From 0c519faac05570c928dd10baa14a2019a756a192 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 19 Jul 2024 10:36:06 +0200 Subject: [PATCH 01/57] Update Scanpy to 1.10 --- tools/scanpy/macros.xml | 20 ++++++++++---------- tools/scanpy/plot.xml | 34 +++++++++++++++++----------------- 2 files changed, 27 insertions(+), 27 deletions(-) diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 4dc0fa43b0b..7ece5e23e74 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -1,16 +1,16 @@ - 1.9.6 - 4 + 1.10.2 + 0 21.09 scanpy loompy - leidenalg - louvain - pandas - matplotlib - seaborn + leidenalg + louvain + pandas + matplotlib + seaborn magic-impute @@ -727,9 +727,9 @@ header=None #if str($method.matplotlib_pyplot_scatter.alpha) != '' alpha=$method.matplotlib_pyplot_scatter.alpha, #end if - lw=$method.matplotlib_pyplot_scatter.linewidths, + linewidth=$method.matplotlib_pyplot_scatter.linewidths, #if $method.matplotlib_pyplot_scatter.edgecolors - ec='$method.matplotlib_pyplot_scatter.edgecolors' + edgecolor='$method.matplotlib_pyplot_scatter.edgecolors' #end if ]]> @@ -1258,7 +1258,7 @@ header=None vmax=$method.matplotlib_pyplot_pcolor.vmax, #end if #if $method.matplotlib_pyplot_pcolor.edgecolors - ec='$method.matplotlib_pyplot_pcolor.edgecolors', + edgecolor='$method.matplotlib_pyplot_pcolor.edgecolors', #end if #if str($method.matplotlib_pyplot_pcolor.alpha) != '' alpha=$method.matplotlib_pyplot_pcolor.alpha, diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index 274e9bd3ff1..41d5a72e9b3 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -752,7 +752,7 @@ sc.pl.rank_genes_groups_stacked_violin( - @@ -1138,8 +1138,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -1372,7 +1372,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1554,8 +1554,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -1692,8 +1692,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -1752,8 +1752,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -1803,8 +1803,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -1859,8 +1859,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -2078,8 +2078,8 @@ sc.pl.rank_genes_groups_stacked_violin( - - + + @@ -2151,7 +2151,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + From c44197b592db500734c7cf449903a7b64266c32a Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Tue, 23 Jul 2024 12:56:29 +0200 Subject: [PATCH 02/57] update some tests --- tools/scanpy/plot.xml | 7 +++---- ...ter_genes_dispersion.krumsiek11-seurat.png | Bin 38230 -> 25917 bytes 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index 41d5a72e9b3..1cfaabac0b2 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -118,9 +118,9 @@ sc.pl.violin( use_raw=$method.use_raw, @CMD_conditional_stripplot@ multi_panel=$method.violin_plot.multi_panel.multi_panel, - #if $method.violin_plot.multi_panel.multi_panel == "True" and str($method.violin_plot.multi_panel.width) != '' and str($method.violin_plot.multi_panel.height) != '' - figsize=($method.violin_plot.multi_panel.width, $method.violin_plot.multi_panel.height), - #end if + ##if $method.violin_plot.multi_panel.multi_panel == "True" and str($method.violin_plot.multi_panel.width) != '' and str($method.violin_plot.multi_panel.height) != '' + ##figsize=($method.violin_plot.multi_panel.width, $method.violin_plot.multi_panel.height), + ##end if scale='$method.violin_plot.scale', #if $method.xlabel xlabel='$method.xlabel', @@ -1228,7 +1228,6 @@ sc.pl.rank_genes_groups_stacked_violin( - diff --git a/tools/scanpy/test-data/pl.highest_expr_genes.filter_genes_dispersion.krumsiek11-seurat.png b/tools/scanpy/test-data/pl.highest_expr_genes.filter_genes_dispersion.krumsiek11-seurat.png index 7eb19bdd1d3a9a0548f2c9b6ddcc30f39b5ab1f8..83cf5db8ca482c9b355160fc784058612727f808 100644 GIT binary patch literal 25917 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wxi!t;O18EtV&i&g9pfGTruqHK^P2k?`d&EFL*X9_(_tp5gT^oVA88+)6aWAK From 4236e39a4396d8c1d1ab2641f8ce99cf421e7b35 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Wed, 7 Aug 2024 15:16:05 +0200 Subject: [PATCH 03/57] update some existing function parameters, add pp.scrublet function --- tools/scanpy/cluster_reduce_dimension.xml | 86 ++++--- tools/scanpy/filter.xml | 81 ++++--- tools/scanpy/inspect.xml | 163 ++++++++----- tools/scanpy/macros.xml | 55 +++-- tools/scanpy/normalize.xml | 64 ++--- tools/scanpy/plot.xml | 270 +++++++++++----------- tools/scanpy/remove_confounders.xml | 69 +++++- 7 files changed, 454 insertions(+), 334 deletions(-) diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index d8c7472563f..622eea632d8 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -4,8 +4,17 @@ macros.xml - - + + + + + + + + + + + @@ -20,10 +29,10 @@ label="Compute standard PCA from covariance matrix?" help="If not, it omits zero-centering variables (uses *TruncatedSVD* from scikit-learn), which allows to handle sparse input efficiently."/> - + - + @@ -47,6 +56,9 @@ This data is accessible using the inspect tool for AnnData @@ -226,7 +240,7 @@ sc.tl.embedding_density( - + @@ -235,7 +249,7 @@ sc.tl.embedding_density( - + @@ -277,11 +291,11 @@ sc.tl.embedding_density( - + - + @@ -292,7 +306,7 @@ sc.tl.embedding_density( - + @@ -302,13 +316,13 @@ sc.tl.embedding_density( - + - + - + @@ -320,7 +334,7 @@ sc.tl.embedding_density( - + @@ -333,7 +347,7 @@ sc.tl.embedding_density(

- +
@@ -351,7 +365,7 @@ sc.tl.embedding_density( - + @@ -361,7 +375,7 @@ sc.tl.embedding_density(
- +
@@ -377,7 +391,7 @@ sc.tl.embedding_density(
- + @@ -391,7 +405,7 @@ sc.tl.embedding_density(
- +
@@ -409,7 +423,7 @@ sc.tl.embedding_density(
- + @@ -421,7 +435,7 @@ sc.tl.embedding_density(
- +
@@ -438,7 +452,7 @@ sc.tl.embedding_density(
- + @@ -452,7 +466,7 @@ sc.tl.embedding_density(
- +
@@ -469,13 +483,13 @@ sc.tl.embedding_density(
- +
- +
@@ -486,7 +500,7 @@ sc.tl.embedding_density(
- + @@ -497,7 +511,7 @@ sc.tl.embedding_density(
- +
@@ -514,7 +528,7 @@ sc.tl.embedding_density(
- + @@ -528,7 +542,7 @@ sc.tl.embedding_density(
- +
@@ -546,7 +560,7 @@ sc.tl.embedding_density( - +
@@ -559,7 +573,7 @@ sc.tl.embedding_density(
- +
@@ -580,7 +594,7 @@ sc.tl.embedding_density(
- +
@@ -594,7 +608,7 @@ sc.tl.embedding_density( - + @@ -603,7 +617,7 @@ sc.tl.embedding_density(
- +
@@ -618,14 +632,14 @@ sc.tl.embedding_density(
- +
- +
diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index 1dffa8b9d6a..13114e071f3 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -71,8 +71,17 @@ sc.pp.highly_variable_genes( #else if $method.flavor.flavor == 'cell_ranger' n_top_genes=$method.flavor.n_top_genes, #end if + #if $method.flavor.flavor == 'seurat_v3' + span=$method.flavor.span, + #end if n_bins=$method.n_bins, subset=$method.subset, + #if $method.layer != '' + layer='$method.layer', + #end if + #if $method.batch_key != '' + layer='$method.batch_key', + #end if inplace=True) #else if $method.method == 'pp.subsample' @@ -166,7 +175,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -188,7 +197,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -196,14 +205,14 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + - + - + @@ -211,9 +220,11 @@ df.to_csv('marker.tsv', sep='\t', index=True) - - + + + + @@ -224,9 +235,17 @@ df.to_csv('marker.tsv', sep='\t', index=True) + + + + + + + + @@ -235,7 +254,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -268,7 +287,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -283,7 +302,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -295,7 +314,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -307,7 +326,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + @@ -316,7 +335,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -329,7 +348,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + @@ -338,7 +357,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -354,7 +373,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) Issue has been reported here: https://github.com/scverse/anndata/issues/726 The current fix is: del adata.uns['rank_genes_groups_filtered'] --> - + @@ -424,7 +443,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -439,17 +458,17 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + - +
- +
@@ -462,17 +481,17 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + - +
- +
@@ -485,7 +504,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + @@ -493,7 +512,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -507,7 +526,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- + @@ -517,7 +536,7 @@ df.to_csv('marker.tsv', sep='\t', index=True)
- +
@@ -526,7 +545,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + diff --git a/tools/scanpy/inspect.xml b/tools/scanpy/inspect.xml index fe65373723c..115e3ffae0c 100644 --- a/tools/scanpy/inspect.xml +++ b/tools/scanpy/inspect.xml @@ -42,7 +42,7 @@
- + @@ -72,8 +72,13 @@ sc.pp.calculate_qc_metrics( #end if #if $method.percent_top #set $percent_top = [int(x.strip()) for x in str($method.percent_top).split(',')] - percent_top=$percent_top, + percent_top=$percent_top, #end if + #if $method.layer != '' + layer='$method.layer', + #end if + use_raw=$method.use_raw, + log1p=$method.log1p, inplace=True) #else if $method.method == "tl.score_genes" @@ -234,6 +239,18 @@ sc.tl.marker_gene_overlap( #else if $method.method == "pp.log1p" sc.pp.log1p( adata, + #if $method.base + base=$method.base, + #end if + #if $method.layer != '' + base='$method.layer', + #end if + #if $method.obsm != '' + obsm='$method.obsm', + #end if + #if $method.mask_obs != '' + mask_obs='$method.mask_obs', + #end if copy=False) #else if $method.method == "pp.scale" @@ -243,6 +260,12 @@ sc.pp.scale( #if str($method.max_value) != '' max_value=$method.max_value, #end if + #if $method.layer != '' + base='$method.layer', + #end if + #if $method.obsm != '' + obsm='$method.obsm', + #end if copy=False) #else if $method.method == "pp.sqrt" @@ -270,24 +293,27 @@ sc.pp.sqrt( - + - + - - + + - - + + + + - + @@ -301,17 +327,17 @@ sc.pp.sqrt( - + - + - + @@ -322,7 +348,7 @@ sc.pp.sqrt( - + @@ -336,7 +362,7 @@ sc.pp.sqrt( - + @@ -347,11 +373,11 @@ sc.pp.sqrt( - + - + @@ -361,7 +387,7 @@ sc.pp.sqrt( - + @@ -480,12 +506,29 @@ sc.pp.sqrt( --> - + + + + + + + + + + + + + + + + + + @@ -497,7 +540,7 @@ sc.pp.sqrt( - + @@ -506,21 +549,21 @@ sc.pp.sqrt(
- +
- - - - + + + +
- + @@ -530,7 +573,7 @@ sc.pp.sqrt(
- +
@@ -544,13 +587,13 @@ sc.pp.sqrt( - +
- + @@ -559,7 +602,7 @@ sc.pp.sqrt(
- +
@@ -575,7 +618,7 @@ sc.pp.sqrt(
- + @@ -586,25 +629,25 @@ sc.pp.sqrt(
- +
- - - - - - - - + + + + + + + +
- + @@ -620,7 +663,7 @@ sc.pp.sqrt(
- +
@@ -636,7 +679,7 @@ sc.pp.sqrt(
- + @@ -651,7 +694,7 @@ sc.pp.sqrt(
- +
@@ -668,7 +711,7 @@ sc.pp.sqrt(
- + @@ -690,7 +733,7 @@ sc.pp.sqrt(
- +
@@ -711,13 +754,13 @@ sc.pp.sqrt( - +
- + @@ -735,7 +778,7 @@ sc.pp.sqrt( - + @@ -745,7 +788,7 @@ sc.pp.sqrt(
- +
@@ -766,13 +809,13 @@ sc.pp.sqrt( - +
- +
- +
@@ -817,13 +860,13 @@ sc.pp.sqrt(
- +
- +
@@ -835,14 +878,14 @@ sc.pp.sqrt(
- +
- +
@@ -855,12 +898,12 @@ sc.pp.sqrt(
- +
- +
@@ -898,7 +941,7 @@ sc.pp.sqrt( Calculate quality control metrics., using `pp.calculate_qc_metrics` =================================================================== -Calculates a number of qc metrics for an AnnData object, largely based on calculateQCMetrics from scater. +Calculates a number of qc metrics for an AnnData object, largely based on calculateQCMetrics from scater. Currently is most efficient on a sparse CSR or dense matrix. It updates the observation level metrics with diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 7ece5e23e74..019edd36704 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -12,6 +12,7 @@ matplotlib seaborn magic-impute + scikit-misc
@@ -22,7 +23,7 @@
- + @@ -52,7 +53,7 @@ import numpy as np - + @@ -72,7 +73,7 @@ adata = sc.read_h5ad('anndata.h5ad')
- +
