From 067ecf8790a146961901cf97be74f4c79ec0aa92 Mon Sep 17 00:00:00 2001 From: ivelet Date: Fri, 15 Mar 2024 13:35:14 +0100 Subject: [PATCH 01/18] Add muon tools and tests --- tools/muon/assign_cell_type_labels_mudata.xml | 87 +++++++ tools/muon/cluster_analyze_embed_muon.xml | 246 ++++++++++++++++++ .../cluster_mofa_embeddings_with_mudata.xml | 124 +++++++++ tools/muon/compare_annotations.xml | 61 +++++ tools/muon/extract_anndata.xml | 50 ++++ tools/muon/mofa.xml | 84 ++++++ tools/muon/mudata_import.xml | 91 +++++++ tools/muon/plot_muon.xml | 217 +++++++++++++++ tools/muon/preprocess_muon.xml | 203 +++++++++++++++ tools/muon/rank_genes_and_peaks_muon.xml | 103 ++++++++ .../assign_celltype_labels_mudata_in.h5mu | Bin 0 -> 154520 bytes tools/muon/test-data/atac_data.h5ad | Bin 0 -> 64032 bytes tools/muon/test-data/atac_scaled.h5ad | Bin 0 -> 85376 bytes tools/muon/test-data/celltype_umap_plot.png | Bin 0 -> 79769 bytes ...luster_mofa_embeddings_with_mudata_in.h5mu | Bin 0 -> 175424 bytes ...ially_expressed_genes_accessible_peaks.csv | 11 + .../test-data/dotplot_atac_marker_peaks.png | Bin 0 -> 61128 bytes .../test-data/dotplot_rna_marker_genes.png | Bin 0 -> 79769 bytes tools/muon/test-data/mofa_model.hdf5 | 0 tools/muon/test-data/mofa_model_out.hdf5 | Bin 0 -> 64088 bytes tools/muon/test-data/preprocess_muon_in.h5mu | Bin 0 -> 181760 bytes .../preprocess_muon_neighbors_in.h5mu | Bin 0 -> 1855264 bytes .../rank_genes_and_peaks_muon_in.h5mu | Bin 0 -> 212472 bytes tools/muon/test-data/ranked_rna_atac.h5mu | Bin 0 -> 148888 bytes tools/muon/test-data/rna_atac.h5mu | Bin 0 -> 152184 bytes .../rna_atac_assigned_celltype_labels.h5mu | Bin 0 -> 148888 bytes .../test-data/rna_atac_comparison_heatmap.png | Bin 0 -> 12241 bytes tools/muon/test-data/rna_atac_input.h5mu | Bin 0 -> 171136 bytes .../muon/test-data/rna_atac_integration.h5mu | Bin 0 -> 148888 bytes .../rna_atac_marker_genes_peaks.h5mu | Bin 0 -> 148888 bytes .../test-data/rna_atac_mofa_clustering.h5mu | Bin 0 -> 148888 bytes tools/muon/test-data/rna_data.h5ad | Bin 0 -> 59872 bytes tools/muon/visualise_markers_mudata.xml | 74 ++++++ 33 files changed, 1351 insertions(+) create mode 100644 tools/muon/assign_cell_type_labels_mudata.xml create mode 100644 tools/muon/cluster_analyze_embed_muon.xml create mode 100644 tools/muon/cluster_mofa_embeddings_with_mudata.xml create mode 100644 tools/muon/compare_annotations.xml create mode 100644 tools/muon/extract_anndata.xml create mode 100644 tools/muon/mofa.xml create mode 100644 tools/muon/mudata_import.xml create mode 100644 tools/muon/plot_muon.xml create mode 100644 tools/muon/preprocess_muon.xml create mode 100644 tools/muon/rank_genes_and_peaks_muon.xml create mode 100644 tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu create mode 100644 tools/muon/test-data/atac_data.h5ad create mode 100644 tools/muon/test-data/atac_scaled.h5ad create mode 100644 tools/muon/test-data/celltype_umap_plot.png create mode 100644 tools/muon/test-data/cluster_mofa_embeddings_with_mudata_in.h5mu create mode 100644 tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv create mode 100644 tools/muon/test-data/dotplot_atac_marker_peaks.png create mode 100644 tools/muon/test-data/dotplot_rna_marker_genes.png create mode 100644 tools/muon/test-data/mofa_model.hdf5 create mode 100644 tools/muon/test-data/mofa_model_out.hdf5 create mode 100644 tools/muon/test-data/preprocess_muon_in.h5mu create mode 100644 tools/muon/test-data/preprocess_muon_neighbors_in.h5mu create mode 100644 tools/muon/test-data/rank_genes_and_peaks_muon_in.h5mu create mode 100644 tools/muon/test-data/ranked_rna_atac.h5mu create mode 100644 tools/muon/test-data/rna_atac.h5mu create mode 100644 tools/muon/test-data/rna_atac_assigned_celltype_labels.h5mu create mode 100644 tools/muon/test-data/rna_atac_comparison_heatmap.png create mode 100644 tools/muon/test-data/rna_atac_input.h5mu create mode 100644 tools/muon/test-data/rna_atac_integration.h5mu create mode 100644 tools/muon/test-data/rna_atac_marker_genes_peaks.h5mu create mode 100644 tools/muon/test-data/rna_atac_mofa_clustering.h5mu create mode 100644 tools/muon/test-data/rna_data.h5ad create mode 100644 tools/muon/visualise_markers_mudata.xml diff --git a/tools/muon/assign_cell_type_labels_mudata.xml b/tools/muon/assign_cell_type_labels_mudata.xml new file mode 100644 index 00000000000..ddbc9155648 --- /dev/null +++ b/tools/muon/assign_cell_type_labels_mudata.xml @@ -0,0 +1,87 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +} + + \ No newline at end of file diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml new file mode 100644 index 00000000000..ea7541e3051 --- /dev/null +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -0,0 +1,246 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + `__ + +Cluster: Cluster cells using the Louvain algorithm ('muon.tl.louvain') +====================================================================== + + Cluster cells using the Louvain algorithm. This runs only the multiplex Louvain algorithm on the MuData object + using connectivities of individual modalities + + More details on the `muon documentation + `__ + +Analyze: Run Multi Omics Factor Analysis ('muon.tl.mofa') +========================================================= + + Run Multi-Omics Factor Analysis + + More details on the 'muon documentation + `__ + +Analyze: Similarity Network Fusion ('muon.tl.snf') +================================================== + + Similarity network fusion (SNF). See Wang et al., 2014 (DOI: 10.1038/nmeth.2810). + + More details on the 'muon documentation + `__ + +Embed: Embed the multimodal neighborhood graph using UMAP ('muon.tl.umap') +========================================================================== + + Embed the multimodal neighborhood graph using UMAP (McInnes et al, 2018). UMAP (Uniform Manifold Approximation + and Projection) is a manifold learning technique suitable for visualizing high-dimensional data. + + More details on the 'muon documentation + `__ + + ]]> + + +} + + \ No newline at end of file diff --git a/tools/muon/cluster_mofa_embeddings_with_mudata.xml b/tools/muon/cluster_mofa_embeddings_with_mudata.xml new file mode 100644 index 00000000000..3687b62beaa --- /dev/null +++ b/tools/muon/cluster_mofa_embeddings_with_mudata.xml @@ -0,0 +1,124 @@ + + + scanpy + muon + matplotlib + leidenalg + louvain + python-igraph + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + