting | Custom palettes | Multiple groupings and annotations | Annotation types | Annotation size | Layer symbol | Complex layer symbol example with colors | Layer text | Complex layer text example with colors | Adding heatmap side-by-side | Using patchwork to integrate across heatmaps and including ggplots | ComplexHeatmap further styling | Add cell borders | Drop row clustering | Reorder rows elements | Size of dendrograms | Size of rows/columns titles and names | Remove row and column titles | Align numeric annotation | External ComplexHeatmap functionalities | Chainging side of legends | Add title using draw from ComplexHeatmap | Add title using ggtitle from ggplot2 | Session Info
Loading the tidyomics ecosystem8 months ago
Overview | The tidyomics ecosystem | Core packages | Additional manipulation packages | Analysis packages | Installation
Overview of the tidySingleCellExperiment package9 months ago
Introduction | Installation | Data representation of tidySingleCellExperiment | Annotation polishing | Preliminary plots | Preprocessing | Clustering | Combining datasets | Reduce dimensions | Cell type prediction | Nested analyses | Aggregating cells | Session Info | References
Overview of the tidySummarizedExperiment package9 months ago
Introduction | Functions/utilities available | Installation | Create tidySummarizedExperiment, the best of both worlds! | Tidyverse commands | Plotting | Session Info | References
tidybulk: An R tidy framework for modular transcriptomic data analysis10 months ago
Why tidybulk? | Functions/utilities available | Abundance Normalization Functions | Filtering and Selection Functions | Dimensionality Reduction Functions | Clustering Functions | Differential Analysis Functions | Cellularity Analysis Functions | Gene Enrichment Functions | Utility Functions | Validation and Utility Functions | Scientific Citation | Full vignette | Installation Guide | Comprehensive Example Pipeline | Data Overview | Prepare Data for Analysis | Visualize Raw Counts | Step 1: Data Preprocessing | Aggregate Duplicated Transcripts (optional) | Abundance Filtering | Run multiple methods | Compare methods | Remove Redundant Transcripts | Filter Variable Transcripts | Visualize After Variable Filtering Variable Transcripts (optional) | Scale Abundance | Visualize After Scaling | Step 2: Exploratory Data Analysis | Remove Zero-Variance Features (required for PCA) | Dimensionality Reduction | Visualize Dimensionality Reduction Results | Clustering Analysis | Step 3: Differential Expression Analysis | Basic Differential Expression | Quality Control of the Fit | For edgeR | For DESeq2 | Histograms of p-values across methods | Compare Results Across Methods | Pairplot of pvalues across methods (GGpairs) | Pairplot of effect sizes across methods (GGpairs) | Volcano Plots for Each Method | Differential Expression with Contrasts | For limma-voom | Differential Expression with minimum fold change (TREAT method) | Mixed Models for Complex Designs | Gene Description | Step 4: Batch Effect Correction | Step 5: Gene Enrichment Analysis | Visualize enrichment | Step 6: Cellularity Analysis | Available Deconvolution Methods | Example Usage | Plotting Results | Bibliography
Side-by-side comparison with standard interfaces10 months ago
Why tidybulk? | Scientific Citation | Side-by-side Comparison with Standard Interfaces | Data Overview | Prepare Data for Analysis | Step 1: Aggregate Duplicated Transcripts | Step 2: Scale Abundance | ... additional processing steps ... | Step 3: Filter Variable Transcripts | Step 5: Rotate Dimensions | Step 8: Test Differential Abundance | Step 6: Adjust for Unwanted Variation | Deconvolve Cell type composition | Step 7: Cluster Samples
tidygate: high-level data analysis and manipulation in tidyverse style2 years ago
Introduction | Installation | Example usage
Code for producing the figures in the article3 years ago
Probabilistic Outlier Identification for RNA Sequencing Generalized Linear Models3 years ago
Introduction | Installation and use
Overview of the tidyseurat package5 years ago
Session Info | References