@@ -89,15 +90,21 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: + + + + + + - + - + @@ -395,7 +402,7 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - + @@ -430,7 +437,7 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - + @@ -453,16 +460,16 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - + - + - + - + - + - + - + - + @@ -921,7 +928,7 @@ header=None - + - + @@ -1042,24 +1049,24 @@ header=None - + - + - + - + - + @@ -1134,7 +1141,7 @@ header=None - + @@ -1163,7 +1170,7 @@ header=None - + diff --git a/tools/scanpy/normalize.xml b/tools/scanpy/normalize.xml index 29caa1adaf9..7e9be97a124 100644 --- a/tools/scanpy/normalize.xml +++ b/tools/scanpy/normalize.xml @@ -24,18 +24,11 @@ sc.pp.normalize_total( #if $method.exclude_highly_expressed.exclude_highly_expressed == "True" max_fraction=$method.exclude_highly_expressed.max_fraction, #end if - #if $method.key_added + #if $method.key_added != '' key_added='$method.key_added', #end if - #if $method.layers - #if str($method.layers) != 'all' - layers[str(x.strip()) for x in str($method.layers).split(',')], - #else - layers='$method.layers', - #end if - #end if - #if str($method.layer_norm) != "None" - layer_norm='$method.layer_norm', + #if $method.layer != '' + layer='$method.layer', #end if inplace=True) @@ -51,11 +44,6 @@ sc.pp.recipe_zheng17( sc.pp.recipe_weinreb17( adata=adata, log=$method.log, - mean_threshold=$method.mean_threshold, - cv_threshold=$method.cv_threshold, - n_pcs=$method.n_pcs, - svd_solver='$method.svd_solver', - random_state=$method.random_state, copy=False) #else if $method.method == "pp.recipe_seurat" @@ -112,15 +100,15 @@ sc.external.pp.magic( - + - + - - + + @@ -134,10 +122,6 @@ sc.external.pp.magic( - - - - @@ -149,14 +133,14 @@ sc.external.pp.magic( - + + help="If not set, will be set to 3 * knn"/> + help="If ‘-1’, this parameter is selected according to the Procrustes disparity of the diffused data."/> + help="For extremely large datasets, using n_pca less than 20 allows neighborhoods to be calculated in roughly log(n_samples) time. If not set, no PCA is performed."/> @@ -175,7 +159,7 @@ sc.external.pp.magic( - + @@ -186,7 +170,7 @@ sc.external.pp.magic(
- +
@@ -207,7 +191,7 @@ sc.external.pp.magic(
- +
@@ -220,7 +204,7 @@ sc.external.pp.magic(
- + @@ -231,7 +215,7 @@ sc.external.pp.magic(
- +
@@ -248,13 +232,13 @@ sc.external.pp.magic(
- +
- +
@@ -266,7 +250,7 @@ sc.external.pp.magic(
- + @@ -274,7 +258,7 @@ sc.external.pp.magic(
- +
@@ -288,7 +272,7 @@ sc.external.pp.magic(
- + @@ -296,7 +280,7 @@ sc.external.pp.magic(
- +
@@ -369,7 +353,7 @@ Markov Affinity-based Graph Imputation of Cells (MAGIC) as of Van Dijk D et al. MAGIC is an algorithm for denoising and transcript recover of single cells applied to single-cell sequencing data. MAGIC builds a graph from the data and uses diffusion to smooth out noise and recover the data manifold. -The algorithm implemented here has changed primarily in two ways compared to the algorithm described in Van Dijk D et al. (2018). +The algorithm implemented here has changed primarily in two ways compared to the algorithm described in Van Dijk D et al. (2018). - Firstly, we use the adaptive kernel described in Moon et al, (2019) for improved stability. - Secondly, data diffusion is applied in the PCA space, rather than the data space, for speed and memory improvements. diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index 1cfaabac0b2..34be912f077 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -506,14 +506,14 @@ sc.pl.rank_genes_groups_stacked_violin( - + - + - + @@ -522,13 +522,13 @@ sc.pl.rank_genes_groups_stacked_violin( - + - + - + @@ -584,7 +584,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -607,7 +607,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -626,7 +626,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -663,11 +663,11 @@ sc.pl.rank_genes_groups_stacked_violin( - +
- + @@ -685,7 +685,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -744,17 +744,17 @@ sc.pl.rank_genes_groups_stacked_violin( - + - + - + - + @@ -775,7 +775,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -787,19 +787,19 @@ sc.pl.rank_genes_groups_stacked_violin( - + - + - + - + @@ -827,7 +827,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -896,7 +896,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -919,12 +919,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -941,7 +941,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -967,12 +967,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -989,7 +989,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1002,7 +1002,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1015,12 +1015,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1037,7 +1037,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1052,7 +1052,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1065,13 +1065,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1087,7 +1087,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1117,17 +1117,17 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- +
- + @@ -1146,7 +1146,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1167,13 +1167,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1184,13 +1184,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- + - + @@ -1216,12 +1216,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1240,7 +1240,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1274,7 +1274,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1300,7 +1300,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1317,13 +1317,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1335,7 +1335,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1358,12 +1358,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1379,7 +1379,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1394,20 +1394,20 @@ sc.pl.rank_genes_groups_stacked_violin( - +
- +
- + @@ -1419,7 +1419,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1434,12 +1434,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1451,7 +1451,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1463,13 +1463,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- - + + @@ -1478,7 +1478,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1486,13 +1486,13 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- - + + @@ -1500,7 +1500,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1533,54 +1533,54 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + +
- +
- +
- +
- + @@ -1588,20 +1588,20 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- - + +
- + @@ -1621,7 +1621,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1644,15 +1644,15 @@ sc.pl.rank_genes_groups_stacked_violin(
- + - + - +
@@ -1672,7 +1672,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1699,18 +1699,18 @@ sc.pl.rank_genes_groups_stacked_violin(
- + - - + + - +
@@ -1729,7 +1729,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1759,7 +1759,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1784,7 +1784,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1810,7 +1810,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1839,7 +1839,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1866,7 +1866,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1874,12 +1874,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- + @@ -1887,14 +1887,14 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- +
@@ -1906,7 +1906,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1916,7 +1916,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -1929,7 +1929,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -1952,7 +1952,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1978,7 +1978,7 @@ sc.pl.rank_genes_groups_stacked_violin( --> - + @@ -1989,7 +1989,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -2004,7 +2004,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2024,7 +2024,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -2048,7 +2048,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2062,12 +2062,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- +
@@ -2085,7 +2085,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2103,7 +2103,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -2122,7 +2122,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2139,7 +2139,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -2158,7 +2158,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2187,7 +2187,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
@@ -2212,7 +2212,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- + @@ -2239,7 +2239,7 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index 6c355c721f8..96317b124a7 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -16,16 +16,20 @@ #if $method.method == "pp.regress_out" sc.pp.regress_out( adata=adata, + #if $method.layer != '' + layer='$method.layer', + #end if #set $keys = [str(x.strip()) for x in str($method.keys).split(',')] keys=$keys, + n_jobs = int(os.getenv("GALAXY_SLOTS", 4)), copy=False) -#else if $method.method == "pp.mnn_correct" +#else if $method.method == "external.pp.mnn_correct" #for i, filepath in enumerate($methods.extra_adata) adata_$i = ad.read('$filepath') #end for -sc.pp.mnn_correct( +sc.external.pp.mnn_correct( adata, #for i, filepath in enumerate($methods.extra_adata) adata_$i, @@ -51,7 +55,7 @@ sc.pp.mnn_correct( svd_mode='$method.svd_mode', do_concatenate=True, save_raw=True, - n_jobs=\${GALAXY_SLOTS:-4}) + n_jobs = int(os.getenv("GALAXY_SLOTS", 4))) #else if $method.method == "pp.combat" sc.pp.combat( @@ -59,6 +63,30 @@ sc.pp.combat( key='$method.key', inplace=True) +#else if $method.method == "pp.scrublet" +sc.pp.scrublet( + adata, + #if $method.batch_key != '' + batch_key='$method.batch_key', + #end if + sim_doublet_ratio=$method.sim_doublet_ratio, + expected_doublet_rate=$method.expected_doublet_rate, + stdev_doublet_rate=$method.stdev_doublet_rate, + synthetic_doublet_umi_subsampling=$method.synthetic_doublet_umi_subsampling, + knn_dist_metric='$method.knn_dist_metric', + normalize_variance=$method.normalize_variance, + log_transform=$method.log_transform, + mean_center=$method.mean_center, + n_prin_comps=$method.n_prin_comps, + use_approx_neighbors=$method.use_approx_neighbors, + get_doublet_neighbor_parents=$method.get_doublet_neighbor_parents, + n_neighbors=$method.n_neighbors, + #if str($method.threshold) != '' + threshold=$method.threshold, + #end if + random_state=$method.random_state, + inplace=True) + #end if @CMD_anndata_write_outputs@ @@ -69,15 +97,19 @@ sc.pp.combat( - + + + + + - + @@ -115,6 +147,27 @@ sc.pp.combat( + + + + + + + + + + + + + + + + + + + + + @@ -176,16 +229,16 @@ sc.pp.combat( Regress out unwanted sources of variation, using `pp.regress_out` ================================================================= -Regress out unwanted sources of variation, using simple linear regression. This is +Regress out unwanted sources of variation, using simple linear regression. This is inspired by Seurat's `regressOut` function in R. More details on the `scanpy documentation `__ -Correct batch effects by matching mutual nearest neighbors, using `pp.mnn_correct` +Correct batch effects by matching mutual nearest neighbors, using `external.pp.mnn_correct` ================================================================================== -This uses the implementation of mnnpy. Depending on do_concatenate, it returns AnnData objects in the +This uses the implementation of mnnpy. Depending on do_concatenate, it returns AnnData objects in the original order containing corrected expression values or a concatenated matrix or AnnData object. Be reminded that it is not advised to use the corrected data matrices for differential expression testing. From 329e9d7922ed929869685f41b09e3ac0d25e9dac Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Wed, 7 Aug 2024 15:32:28 +0200 Subject: [PATCH 04/57] Change tool names to start with Scanpy --- tools/scanpy/cluster_reduce_dimension.xml | 4 ++-- tools/scanpy/filter.xml | 12 ++++++------ tools/scanpy/inspect.xml | 3 +-- tools/scanpy/normalize.xml | 4 ++-- tools/scanpy/plot.xml | 3 +-- tools/scanpy/remove_confounders.xml | 13 +++++++------ 6 files changed, 19 insertions(+), 20 deletions(-) diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index 622eea632d8..8e3e5c01708 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -1,5 +1,5 @@ - - with scanpy + + and infer trajectories macros.xml diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index 13114e071f3..f462de7d34c 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -1,5 +1,5 @@ - - with scanpy + + mark and subsample macros.xml @@ -62,11 +62,11 @@ sc.pp.highly_variable_genes( adata=adata, flavor='$method.flavor.flavor', #if $method.flavor.flavor == 'seurat' - min_mean=$method.flavor.min_mean, - max_mean=$method.flavor.max_mean, - min_disp=$method.flavor.min_disp, + min_mean=$method.flavor.min_mean, + max_mean=$method.flavor.max_mean, + min_disp=$method.flavor.min_disp, #if str($method.flavor.max_disp) != '' - max_disp=$method.flavor.max_disp, + max_disp=$method.flavor.max_disp, #end if #else if $method.flavor.flavor == 'cell_ranger' n_top_genes=$method.flavor.n_top_genes, diff --git a/tools/scanpy/inspect.xml b/tools/scanpy/inspect.xml index 115e3ffae0c..a957311d051 100644 --- a/tools/scanpy/inspect.xml +++ b/tools/scanpy/inspect.xml @@ -1,5 +1,4 @@ - - with scanpy + macros.xml diff --git a/tools/scanpy/normalize.xml b/tools/scanpy/normalize.xml index 7e9be97a124..c05b116ac62 100644 --- a/tools/scanpy/normalize.xml +++ b/tools/scanpy/normalize.xml @@ -1,5 +1,5 @@ - - and impute with scanpy + + and impute macros.xml diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index 34be912f077..aecdbdcca3a 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -1,5 +1,4 @@ - - with scanpy + macros.xml diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index 96317b124a7..d3483fb3d45 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -1,4 +1,4 @@ - + with scanpy macros.xml @@ -176,7 +176,7 @@ sc.pp.scrublet( - + @@ -193,8 +193,8 @@ sc.pp.scrublet(
