fig:qc-dist-416b fig:qc-dist-grun fig:qc-mito-zeisel fig:discardplotpbmc fig:qc-dist-416b-block fig:qc-plot-pancreas fig:qc-plot-pancreas-fixed fig:norm-histlib fig:zeisel-demo-snap25 fig:norm-batch fig:norm-batch-sf fig:norm-histlib-spike fig:norm-spike-t fig:norm-effect-malat fig:trend-plot-pbmc fig:trend-plot-tropho fig:trend-plot-seger fig:trend-plot-spike-in fig:zeisel-scree fig:pca-416b fig:pca-residuals-416b fig:zeisel-pca-multi fig:tsne-brain fig:tsne-brain-seed fig:tsne-perplexity fig:umap-brain fig:umap-neighbors fig:umap-mindist fig:tsne-clust-graph fig:tsne-clust-kmeans fig:hclust-kmeans-10x fig:bootstrap-matrix fig:tsne-subclust-graph fig:marker-violins-pbmc fig:marker-detected-pbmc fig:marker-tsne-pbmc fig:marker-heat-pbmc fig:marker-dot-pbmc fig:markers-violin-block fig:pval-dist fig:marker-tsne-gsea fig:batch-pbmc-uncorrected fig:batch-pbmc-corrected fig:batch-activity-example fig:batch-pancreas-corrected fig:batch-corrected-insigf2 fig:batch-markers-pancreas fig:qc-dist-adt-pbmc fig:cite-sf fig:cite-tsne fig:cite-combined quality-control qc-motivation common-choices-of-qc-metrics identifying-low-quality-cells qc-outlier qc-fixed qc-plots qc-block qc-skip normalization motivation library-size-factors normalized-expression-values norm-transformation norm-centering comments-on-other-transformations blocking-on-experimental-batches normalization-by-spike-ins feature-selection motivation-1 selecting-highly-variable-genes modelling-the-mean-variance-trend choosing-the-number-of-hvgs variance-block refining-the-trend-fit selecting-a-priori-genes-of-interest quantifying-technical-noise principal-components-analysis motivation-2 getting-the-top-pcs how-many-pcs pca-block visualizing-the-pcs visualization motivation-3 t-stochastic-neighbor-embedding uniform-manifold-approximation-and-projection more-comments-on-interpretation other-visualization-methods clustering motivation-4 clustering-graph clustering-kmeans choosing-the-clustering-parameters clustering-diagnostics subclustering marker-detection motivation-5 scoring-marker-genes comparing-pairs-of-clusters marker-effect-sizes marker-effect-summaries visualizing-marker-genes using-a-log-fold-change-threshold marker-block more-uses-for-the-marker-scores marker-p-value-invalidity gene-set-enrichment batch-correction motivation-6 using-mutual-nearest-neighbors what-is-a-batch-effect-anyway using-the-corrected-values multi-condition-analyses differential-expression differential-abundance regrets protein-multiomics motivation-7 quality-control-1 normalization-1 feature-selection-and-pca cite-rest combining-modalities