a + + + + + + + + + + + + + + +} + + \ No newline at end of file diff --git a/tools/muon/compare_annotations.xml b/tools/muon/compare_annotations.xml new file mode 100644 index 00000000000..5c4e0ad248f --- /dev/null +++ b/tools/muon/compare_annotations.xml @@ -0,0 +1,61 @@ + + + scanpy + muon + scikit-learn + seaborn + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +} + + \ No newline at end of file diff --git a/tools/muon/extract_anndata.xml b/tools/muon/extract_anndata.xml new file mode 100644 index 00000000000..1f1b85c0b85 --- /dev/null +++ b/tools/muon/extract_anndata.xml @@ -0,0 +1,50 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + +} + + \ No newline at end of file diff --git a/tools/muon/mofa.xml b/tools/muon/mofa.xml new file mode 100644 index 00000000000..b448f303a55 --- /dev/null +++ b/tools/muon/mofa.xml @@ -0,0 +1,84 @@ + + + scanpy + muon + mofapy + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 10.1186/s13059-021-02577-8 + + \ No newline at end of file diff --git a/tools/muon/mudata_import.xml b/tools/muon/mudata_import.xml new file mode 100644 index 00000000000..8bd81313969 --- /dev/null +++ b/tools/muon/mudata_import.xml @@ -0,0 +1,91 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 10.1186/s13059-021-02577-8 + + \ No newline at end of file diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml new file mode 100644 index 00000000000..025942757c6 --- /dev/null +++ b/tools/muon/plot_muon.xml @@ -0,0 +1,217 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + `__ + +Scatter: Scatter plot in MOFA factor coordinates ('muon.pl.mofa') +================================================================= + + Scatter plot in MOFA factors coordinates. + + More details on the `muon documentation + `__ + +Scatter: Scatter plot along observations or variable axes ('muon.pl.scatter') +============================================================================= + + Scatter plot along observations or variables axes. Variables in each modality can be referenced. + + More details on the 'muon documentation + `__ + +Scatter: UMAP scatter plot ('muon.pl.umap') +=========================================== + + UMAP Scatter plot. + + More details on the 'muon documentation + `__ + +Histogram: Plot Histogram of Fragment lengths within specified region ('muon.pl.histogram') +=========================================================================================== + + Plot Histogram of Fragment lengths within specified region. + + More details on the 'muon documentation + `__ + +Ranking: Rank genes according to contributions to MOFA factors ('muon.pl.mofa_loadings') +======================================================================================== + + Rank genes according to contributions to MOFA factors. + + More details on the `muon documentation + `__ + ]]> + + +} + + \ No newline at end of file diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml new file mode 100644 index 00000000000..9760fe9c050 --- /dev/null +++ b/tools/muon/preprocess_muon.xml @@ -0,0 +1,203 @@ + + + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + `__ + +Filter: Filter variables (features) ('muon.pp.filter_var') +========================================================== + + Filter variables (features, e.g. genes) in-place using any column in .var or row in .X. + + More details on the `muon documentation + `__ + +Subset: Subset observations (samples or cells) in-place taking observations present only in all modalities ('muon.pp.intersect_obs') +==================================================================================================================================== + + Subset observations (samples or cells) in-place taking observations present only in all modalities. + + More details on the 'muon documentation + `__ + +Normalize: Normalize observations to unit L2 norm ('muon.pp.l2norm') +==================================================================== + + Normalize observations to unit L2 norm. + + More details on the 'muon documentation + `__ + +Search: Multimodal nearest neighbor search ('muon.pp.neighbors') +================================================================ + + Multimodal nearest neighbor search by implementing the multimodal nearest neighbor method of Hao et al. and Swanson et al. + The neighbor search efficiency on this heavily relies on UMAP. In particular, you may want to decrease + n_multineighbors for large data set to avoid excessive peak memory use. To achieve results as close as possible + to the Seurat implementation, observations must be normalized to unit L2 norm prior to running per-modality + nearest-neighbor search. + + More details on the 'muon documentation + `__ + + ]]> + + +} + + \ No newline at end of file diff --git a/tools/muon/rank_genes_and_peaks_muon.xml b/tools/muon/rank_genes_and_peaks_muon.xml new file mode 100644 index 00000000000..696ff32420c --- /dev/null +++ b/tools/muon/rank_genes_and_peaks_muon.xml @@ -0,0 +1,103 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +} + + \ No newline at end of file diff --git a/tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu b/tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu new file mode 100644 index 0000000000000000000000000000000000000000..9d2f41f5a7629c7423d375822e81c9a1acff13f5 GIT binary patch literal 154520 zcmeG_2VfLM*BhEa5QBh3Y$r8J_PkzHG)I60q(lfB+n0poAb~VeFeqqL)TkfdAF-iW 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zz6Aidb#DuQfKsbHWGQ<=KDkPLV~yGvL5_tpJoJe~S2)99cUqMoE*zb68n{|DBRGLQfO literal 0 HcmV?d00001 diff --git a/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv b/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv new file mode 100644 index 00000000000..6ae48a608d3 --- /dev/null +++ b/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv @@ -0,0 +1,11 @@ +,rna:0_n,atac:0_n,rna:0_g,atac:0_g,rna:0_p,atac:0_p,rna:1_n,atac:1_n,rna:1_g,atac:1_g,rna:1_p,atac:1_p,rna:2_n,atac:2_n,rna:2_g,atac:2_g,rna:2_p,atac:2_p,rna:3_n,atac:3_n,rna:3_g,atac:3_g,rna:3_p,atac:3_p,rna:4_n,atac:4_n,rna:4_g,atac:4_g,rna:4_p,atac:4_p,rna:5_n,atac:5_n,rna:5_g,atac:5_g,rna:5_p,atac:5_p,rna:6_n,atac:6_n,rna:6_g,atac:6_g,rna:6_p,atac:6_p,rna:7_n,atac:7_n,rna:7_g,atac:7_g,rna:7_p,atac:7_p,rna:8_n,atac:8_n,rna:8_g,atac:8_g,rna:8_p,atac:8_p,rna:9_n,atac:9_n,rna:9_g,atac:9_g,rna:9_p,atac:9_p,rna:10_n,atac:10_n,rna:10_g,atac:10_g,rna:10_p,atac:10_p,rna:11_n,atac:11_n,rna:11_g,atac:11_g,rna:11_p,atac:11_p,rna:12_n,atac:12_n,rna:12_g,atac:12_g,rna:12_p,atac:12_p,rna:13_n,atac:13_n,rna:13_g,atac:13_g,rna:13_p,atac:13_p,rna:14_n,atac:14_n,rna:14_g,atac:14_g,rna:14_p,atac:14_p,rna:15_n,atac:15_n,rna:15_g,atac:15_g,rna:15_p,atac:15_p,rna:16_n,atac:16_n,rna:16_g,atac:16_g,rna:16_p,atac:16_p,rna:17_n,atac:17_n,rna:17_g,atac:17_g,rna:17_p,atac:17_p,rna:18_n,atac:18_n,rna:18_g,atac:18_g,rna:18_p,atac:18_p,rna:19_n,atac:19_n,rna:19_g,atac:19_g,rna:19_p,atac:19_p,rna:20_n,atac:20_n,rna:20_g,atac:20_g,rna:20_p,atac:20_p,rna:21_n,atac:21_n,rna:21_g,atac:21_g,rna:21_p,atac:21_p,rna:22_n,atac:22_n,rna:22_g,atac:22_g,rna:22_p,atac:22_p +0,LEF1,chr14:99255246-99275454,LEF1,"BCL11B, AL109767.1",6.7044207498958e-169,4.484603768383428e-93,VCAN,chr9:107480158-107492721,VCAN,KLF4,0.0,4.244853549430395e-150,INPP4B,chr6:137715217-137718150,INPP4B,"AL356234.2, LINC02539",6.914077563857593e-137,3.424402963729946e-66,LEF1,chr2:86783559-86792275,LEF1,CD8A,1.8969898709807047e-156,8.356292002314699e-138,SLC8A1,chr9:107480158-107492721,SLC8A1,KLF4,5.356063367824427e-210,1.6198508888381527e-109,VCAN,chr9:107480158-107492721,VCAN,KLF4,6.839337751918733e-205,5.5577120932442325e-102,BACH2,chr2:86783559-86792275,BACH2,CD8A,5.598800574616022e-105,8.79775089762599e-85,INPP4B,chr14:99255246-99275454,INPP4B,"BCL11B, AL109767.1",3.61712832268574e-113,1.897852016787109e-37,MALAT1,chr14:99255246-99275454,MALAT1,"BCL11B, AL109767.1",5.972801648167008e-67,2.724508341453551e-29,GNLY,chr17:83076201-83103570,GNLY,"METRNL, AC130371.2",0.0,8.533457355834533e-100,TCF7L2,chr2:16653069-16660704,TCF7L2,FAM49A,6.205264504112453e-223,9.817583524412578e-63,CCL5,chr2:86783559-86792275,CCL5,CD8A,5.2536015223129967e-92,4.6545898761432744e-48,BANK1,chr2:231669797-231676530,BANK1,PTMA,0.0,2.0506596790710324e-121,CCL5,chr1:184386243-184389335,CCL5,"C1orf21, AL445228.2",1.357782736048293e-229,8.58095843578977e-66,SLC8A1,chr9:107480158-107492721,SLC8A1,KLF4,4.390118405335682e-105,4.997587079651354e-56,IGHM,chr22:41917087-41929835,IGHM,TNFRSF13C,1.223592126250145e-306,4.9183250142952916e-92,IL32,chr10:33135632-33141841,IL32,IATPR,7.313622099684917e-46,1.114402546847337e-18,CST3,chr1:220876295-220883526,CST3,"HLX, HLX-AS1",5.881207706971114e-78,6.029050098525684e-29,NKG7,chr11:114072228-114076352,NKG7,ZBTB16,2.323749940812783e-60,1.7330669879631925e-33,VCAN,chr9:134369462-134387253,VCAN,RXRA,2.384023945874142e-43,3.997173695306987e-11,LEF1,chr2:86783559-86792275,LEF1,CD8A,1.0096148019537435e-21,2.504816358952264e-06,TCF4,chr17:81425658-81431769,TCF4,BAHCC1,3.0648029070632178e-99,3.815305280620349e-36,FHIT,chr20:44066714-44073458,FHIT,"TOX2, AL035447.1",1.0661340083828783e-13,0.0016645687500684689 +1,FHIT,chr14:99223600-99254668,FHIT,"BCL11B, AL109767.1",4.753212153293953e-168,1.1687009417928702e-78,PLXDC2,chr6:41268623-41279829,PLXDC2,TREM1,8.48514701391761e-298,1.9856045681204295e-132,IL7R,chr21:45223468-45225379,IL7R,"LINC00334, ADARB1",5.755526766848538e-132,4.2573921607338716e-61,NELL2,chr12:10552886-10555668,NELL2,LINC02446,1.608147612286874e-159,2.0196883678915795e-119,PLXDC2,chr5:150385442-150415310,PLXDC2,"CD74, TCOF1",9.398806775783275e-186,1.6587131611663776e-76,PLXDC2,chr19:6059651-6068090,PLXDC2,"RFX2, AC011444.2",6.468829861115893e-172,6.798448220158003e-90,LEF1,chr12:10552886-10555668,LEF1,LINC02446,4.966939610151528e-108,7.875817010302686e-55,ANK3,chr14:22536559-22563070,ANK3,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",1.1771078872919008e-91,9.891612247143673e-32,LEF1,chr17:82125073-82129615,LEF1,CCDC57,1.9766821355310664e-64,4.4620675052517114e-26,PRF1,chr1:184386243-184389335,PRF1,"C1orf21, AL445228.2",5.093384758442477e-239,2.0269731270440712e-80,FCGR3A,chr5:1476663-1483241,FCGR3A,"SLC6A3, LPCAT1",6.711979670033329e-230,2.3212279702347528e-61,PRKCH,chr1:24909406-24919504,PRKCH,RUNX3,1.4096179763956113e-50,5.2890574787914845e-33,MS4A1,chr22:41917087-41929835,MS4A1,TNFRSF13C,2.8673996842484714e-241,2.9605077775831063e-120,NKG7,chr4:6198055-6202103,NKG7,"JAKMIP1, C4orf50",1.4946412829394722e-203,3.435600123382458e-62,TYMP,chr5:1476663-1483241,TYMP,"SLC6A3, LPCAT1",4.777109816925314e-94,4.581720782304459e-48,BANK1,chr22:41931503-41942227,BANK1,CENPM,2.056218184133793e-269,4.4899450473229757e-79,INPP4B,chr14:22536559-22563070,INPP4B,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",3.593174957386981e-43,1.2372589732882092e-15,HDAC9,chr9:107480158-107492721,HDAC9,KLF4,2.069775412010034e-60,3.8825358227933024e-27,CCL5,chr11:114065160-114066911,CCL5,ZBTB16,4.6224038868408325e-49,1.0733983513321354e-26,PLXDC2,chr6:41268623-41279829,PLXDC2,TREM1,3.842066285761155e-38,6.213307586298796e-10,PDE3B,chr12:10552886-10555668,PDE3B,LINC02446,8.893176597550726e-18,1.618567250855819e-05,RHEX,chr7:98641522-98642532,RHEX,NPTX2,3.5657126628953262e-93,1.7161624840194428e-26,MALAT1,chr11:119304967-119307621,MALAT1,"MCAM, CBL",1.5759546631484878e-10,0.004854534040158125 +2,BCL11B,chr14:99181080-99219442,BCL11B,"BCL11B, AL162151.1",7.13228424938228e-131,7.898876775645449e-77,CSF3R,chr6:41280331-41287503,CSF3R,TREM1,0.0,1.6201127666911602e-122,ITGB1,chr1:1210271-1220028,ITGB1,"SDF4, TNFRSF4",1.9823713667052207e-130,4.732306038894004e-62,CD8B,chr14:99181080-99219442,CD8B,"BCL11B, AL162151.1",3.192667641663644e-143,7.355176158359205e-86,TYMP,chr1:212604203-212626574,TYMP,"FAM71A, ATF3, AL590648.2",4.9767579744036274e-172,5.82571528286598e-74,LRMDA,chr20:50269694-50277398,LRMDA,SMIM25,2.732466218326888e-171,3.966015223383979e-89,PDE3B,chr14:99255246-99275454,PDE3B,"BCL11B, AL109767.1",4.335904027077045e-102,3.376197812723248e-52,LTB,chr7:142782798-142813716,LTB,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",3.7025922695180117e-50,2.7612043620931705e-31,FHIT,chr14:22536559-22563070,FHIT,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",9.640119179887869e-53,2.3817062787013614e-23,NKG7,chr1:24909406-24919504,NKG7,RUNX3,1.0083634312061625e-245,3.1617609945816264e-84,MTSS1,chr20:40686526-40691350,MTSS1,MAFB,7.101374595500977e-205,5.166376156972824e-60,SYNE2,chr6:111757055-111766675,SYNE2,FYN,2.113997073283368e-51,2.1986331140100316e-29,RALGPS2,chr22:41931503-41942227,RALGPS2,CENPM,1.0863943618360295e-248,1.6890479512958507e-100,GZMH,chr16:81519063-81525049,GZMH,CMIP,1.519529740653569e-152,5.400224813974686e-63,HLA-DRA,chr1:220876295-220883526,HLA-DRA,"HLX, HLX-AS1",4.624756173276014e-90,6.98872036850405e-48,AFF3,chr19:5125450-5140568,AFF3,"KDM4B, AC022517.1",9.982698503164432e-226,4.264809573777082e-78,SYNE2,chr20:59157931-59168100,SYNE2,ZNF831,1.1705630120581607e-39,1.3405423205961845e-14,HLA-DRB1,chr3:159762787-159765472,HLA-DRB1,"IQCJ-SCHIP1-AS1, IQCJ-SCHIP1",6.227957588470188e-62,1.3189813328654345e-23,A2M,chr4:6198055-6202103,A2M,"JAKMIP1, C4orf50",2.6576610881927744e-39,2.0862457451613024e-26,LRRK2,chr2:26008387-26009976,LRRK2,RAB10,3.4098884023427627e-40,9.534220425062546e-09,BACH2,chr14:99255246-99275454,BACH2,"BCL11B, AL109767.1",2.0503630342858834e-16,1.696677060073292e-05,PLD4,chr22:50281096-50284890,PLD4,PLXNB2,4.735431196136692e-78,1.2802814796933604e-27,BCL11B,chr5:75049736-75054761,BCL11B,GCNT4,4.026852381057419e-10,0.0047337340660578 +3,CAMK4,chr17:40601555-40611036,CAMK4,SMARCE1,5.1503286993108466e-127,3.661763535444218e-66,LRMDA,chr22:38950570-38958424,LRMDA,APOBEC3A,4.771207260991439e-292,1.7525956389822414e-118,IL32,chr5:756911-759750,IL32,"ZDHHC11B, AC026740.3",5.151635619090103e-122,4.552354652855242e-59,THEMIS,chr14:99255246-99275454,THEMIS,"BCL11B, AL109767.1",7.847074652720267e-146,1.9192673804218162e-77,JAK2,chr3:72092464-72103763,JAK2,LINC00877,1.3056737321127677e-174,4.203683487233663e-71,FCN1,chr6:44057321-44060655,FCN1,"AL109615.2, AL109615.3",4.6411770069118677e-156,5.391682958116307e-81,CD8B,chr11:66311352-66319301,CD8B,"CD248, AP001107.3",3.3877201903477736e-87,3.040074362371873e-50,BCL11B,chr14:99223600-99254668,BCL11B,"BCL11B, AL109767.1",7.249538913963624e-48,2.112149184874086e-29,INPP4B,chr17:40601555-40611036,INPP4B,SMARCE1,2.3354062777705937e-50,2.2906860243642037e-21,KLRD1,chr19:10513768-10519594,KLRD1,S1PR5,3.188054057517052e-160,1.315818035660758e-71,LST1,chr19:18167172-18177541,LST1,"PIK3R2, IFI30",1.1107637485866708e-211,2.1984502420099547e-59,GZMK,chr2:241762278-241764383,GZMK,"D2HGDH, AC114730.2",1.142598716640403e-40,1.2302694761420657e-27,OSBPL10,chr6:167111604-167115345,OSBPL10,"CCR6, AL121935.1",3.011572248768586e-172,8.349227078538946e-94,GNLY,chr2:144507361-144525092,GNLY,"ZEB2, LINC01412, ZEB2-AS1, AC009951.6",2.6975540265749565e-158,2.2407743563523553e-64,PSAP,chr18:13562096-13569511,PSAP,"LDLRAD4, AP005131.3",1.8203718185766157e-92,2.5401562558285593e-45,FCRL1,chr6:150598919-150601318,FCRL1,AL450344.3,3.7832625556518465e-189,1.5228200922583377e-71,ITGB1,chr10:33131993-33134879,ITGB1,IATPR,1.526864120230956e-39,2.0271387093126065e-13,HLA-DRA,chr8:132895117-132896351,HLA-DRA,TG,2.186440887046907e-56,3.0519257964028525e-22,ZBTB16,chr16:81519063-81525049,ZBTB16,CMIP,5.28308544223328e-39,5.929549234775222e-26,RBM47,chr22:38950570-38958424,RBM47,APOBEC3A,7.430567158094502e-38,1.1091130854062796e-08,THEMIS,chr11:66311352-66319301,THEMIS,"CD248, AP001107.3",1.37924288002653e-16,2.7926243506212068e-05,LINC01374,chr6:4281598-4282429,LINC01374,AL159166.1,4.173689898366174e-56,1.582784369695728e-25,MLLT3,chr11:128300590-128306168,MLLT3,LINC02098,4.539950620181392e-09,0.00471734817386583 +4,BACH2,chr17:82125073-82129615,BACH2,CCDC57,1.6262318910954996e-124,2.2266715302215568e-65,LRRK2,chr19:13824929-13854962,LRRK2,"ZSWIM4, AC020916.1",1.8328618542336925e-287,4.899016597678301e-115,LTB,chr14:22536559-22563070,LTB,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",6.279501578344841e-121,1.1685791322493687e-61,BACH2,chr11:66311352-66319301,BACH2,"CD248, AP001107.3",2.7680503238014097e-130,1.258028883946394e-76,NEAT1,chr11:61953652-61974246,NEAT1,"BEST1, FTH1",8.155793564321396e-161,6.09566316568624e-70,LYZ,chr22:38950570-38958424,LYZ,APOBEC3A,1.8320439972900773e-156,1.0386175882325054e-79,THEMIS,chr2:86805831-86810178,THEMIS,CD8A,1.625293865857342e-85,4.7658926041732515e-42,IL7R,chr14:99181080-99219442,IL7R,"BCL11B, AL162151.1",5.268732738201628e-48,1.630947578688587e-28,CAMK4,chr7:142782798-142813716,CAMK4,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",2.1159323639266407e-48,4.752284468926507e-21,GZMA,chr10:70600535-70604482,GZMA,PRF1,4.4852124471510915e-152,7.83957498583792e-70,IFITM3,chr18:13562096-13569511,IFITM3,"LDLRAD4, AP005131.3",3.665044128790186e-205,2.553402628137121e-57,IL32,chr4:6198055-6202103,IL32,"JAKMIP1, C4orf50",5.0224100050468826e-39,1.4843409606891643e-26,AFF3,chr10:48671056-48673240,AFF3,AC068898.1,7.621017368231181e-197,5.0123552776926254e-85,GZMA,chr14:101709778-101714256,GZMA,"LINC02320, LINC00239",3.394358584508228e-110,5.8003426202446344e-58,WARS,chr20:50269694-50277398,WARS,SMIM25,1.448701449641056e-96,3.36550803675554e-45,PAX5,chr6:167111604-167115345,PAX5,"CCR6, AL121935.1",1.5281969110874938e-173,3.3187402379323804e-71,TTC39C,chr14:105856766-105860740,TTC39C,IGHM,6.125492832427145e-32,5.393047090225806e-13,CD74,chr3:4975862-4990757,CD74,"BHLHE40, BHLHE40-AS1",1.0676993568431378e-52,8.543393359059036e-22,RORA,chr15:39623205-39625650,RORA,"FSIP1, AC037198.2",1.0774605497228506e-37,1.3406951248100135e-23,LRMDA,chr9:107480158-107492721,LRMDA,KLF4,3.8463235276041395e-36,2.8711745349644666e-08,NELL2,chr1:59813997-59815790,NELL2,HOOK1,2.1596831614426285e-16,0.00014905691585870154,AC023590.1,chr20:43681305-43682881,AC023590.1,MYBL2,7.447011060082334e-59,1.5259208506665166e-27,TCF7,chr10:35011628-35012338,TCF7,"CUL2, LINC02635",7.337326773501069e-09,0.005811831214258218 +5,TCF7,chr9:133700382-133704361,TCF7,SARDH,2.6334823718565335e-98,7.295093924485163e-58,RBM47,chr11:61953652-61974246,RBM47,"BEST1, FTH1",1.3751610662485863e-270,2.2746062137599764e-110,RORA,chr2:9777921-9782964,RORA,AC082651.3,1.5655659887005335e-121,2.1281948251381166e-60,PDE3B,chr1:24500773-24509089,PDE3B,"RCAN3, RCAN3AS",9.91529296159558e-130,4.801702720306614e-67,AOAH,chr22:38950570-38958424,AOAH,APOBEC3A,3.5712018226759124e-152,7.423544405530033e-69,SLC8A1,chr20:1943201-1947850,SLC8A1,PDYN-AS1,6.091290856570961e-148,6.322341959703407e-79,NELL2,chr2:136122469-136138482,NELL2,CXCR4,1.5553933352298864e-83,3.8870462449589274e-42,CAMK4,chr6:149492867-149497093,CAMK4,ZC3H12D,1.6930454491794222e-46,5.28416877062207e-28,BCL11B,chr6:90290787-90299045,BCL11B,"BACH2, AL132996.1",5.394880473810015e-48,6.444096318964364e-21,CD247,chr20:24948563-24956577,CD247,CST7,4.190034209415954e-141,6.397515810413055e-71,SERPINA1,chr21:43344646-43351817,SERPINA1,LINC01679,3.903218417367262e-185,1.138561782973504e-53,IFNG-AS1,chr14:22536559-22563070,IFNG-AS1,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",2.3847511544494862e-37,1.5775368006319998e-26,PAX5,chr6:150598919-150601318,PAX5,AL450344.3,6.38402391678955e-172,1.1781184624963037e-85,TGFBR3,chr12:52566432-52567532,TGFBR3,KRT74,9.35848871838713e-100,4.9864652455859596e-57,MCTP1,chr9:134369462-134387253,MCTP1,RXRA,4.467630143167556e-94,4.994985177459021e-44,RALGPS2,chr2:231669797-231676530,RALGPS2,PTMA,1.2355326808147691e-185,2.2421615629772945e-69,LTB,chr16:79598130-79602898,LTB,MAF,5.133466751301217e-31,7.135209238338247e-13,LYZ,chr17:81044486-81052618,LYZ,BAIAP2,1.1082747256177842e-52,5.670071148599459e-22,SYNE2,chr20:35250675-35252861,SYNE2,MMP24,8.95611431645443e-36,2.444212592998577e-22,ACSL1,chr19:21593423-21595308,ACSL1,AC123912.2,2.3894536731351684e-37,9.042971951047316e-08,CCR7,chr5:142094537-142099713,CCR7,NDFIP1,7.922561968520218e-16,0.00021545809254517795,ZFAT,chr17:16986865-16990016,ZFAT,LINC02090,3.9519782296546285e-69,1.1888825606898064e-27,BACH2,chr13:40483522-40487100,BACH2,LINC00598,4.087824425506648e-08,0.006949255812202963 +6,ANK3,chr20:3092185-3095713,ANK3,AVP,8.903426547818197e-96,8.16255462513467e-58,AC020916.1,chr20:50269694-50277398,AC020916.1,SMIM25,5.030278004819719e-263,1.958413923235234e-110,SYNE2,chr14:64755519-64756581,SYNE2,"SPTB, PLEKHG3",6.973158466272782e-109,7.960388740944565e-54,APBA2,chr17:82125073-82129615,APBA2,CCDC57,1.2386598781029592e-103,1.0866880516722588e-66,FCN1,chr6:44057321-44060655,FCN1,"AL109615.2, AL109615.3",1.8275103947390274e-160,4.8281094810406796e-67,DPYD,chr11:61953652-61974246,DPYD,"BEST1, FTH1",6.947439699679133e-134,3.451970295595234e-76,OXNAD1,chr17:82125073-82129615,OXNAD1,CCDC57,2.3778330729829212e-76,8.979017134206261e-42,CDC14A,chr1:154463081-154468919,CDC14A,"IL6R, AL162591.2",4.427280349150292e-45,2.5409054182828902e-27,TCF7,chr14:99223600-99254668,TCF7,"BCL11B, AL109767.1",4.625648636585467e-44,6.949442399556823e-21,KLRF1,chr12:52566432-52567532,KLRF1,KRT74,5.912214972141924e-120,1.6949340127870799e-65,CDKN1C,chr16:83744270-83745221,CDKN1C,"CDH13, AC009063.2",2.490355362797584e-140,7.986788461797008e-51,KLRK1,chr14:99223600-99254668,KLRK1,"BCL11B, AL109767.1",9.338691387870092e-37,2.884620844646412e-25,CD79A,chr19:5125450-5140568,CD79A,"KDM4B, AC022517.1",5.505066738795764e-167,5.036259365048802e-89,PRF1,chr20:24948563-24956577,PRF1,CST7,7.856037051609397e-100,2.735747651134015e-60,FCN1,chr2:16653069-16660704,FCN1,FAM49A,4.378813745533143e-87,3.143848208249392e-43,MS4A1,chr6:14093828-14096232,MS4A1,CD83,5.976434047075838e-151,2.271883382747017e-66,BCL11B,chr7:142782798-142813716,BCL11B,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",5.449483129994819e-29,1.1114175175388104e-12,HLA-DPB1,chr10:75399596-75404660,HLA-DPB1,"ZNF503, ZNF503-AS2, AC010997.3",2.694448016007449e-56,1.0661726012763935e-21,PRF1,chr17:3794770-3797216,PRF1,ITGAE,5.691263026034044e-35,1.6135740947383177e-22,NAMPT,chr12:121276498-121279728,NAMPT,CAMKK2,3.1555998399788546e-35,7.722202037743673e-07,APBA2,chr21:46423263-46427109,APBA2,"PCNT, DIP2A",5.484451353821023e-13,0.0004406535276175033,EPHB1,chr19:15197159-15198290,EPHB1,NOTCH3,2.3331474215820736e-54,4.039290102210072e-23,RPL19,chr9:128898308-128904486,RPL19,LRRC8A,2.081165383520583e-06,0.00775125780639441 +7,CCR7,chr20:44066714-44073458,CCR7,"TOX2, AL035447.1",4.130442136401497e-93,1.1558698489044457e-56,IRAK3,chr10:128045032-128071717,IRAK3,PTPRE,9.58169415392571e-255,2.5654701288504704e-107,ANK3,chr12:12464985-12469154,ANK3,"BORCS5, AC007619.1",4.629330791102129e-104,2.309664477868524e-54,CAMK4,chr2:86805831-86810178,CAMK4,CD8A,6.331730260675936e-98,2.304697271779072e-65,TNFAIP2,chr2:47067863-47077814,TNFAIP2,"TTC7A, AC073283.1",7.511284929109402e-170,3.065000170998931e-67,ARHGAP26,chr19:47388419-47392063,ARHGAP26,MEIS3,3.809181312871982e-135,1.0306690212304521e-77,TXK,chr19:50723222-50725949,TXK,CLEC11A,1.1644595683919913e-67,3.376488488191179e-40,AC139720.1,chr1:89605612-89612338,AC139720.1,"AC093423.2, LRRC8C-DT",2.915535040601497e-44,1.915299199526936e-27,ANK3,chr14:99181080-99219442,ANK3,"BCL11B, AL162151.1",9.329150253384621e-44,1.5074425763022715e-20,SPON2,chr2:231425358-231427497,SPON2,AC017104.3,7.603269077135784e-121,1.3796767901408876e-62,AIF1,chr9:134369462-134387253,AIF1,RXRA,6.711795987583641e-176,1.3669545880045904e-54,SLFN12L,chr17:35889026-35891507,SLFN12L,CCL5,3.093753506920296e-35,4.975717473548608e-24,EBF1,chr8:11491635-11494865,EBF1,BLK,1.0529554355352019e-143,2.1849677405028815e-82,A2M,chr1:24909406-24919504,A2M,RUNX3,2.2949259522092738e-92,3.3469394479509205e-58,TCF7L2,chr5:150385442-150415310,TCF7L2,"CD74, TCOF1",7.874073873394004e-93,1.790636238518808e-42,LINC00926,chr14:105817737-105818927,LINC00926,IGHD,5.209298340791854e-132,1.2520306486203294e-61,SKAP1,chr12:22332848-22336188,SKAP1,ST8SIA1,7.811922558533047e-29,4.896200552105945e-12,HLA-DPA1,chr7:132390553-132391253,HLA-DPA1,"PLXNA4, AC011625.1",4.252360049823997e-55,5.680665833806887e-20,GNLY,chr20:33369063-33370940,GNLY,CDK5RAP1,1.3806389002439878e-34,1.2755042995564286e-21,CSF3R,chr6:41280331-41287503,CSF3R,TREM1,1.4471639368569424e-36,7.893875242412424e-07,RPS5,chr20:53871922-53873963,RPS5,AC006076.1,1.4256389194026508e-11,0.000464013527088105,UGCG,chr6:11730442-11733107,UGCG,"ADTRP, AL022724.3",1.0435881222435755e-74,9.632609143687684e-27,RPS27,chr10:26682168-26683639,RPS27,PDSS1,2.9945404008985913e-06,0.00836960129970826 +8,MALAT1,chr7:142782798-142813716,MALAT1,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",4.46605536390056e-82,3.1400994147669396e-56,FCN1,chr7:106256272-106286624,FCN1,"NAMPT, AC007032.1",6.190556356019642e-236,2.4255475188155756e-103,CDC14A,chr15:69467756-69470179,CDC14A,DRAIC,6.01505726080673e-103,8.479358626006689e-54,TXK,chr17:40601555-40611036,TXK,SMARCE1,8.080291056033666e-97,9.956388565733313e-66,DPYD,chr20:50269694-50277398,DPYD,SMIM25,1.0510283172193017e-146,1.3180553497840351e-66,TYMP,chr2:218361880-218373051,TYMP,"CATIP, CATIP-AS1",3.3381690646240494e-138,1.963837751016438e-77,BCL11B,chr14:99223600-99254668,BCL11B,"BCL11B, AL109767.1",3.6775606708351153e-65,2.985246542066653e-39,TCF7,chr10:8041366-8062418,TCF7,"GATA3, GATA3-AS1, AL390294.1",6.385167304431771e-43,2.7105625733562356e-27,AC139720.1,chr11:128462698-128485937,AC139720.1,ETS1,3.4293940951009435e-42,6.425760593945152e-20,MCTP2,chr15:39623205-39625650,MCTP2,"FSIP1, AC037198.2",1.8010433331089266e-138,1.5467554431821034e-62,MS4A7,chr1:182143071-182150314,MS4A7,"LINC01344, AL390856.1",2.3898020355661723e-157,2.811817760013693e-53,CBLB,chr2:29009215-29017012,CBLB,TOGARAM2,2.676293950980259e-34,2.004123628078856e-24,BLK,chr14:104656327-104658929