- @@ -205,9 +205,9 @@ sc.pp.scrublet( - --> + - + @@ -224,6 +224,7 @@ sc.pp.scrublet( +
Date: Wed, 7 Aug 2024 19:07:47 +0200 Subject: [PATCH 05/57] Update a few more clustering functions --- tools/scanpy/README.md | 5 +- tools/scanpy/cluster_reduce_dimension.xml | 157 ++++++++++------------ tools/scanpy/filter.xml | 18 +-- tools/scanpy/inspect.xml | 84 +++++++----- tools/scanpy/macros.xml | 126 +++++++++-------- tools/scanpy/normalize.xml | 8 +- tools/scanpy/plot.xml | 28 ++-- 7 files changed, 218 insertions(+), 208 deletions(-) diff --git a/tools/scanpy/README.md b/tools/scanpy/README.md index 10a3a036f7d..9bd7a5ccc27 100644 --- a/tools/scanpy/README.md +++ b/tools/scanpy/README.md @@ -49,8 +49,7 @@ Scanpy --- | --- `tl.louvain` | Cluster cells into subgroups `tl.leiden` | Cluster cells into subgroups - `tl.pca` | Principal component analysis - `pp.pca` | Principal component analysis (appears to be the same func...) + `pp.pca` | Principal component analysis `tl.diffmap` | Diffusion Maps `tl.tsne` | t-SNE `tl.umap` | Embed the neighborhood graph using UMAP @@ -71,7 +70,7 @@ Scanpy `pl.stacked_violin` | Stacked violin plots `pl.matrixplot` | Heatmap of the mean expression values per cluster `pl.clustermap` | Hierarchically-clustered heatmap - + 2. Preprocessing Methods | Description diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index 8e3e5c01708..ebd6b5ba7df 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -97,6 +97,7 @@ sc.tl.louvain( key_added='$method.key_added', directed=$method.directed, use_weights=$method.use_weights, + @CMD_neighbors_key@ copy=False) #else if $method.method == 'tl.leiden' @@ -105,20 +106,22 @@ sc.tl.leiden( resolution=$method.resolution, random_state=$method.random_state, key_added='$method.key_added', + directed=$method.directed, use_weights=$method.use_weights, n_iterations=$method.n_iterations, + @CMD_neighbors_key@ + flavor='$method.flavor', copy=False) #else if $method.method == 'pp.pca' sc.pp.pca(@CMD_pca_params@) -#else if $method.method == 'tl.pca' -sc.tl.pca(@CMD_pca_params@) - #else if $method.method == 'tl.diffmap' sc.tl.diffmap( adata=adata, n_comps=min($method.n_comps, adata.n_vars), + random_state=$method.random_state, + @CMD_neighbors_key@ copy =False) #else if $method.method == 'tl.tsne' @@ -127,11 +130,15 @@ sc.tl.tsne( #if str($method.n_pcs) != '' n_pcs=$method.n_pcs, #end if + #if $method.use_rep != '' + use_rep='$method.use_rep', + #end if perplexity=$method.perplexity, + metric='$method.metric', early_exaggeration=$method.early_exaggeration, learning_rate=$method.learning_rate, random_state=$method.random_state, - use_fast_tsne=$method.use_fast_tsne, + n_jobs = int(os.getenv("GALAXY_SLOTS", 4)), copy=False) #else if $method.method == 'tl.umap' @@ -148,6 +155,7 @@ sc.tl.umap( negative_sample_rate=$method.negative_sample_rate, init_pos='$method.init_pos', random_state=$method.random_state, + @CMD_neighbors_key@ copy=False) #else if $method.method == 'tl.draw_graph' @@ -159,20 +167,20 @@ adjacency = io.mmread('$method.adjacency') sc.tl.draw_graph( adata=adata, layout='$method.layout', -#if $method.root - #set $root=([int(x.strip()) for x in str($method.root).split(',')]) - root=$root, -#end if - random_state=$method.random_state, - #if $method.init_pos - init_pos='$method.init_pos', + #if $method.root + root=$method.root, #end if + random_state=$method.random_state, #if str($method.adjacency) != 'None' adjacency=adjacency, #end if - #if $method.key_ext - key_ext='$method.key_ext', + #if $method.key_added_ext != '' + key_added_ext='$method.key_added_ext', + #end if + #if $method.init_pos != '' + init_pos='$method.init_pos', #end if + @CMD_neighbors_key@ copy=False) #else if $method.method == "tl.paga" @@ -181,6 +189,7 @@ sc.tl.paga( groups='$method.groups', use_rna_velocity=$method.use_rna_velocity, model='$method.model', + @CMD_neighbors_key@ copy=False) #else if $method.method == "tl.dpt" @@ -190,18 +199,19 @@ sc.tl.dpt( n_branchings=$method.n_branchings, min_group_size=$method.min_group_size, allow_kendall_tau_shift=$method.allow_kendall_tau_shift, + @CMD_neighbors_key@ copy=False) #else if $method.method == "tl.embedding_density" sc.tl.embedding_density( adata=adata, basis='$method.basis', -#if $method.groupby + #if $method.groupby != '' groupby='$method.groupby', -#end if -#if $method.key_added + #end if + #if $method.key_added != '' key_added='$method.key_added', -#end if + #end if ) #end if @@ -216,7 +226,6 @@ sc.tl.embedding_density( - @@ -227,92 +236,103 @@ sc.tl.embedding_density( - - - + + + - + - + + - + + + + + + + - - - - + + + - - - - - - + + + + + + + + + - + - + - + - + + - - - + + + + - - + + - - + + + - - + + + @@ -450,37 +470,6 @@ sc.tl.embedding_density( - - - - - - - - - - - - - - - -
- -
- - - - - - - - - - - - -
@@ -682,14 +671,6 @@ Computes PCA (principal component analysis) coordinates, loadings and variance d More details on the `pp.pca scanpy documentation `__ -Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using `tl.pca` -============================================================================================================ - -@CMD_pca_outputs@ - -More details on the `tl.pca scanpy documentation -`__ - Diffusion Maps, using `tl.diffmap` ================================== diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index f462de7d34c..11ac160751a 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -55,7 +55,8 @@ sc.tl.filter_rank_genes_groups( key_added='$method.key_added', min_in_group_fraction=$method.min_in_group_fraction, max_out_group_fraction=$method.max_out_group_fraction, - min_fold_change=$method.min_fold_change) + min_fold_change=$method.min_fold_change, + compare_abs=$method.compare_abs) #else if $method.method == "pp.highly_variable_genes" sc.pp.highly_variable_genes( @@ -168,16 +169,16 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + - + - + - +
@@ -216,7 +217,8 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + +
@@ -277,7 +279,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + @@ -286,7 +288,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) - + diff --git a/tools/scanpy/inspect.xml b/tools/scanpy/inspect.xml index a957311d051..609cf352756 100644 --- a/tools/scanpy/inspect.xml +++ b/tools/scanpy/inspect.xml @@ -2,8 +2,8 @@ macros.xml - - + + + label="Should a constant (a.k.a. bias or intercept) be added to the decision function?"/> - + - + - + - + + label="The seed of the pseudo random number generator to use when shuffling the data"/> @@ -129,19 +129,25 @@ sc.pp.neighbors( #if str($method.n_pcs) != '' n_pcs=$method.n_pcs, #end if - #if $method.use_rep + #if $method.use_rep != '' use_rep='$method.use_rep', #end if knn=$method.knn, - random_state=$method.random_state, method='$method.pp_neighbors_method', metric='$method.metric', + random_state=$method.random_state, + #if $method.key_added != '' + key_added='$method.key_added', + #end if copy=False) #else if $method.method == 'tl.rank_genes_groups' sc.tl.rank_genes_groups( adata=adata, groupby='$method.groupby', + #if $method.layer != '' + layer='$method.layer', + #end if #if $method.groups #set $group=[x.strip() for x in str($method.groups).split(',')] groups=$group, @@ -151,11 +157,16 @@ sc.tl.rank_genes_groups( #else reference='$method.ref.reference', #end if + #if $method.n_genes n_genes=$method.n_genes, + #end if method='$method.tl_rank_genes_groups_method.method', #if $method.tl_rank_genes_groups_method.method != 'logreg' corr_method='$method.tl_rank_genes_groups_method.corr_method', #else + #if $method.tl_rank_genes_groups_method.method == 'wilcoxon' + tie_correct='$method.tl_rank_genes_groups_method.tie_correct', + #else solver='$method.tl_rank_genes_groups_method.solver.solver', #if $method.tl_rank_genes_groups_method.solver.solver == 'newton-cg' penalty='l2', @@ -205,6 +216,9 @@ sc.tl.rank_genes_groups( tol=$method.tl_rank_genes_groups_method.tol, C=$method.tl_rank_genes_groups_method.c, #end if + #if $method.key_added != '' + key_added='$method.key_added', + #end if use_raw=$method.use_raw) #else if $method.method == "tl.marker_gene_overlap" @@ -285,7 +299,7 @@ sc.pp.sqrt( - + @@ -310,19 +324,18 @@ sc.pp.sqrt( - - - - + + - - - + + - + + + @@ -335,7 +348,7 @@ sc.pp.sqrt( - + @@ -371,13 +384,16 @@ sc.pp.sqrt( - + + + + @@ -390,7 +406,7 @@ sc.pp.sqrt( - + @@ -403,6 +419,7 @@ sc.pp.sqrt( + @@ -440,7 +457,7 @@ sc.pp.sqrt( + label="Should a constant (a.k.a. bias or intercept) be added to the decision function?"> @@ -472,16 +489,17 @@ sc.pp.sqrt( - + + - + + + + @@ -812,8 +830,8 @@ sc.pp.sqrt( - @@ -840,7 +858,7 @@ sc.pp.sqrt( - --> + diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 019edd36704..02567bf7085 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -96,6 +96,11 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo:
+ + + + + @@ -103,6 +108,16 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: + + + + + + @@ -406,7 +421,7 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo:
- + @@ -418,8 +433,8 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - - + + @@ -457,9 +472,9 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - - - + + + @@ -686,7 +701,7 @@ header=None - + @@ -702,7 +717,7 @@ header=None
- + @@ -572,6 +591,11 @@ sc.pl.rank_genes_groups_stacked_violin( + + + + + @@ -655,15 +679,12 @@ sc.pl.rank_genes_groups_stacked_violin(
- - - - +
@@ -674,6 +695,26 @@ sc.pl.rank_genes_groups_stacked_violin(
