@@ -263,7 +263,7 @@ ggplot(as_tibble(airway), aes(counts + 1, group = .sample, color = `dex`)) +
263263 labs(title = " Raw counts by treatment (before any filtering)" )
264264```
265265
266- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/plot-raw-counts-1.png) <!-- -->
266+ ![ ] ( README_files/figure-gfm/plot-raw-counts-1.png ) <!-- -->
267267
268268## Step 1: Data Preprocessing
269269
@@ -415,7 +415,7 @@ airway_abundant_all |>
415415 labs(title = " Counts after abundance filtering (tidybulk default)" )
416416```
417417
418- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/filtering-density-plot-comparison-1.png) <!-- -->
418+ ![ ] ( README_files/figure-gfm/filtering-density-plot-comparison-1.png ) <!-- -->
419419
420420Update the ` airway ` object with the filtered data:
421421
@@ -487,7 +487,7 @@ ggplot(as_tibble(airway_all), aes(counts + 1, group = .sample, color = method))
487487 labs(title = " Counts after removing redundant transcripts" )
488488```
489489
490- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/preprocessing-remove-redundancy-1.png) <!-- -->
490+ ![ ] ( README_files/figure-gfm/preprocessing-remove-redundancy-1.png ) <!-- -->
491491
492492### Filter Variable Transcripts
493493
@@ -552,7 +552,7 @@ ggplot(as_tibble(airway_all), aes(counts + 1, group = .sample, color = method))
552552 labs(title = " Counts after variable filtering" )
553553```
554554
555- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/filtering-variable-summary-and-plot-1.png) <!-- -->
555+ ![ ] ( README_files/figure-gfm/filtering-variable-summary-and-plot-1.png ) <!-- -->
556556
557557### Scale Abundance
558558
@@ -623,7 +623,7 @@ ggplot(as_tibble(airway_scaled_all), aes(counts + 1, group = .sample, color = me
623623 labs(title = " Scaled counts by method (after scaling)" )
624624```
625625
626- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/normalization-visualize-scaling-1.png) <!-- -->
626+ ![ ] ( README_files/figure-gfm/normalization-visualize-scaling-1.png ) <!-- -->
627627
628628## Step 2: Exploratory Data Analysis
629629
@@ -684,7 +684,7 @@ airway |>
684684 labs(title = " MDS Analysis" )
685685```
686686
687- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/eda-plot-dimensionality-reduction-1.png) <!-- -->
687+ ![ ] ( README_files/figure-gfm/eda-plot-dimensionality-reduction-1.png ) <!-- -->
688688
689689``` r
690690# PCA plot
@@ -696,7 +696,7 @@ airway |>
696696 labs(title = " PCA Analysis" )
697697```
698698
699- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/eda-plot-dimensionality-reduction-2.png) <!-- -->
699+ ![ ] ( README_files/figure-gfm/eda-plot-dimensionality-reduction-2.png ) <!-- -->
700700
701701### Clustering Analysis
702702
@@ -715,7 +715,7 @@ airway = airway |>
715715 labs(title = " K-means Clustering" )
716716```
717717
718- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/eda-clustering-analysis-1.png) <!-- -->
718+ ![ ] ( README_files/figure-gfm/eda-clustering-analysis-1.png ) <!-- -->
719719
720720## Step 3: Differential Expression Analysis
721721
@@ -863,7 +863,7 @@ metadata(airway)$tidybulk$edgeR_quasi_likelihood_object |>
863863 plotBCV()
864864```
865865
866- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-edgeR-object-1.png) <!-- -->
866+ ![ ] ( README_files/figure-gfm/differential-expression-edgeR-object-1.png ) <!-- -->
867867
868868Plot the log-fold change vs mean plot.
869869
@@ -874,7 +874,7 @@ metadata(airway)$tidybulk$edgeR_quasi_likelihood_fit |>
874874 plotMD()
875875```
876876
877- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-edgeR-fit-1.png) <!-- -->
877+ ![ ] ( README_files/figure-gfm/differential-expression-edgeR-fit-1.png ) <!-- -->
878878
879879#### For DESeq2
880880
@@ -887,7 +887,7 @@ metadata(airway)$tidybulk$DESeq2_object |>
887887 plotDispEsts()
888888```
889889
890- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-DESeq2-object-1.png) <!-- -->
890+ ![ ] ( README_files/figure-gfm/differential-expression-DESeq2-object-1.png ) <!-- -->
891891
892892Plot the log-fold change vs mean plot.
893893
@@ -898,7 +898,7 @@ metadata(airway)$tidybulk$DESeq2_object |>
898898 plotMA()
899899```
900900
901- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-DESeq2-fit-1.png) <!-- -->
901+ ![ ] ( README_files/figure-gfm/differential-expression-DESeq2-fit-1.png ) <!-- -->
902902
903903### Histograms of p-values across methods
904904
@@ -936,7 +936,7 @@ different methods, we can easily compare the p-values across methods.