,BLK,AL583722.3,8.242063439714804e-146,8.067347079697321e-76,SYNE1,chr15:39623205-39625650,SYNE1,"FSIP1, AC037198.2",8.458089498654191e-95,1.8016379280039557e-52,PID1,chr1:212484685-212489524,PID1,LINC02771,2.893544261179492e-91,5.3651198761167396e-42,IGHD,chr10:48671056-48673240,IGHD,AC068898.1,1.3805716626938857e-119,7.604288776860063e-59,TNIK,chr8:29347324-29353460,TNIK,"DUSP4, AC084262.1, AC084262.2",8.681720047691e-28,7.121931604691654e-12,CCDC88A,chr18:9707302-9713342,CCDC88A,RAB31,4.885086122677246e-54,4.838566189676073e-21,GZMA,chr2:241762278-241764383,GZMA,"D2HGDH, AC114730.2",1.799265110304016e-32,2.1778080705816573e-21,ARHGAP26,chr9:73151141-73177008,ARHGAP26,ANXA1,1.9217160907630329e-31,7.732852548165743e-07,CAMK4,chr13:40185436-40188814,CAMK4,"LINC00598, LINC00332",1.7408063549267606e-11,0.000510623863922211,PTPRS,chr19:2446191-2447956,PTPRS,LMNB2,9.199185918892303e-55,3.103874102018005e-23,LEF1,chr1:59813997-59815790,LEF1,HOOK1,2.275387179328156e-06,0.009248902996957376 +9,MLLT3,chr2:109030596-109033601,MLLT3,EDAR,5.356488663976164e-82,6.775560746094773e-56,DPYD,chr10:97376057-97403290,DPYD,"RRP12, AL355490.2",1.0958499055380456e-212,4.775941140721457e-103,TTC39C,chr1:6459432-6463105,TTC39C,"ESPN, TNFRSF25",1.892057868991508e-81,1.0859629756422918e-51,OXNAD1,chr1:8924588-8928112,OXNAD1,CA6,1.538108399048631e-96,6.131898927784532e-62,LRMDA,chr1:212484685-212489524,LRMDA,LINC02771,5.972386934137923e-162,4.379814910192279e-60,CD36,chr4:184850175-184858076,CD36,"MIR3945HG, AC084871.3",2.0978111552971155e-147,9.396372103426392e-74,CD8A,chr14:99181080-99219442,CD8A,"BCL11B, AL162151.1",1.2575652910459873e-64,3.4622021752596727e-39,TRAC,chr12:22332848-22336188,TRAC,ST8SIA1,8.030534139891681e-41,2.1798220101209638e-26,BACH2,chr19:16363226-16378669,BACH2,"EPS15L1, AC020917.3",4.9239442615791534e-42,2.187337999405548e-19,CST7,chr22:37161134-37168690,CST7,Z82188.2,4.125973485370484e-126,1.665184852289989e-63,WARS,chr11:10897848-10901039,WARS,"ZBED5-AS1, AC069360.1",6.710628405751413e-163,1.402188373735819e-49,CD8A,chr2:86824966-86827722,CD8A,"CD8A, CD8B",4.597368370262556e-33,1.9453899465675573e-23,FCRL1,chr19:50414004-50420358,FCRL1,"POLD1, SPIB",7.204888070690374e-125,1.1557541148537668e-77,KLRG1,chr2:241762278-241764383,KLRG1,"D2HGDH, AC114730.2",1.7880142144771513e-84,5.6999975914964325e-52,MARCKS,chr9:107635723-107639790,MARCKS,KLF4,8.878857259055209e-91,5.7102695710958766e-42,COL19A1,chr16:88043944-88046683,COL19A1,"BANP, AC134312.3",8.233730965448056e-110,4.0655070051344145e-61,TRAC,chr21:45223468-45225379,TRAC,"LINC00334, ADARB1",3.1293890578545924e-27,7.225828521393537e-11,HLA-DQA1,chr22:39299385-39300930,HLA-DQA1,AL022326.1,3.2496187928406816e-54,2.1621702142933507e-19,KLRB1,chr22:39087900-39092994,KLRB1,APOBEC3H,2.2719192367112804e-30,1.2871731450106485e-21,DPYD,chr19:4539429-4544501,DPYD,"SEMA6B, LRG1",1.8272440476872662e-29,9.86112475003922e-07,TCF7,chr2:136122469-136138482,TCF7,CXCR4,1.6020048866889597e-11,0.0006357156297687867,IRF8,chr4:791795-793496,IRF8,"CPLX1, AC139887.2",1.0823631400603458e-67,8.504273734053522e-23,CAMK4,chr17:82125073-82129615,CAMK4,CCDC57,3.5610467738483014e-06,0.009173729951601838 diff --git a/tools/muon/test-data/dotplot_atac_marker_peaks.png b/tools/muon/test-data/dotplot_atac_marker_peaks.png new file mode 100644 index 0000000000000000000000000000000000000000..27cf386e52a7bce6faaa49ae3d7fe21e2e96ab2d GIT binary patch literal 61128 zcmeFZWl$Vp*ZzqFC%8)pK?iqtcNr2S!8N$+puq`}z~Jr{Ah=s_C%C)2yKLuq>izH5 zR_)e)*l)X4JvCiTPgnQdclY_7>s*I$H5J*ns3fQ`FfecB<)pwcFmNCk7}yD9L|_Yu 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zX_fgQo;3*r4=lmKt{VrL cemq+g2L5<9Nz!lXs|J~VJnIxj`f=>~e^`nbkN^Mx literal 0 HcmV?d00001 diff --git a/tools/muon/visualise_markers_mudata.xml b/tools/muon/visualise_markers_mudata.xml new file mode 100644 index 00000000000..add7da7af89 --- /dev/null +++ b/tools/muon/visualise_markers_mudata.xml @@ -0,0 +1,74 @@ + + + scanpy + muon + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +} + + \ No newline at end of file From 9c21b9eb0f52472f868a322124c72d2b26cf834d Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Tue, 19 Mar 2024 12:40:44 +0100 Subject: [PATCH 02/18] add macros and fix mudata import --- tools/muon/macros.xml | 44 ++++++++++ tools/muon/mudata_import.xml | 91 -------------------- tools/muon/mudata_import_export.xml | 127 ++++++++++++++++++++++++++++ tools/muon/test-data/atac.h5ad | Bin 0 -> 64032 bytes tools/muon/test-data/rna.h5ad | Bin 0 -> 59872 bytes 5 files changed, 171 insertions(+), 91 deletions(-) create mode 100644 tools/muon/macros.xml delete mode 100644 tools/muon/mudata_import.xml create mode 100644 tools/muon/mudata_import_export.xml create mode 100644 tools/muon/test-data/atac.h5ad create mode 100644 tools/muon/test-data/rna.h5ad diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml new file mode 100644 index 00000000000..a6127bb39a2 --- /dev/null +++ b/tools/muon/macros.xml @@ -0,0 +1,44 @@ + + 0.1.5 + 0 + 22.05 + + + muon + anndata + + + + + + + + + + 10.1186/s13059-021-02577-8 + + + +

+ +
+ + + + advanced_common['show_log'] + + + + + + '$hidden_output' && +python '$script_file' >> '$hidden_output' && +ls . >> '$hidden_output' + ]]> + + + + diff --git a/tools/muon/mudata_import.xml b/tools/muon/mudata_import.xml deleted file mode 100644 index 8bd81313969..00000000000 --- a/tools/muon/mudata_import.xml +++ /dev/null @@ -1,91 +0,0 @@ - - - scanpy - muon - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 10.1186/s13059-021-02577-8 - - \ No newline at end of file diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml new file mode 100644 index 00000000000..26524627309 --- /dev/null +++ b/tools/muon/mudata_import_export.xml @@ -0,0 +1,127 @@ + + + macros.xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + operation['mode'] == 'import' + + + + operation['mode'] == 'export' + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + + +
+ + + + + + +
+ +
+ + + + + + + + + + +
+