+ + + + + + + + + + + + + + + + + + + + @@ -1000,7 +1041,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1050,7 +1091,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1110,7 +1151,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -1252,7 +1293,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -1347,7 +1388,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -1392,7 +1433,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + From 9be88ad04292903000fcd2e80d48d1a759a2b7a8 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Mon, 12 Aug 2024 17:06:11 +0200 Subject: [PATCH 07/57] update a few more ploting functions --- tools/scanpy/macros.xml | 33 +++++++++++--- tools/scanpy/plot.xml | 95 ++++++++++++++++------------------------- 2 files changed, 65 insertions(+), 63 deletions(-) diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 5819f949adb..4161dc08046 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -955,9 +955,6 @@ header=None - - - @@ -1150,10 +1147,16 @@ header=None - + + + @@ -1283,7 +1286,6 @@ header=None - + + + + + + + + + + + + + + diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index facef6e88ca..bf34fca2e5a 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -81,9 +81,7 @@ sc.pl.scatter( @CMD_var_names_header_check@ sc.pl.heatmap( @CMD_param_plot_inputs@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ @CMD_pl_heatmap@) @@ -92,9 +90,7 @@ sc.pl.heatmap( @CMD_var_names_header_check@ sc.pl.dotplot( @CMD_param_plot_inputs@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ @CMD_pl_dotplot@) @@ -102,9 +98,7 @@ sc.pl.dotplot( #else if $method.method == 'pl.tracksplot' sc.pl.tracksplot( @CMD_param_plot_inputs@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@) @@ -142,9 +136,7 @@ sc.pl.violin( @CMD_var_names_header_check@ sc.pl.stacked_violin( @CMD_param_plot_inputs@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ @CMD_pl_stacked_violin@) @@ -153,9 +145,7 @@ sc.pl.stacked_violin( @CMD_var_names_header_check@ sc.pl.matrixplot( @CMD_param_plot_inputs@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ @CMD_pl_matrixplot@) @@ -187,9 +177,7 @@ sc.pl.clustermap( sc.pl.highest_expr_genes( @CMD_param_plot_inputs@ n_top=$method.n_top, - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ #if $method.setseaborn_boxplot.color color='$method.setseaborn_boxplot.color', #end if @@ -224,13 +212,19 @@ sc.pl.pca( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.pca_loadings' sc.pl.pca_loadings( @CMD_param_plot_inputs@ #set $components = ([int(x.strip()) for x in str($method.components).split(',')]) - components=$components) + components=$components, + #if str($method.n_points) != '' + n_points=$method.n_points, + #end if + include_lowest=$method.include_lowest + ) #else if $method.method == 'pl.pca_variance_ratio' sc.pl.pca_variance_ratio( @@ -247,12 +241,14 @@ sc.pl.pca_overview( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.tsne' sc.pl.tsne( @CMD_param_plot_inputs@ @CMD_param_color@ + @CMD_gene_symbols@ use_raw=$method.use_raw, @CMD_pl_edges@ arrows=$method.arrows, @@ -260,6 +256,7 @@ sc.pl.tsne( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.umap' @@ -273,6 +270,7 @@ sc.pl.umap( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.diffmap' @@ -284,15 +282,14 @@ sc.pl.diffmap( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.draw_graph' sc.pl.draw_graph( @CMD_param_plot_inputs@ @CMD_param_color@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ use_raw=$method.use_raw, layout='$method.layout', edges=$method.edges.edges, @@ -305,6 +302,7 @@ sc.pl.draw_graph( @CMD_params_groups@ @CMD_params_pl_components@ @CMD_pl_attribute_section@ + @CMD_scatter_outine@ @CMD_params_matplotlib_pyplot_scatter@) #else if $method.method == 'pl.embedding_density' @@ -388,9 +386,7 @@ sc.pl.rank_genes_groups( @CMD_param_plot_inputs@ @CMD_params_groups@ n_genes=$method.n_genes, - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ fontsize=$method.fontsize, ncols=$method.ncols, sharey=$method.sharey) @@ -405,9 +401,7 @@ sc.pl.rank_genes_groups_violin( #set $gene_names = ([x.strip() for x in str($method.genes.gene_names).split(',')]) gene_names=$gene_names, #end if - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ use_raw=$method.use_raw, split=$method.split, strip=$method.violin_plot.stripplot.stripplot, @@ -425,24 +419,8 @@ sc.pl.rank_genes_groups_violin( sc.pl.rank_genes_groups_dotplot( @CMD_param_plot_inputs@ - #if $method.var_names.type == 'custom' - #set $var_names = ([x.strip() for x in str($method.var_names.var_names).split(',')]) - var_names=$var_names, - #else if $method.var_names.type == 'customfile' - var_names={key: [v for v in list(value.values()) if pd.notna(v)] for key, value in pd.read_csv('$var_names', sep='\t', index_col=0, header=header).to_dict(orient='index').items()}, - #else - n_genes=$method.n_genes, - #end if - #if $method.groupby != '' - groupby='$method.groupby', - #end if - num_categories=$method.num_categories, - #if $method.key != '' - key='$method.key', - #end if - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_pl_rank_genes_groups_ext@ + @CMD_gene_symbols@ @CMD_params_plots@ @CMD_pl_dotplot@) @@ -451,9 +429,7 @@ sc.pl.rank_genes_groups_heatmap( @CMD_param_plot_inputs@ @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_pl_heatmap@) #else if $method.method == 'pl.rank_genes_groups_matrixplot' @@ -461,9 +437,7 @@ sc.pl.rank_genes_groups_matrixplot( @CMD_param_plot_inputs@ @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_pl_matrixplot@) #else if $method.method == 'pl.rank_genes_groups_stacked_violin' @@ -471,9 +445,7 @@ sc.pl.rank_genes_groups_stacked_violin( @CMD_param_plot_inputs@ @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ - #if $method.gene_symbols - gene_symbols='$method.gene_symbols', - #end if + @CMD_gene_symbols@ @CMD_pl_stacked_violin@) #end if @@ -681,9 +653,7 @@ sc.pl.rank_genes_groups_stacked_violin( - - - +
@@ -721,12 +691,15 @@ sc.pl.rank_genes_groups_stacked_violin( + + + @@ -738,16 +711,19 @@ sc.pl.rank_genes_groups_stacked_violin( + + + @@ -758,6 +734,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -766,6 +743,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -780,6 +758,7 @@ sc.pl.rank_genes_groups_stacked_violin( + From 55bc97ef5887992ddd11bd311db6afe88a8ec115 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Thu, 15 Aug 2024 17:07:21 +0200 Subject: [PATCH 08/57] add rank_genes_groups_tracksplot and update some other params --- tools/scanpy/filter.xml | 47 ++++++++ tools/scanpy/macros.xml | 48 ++++++-- tools/scanpy/normalize.xml | 7 +- tools/scanpy/plot.xml | 179 ++++++++++++++++++---------- tools/scanpy/remove_confounders.xml | 48 -------- 5 files changed, 201 insertions(+), 128 deletions(-) diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index 11ac160751a..07f3d42dd7f 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -143,6 +143,30 @@ for key, value in marker_list.items(): df = pd.DataFrame(marker_list).T df.to_csv('marker.tsv', sep='\t', index=True) + +#else if $method.method == "pp.scrublet" +sc.pp.scrublet( + adata, + #if $method.batch_key != '' + batch_key='$method.batch_key', + #end if + sim_doublet_ratio=$method.sim_doublet_ratio, + expected_doublet_rate=$method.expected_doublet_rate, + stdev_doublet_rate=$method.stdev_doublet_rate, + synthetic_doublet_umi_subsampling=$method.synthetic_doublet_umi_subsampling, + knn_dist_metric='$method.knn_dist_metric', + normalize_variance=$method.normalize_variance, + log_transform=$method.log_transform, + mean_center=$method.mean_center, + n_prin_comps=$method.n_prin_comps, + use_approx_neighbors=$method.use_approx_neighbors, + get_doublet_neighbor_parents=$method.get_doublet_neighbor_parents, + n_neighbors=$method.n_neighbors, + #if str($method.threshold) != '' + threshold=$method.threshold, + #end if + random_state=$method.random_state, + inplace=True) #end if @CMD_anndata_write_outputs@ @@ -159,6 +183,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) + @@ -292,6 +317,27 @@ df.to_csv('marker.tsv', sep='\t', index=True) + + + + + + + + + + + + + + + + + + + + + @@ -552,6 +598,7 @@ df.to_csv('marker.tsv', sep='\t', index=True) + + + @@ -492,7 +497,9 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: + @@ -546,9 +553,7 @@ header=None var_group_rotation=$method.var_group_rotation, #end if @CMD_params_figsize@ - #if $method.layer - layer='$method.layer', - #end if + @CMD_param_layer@ ]]> @@ -751,7 +756,7 @@ header=None #end if linewidth=$method.matplotlib_pyplot_scatter.linewidths, #if $method.matplotlib_pyplot_scatter.edgecolors - edgecolor='$method.matplotlib_pyplot_scatter.edgecolors' + edgecolor='$method.matplotlib_pyplot_scatter.edgecolors', #end if ]]> @@ -784,8 +789,8 @@ header=None #end if #end if ]]> - - + + @@ -797,7 +802,7 @@ header=None #if $method.multi_panel.violin_plot.multi_panel == "True" and str($method.violin_plot.multi_panel.width) != '' and str($method.violin_plot.multi_panel.height) != '' figsize=($method.violin_plot.multi_panel.width, $method.violin_plot.multi_panel.height) #end if - scale='$method.violin_plot.scale', + density_norm='$method.violin_plot.density_norm', ]]>
@@ -825,7 +830,7 @@ header=None #if $method.seaborn_violinplot.color color='$method.seaborn_violinplot.color', #end if - saturation=$method.seaborn_violinplot.saturation + saturation=$method.seaborn_violinplot.saturation, ]]> @@ -1256,13 +1261,29 @@ header=None #if str($method.matplotlib_pyplot_imshow.vmax) != '' vmax=$method.matplotlib_pyplot_imshow.vmax, #end if - origin='$method.matplotlib_pyplot_imshow.origin' + origin='$method.matplotlib_pyplot_imshow.origin', + ]]> + + + + + + + + + + + @@ -1315,7 +1339,7 @@ header=None
- +
@@ -1331,7 +1355,7 @@ header=None `__ +`__ Normalization and filtering as of Zheng et al. (2017), the Cell Ranger R Kit of 10x Genomics (`pp.recipe_zheng17`) diff --git a/tools/scanpy/plot.xml b/tools/scanpy/plot.xml index bf34fca2e5a..33b562949b9 100644 --- a/tools/scanpy/plot.xml +++ b/tools/scanpy/plot.xml @@ -75,7 +75,8 @@ sc.pl.scatter( legend_fontweight='$method.plot.legend_fontweight', @CMD_param_title@ @CMD_param_size@ - frameon=$method.plot.frameon) + frameon=$method.plot.frameon, + @CMD_show@) #else if $method.method == 'pl.heatmap' @CMD_var_names_header_check@ @@ -84,7 +85,8 @@ sc.pl.heatmap( @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ - @CMD_pl_heatmap@) + @CMD_pl_heatmap@ + @CMD_show@) #else if $method.method == 'pl.dotplot' @CMD_var_names_header_check@ @@ -93,14 +95,16 @@ sc.pl.dotplot( @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ - @CMD_pl_dotplot@) + @CMD_pl_dotplot@ + @CMD_show@) #else if $method.method == 'pl.tracksplot' sc.pl.tracksplot( @CMD_param_plot_inputs@ @CMD_gene_symbols@ @CMD_params_inputs@ - @CMD_params_plots@) + @CMD_params_plots@ + @CMD_show@) #else if $method.method == 'pl.violin' sc.pl.violin( @@ -123,14 +127,16 @@ sc.pl.violin( ##if $method.violin_plot.multi_panel.multi_panel == "True" and str($method.violin_plot.multi_panel.width) != '' and str($method.violin_plot.multi_panel.height) != '' ##figsize=($method.violin_plot.multi_panel.width, $method.violin_plot.multi_panel.height), ##end if - scale='$method.violin_plot.scale', + density_norm='$method.violin_plot.density_norm', #if $method.xlabel xlabel='$method.xlabel', #end if #if str($method.rotation) != '' rotation=$method.rotation, #end if - @CMD_params_seaborn_violinplot@) + @CMD_params_seaborn_violinplot@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.stacked_violin' @CMD_var_names_header_check@ @@ -139,7 +145,8 @@ sc.pl.stacked_violin( @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ - @CMD_pl_stacked_violin@) + @CMD_pl_stacked_violin@ + @CMD_show@) #else if $method.method == 'pl.matrixplot' @CMD_var_names_header_check@ @@ -148,7 +155,8 @@ sc.pl.matrixplot( @CMD_gene_symbols@ @CMD_params_inputs@ @CMD_params_plots@ - @CMD_pl_matrixplot@) + @CMD_pl_matrixplot@ + @CMD_show@) #else if $method.method == 'pl.clustermap' sc.pl.clustermap( @@ -157,7 +165,6 @@ sc.pl.clustermap( #else adata=adata, #end if - show=False, #if $method.obs_keys obs_keys='$method.obs_keys', #end if @@ -171,7 +178,8 @@ sc.pl.clustermap( standard_scale=$method.seaborn_clustermap.standard_scale, #end if col_cluster=$method.seaborn_clustermap.col_cluster, - row_cluster=$method.seaborn_clustermap.row_cluster).savefig(fname="output.$format") + row_cluster=$method.seaborn_clustermap.row_cluster, + @CMD_show@).savefig(fname="output.$format") #else if $method.method == 'pl.highest_expr_genes' sc.pl.highest_expr_genes( @@ -184,15 +192,16 @@ sc.pl.highest_expr_genes( #if $method.setseaborn_boxplot.palette palette='$method.setseaborn_boxplot.palette', #end if - saturation=$method.setseaborn_boxplot.saturation) + saturation=$method.setseaborn_boxplot.saturation, + @CMD_show@) #else if $method.method == 'pl.highly_variable_genes' sc.pl.highly_variable_genes( adata_or_result=adata, log=$method.log, save='.$format', - show=False, - highly_variable_genes=$method.highly_variable_genes) + highly_variable_genes=$method.highly_variable_genes + @CMD_show@) #else if $method.method == 'pl.scrublet_score_distribution' sc.pl.scrublet_score_distribution( @@ -201,7 +210,7 @@ sc.pl.scrublet_score_distribution( scale_hist_sim=$method.scale_hist_sim, @CMD_params_figsize@ save='.