936936 ## Warning: Removed 30 rows containing non-finite outside the scale range
937937 ## (`stat_bin()`).
938938
939- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-pvalue-histograms-1.png) <!-- -->
939+ ![ ] ( README_files/figure-gfm/differential-expression-pvalue-histograms-1.png ) <!-- -->
940940
941941### Compare Results Across Methods
942942
@@ -1008,7 +1008,7 @@ airway |>
10081008 ## Warning in scale_y_continuous(trans = tidybulk::log10_reverse_trans()):
10091009 ## log10_reverse transformation introduced infinite values.
10101010
1011- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-pvalue-pairplot-1.png) <!-- -->
1011+ ![ ] ( README_files/figure-gfm/differential-expression-pvalue-pairplot-1.png ) <!-- -->
10121012
10131013### Pairplot of effect sizes across methods (GGpairs)
10141014
@@ -1023,7 +1023,7 @@ airway |>
10231023 labs(title = " Pairplot of effect sizes across methods" )
10241024```
10251025
1026- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-effectsize-pairplot-1.png) <!-- -->
1026+ ![ ] ( README_files/figure-gfm/differential-expression-effectsize-pairplot-1.png ) <!-- -->
10271027
10281028### Volcano Plots for Each Method
10291029
@@ -1077,7 +1077,7 @@ airway |>
10771077 ## Warning: Removed 30 rows containing missing values or values outside the scale range
10781078 ## (`geom_point()`).
10791079
1080- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-volcano-plots-1-1.png) <!-- -->
1080+ ![ ] ( README_files/figure-gfm/differential-expression-volcano-plots-1-1.png ) <!-- -->
10811081
10821082Plotting independent y-axis scales for the p-values and effect sizes
10831083allows us to compare the top genes across methods.
@@ -1151,7 +1151,7 @@ airway |>
11511151 ## Warning: ggrepel: 15925 unlabeled data points (too many overlaps). Consider increasing max.overlaps
11521152 ## ggrepel: 15925 unlabeled data points (too many overlaps). Consider increasing max.overlaps
11531153
1154- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/differential-expression-volcano-plots-2-1.png) <!-- -->
1154+ ![ ] ( README_files/figure-gfm/differential-expression-volcano-plots-2-1.png ) <!-- -->
11551155
11561156### Differential Expression with Contrasts
11571157
@@ -1407,7 +1407,7 @@ airway |>
14071407 ## Warning: ggrepel: 784 unlabeled data points (too many overlaps). Consider
14081408 ## increasing max.overlaps
14091409
1410- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/batch-correction-adjust-abundance-1.png) <!-- -->
1410+ ![ ] ( README_files/figure-gfm/batch-correction-adjust-abundance-1.png ) <!-- -->
14111411
14121412## Step 5: Gene Enrichment Analysis
14131413
@@ -1539,32 +1539,32 @@ gene_rank_res |>
15391539
15401540 ## [[1]]
15411541
1542- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-1.png) <!-- -->
1542+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-1.png ) <!-- -->
15431543
15441544 ##
15451545 ## [[2]]
15461546
1547- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-2.png) <!-- -->
1547+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-2.png ) <!-- -->
15481548
15491549 ##
15501550 ## [[3]]
15511551
1552- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-3.png) <!-- -->
1552+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-3.png ) <!-- -->
15531553
15541554 ##
15551555 ## [[4]]
15561556
1557- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-4.png) <!-- -->
1557+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-4.png ) <!-- -->
15581558
15591559 ##
15601560 ## [[5]]
15611561
1562- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-5.png) <!-- -->
1562+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-5.png ) <!-- -->
15631563
15641564 ##
15651565 ## [[6]]
15661566
1567- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/enrichment-visualize-gsea-plots-6.png) <!-- -->
1567+ ![ ] ( README_files/figure-gfm/enrichment-visualize-gsea-plots-6.png ) <!-- -->
15681568
15691569``` r
15701570detach(" package:enrichplot" , unload = TRUE )
@@ -1835,7 +1835,7 @@ airway |>
18351835 labs(title = " CIBERSORT Cell Type Proportions" )
18361836```
18371837
1838- ![ ] ( /Users/a1234450/Documents/GitHub/tidybulk/ README_files/figure-gfm/deconvolution-plotting-1.png) <!-- -->
1838+ ![ ] ( README_files/figure-gfm/deconvolution-plotting-1.png ) <!-- -->
18391839
18401840``` r
18411841 # Repeat similar plotting for LLSR, EPIC, MCP-counter, quanTIseq, and xCell
0 commit comments