$format', - show=False) + @CMD_show@) #else if $method.method == 'pl.pca' sc.pl.pca( @@ -213,7 +222,9 @@ sc.pl.pca( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.pca_loadings' sc.pl.pca_loadings( @@ -223,14 +234,15 @@ sc.pl.pca_loadings( #if str($method.n_points) != '' n_points=$method.n_points, #end if - include_lowest=$method.include_lowest - ) + include_lowest=$method.include_lowest, + @CMD_show@) #else if $method.method == 'pl.pca_variance_ratio' sc.pl.pca_variance_ratio( @CMD_param_plot_inputs@ n_pcs=$method.n_pcs, - log=$method.log) + log=$method.log, + @CMD_show@) #else if $method.method == 'pl.pca_overview' sc.pl.pca_overview( @@ -242,7 +254,8 @@ sc.pl.pca_overview( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_show@) #else if $method.method == 'pl.tsne' sc.pl.tsne( @@ -257,7 +270,9 @@ sc.pl.tsne( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.umap' sc.pl.umap( @@ -271,7 +286,9 @@ sc.pl.umap( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.diffmap' sc.pl.diffmap( @@ -283,7 +300,9 @@ sc.pl.diffmap( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.draw_graph' sc.pl.draw_graph( @@ -303,7 +322,9 @@ sc.pl.draw_graph( @CMD_params_pl_components@ @CMD_pl_attribute_section@ @CMD_scatter_outine@ - @CMD_params_matplotlib_pyplot_scatter@) + @CMD_params_matplotlib_pyplot_scatter@ + @CMD_param_layer@ + @CMD_show@) #else if $method.method == 'pl.embedding_density' sc.pl.embedding_density( @@ -326,15 +347,16 @@ sc.pl.embedding_density( fg_dotsize=$method.fg_dotsize, ncols=$method.ncols, wspace=$method.wspace, - hspace=$method.hspace) + hspace=$method.hspace, + @CMD_show@) #else if $method.method == 'pl.dpt_groups_pseudotime' sc.pl.dpt_groups_pseudotime( @CMD_param_plot_inputs@ #if $method.color_map - color_map='$method.color_map' + color_map='$method.color_map', #end if - ) + @CMD_show@) #else if $method.method == 'pl.dpt_timeseries' sc.pl.dpt_timeseries( @@ -344,17 +366,20 @@ sc.pl.dpt_timeseries( color_map='$method.heatmap.color_map', #end if #end if - as_heatmap=$method.heatmap.as_heatmap) + as_heatmap=$method.heatmap.as_heatmap, + @CMD_show@) #else if $method.method == 'pl.paga' sc.pl.paga( @CMD_param_plot_inputs@ - @CMD_params_pl_paga@) + @CMD_params_pl_paga@ + @CMD_show@) #else if $method.method == 'pl.paga_compare' sc.pl.paga_compare( @CMD_param_plot_inputs@ - @CMD_params_pl_paga@) + @CMD_params_pl_paga@ + @CMD_show@) #else if $method.method == 'pl.paga_path' sc.pl.paga_path( @@ -379,7 +404,8 @@ sc.pl.paga_path( show_node_names=$method.show_node_names, show_colorbar=$method.show_colorbar, show_yticks=$method.show_yticks, - normalize_to_zero_one=$method.normalize_to_zero_one) + normalize_to_zero_one=$method.normalize_to_zero_one, + @CMD_show@) #else if $method.method == 'pl.rank_genes_groups' sc.pl.rank_genes_groups( @@ -389,7 +415,8 @@ sc.pl.rank_genes_groups( @CMD_gene_symbols@ fontsize=$method.fontsize, ncols=$method.ncols, - sharey=$method.sharey) + sharey=$method.sharey, + @CMD_show@) #else if $method.method == 'pl.rank_genes_groups_violin' sc.pl.rank_genes_groups_violin( @@ -411,18 +438,17 @@ sc.pl.rank_genes_groups_violin( size=$method.violin_plot.stripplot.jitter.size, #end if #end if - scale='$method.violin_plot.scale') - -#else if $method.method == 'pl.rank_genes_groups_dotplot' + density_norm='$method.violin_plot.density_norm', + @CMD_show@) -@CMD_var_names_header_check@ - -sc.pl.rank_genes_groups_dotplot( +#else if $method.method == 'pl.rank_genes_groups_stacked_violin' +sc.pl.rank_genes_groups_stacked_violin( @CMD_param_plot_inputs@ @CMD_pl_rank_genes_groups_ext@ - @CMD_gene_symbols@ @CMD_params_plots@ - @CMD_pl_dotplot@) + @CMD_gene_symbols@ + @CMD_pl_stacked_violin@ + @CMD_show@) #else if $method.method == 'pl.rank_genes_groups_heatmap' sc.pl.rank_genes_groups_heatmap( @@ -430,7 +456,18 @@ sc.pl.rank_genes_groups_heatmap( @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ @CMD_gene_symbols@ - @CMD_pl_heatmap@) + @CMD_pl_heatmap@ + @CMD_show@) + +#else if $method.method == 'pl.rank_genes_groups_dotplot' +sc.pl.rank_genes_groups_dotplot( + @CMD_param_plot_inputs@ + @CMD_pl_rank_genes_groups_ext@ + @CMD_gene_symbols@ + @CMD_params_plots@ + @CMD_pl_dotplot@ + @CMD_values_to_plot@ + @CMD_show@) #else if $method.method == 'pl.rank_genes_groups_matrixplot' sc.pl.rank_genes_groups_matrixplot( @@ -438,15 +475,18 @@ sc.pl.rank_genes_groups_matrixplot( @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ @CMD_gene_symbols@ - @CMD_pl_matrixplot@) + @CMD_pl_matrixplot@ + @CMD_values_to_plot@ + @CMD_show@) -#else if $method.method == 'pl.rank_genes_groups_stacked_violin' -sc.pl.rank_genes_groups_stacked_violin( +#else if $method.method == 'pl.rank_genes_groups_tracksplot' +sc.pl.rank_genes_groups_tracksplot( @CMD_param_plot_inputs@ @CMD_pl_rank_genes_groups_ext@ @CMD_params_plots@ @CMD_gene_symbols@ - @CMD_pl_stacked_violin@) + @CMD_pl_heatmap@ + @CMD_show@) #end if ]]> @@ -483,10 +523,11 @@ sc.pl.rank_genes_groups_stacked_violin( - + + - + @@ -599,13 +640,14 @@ sc.pl.rank_genes_groups_stacked_violin( - +
+
@@ -693,6 +735,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -725,6 +768,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -736,6 +780,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -745,6 +790,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -760,6 +806,7 @@ sc.pl.rank_genes_groups_stacked_violin( + @@ -855,15 +902,14 @@ sc.pl.rank_genes_groups_stacked_violin(
- +
- - + - + @@ -871,17 +917,25 @@ sc.pl.rank_genes_groups_stacked_violin( + + + + + + + + - + - + @@ -1224,7 +1278,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -1247,9 +1301,8 @@ sc.pl.rank_genes_groups_stacked_violin( - + - @@ -1281,7 +1334,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -1307,9 +1360,8 @@ sc.pl.rank_genes_groups_stacked_violin( - + - @@ -2039,7 +2091,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -2054,7 +2106,7 @@ sc.pl.rank_genes_groups_stacked_violin( - + @@ -2193,7 +2245,7 @@ sc.pl.rank_genes_groups_stacked_violin( - +
@@ -2219,9 +2271,8 @@ sc.pl.rank_genes_groups_stacked_violin( - + - diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index d3483fb3d45..c6af9a29a21 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -62,31 +62,6 @@ sc.pp.combat( adata, key='$method.key', inplace=True) - -#else if $method.method == "pp.scrublet" -sc.pp.scrublet( - adata, - #if $method.batch_key != '' - batch_key='$method.batch_key', - #end if - sim_doublet_ratio=$method.sim_doublet_ratio, - expected_doublet_rate=$method.expected_doublet_rate, - stdev_doublet_rate=$method.stdev_doublet_rate, - synthetic_doublet_umi_subsampling=$method.synthetic_doublet_umi_subsampling, - knn_dist_metric='$method.knn_dist_metric', - normalize_variance=$method.normalize_variance, - log_transform=$method.log_transform, - mean_center=$method.mean_center, - n_prin_comps=$method.n_prin_comps, - use_approx_neighbors=$method.use_approx_neighbors, - get_doublet_neighbor_parents=$method.get_doublet_neighbor_parents, - n_neighbors=$method.n_neighbors, - #if str($method.threshold) != '' - threshold=$method.threshold, - #end if - random_state=$method.random_state, - inplace=True) - #end if @CMD_anndata_write_outputs@ @@ -99,7 +74,6 @@ sc.pp.scrublet( - @@ -147,27 +121,6 @@ sc.pp.scrublet( - - - - - - - - - - - - - - - - - - - - - @@ -224,7 +177,6 @@ sc.pp.scrublet( - Date: Thu, 15 Aug 2024 20:09:21 +0200 Subject: [PATCH 09/57] Add harmony, scanorama and bbkn params --- tools/scanpy/remove_confounders.xml | 71 +++++++++++++++++++++++++++++ 1 file changed, 71 insertions(+) diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index c6af9a29a21..6f045ee1228 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -74,6 +74,9 @@ sc.pp.combat( + + + @@ -121,6 +124,74 @@ sc.pp.combat( + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From d247e23d8b057b8d4080f8935af625ea7e36b63b Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 16 Aug 2024 19:22:48 +0200 Subject: [PATCH 10/57] Add tests for batch correction methods and scrublet --- tools/scanpy/cluster_reduce_dimension.xml | 55 ++-- tools/scanpy/filter.xml | 29 +- tools/scanpy/macros.xml | 5 + tools/scanpy/normalize.xml | 11 +- tools/scanpy/remove_confounders.xml | 284 +++++++++++++++--- .../external.pp.bbknn.krumsiek11.h5ad | Bin 0 -> 215688 bytes .../external.pp.bbknn_annoy.krumsiek11.h5ad | Bin 0 -> 215688 bytes ...ernal.pp.bbknn_pyNNDescent.krumsiek11.h5ad | Bin 0 -> 215560 bytes ...ernal.pp.harmony_integrate.krumsiek11.h5ad | Bin 0 -> 171568 bytes ...nal.pp.scanorama_integrate.krumsiek11.h5ad | Bin 0 -> 171568 bytes .../test-data/pp.combat.krumsiek11.h5ad | Bin 0 -> 143096 bytes .../test-data/pp.pca.krumsiek11.batch.h5ad | Bin 0 -> 114936 bytes .../test-data/pp.regress_out.batch.h5ad | Bin 0 -> 143096 bytes 13 files changed, 306 insertions(+), 78 deletions(-) create mode 100644 tools/scanpy/test-data/external.pp.bbknn.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/external.pp.bbknn_annoy.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/external.pp.bbknn_pyNNDescent.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/external.pp.harmony_integrate.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/external.pp.scanorama_integrate.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/pp.combat.krumsiek11.h5ad create mode 100644 tools/scanpy/test-data/pp.pca.krumsiek11.batch.h5ad create mode 100644 tools/scanpy/test-data/pp.regress_out.batch.h5ad diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index ebd6b5ba7df..011383ff385 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -32,7 +32,7 @@ - + @@ -52,26 +52,6 @@ The returned AnnData object contains: - Explained variance, equivalent to the eigenvalues of the covariance matrix This data is accessible using the inspect tool for AnnData -]]> - @@ -114,7 +94,27 @@ sc.tl.leiden( copy=False) #else if $method.method == 'pp.pca' -sc.pp.pca(@CMD_pca_params@) +sc.pp.pca( + data=adata, + n_comps=min($method.n_comps, adata.n_vars), + #if $method.layer != '' + layer='$method.layer', + #end if + dtype='$method.dtype', + chunked=$method.pca.chunked, + #if $method.pca.chunked == 'True' + chunk_size=$method.pca.chunk_size, + #else + zero_center=$method.pca.zero_center, + #if $method.pca.svd_solver != '' + svd_solver='$method.pca.svd_solver', + #end if + random_state=$method.pca.random_state, + #end if + #if $method.mask_var != '' + mask_var='$method.mask_var', + #end if + copy=False) #else if $method.method == 'tl.diffmap' sc.tl.diffmap( @@ -125,6 +125,7 @@ sc.tl.diffmap( copy =False) #else if $method.method == 'tl.tsne' +import os sc.tl.tsne( adata=adata, #if str($method.n_pcs) != '' @@ -167,7 +168,7 @@ adjacency = io.mmread('$method.adjacency') sc.tl.draw_graph( adata=adata, layout='$method.layout', - #if $method.root + #if str($method.root) root=$method.root, #end if random_state=$method.random_state, @@ -305,7 +306,7 @@ sc.tl.embedding_density( - + @@ -422,7 +423,6 @@ sc.tl.embedding_density( -
@@ -436,7 +436,6 @@ sc.tl.embedding_density( - @@ -452,7 +451,6 @@ sc.tl.embedding_density( -
@@ -465,7 +463,6 @@ sc.tl.embedding_density( - @@ -497,7 +494,6 @@ sc.tl.embedding_density( -
@@ -510,7 +506,6 @@ sc.tl.embedding_density( - diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index 07f3d42dd7f..8304982525f 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -251,7 +251,6 @@ sc.pp.scrublet( - @@ -324,7 +323,7 @@ sc.pp.scrublet( - + @@ -420,7 +419,7 @@ sc.pp.scrublet( - + @@ -598,7 +597,27 @@ sc.pp.scrublet( - + + + + + + + + + + + + + + + + + + + + + seaborn magic-impute scikit-misc + bbknn + harmonypy + scanorama + scrublet + pynndescent diff --git a/tools/scanpy/normalize.xml b/tools/scanpy/normalize.xml index 73f3739ad16..65a1d09d87f 100644 --- a/tools/scanpy/normalize.xml +++ b/tools/scanpy/normalize.xml @@ -44,6 +44,11 @@ sc.pp.recipe_zheng17( sc.pp.recipe_weinreb17( adata=adata, log=$method.log, + mean_threshold=$method.mean_threshold, + cv_threshold=$method.cv_threshold, + n_pcs=$method.n_pcs, + svd_solver='$method.svd_solver', + random_state=$method.random_state, copy=False) #else if $method.method == "pp.recipe_seurat" @@ -122,6 +127,10 @@ sc.external.pp.magic( + + + + @@ -166,7 +175,6 @@ sc.external.pp.magic( -
@@ -177,7 +185,6 @@ sc.external.pp.magic( - diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index 6f045ee1228..a2a1150c3b0 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -14,6 +14,7 @@ @CMD_read_inputs@ #if $method.method == "pp.regress_out" +import os sc.pp.regress_out( adata=adata, #if $method.layer != '' @@ -25,22 +26,26 @@ sc.pp.regress_out( copy=False) #else if $method.method == "external.pp.mnn_correct" - #for i, filepath in enumerate($methods.extra_adata) -adata_$i = ad.read('$filepath') + #if str($method.extra_adata extra_adata) != 'None' + #for i, filepath in enumerate($method.extra_adata) +adata_$i = sc.read('$filepath') #end for - + #end if +import os sc.external.pp.mnn_correct( adata, - #for i, filepath in enumerate($methods.extra_adata) + #if str($method.extra_adata extra_adata) != 'None' + #for i, filepath in enumerate($method.extra_adata) adata_$i, #end for - #if $methods.var_subset + #end if + #if $method.var_subset #set $var_subset=([x.strip() for x in str($method.var_subset).split(',')]) var_subset=$var_subset, #end if batch_key='$method.batch_key', - index_unique='$method.index_unique' - #if $methods.batch_categories + index_unique='$method.index_unique', + #if $method.batch_categories #set $batch_categories=([x.strip() for x in str($method.batch_categories).split(',')]) batch_categories=$batch_categories, #end if @@ -48,10 +53,14 @@ sc.external.pp.mnn_correct( sigma=$method.sigma, cos_norm_in=$method.cos_norm_in, cos_norm_out=$method.cos_norm_out, + #if str($method.svd_dim) != '' svd_dim=$method.svd_dim, + #end if var_adj=$method.var_adj, compute_angle=$method.compute_angle, + #if $method.mnn_order != '' mnn_order='$method.mnn_order', + #end if svd_mode='$method.svd_mode', do_concatenate=True, save_raw=True, @@ -62,6 +71,66 @@ sc.pp.combat( adata, key='$method.key', inplace=True) + +#else if $method.method == "external.pp.bbknn" +sc.external.pp.bbknn( + adata, + batch_key='$method.batch_key', + use_rep='$method.use_rep', + #if $method.approx.approx_method == 'no' + approx=False, + #else if $method.approx.approx_method == "annoy" + use_annoy=True, + annoy_n_trees=$method.approx.annoy_n_trees, + #else if $method.approx.approx_method == "pyNNDescent" + use_annoy=False, + pynndescent_n_neighbors=$method.approx.pynndescent_n_neighbors, + pynndescent_random_state=$method.approx.pynndescent_random_state, + #end if + metric='$method.metric', + neighbors_within_batch=$method.neighbors_within_batch, + n_pcs=$method.n_pcs, + #if str($method.trim) + trim=$method.trim, + #end if + set_op_mix_ratio=$method.set_op_mix_ratio, + local_connectivity=$method.local_connectivity, + copy=False) + +#else if $method.method == "external.pp.harmony_integrate" +sc.external.pp.harmony_integrate( + adata, + key='$method.key', + basis='$method.basis', + adjusted_basis='$method.adjusted_basis', + #if str($method.theta) + theta=$method.theta, + #end if + #if str($method.lamb) + lamb=$method.lamb, + #end if + sigma=$method.sigma, + #if str($method.nclust) + nclust=$method.nclust, + #end if + tau=$method.tau, + block_size=$method.block_size, + max_iter_harmony=$method.max_iter_harmony, + max_iter_kmeans=$method.max_iter_kmeans, + epsilon_cluster=$method.epsilon_cluster, + epsilon_harmony=$method.epsilon_harmony) + +#else if $method.method == "external.pp.scanorama_integrate" +sc.external.pp.scanorama_integrate( + adata, + key='$method.key', + basis='$method.basis', + adjusted_basis='$method.adjusted_basis', + knn=$method.knn, + sigma=$method.sigma, + approx=$method.approx, + alpha=$method.alpha, + batch_size=$method.batch_size) #end if @CMD_anndata_write_outputs@ @@ -83,16 +152,16 @@ sc.pp.combat( - + - + - + @@ -101,7 +170,7 @@ sc.pp.combat( - + @@ -111,7 +180,7 @@ sc.pp.combat( - + @@ -121,15 +190,15 @@ sc.pp.combat( - + - + - + @@ -142,7 +211,7 @@ sc.pp.combat( - + @@ -157,16 +226,16 @@ sc.pp.combat( - + - + - + - + @@ -178,13 +247,13 @@ sc.pp.combat( - + - + - + @@ -201,52 +270,185 @@ sc.pp.combat( - + - +
- +
- + - +
- + - - + + - - - - - +
+ +
+ + + + + + +
- + - +
- +
- + + + + +
+ + + + + + + + + + + + + + + +
+ +
+ + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + + + + + +
+ + + + + + + + + + + + +
+ +
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z9{w(Ve!m`1uZQq6<|lssYyXvZ$4Mbn|2%g4k467<9@DIYIfbD1^Z4uV?}mXt8?TT5 zgWc+3=Vj+AbQKBxN$c#~>>axC)Sb8WvfH@M{XfSqBfBg7N&08@rc;Md5kmFP<3Fe0 zES+EU+l8us%jD1K_pMeZU34R5(*_6IpT1Tf+n*%6+NG0(w>o&a+uA$0ZFK1Ln|AAy ze@4HZ_Lca5_?<$#_@(>$lCFGhS3kP#tC1bb?Jq#B>)iYfjzQlq_zw*9gdH|ch~jR$U8#$V{%5=W zUq!FydYoRz3!kSa@T4znx7+^sqa6IZh>=xs0|m+ zEO&sKh@y;$qF)z9{<&N_-}RpLx@vYNe-}@Z9nEyfrAa-6r^)}Vc>2`ic$(5fcrp;S m+szMuoEQ4L@A>!qVAw Date: Tue, 20 Aug 2024 17:38:41 +0200 Subject: [PATCH 11/57] test --- tools/scanpy/cluster_reduce_dimension.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index 011383ff385..945eed260d6 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -32,7 +32,7 @@ - + From 9036da2c47a47708fb07bcdad4a0791cd517f178 Mon Sep 17 00:00:00 2001 From: Amirhossein Naghsh Nilchi Date: Tue, 20 Aug 2024 20:54:33 +0200 Subject: [PATCH 12/57] fixed filter.xml --- tools/scanpy/cluster_reduce_dimension.xml | 2 +- tools/scanpy/filter.xml | 29 ++++++++++++------ tools/scanpy/macros.xml | 2 +- .../test-data/pp.scrublet.krumsiek11.h5ad | Bin 0 -> 120368 bytes 4 files changed, 22 insertions(+), 11 deletions(-) create mode 100644 tools/scanpy/test-data/pp.scrublet.krumsiek11.h5ad diff --git a/tools/scanpy/cluster_reduce_dimension.xml b/tools/scanpy/cluster_reduce_dimension.xml index 945eed260d6..011383ff385 100644 --- a/tools/scanpy/cluster_reduce_dimension.xml +++ b/tools/scanpy/cluster_reduce_dimension.xml @@ -32,7 +32,7 @@ - + diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index 8304982525f..ac616fa1879 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -58,6 +58,13 @@ sc.tl.filter_rank_genes_groups( min_fold_change=$method.min_fold_change, compare_abs=$method.compare_abs) +# Temporary fix for Issue reported here: https://github.com/scverse/anndata/issues/726 +# Check and convert elements in 'rank_genes_groups_filtered' to strings +if 'rank_genes_groups_filtered' in adata.uns: + for key, value in adata.uns['rank_genes_groups_filtered'].items(): + if not isinstance(value, str): + adata.uns['rank_genes_groups_filtered'][key] = str(value) + #else if $method.method == "pp.highly_variable_genes" sc.pp.highly_variable_genes( adata=adata, @@ -161,12 +168,13 @@ sc.pp.scrublet( n_prin_comps=$method.n_prin_comps, use_approx_neighbors=$method.use_approx_neighbors, get_doublet_neighbor_parents=$method.get_doublet_neighbor_parents, + #if str($method.n_neighbors) != '' n_neighbors=$method.n_neighbors, + #end if #if str($method.threshold) != '' threshold=$method.threshold, #end if - random_state=$method.random_state, - inplace=True) + random_state=$method.random_state) #end if @CMD_anndata_write_outputs@ @@ -438,7 +446,6 @@ sc.pp.scrublet( - @@ -597,17 +604,21 @@ sc.pp.scrublet( + - - - - - + + + + + +

+ +
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zJILq$Y%J;bl5Y*tohQaE?JvddQRM2#bCJ&=otG2QosS2i8@G)!K96xf<+!)M+&AcpF4DOERdmHVYaay532k3s0xV;t># z3itz$=YG-{nz|M9#6#X8g&vQS6emm0p z68E>RZ|>Kwq8`qF$Kgug&meb0zK-7;kb{uxlYS$*{_XE~!ENtLuwNSK{^Hl@&NJ^{ zPXTwmb9@>1UL*Zlr1!b@^Bt7`C(^yIzX#p;^aJc(LAuX#|F$#suaa&&cYk#g_!`LX zVDI>R1KsB}eX!etes@0p6}uC`?Vo>wzlFSr{C=Oq^?Mq)^?V0=_YX&s?(>{gNq3!J zmU12E?h_8g&i48Qe!TD52Yn=Vn_CXL`!wVA1Ed>Ip2E)fzZ~gjfE%~^pu1mn-Eckf z`x&Q^|5)tZ55J4e&4Y z-FV_Y%X#MdxfXUle>fR^Km6Da#_Jcr52s(pBfm&K_b=bYZhLU=V~)k%c;SBhEbQE8 zy@$RO_WL5A#_uBN?i2Orcs-2tH}T_pdb^N+fg&?PE$05cop Date: Thu, 22 Aug 2024 04:37:16 +0200 Subject: [PATCH 13/57] inspect.xml is fixed --- tools/scanpy/inspect.xml | 248 ++++++++++-------- tools/scanpy/macros.xml | 2 +- ...l.marker_gene_overlap.pbmc68k_reduced.h5ad | Bin 0 -> 2525932 bytes 3 files changed, 137 insertions(+), 113 deletions(-) create mode 100644 tools/scanpy/test-data/tl.marker_gene_overlap.pbmc68k_reduced.h5ad diff --git a/tools/scanpy/inspect.xml b/tools/scanpy/inspect.xml index 609cf352756..dd8f4af562f 100644 --- a/tools/scanpy/inspect.xml +++ b/tools/scanpy/inspect.xml @@ -60,47 +60,47 @@ @CMD_imports@ @CMD_read_inputs@ -#if $method.method == "pp.calculate_qc_metrics" +#if str($method.method) == 'pp.calculate_qc_metrics': sc.pp.calculate_qc_metrics( adata=adata, expr_type='$method.expr_type', var_type='$method.var_type', - #if $method.qc_vars + #if str($method.qc_vars) != '': #set $qc_vars = [str(x.strip()) for x in str($method.qc_vars).split(',')] qc_vars=$qc_vars, #end if - #if $method.percent_top + #if str($method.percent_top) != '': #set $percent_top = [int(x.strip()) for x in str($method.percent_top).split(',')] percent_top=$percent_top, #end if - #if $method.layer != '' + #if str($method.layer) != '': layer='$method.layer', #end if use_raw=$method.use_raw, log1p=$method.log1p, inplace=True) -#else if $method.method == "tl.score_genes" +#else if str($method.method) == 'tl.score_genes': sc.tl.score_genes( adata=adata, #set $gene_list = [str(x.strip()) for x in str($method.gene_list).split(',')] gene_list=$gene_list, ctrl_size=$method.ctrl_size, score_name='$method.score_name', - #if $method.gene_pool - #set $gene_pool = [str(x.strip()) for x in $method.gene_pool.split(',')] + #if str($method.gene_pool) != '': + #set $gene_pool = [str(x.strip()) for x in str($method.gene_pool).split(',')] gene_pool=$gene_pool, #end if @CMD_score_genes_inputs@) -#else if $method.method == "tl.score_genes_cell_cycle" - #if str($method.s_genes.format) == 'file' +#else if str($method.method) == 'tl.score_genes_cell_cycle': + #if str($method.s_genes.format) == 'file': with open('$method.s_genes.file', 'r') as s_genes_f: s_genes = [str(x.strip()) for x in s_genes_f.readlines()] print(s_genes) #end if - #if str($method.g2m_genes.format) == 'file' + #if str($method.g2m_genes.format) == 'file': with open('$method.g2m_genes.file', 'r') as g2m_genes_f: g2m_genes = [str(x.strip()) for x in g2m_genes_f.readlines()] print(g2m_genes) @@ -108,180 +108,183 @@ print(g2m_genes) sc.tl.score_genes_cell_cycle( adata=adata, - #if str($method.s_genes.format) == 'text' - #set $s_genes = [str(x.strip()) for x in $method.s_genes.text.split(',')] + #if str($method.s_genes.format) == 'text': + #set $s_genes = [str(x.strip()) for x in str($method.s_genes.text).split(',')] s_genes=$s_genes, - #else if str($method.s_genes.format) == 'file' + #else if str($method.s_genes.format) == 'file': s_genes=s_genes, #end if - #if str($method.g2m_genes.format) == 'text' - #set $g2m_genes = [str(x.strip()) for x in $method.g2m_genes.text.split(',')] + #if str($method.g2m_genes.format) == 'text': + #set $g2m_genes = [str(x.strip()) for x in str($method.g2m_genes.text).split(',')] g2m_genes=$g2m_genes, - #else if str($method.g2m_genes.format) == 'file' + #else if str($method.g2m_genes.format) == 'file': g2m_genes=g2m_genes, #end if @CMD_score_genes_inputs@) -#else if $method.method == 'pp.neighbors' +#else if str($method.method) == 'pp.neighbors': sc.pp.neighbors( adata=adata, n_neighbors=$method.n_neighbors, - #if str($method.n_pcs) != '' + #if str($method.n_pcs) != '': n_pcs=$method.n_pcs, #end if - #if $method.use_rep != '' + #if str($method.use_rep) != '': use_rep='$method.use_rep', #end if knn=$method.knn, method='$method.pp_neighbors_method', metric='$method.metric', random_state=$method.random_state, - #if $method.key_added != '' + #if str($method.key_added) != '': key_added='$method.key_added', #end if copy=False) -#else if $method.method == 'tl.rank_genes_groups' +#else if str($method.method) == 'tl.rank_genes_groups': sc.tl.rank_genes_groups( adata=adata, + #if str($method.groupby) != '': groupby='$method.groupby', - #if $method.layer != '' + #end if + #if str($method.layer) != '': layer='$method.layer', #end if - #if $method.groups + #if str($method.groups) != '': #set $group=[x.strip() for x in str($method.groups).split(',')] - groups=$group, + groups='$group', #end if - #if $method.ref.rest == 'rest' + #if str($method.ref.rest) == 'rest': reference='$method.ref.rest', #else reference='$method.ref.reference', #end if - #if $method.n_genes + #if str($method.n_genes) != '': n_genes=$method.n_genes, #end if method='$method.tl_rank_genes_groups_method.method', - #if $method.tl_rank_genes_groups_method.method != 'logreg' + #if str($method.tl_rank_genes_groups_method.method) != 'logreg': corr_method='$method.tl_rank_genes_groups_method.corr_method', - #else - #if $method.tl_rank_genes_groups_method.method == 'wilcoxon' - tie_correct='$method.tl_rank_genes_groups_method.tie_correct', - #else + #end if + #if str($method.tl_rank_genes_groups_method.method) == 'wilcoxon': + tie_correct=$method.tl_rank_genes_groups_method.tie_correct, + #end if + #if str($method.tl_rank_genes_groups_method.method) == 'logreg': solver='$method.tl_rank_genes_groups_method.solver.solver', - #if $method.tl_rank_genes_groups_method.solver.solver == 'newton-cg' + #if str($method.tl_rank_genes_groups_method.solver.solver) == 'newton-cg': penalty='l2', fit_intercept=$method.tl_rank_genes_groups_method.solver.fit_intercept, max_iter=$method.tl_rank_genes_groups_method.solver.max_iter, multi_class='$method.tl_rank_genes_groups_method.solver.multi_class', - #else if $method.tl_rank_genes_groups_method.solver.solver == 'lbfgs' + #else if str($method.tl_rank_genes_groups_method.solver.solver) == 'lbfgs': penalty='l2', fit_intercept=$method.tl_rank_genes_groups_method.solver.fit_intercept, max_iter=$method.tl_rank_genes_groups_method.solver.max_iter, multi_class='$method.tl_rank_genes_groups_method.solver.multi_class', - #else if $method.tl_rank_genes_groups_method.solver.solver == 'liblinear' - #if $method.tl_rank_genes_groups_method.solver.penalty.penalty == 'l1' + #else if str($method.tl_rank_genes_groups_method.solver.solver) == 'liblinear': + #if str($method.tl_rank_genes_groups_method.solver.penalty.penalty) == 'l1': penalty='l1', - #else if $method.tl_rank_genes_groups_method.solver.penalty.penalty == 'l2' + #else if str($method.tl_rank_genes_groups_method.solver.penalty.penalty) == 'l2': penalty='l2', dual=$method.tl_rank_genes_groups_method.solver.penalty.dual, - #else - penalty='$method.tl_rank_genes_groups_method.solver.penalty.pen', + #else if str($method.tl_rank_genes_groups_method.solver.penalty.penalty) == 'customized': + penalty=$method.tl_rank_genes_groups_method.solver.penalty.pen, #end if fit_intercept=$method.tl_rank_genes_groups_method.solver.intercept_scaling.fit_intercept, - #if $method.tl_rank_genes_groups_method.solver.intercept_scaling.fit_intercept == 'True' + #if str($method.tl_rank_genes_groups_method.solver.intercept_scaling.fit_intercept) == 'True': intercept_scaling=$method.tl_rank_genes_groups_method.solver.intercept_scaling.intercept_scaling, #end if - #if str($method.tl_rank_genes_groups_method.solver.random_state) != '' + #if str($method.tl_rank_genes_groups_method.solver.random_state) != '': random_state=$method.tl_rank_genes_groups_method.solver.random_state, #end if - #else if $method.tl_rank_genes_groups_method.solver.solver == 'sag' + #else if str($method.tl_rank_genes_groups_method.solver.solver) == 'sag': penalty='l2', fit_intercept=$method.tl_rank_genes_groups_method.solver.fit_intercept, - #if str($method.tl_rank_genes_groups_method.solver.random_state) != '' + #if str($method.tl_rank_genes_groups_method.solver.random_state) != '': random_state=$method.tl_rank_genes_groups_method.solver.random_state, #end if max_iter=$method.tl_rank_genes_groups_method.solver.max_iter, - multi_class='$method.tl_rank_genes_groups_method.solver.multi_class', - #else if $method.tl_rank_genes_groups_method.solver.solver == 'saga' - #if $method.tl_rank_genes_groups_method.solver.penalty.penalty == 'l1' + multi_class=$method.tl_rank_genes_groups_method.solver.multi_class, + #else if str($method.tl_rank_genes_groups_method.solver.solver) == 'saga': + #if str($method.tl_rank_genes_groups_method.solver.penalty.penalty) == 'l1': penalty='l1', - #else if $method.tl_rank_genes_groups_method.solver.penalty.penalty == 'l2' + #else if str($method.tl_rank_genes_groups_method.solver.penalty.penalty) == 'l2': penalty='l2', #else - penalty='$method.tl_rank_genes_groups_method.solver.penalty.pen', + penalty=$method.tl_rank_genes_groups_method.solver.penalty.pen, #end if fit_intercept=$method.tl_rank_genes_groups_method.solver.fit_intercept, - multi_class='$method.tl_rank_genes_groups_method.solver.multi_class', + multi_class=$method.tl_rank_genes_groups_method.solver.multi_class, #end if tol=$method.tl_rank_genes_groups_method.tol, C=$method.tl_rank_genes_groups_method.c, #end if - #if $method.key_added != '' + #if str($method.key_added) != '': key_added='$method.key_added', #end if use_raw=$method.use_raw) -#else if $method.method == "tl.marker_gene_overlap" +#else if str($method.method) == "tl.marker_gene_overlap": reference_markers = {} #for $i, $s in enumerate($method.reference_markers) #set $list=[x.strip() for x in str($s.values).split(',')] reference_markers['$s.key'] = $list #end for -sc.tl.marker_gene_overlap( - adata, - reference_markers, - #if $method.key - key='$method.key', - #end if - method='$method.overlap.method', - #if $method.overlap.method == 'overlap_count' and str($method.overlap.normalize) != 'None' - normalize='$method.overlap.normalize', - #end if - #if str($method.top_n_markers) != '' - top_n_markers=$method.top_n_markers, - #end if - #if str($method.adj_pval_threshold) != '' - adj_pval_threshold=$method.adj_pval_threshold, - #end if - #if $method.key_added - key_added='$method.key_added', - #end if - inplace=True) +# Temporary fix for the issue with writing Pandas dataframes to h5ad +marker_overlap_result = sc.tl.marker_gene_overlap( + adata, + reference_markers, + #if str($method.key) != '': + key='$method.key', + #end if + method='$method.overlap.method', + #if str($method.overlap.method) == 'overlap_count' and str($method.overlap.normalize) != 'None': + normalize='$method.overlap.normalize', + #end if + #if str($method.top_n_markers) != '': + top_n_markers=$method.top_n_markers, + #end if + #if str($method.adj_pval_threshold) != '': + adj_pval_threshold=$method.adj_pval_threshold, + #end if + #if $method.key_added: + key_added='$method.key_added', + #end if + inplace=False) -#else if $method.method == "pp.log1p" +adata.uns['marker_gene_overlap'] = marker_overlap_result + +#else if str($method.method) == "pp.log1p": sc.pp.log1p( adata, - #if $method.base + #if str($method.base) != '': base=$method.base, #end if - #if $method.layer != '' - base='$method.layer', + #if str($method.layer) != '': + layer='$method.layer', #end if - #if $method.obsm != '' + #if str($method.obsm) != '': obsm='$method.obsm', #end if - #if $method.mask_obs != '' - mask_obs='$method.mask_obs', - #end if copy=False) -#else if $method.method == "pp.scale" +#else if str($method.method) == "pp.scale": sc.pp.scale( adata, zero_center=$method.zero_center, - #if str($method.max_value) != '' + #if str($method.max_value) != '': max_value=$method.max_value, #end if - #if $method.layer != '' - base='$method.layer', + #if str($method.layer) != '': + layer='$method.layer', #end if - #if $method.obsm != '' + #if str($method.obsm) != '': obsm='$method.obsm', #end if copy=False) -#else if $method.method == "pp.sqrt" +#else if str($method.method) == "pp.sqrt": sc.pp.sqrt( adata, copy=False) @@ -314,7 +317,7 @@ sc.pp.sqrt( - @@ -328,7 +331,7 @@ sc.pp.sqrt( - + @@ -338,7 +341,7 @@ sc.pp.sqrt( - + - + @@ -521,14 +524,14 @@ sc.pp.sqrt( - + - - + + - + @@ -555,8 +558,8 @@ sc.pp.sqrt( + - @@ -564,6 +567,9 @@ sc.pp.sqrt( + + + @@ -829,9 +817,9 @@ sc.pl.rank_genes_groups_tracksplot( - + @@ -967,8 +955,8 @@ sc.pl.rank_genes_groups_tracksplot( + - @@ -1012,8 +1000,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1060,8 +1049,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1108,8 +1098,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1158,8 +1149,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1217,9 +1209,10 @@ sc.pl.rank_genes_groups_tracksplot( + + - - + @@ -1255,8 +1248,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1278,7 +1272,6 @@ sc.pl.rank_genes_groups_tracksplot( -
@@ -578,8 +584,9 @@ sc.pp.sqrt( + + - @@ -608,8 +615,9 @@ sc.pp.sqrt( + + - @@ -633,8 +641,9 @@ sc.pp.sqrt( + + - @@ -662,8 +671,9 @@ sc.pp.sqrt( + + - @@ -694,8 +704,9 @@ sc.pp.sqrt( + + - @@ -726,8 +737,9 @@ sc.pp.sqrt( + + - @@ -775,8 +787,9 @@ sc.pp.sqrt( + + - @@ -829,38 +842,46 @@ sc.pp.sqrt( - + + + - - + - + - + +
+ +
- - - + + + + + +
+ + - @@ -875,8 +896,9 @@ sc.pp.sqrt( + + - @@ -893,8 +915,9 @@ sc.pp.sqrt( + + - @@ -913,8 +936,9 @@ sc.pp.sqrt( + + - diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 40fc3b0b3f4..7449fe0f09e 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -97,7 +97,7 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: ]]> - + diff --git a/tools/scanpy/test-data/tl.marker_gene_overlap.pbmc68k_reduced.h5ad b/tools/scanpy/test-data/tl.marker_gene_overlap.pbmc68k_reduced.h5ad new file mode 100644 index 0000000000000000000000000000000000000000..0674a961ad3ee29c6e8953927413c444384028e6 GIT binary patch literal 2525932 zcmeFYd0bB4_XqkkDG3dfNNJ!@QA(ue?DJGo8Z?(kh|EKo5=p2eDMchIAyXMLtMgul z49S?8ka;M>$2@nR@;u+~_viKfz3%IE@9W+_?(6P9o_)@Hue0`AYp=ETK6{@h)!o&t zwR%T&QBzS<6Df-{n=j=*jk40PtXnfAzn8aZP)Jo8q4f1u4g-whl5}Q^voG z(jVZM3=i}lI8Y=~6v_F^Ygx1Co${Znelo!FW!L5_UUvWgSO4F(fcrp+ZiIAJ_`(0?XO=R*Jtm|7-{_R%{`j|?PDU=$lKJc3eyt&LZzfR?wGp)wsfor;jhr@S 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z`}b`XrN-_TH@;XS8V;(B@9&n!N%vByKOjpam)s&uKKn(>)@kBKC3n>7P#%tbOQPe{ z-$h2DEy8iwJ`r3yO(dUp!=wjgak5QGY+7?$Y%IQ6xFqcpm-D0vanTih)|bID`;usS z@|Kuh`+MR2)m{iJwKDd&*kh!v z{BG|Rk(RVVw5YsJG?=|iZ2Zv~OSaizrky?N*T@t%VwZ^$#n%asolC``dlj*7q8;Y1 zFOI~_pGEqdrJ`TkHR31RCBi<-33fM&qiKQSD3<%8$jG}?v>ux#f*&sy>c`@0((X zyHyNXA6^idsSAbwuiuFRmllazvE`9xPBAdAl#9_a3_~OtBV*=?`&p$ha!n!Zt!jhRD#wKP+?nE7?-e5B_+0VH zwNkj0PzcXm3gMGMN5z8CGsWIk--@xpv&FmIZ=jeFORVQ8)`Zui2X8xR^Y~xym_PrM z>rskbv4s8<`(h;{!e|Z8>l|K>4j*VwONIV8zW6Vvf6V(y`IQ$@`b>wI zbFC3OLpR-En;P9OJ*os*ra^|b6Pg8YaS_v>np`PTEb2g zGx_f9G|=L9qF7H$*ok6A-<_SNS=>$(<7x>zQH<=nv(pNT+lgX(Enz2$4SsiaO1HS3 zD5lvGcA}W*cW0;b7Pk|{a$CYq6bt_D?DVI_?L;x`mar4W!1Fr$*M8=CNkO%)_^0Fb ot8s}GQ*R0VDHfmgcfV!!4}>d!!9Ugi)qQJ Date: Thu, 22 Aug 2024 16:27:19 +0200 Subject: [PATCH 14/57] Fixed remove_confounders --- tools/scanpy/remove_confounders.xml | 141 +++++++++++++++------------- 1 file changed, 75 insertions(+), 66 deletions(-) diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index a2a1150c3b0..f4586b274e1 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -13,11 +13,11 @@ @CMD_imports@ @CMD_read_inputs@ -#if $method.method == "pp.regress_out" +#if str($method.method) == 'pp.regress_out': import os sc.pp.regress_out( adata=adata, - #if $method.layer != '' + #if str($method.layer) != '': layer='$method.layer', #end if #set $keys = [str(x.strip()) for x in str($method.keys).split(',')] @@ -25,64 +25,66 @@ sc.pp.regress_out( n_jobs = int(os.getenv("GALAXY_SLOTS", 4)), copy=False) -#else if $method.method == "external.pp.mnn_correct" - #if str($method.extra_adata extra_adata) != 'None' - #for i, filepath in enumerate($method.extra_adata) -adata_$i = sc.read('$filepath') - #end for - #end if -import os -sc.external.pp.mnn_correct( - adata, - #if str($method.extra_adata extra_adata) != 'None' - #for i, filepath in enumerate($method.extra_adata) - adata_$i, - #end for - #end if - #if $method.var_subset - #set $var_subset=([x.strip() for x in str($method.var_subset).split(',')]) - var_subset=$var_subset, - #end if - batch_key='$method.batch_key', - index_unique='$method.index_unique', - #if $method.batch_categories - #set $batch_categories=([x.strip() for x in str($method.batch_categories).split(',')]) - batch_categories=$batch_categories, - #end if - k=$method.k, - sigma=$method.sigma, - cos_norm_in=$method.cos_norm_in, - cos_norm_out=$method.cos_norm_out, - #if str($method.svd_dim) != '' - svd_dim=$method.svd_dim, - #end if - var_adj=$method.var_adj, - compute_angle=$method.compute_angle, - #if $method.mnn_order != '' - mnn_order='$method.mnn_order', - #end if - svd_mode='$method.svd_mode', - do_concatenate=True, - save_raw=True, - n_jobs = int(os.getenv("GALAXY_SLOTS", 4))) +## #else if str($method.method) == 'external.pp.mnn_correct': +## #if $method.extra_adata: +## #for i, filepath in enumerate($method.extra_adata) +## adata_$i = sc.read('$filepath') +## #end for +## #end if +## import os +## sc.external.pp.mnn_correct( +## adata, +## #if $method.extra_adata: +## #for i, filepath in enumerate($method.extra_adata) +## adata_$i, +## #end for +## #end if +## #if str($method.var_subset) != '': +## #set $var_subset=([x.strip() for x in str($method.var_subset).split(',')]) +## var_subset=$var_subset, +## #end if +## batch_key='$method.batch_key', +## index_unique='$method.index_unique', +## #if str($method.batch_categories) != '': +## #set $batch_categories=([x.strip() for x in str($method.batch_categories).split(',')]) +## batch_categories=$batch_categories, +## #end if +## k=$method.k, +## sigma=$method.sigma, +## cos_norm_in=$method.cos_norm_in, +## cos_norm_out=$method.cos_norm_out, +## #if str($method.svd_dim) != '': +## svd_dim=$method.svd_dim, +## #end if +## var_adj=$method.var_adj, +## compute_angle=$method.compute_angle, +## #if str($method.mnn_order) != '': +## mnn_order='$method.mnn_order', +## #end if +## #if str($method.svd_mode) != '': +## svd_mode='$method.svd_mode', +## #end if +## do_concatenate=True, +## save_raw=True, +## n_jobs = int(os.getenv("GALAXY_SLOTS", 4))) -#else if $method.method == "pp.combat" +#else if str($method.method) == 'pp.combat': sc.pp.combat( adata, key='$method.key', inplace=True) -#else if $method.method == "external.pp.bbknn" +#else if str($method.method) == 'external.pp.bbknn': sc.external.pp.bbknn( adata, batch_key='$method.batch_key', use_rep='$method.use_rep', - #if $method.approx.approx_method == 'no' + #if str($method.approx.approx_method) == 'no': approx=False, - #else if $method.approx.approx_method == "annoy" + #else if str($method.approx.approx_method) == 'annoy': use_annoy=True, annoy_n_trees=$method.approx.annoy_n_trees, - #else if $method.approx.approx_method == "pyNNDescent" + #else if str($method.approx.approx_method) == 'pyNNDescent': use_annoy=False, pynndescent_n_neighbors=$method.approx.pynndescent_n_neighbors, pynndescent_random_state=$method.approx.pynndescent_random_state, @@ -90,27 +92,27 @@ sc.external.pp.bbknn( metric='$method.metric', neighbors_within_batch=$method.neighbors_within_batch, n_pcs=$method.n_pcs, - #if str($method.trim) + #if str($method.trim) != '': trim=$method.trim, #end if set_op_mix_ratio=$method.set_op_mix_ratio, local_connectivity=$method.local_connectivity, copy=False) -#else if $method.method == "external.pp.harmony_integrate" +#else if str($method.method) == 'external.pp.harmony_integrate': sc.external.pp.harmony_integrate( adata, key='$method.key', basis='$method.basis', adjusted_basis='$method.adjusted_basis', - #if str($method.theta) + #if str($method.theta) != '': theta=$method.theta, #end if - #if str($method.lamb) + #if str($method.lamb) != '': lamb=$method.lamb, #end if sigma=$method.sigma, - #if str($method.nclust) + #if str($method.nclust) != '': nclust=$method.nclust, #end if tau=$method.tau, @@ -120,7 +122,7 @@ sc.external.pp.harmony_integrate( epsilon_cluster=$method.epsilon_cluster, epsilon_harmony=$method.epsilon_harmony) -#else if $method.method == "external.pp.scanorama_integrate" +#else if str($method.method) == 'external.pp.scanorama_integrate': sc.external.pp.scanorama_integrate( adata, key='$method.key', @@ -141,7 +143,7 @@ sc.external.pp.scanorama_integrate( - + @@ -155,7 +157,7 @@ sc.external.pp.scanorama_integrate( - + @@ -202,7 +204,7 @@ sc.external.pp.scanorama_integrate( - + @@ -268,8 +270,9 @@ sc.external.pp.scanorama_integrate( + + - @@ -286,8 +289,9 @@ sc.external.pp.scanorama_integrate( - - + + + + + - @@ -322,8 +327,9 @@ sc.external.pp.scanorama_integrate( + + - @@ -354,8 +360,9 @@ sc.external.pp.scanorama_integrate( + + - @@ -388,8 +395,9 @@ sc.external.pp.scanorama_integrate( + + - @@ -422,8 +430,9 @@ sc.external.pp.scanorama_integrate( + + - From b6b9a8052360a18e0b2796be355a7bd90c4ae54a Mon Sep 17 00:00:00 2001 From: Amirhossein Naghsh Nilchi Date: Thu, 22 Aug 2024 18:24:52 +0200 Subject: [PATCH 15/57] fix mnnpy --- tools/scanpy/macros.xml | 1 + tools/scanpy/remove_confounders.xml | 79 ++++++++++++++++------------- 2 files changed, 44 insertions(+), 36 deletions(-) diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 7449fe0f09e..be17772779e 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -18,6 +18,7 @@ scanorama scrublet pynndescent + diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index f4586b274e1..77f6df9687d 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -28,45 +28,48 @@ sc.pp.regress_out( ## #else if str($method.method) == 'external.pp.mnn_correct': ## #if $method.extra_adata: ## #for i, filepath in enumerate($method.extra_adata) -## adata_$i = sc.read('$filepath') +## adata_$i = sc.read_h5ad('$filepath') ## #end for ## #end if ## import os -## sc.external.pp.mnn_correct( -## adata, -## #if $method.extra_adata: -## #for i, filepath in enumerate($method.extra_adata) -## adata_$i, -## #end for -## #end if -## #if str($method.var_subset) != '': -## #set $var_subset=([x.strip() for x in str($method.var_subset).split(',')]) -## var_subset=$var_subset, -## #end if -## batch_key='$method.batch_key', -## index_unique='$method.index_unique', -## #if str($method.batch_categories) != '': -## #set $batch_categories=([x.strip() for x in str($method.batch_categories).split(',')]) -## batch_categories=$batch_categories, -## #end if -## k=$method.k, -## sigma=$method.sigma, -## cos_norm_in=$method.cos_norm_in, -## cos_norm_out=$method.cos_norm_out, -## #if str($method.svd_dim) != '': -## svd_dim=$method.svd_dim, -## #end if -## var_adj=$method.var_adj, -## compute_angle=$method.compute_angle, -## #if str($method.mnn_order) != '': -## mnn_order='$method.mnn_order', -## #end if -## #if str($method.svd_mode) != '': -## svd_mode='$method.svd_mode', -## #end if -## do_concatenate=True, -## save_raw=True, -## n_jobs = int(os.getenv("GALAXY_SLOTS", 4))) +## corrected = sc.external.pp.mnn_correct( +## adata, +## #if $method.extra_adata: +## #for i, filepath in enumerate($method.extra_adata) +## adata_$i, +## #end for +## #end if +## #if str($method.var_subset) != '': +## #set $var_subset=([x.strip() for x in str($method.var_subset).split(',')]) +## var_subset=$var_subset, +## #end if +## batch_key='$method.batch_key', +## index_unique='$method.index_unique', +## #if str($method.batch_categories) != '': +## #set $batch_categories=([x.strip() for x in str($method.batch_categories).split(',')]) +## batch_categories=$batch_categories, +## #end if +## k=$method.k, +## sigma=$method.sigma, +## cos_norm_in=$method.cos_norm_in, +## cos_norm_out=$method.cos_norm_out, +## #if str($method.svd_dim) != '': +## svd_dim=$method.svd_dim, +## #end if +## var_adj=$method.var_adj, +## compute_angle=$method.compute_angle, +## #if str($method.mnn_order) != '': +## mnn_order='$method.mnn_order', +## #end if +## #if str($method.svd_mode) != '': +## svd_mode='$method.svd_mode', +## #end if +## do_concatenate=True, +## save_raw=True, +## n_jobs = int(os.getenv("GALAXY_SLOTS", 4))) + +## adata = corrected[0] + #else if str($method.method) == 'pp.combat': sc.pp.combat( @@ -293,6 +296,7 @@ sc.external.pp.scanorama_integrate( @@ -527,7 +516,7 @@ sc.pl.rank_genes_groups_tracksplot( - + @@ -631,8 +620,8 @@ sc.pl.rank_genes_groups_tracksplot( + - @@ -640,7 +629,6 @@ sc.pl.rank_genes_groups_tracksplot( -

@@ -1301,7 +1294,6 @@ sc.pl.rank_genes_groups_tracksplot( - @@ -1310,8 +1302,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1369,9 +1362,10 @@ sc.pl.rank_genes_groups_tracksplot( + + - - + @@ -1404,8 +1398,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1448,9 +1443,10 @@ sc.pl.rank_genes_groups_tracksplot( + + - - + @@ -1488,8 +1484,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1520,8 +1517,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1547,8 +1545,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1569,8 +1568,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1630,8 +1630,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1649,8 +1650,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1670,8 +1672,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1713,8 +1716,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1768,8 +1772,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1828,8 +1833,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1879,8 +1885,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1935,8 +1942,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -1956,8 +1964,9 @@ sc.pl.rank_genes_groups_tracksplot( - - + + + + + - @@ -1998,8 +2008,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2021,8 +2032,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2044,11 +2056,14 @@ sc.pl.rank_genes_groups_tracksplot( - + + --> + + - @@ -2057,7 +2072,7 @@ sc.pl.rank_genes_groups_tracksplot( - +
@@ -2068,13 +2083,13 @@ sc.pl.rank_genes_groups_tracksplot( - + + - @@ -2117,8 +2132,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2154,8 +2170,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2191,8 +2208,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2227,8 +2245,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - @@ -2280,8 +2299,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - From 447a8598ac0bcca9c469198fe0c617bdbc7e49a1 Mon Sep 17 00:00:00 2001 From: Amirhossein Naghsh Nilchi Date: Sun, 25 Aug 2024 11:11:03 +0200 Subject: [PATCH 17/57] fixed lint error --- tools/scanpy/remove_confounders.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/scanpy/remove_confounders.xml b/tools/scanpy/remove_confounders.xml index 77f6df9687d..29b9bae6e34 100644 --- a/tools/scanpy/remove_confounders.xml +++ b/tools/scanpy/remove_confounders.xml @@ -478,7 +478,7 @@ More details on the `scanpy documentation `__ Correct batch effects by matching mutual nearest neighbors, using `external.pp.mnn_correct` -================================================================================== +=========================================================================================== This uses the implementation of mnnpy. Depending on do_concatenate, it returns AnnData objects in the original order containing corrected expression values or a concatenated matrix or AnnData object. From 9f69540490d5e62ed09bc338402d821f94857f53 Mon Sep 17 00:00:00 2001 From: Amirhossein Naghsh Nilchi Date: Sun, 25 Aug 2024 23:34:24 +0200 Subject: [PATCH 18/57] remove header variable from plot.xml --- tools/scanpy/filter.xml | 2 +- tools/scanpy/macros.xml | 10 ---------- tools/scanpy/plot.xml | 6 ++++-- 3 files changed, 5 insertions(+), 13 deletions(-) diff --git a/tools/scanpy/filter.xml b/tools/scanpy/filter.xml index ac616fa1879..2516f54d191 100644 --- a/tools/scanpy/filter.xml +++ b/tools/scanpy/filter.xml @@ -597,7 +597,7 @@ sc.pp.scrublet( - + diff --git a/tools/scanpy/macros.xml b/tools/scanpy/macros.xml index 1c62d648dbd..b52a1a12e7e 100644 --- a/tools/scanpy/macros.xml +++ b/tools/scanpy/macros.xml @@ -470,10 +470,6 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - - - - @@ -512,12 +508,6 @@ with open('anndata_info.txt','w', encoding='utf-8') as ainfo: - + + - @@ -2384,8 +2385,9 @@ sc.pl.rank_genes_groups_tracksplot( + + - From 1ab4be40a002c2704b2244f83393ad6e07e43eea Mon Sep 17 00:00:00 2001 From: Amirhossein Naghsh Nilchi Date: Mon, 26 Aug 2024 08:18:31 +0200 Subject: [PATCH 19/57] reduced test-data size --- ...ps.newton-cg.pbmc68k_highly_reduced_1.h5ad | Bin 561808 -> 561560 bytes tools/scanpy/test-data/pbmc68k_reduced.h5ad | Bin 2544684 -> 544824 bytes .../pl.embedding_density.pbmc68k_reduced.png | Bin 309812 -> 123621 bytes ...mc68k_reduced.CD3D_CD79A_components_2d.pdf | Bin 72123 -> 24562 bytes .../pl.violin.pbmc68k_reduced_custom.png | Bin 57783 -> 47529 bytes ...alculate_qc_metrics.sparce_csr_matrix.h5ad | Bin 3380588 -> 444360 bytes .../pp.downsample_counts.random-randint.h5ad | Bin 4096376 -> 466040 bytes .../pp.recipe_seurat.recipe_zheng17.h5ad | Bin 85072 -> 21016 bytes .../pp.recipe_zheng17.random-randint.h5ad | Bin 4114792 -> 487656 bytes tools/scanpy/test-data/random-randint.h5ad | Bin 2025661 -> 466040 bytes tools/scanpy/test-data/sparce_csr_matrix.h5ad | Bin 3264100 -> 391040 bytes 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