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Incentified by recent advances in acquisition of multimodal data from individual cells, muon aims to provide convenience and speed to its users enabling standardised analysis while staying flexible and expandable. muon stands on the shoulders of and integrates with annotated data object specification and scanpy library for single-cell analysis in Python. +remote_repository_url: https://github.com/galaxyproject/tools-iuc/tree/master/tools/muon/ +type: unrestricted +categories: +- Sequence Analysis +- Transcriptomics +- Epigenetics +auto_tool_repositories: + name_template: "{{ tool_id }}" + description_template: "Wrapper for the muon tool suite: {{ tool_name }}" +suite: + name: "suite_muon" + description: "muon is a Python framework for multimodal omics analysis" + long_description: | + muon is a Python framework designed to work with multimodal omics data. Incentified by recent advances in acquisition of multimodal data from individual cells, muon aims to provide convenience and speed to its users enabling standardised analysis while staying flexible and expandable. muon stands on the shoulders of and integrates with annotated data object specification and scanpy library for single-cell analysis in Python. \ No newline at end of file From 50bd053a6bb822ec615bacca11d5db3cbe525c40 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 22 Mar 2024 15:17:09 +0100 Subject: [PATCH 04/18] update preprocessing --- tools/muon/macros.xml | 61 ++++- tools/muon/mudata_import_export.xml | 10 +- tools/muon/plot_muon.xml | 51 ++-- tools/muon/preprocess_muon.xml | 284 +++++++++++++-------- tools/muon/test-data/pp.intersect_obs.h5mu | Bin 0 -> 181760 bytes tools/muon/test-data/pp.sample_obs.h5mu | Bin 0 -> 181760 bytes 6 files changed, 257 insertions(+), 149 deletions(-) create mode 100644 tools/muon/test-data/pp.intersect_obs.h5mu create mode 100644 tools/muon/test-data/pp.sample_obs.h5mu diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml index a6127bb39a2..4326e5607b5 100644 --- a/tools/muon/macros.xml +++ b/tools/muon/macros.xml @@ -18,27 +18,64 @@ 10.1186/s13059-021-02577-8 - -
- -
+ + + + + + + - - - advanced_common['show_log'] - + + + + + + + + + + + + + + + '$hidden_output' && python '$script_file' >> '$hidden_output' && -ls . >> '$hidden_output' +touch 'mudata_info.txt' && +cat 'mudata_info.txt' @CMD_prettify_stdout@ ]]> - + + +
+ +
+
+ + + + advanced_common['show_log'] + + + diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index 26524627309..d28ec918c48 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -1,4 +1,4 @@ - + macros.xml @@ -6,7 +6,7 @@ + ]]> - + @@ -110,8 +110,8 @@ for mod in mdata.mod: - - + + diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 025942757c6..13508dcf5a3 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -1,14 +1,15 @@ - - - scanpy - muon - + + + macros.xml + + + +@CMD@ + ]]> - - + - + - + - + + + - + - + + + - + - + + + - + - + + + - + - + - - muon - - + + + macros.xml + + + + - - + - - - + + - - - - - - - - - - - + + + - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - + - - - - - - - - - - - - - - - - - - + + + - +
+ +
+ + + + + +
- - - + + + + - - - - + +
+ +
+ + + + + + + +
- - - + + + - - - - - - - - + + + +
+ +
+ + + + + + + + + + + + + + + +
+ + + + + + +
+ +
+ + + + + + + +
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z-Bt6cmWf&pR3^;lc=AxERksf;li>^r7!o);B@k@=gwFrhVEyFC66}c2(&r^s8_!Fe zoeje%l_3E`0)_+(2^bQnMgsJ_g!rC*-+AqtKQ9pl`G?|piS9s`_&>zI%M{MPOHfn( zaUM(0d-Mnq|Ca(?z3<#)uVF@K1>m4#&wKdJvy(l`VvXOrE&=g*4?2Gy!S#sbgX==* zl9*THUuu8*A7T1hwVL_0+5UP0m!arCWT30p{tm4*+Fy;8qYe?!Yk%{(9+43`?#$VP@w{T|8N@au*I#P&zetwpS7dO=di z%gULYJu$zqhzC%6j3tDV^iz1c{E3Y6wDdwH1mIk}0a)-N*6ABEFP&+UY0l{bOJIwo_a^goU1*J>d!1S_I;6or&=RuU9A~P;H zk|@cMzMt17EKE6%5djioam)hoK2Khc1&2$lhpZoVgzvau3ZJW~y@qE4XuZM$_w*e8 zlBZdHr+BkExgJS;zC3mlqw6Ir+?Y6A#q$@Uy&!Q@An0lMRz^Q+d-eHv37sJ~p|GQ^ zPGV^m&i;B~Wvyej?Crmo*hHiX`40(HXLYZiMIr0o^KeaQy zH1OIj<%0Z0F;Z`o^lbIx0~>WEDSK!2cr-65*;PHB$j9jhhoT>KK_NpozAPEdBu+KT zBwCyHP;Vd^3b|aSk_$EXz;W02ycV+zW0eB>?8ACWSK+e{4^2?pkqR>W)KngLu9WOU z_yAZ)yQXH0sKh2m;c9`Hf2kjMi*Ea%;y6z$oX@~_^Xj13Y0aVq}B zd1GzzKOjW>$E)}k*Q;ui|A8Ume~^m*@B^$@h~o34n(~k5)~P=j93uV`6uPnSi~T~l zbOBshc^UbcS%s3`yqT4fJugB0B|>^%c_Y+x Date: Mon, 25 Mar 2024 11:08:09 +0100 Subject: [PATCH 05/18] Update mu.tl wrapper --- tools/muon/cluster_analyze_embed_muon.xml | 280 +++++++++++++--------- tools/muon/macros.xml | 91 ++++++- tools/muon/mudata_import_export.xml | 2 +- tools/muon/preprocess_muon.xml | 11 +- 4 files changed, 264 insertions(+), 120 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index ea7541e3051..45c3ae6b8f8 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -1,42 +1,48 @@ - - - scanpy - muon - + + + macros.xml + + + - - - - - - - + + + + + + + + + + + + + - - - - - - + + + + + + - - - - + + + + + + - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - - + + + + + + - - - - - - - - - - - - + + + + + + + + + + + + + @@ -140,57 +198,55 @@ mdata.write("mudata_with_processing.h5mu") - - - - - + + + + + - - - - + + + + - + - - - - - + + + + + - - - - - - - - - - - - + + + + + + + + + + diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml index 4326e5607b5..2675d1ef88e 100644 --- a/tools/muon/macros.xml +++ b/tools/muon/macros.xml @@ -1,7 +1,7 @@ 0.1.5 0 - 22.05 + 22.05 muon @@ -78,4 +78,93 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: print(mdata, file=ainfo) ]]>
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index d28ec918c48..e8df15bb29d 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -1,4 +1,4 @@ - + macros.xml diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml index 4cc0357e0a5..2f38fd1b482 100644 --- a/tools/muon/preprocess_muon.xml +++ b/tools/muon/preprocess_muon.xml @@ -1,4 +1,4 @@ - + macros.xml @@ -87,6 +87,7 @@ mu.pp.sample_obs( + @@ -112,13 +113,11 @@ mu.pp.sample_obs( - + - - + + From ae7f30a27abfc6c2cb444223f2eac2d4c8f7d310 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Mon, 25 Mar 2024 19:25:24 +0100 Subject: [PATCH 06/18] Update clustering functions --- tools/muon/cluster_analyze_embed_muon.xml | 89 ++++++++++++++++------- tools/muon/macros.xml | 42 ++++++++++- tools/muon/mudata_import_export.xml | 2 +- 3 files changed, 103 insertions(+), 30 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 45c3ae6b8f8..217d9db1167 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -26,39 +26,77 @@ mu.tl.ica( copy=False ) -#else if $method.method == 'leiden' -mu.tl.leiden( - mdata, - key_added='$method.key_added', - resolution=$method.resolution, - random_state=$method.random_state, - mod_weights=$method.mod_weights, - n_iterations=$method.n_iterations -) #else if $method.method == 'louvain' mu.tl.louvain( -mdata, - key_added='$method.key_added', - resolution=$method.resolution, - random_state=$method.random_state, - mod_weights=$method.mod_weights + mdata, + @CMD_params_clustering@ +) + +#else if $method.method == 'leiden' +mu.tl.leiden( + mdata, + @CMD_params_clustering@ ) #else if $method.method == 'mofa' mu.tl.mofa( mdata, - n_factors=$method.mofa_n_factors + #if $method.groups_label != '' + groups_label='$method.groups_label', + #end if + use_raw=$method.use_raw, + #if $method.use_layer != '' + use_layer='$method.use_layer', + #end if + #if $method.use_var != '' + use_var='$method.use_var', + #end if + #if str($method.use_obs) != 'None' + use_obs=$method.use_obs, + #end if + n_factors=$method.n_factors, + scale_views=$method.scale_views, + scale_groups=$method.scale_groups, + center_groups=$method.center_groups, + ard_weights=$method.ard_weights, + ard_factors=$method.ard_factors, + spikeslab_weights=$method.spikeslab_weights, + spikeslab_factors=$method.spikeslab_factors, + n_iterations=$method.n_iterations, + convergence_mode=$method.convergence_mode, + use_float32=$method.use_float32, + #if $method.svi.svi_mode == 'yes' + svi_batch_size=$method.svi.svi_batch_size, + svi_learning_rate=$method.svi.svi_learning_rate, + svi_forgetting_rate=$method.svi.svi_forgetting_rate, + svi_start_stochastic=$method.svi.svi_start_stochastic, + #end if + #if $method.smooth_covariate != '' + smooth_covariate='$methof.smooth_covariate', + #end if + smooth_warping=$method.smooth_warping, + seed=$method.seed, + copy=False ) #else if $method.method == 'snf' mu.tl.snf( mdata, n_neighbors=$method.n_neighbors, - neighbor_keys=$method.neighbor_keys, - key_added=$method.key_added, + #if $method.n_keys.type == 'same' + neighbor_keys='$method.n_keys.neighbor_keys' + #else if $method.n_keys.type == 'separate' + neighbor_keys={ + #for $modality in $method.n_keys.modalities + '$modality.mod_name': '$modality.neighbor_keys', + #end for + } + key_added='$method.key_added', n_iterations=$method.n_iterations, - sigma=$method.sigma + sigma=$method.sigma, + eps=$method.eps, + copy=False ) #else if $method.method == 'umap' @@ -67,18 +105,19 @@ mu.tl.umap( min_dist=$method.min_dist, spread=$method.spread, n_components=$method.n_components, + #if str($method.maxiter) != 'None' maxiter=$method.maxiter, + #end if alpha=$method.alpha, gamma=$method.gamma, negative_sample_rate=$method.negative_sample_rate, - init_pos='$method.init_pos', + init_pos=$method.init_pos, random_state=$method.random_state, - a=$method.a, - b=$method.b, - neighbors_key=$method.neighbors_key + neighbors_key=$method.neighbors_key, + copy=False ) - #end if + mdata.write("mudata_with_processing.h5mu") ]]> @@ -137,7 +176,7 @@ mdata.write("mudata_with_processing.h5mu") - + @@ -161,11 +200,11 @@ mdata.write("mudata_with_processing.h5mu") + - + +
- - + advanced_common['show_log'] + + + + - + @@ -132,7 +166,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index e8df15bb29d..32061a6b226 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -64,7 +64,7 @@ for mod in mdata.mod: operation['mode'] == 'export' - + From 386df70ce0150144c773840588ba7612b563f216 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Wed, 27 Mar 2024 10:41:11 +0100 Subject: [PATCH 07/18] update plots.xml and some formatting --- tools/muon/cluster_analyze_embed_muon.xml | 59 +++--- .../cluster_mofa_embeddings_with_mudata.xml | 20 +- tools/muon/macros.xml | 37 +++- tools/muon/plot_muon.xml | 192 +++++++++--------- tools/muon/preprocess_muon.xml | 43 ++-- 5 files changed, 185 insertions(+), 166 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 217d9db1167..039874bf59f 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -12,7 +12,7 @@ @CMD_imports@ @CMD_read_inputs@ -#if $method.method == 'ica' +#if $method.method == 'tl.ica' mu.tl.ica( mdata, basis='$method.basis', @@ -27,19 +27,19 @@ mu.tl.ica( ) -#else if $method.method == 'louvain' +#else if $method.method == 'tl.louvain' mu.tl.louvain( mdata, @CMD_params_clustering@ ) -#else if $method.method == 'leiden' +#else if $method.method == 'tl.leiden' mu.tl.leiden( mdata, @CMD_params_clustering@ ) -#else if $method.method == 'mofa' +#else if $method.method == 'tl.mofa' mu.tl.mofa( mdata, #if $method.groups_label != '' @@ -80,7 +80,7 @@ mu.tl.mofa( copy=False ) -#else if $method.method == 'snf' +#else if $method.method == 'tl.snf' mu.tl.snf( mdata, n_neighbors=$method.n_neighbors, @@ -99,7 +99,7 @@ mu.tl.snf( copy=False ) -#else if $method.method == 'umap' +#else if $method.method == 'tl.umap' mu.tl.umap( mdata, min_dist=$method.min_dist, @@ -125,20 +125,20 @@ mdata.write("mudata_with_processing.h5mu") - - - - - - + + + + + + - + - + @@ -146,7 +146,7 @@ mdata.write("mudata_with_processing.h5mu") - + @@ -154,9 +154,9 @@ mdata.write("mudata_with_processing.h5mu") - + - + - + @@ -206,7 +206,7 @@ mdata.write("mudata_with_processing.h5mu") - + - + @@ -247,7 +247,7 @@ mdata.write("mudata_with_processing.h5mu") - + @@ -257,14 +257,14 @@ mdata.write("mudata_with_processing.h5mu") - + - + @@ -275,7 +275,7 @@ mdata.write("mudata_with_processing.h5mu") - + @@ -313,7 +313,7 @@ Analyze: Run Multi Omics Factor Analysis ('muon.tl.mofa') Run Multi-Omics Factor Analysis - More details on the 'muon documentation + More details on the `muon documentation `__ Analyze: Similarity Network Fusion ('muon.tl.snf') @@ -321,7 +321,7 @@ Analyze: Similarity Network Fusion ('muon.tl.snf') Similarity network fusion (SNF). See Wang et al., 2014 (DOI: 10.1038/nmeth.2810). - More details on the 'muon documentation + More details on the `muon documentation `__ Embed: Embed the multimodal neighborhood graph using UMAP ('muon.tl.umap') @@ -330,12 +330,9 @@ Embed: Embed the multimodal neighborhood graph using UMAP ('muon.tl.umap') Embed the multimodal neighborhood graph using UMAP (McInnes et al, 2018). UMAP (Uniform Manifold Approximation and Projection) is a manifold learning technique suitable for visualizing high-dimensional data. - More details on the 'muon documentation + More details on the `muon documentation `__ ]]> - - -} - +
\ No newline at end of file diff --git a/tools/muon/cluster_mofa_embeddings_with_mudata.xml b/tools/muon/cluster_mofa_embeddings_with_mudata.xml index 3687b62beaa..880d779a41c 100644 --- a/tools/muon/cluster_mofa_embeddings_with_mudata.xml +++ b/tools/muon/cluster_mofa_embeddings_with_mudata.xml @@ -50,7 +50,7 @@ figure_individual_features = mu.pl.umap(mdata, figure_individual_features.savefig("figure_individual_features.png") mdata.write("rna_atac_mofa_clustering.h5mu") ]]> - + @@ -95,18 +95,6 @@ mdata.write("rna_atac_mofa_clustering.h5mu") - - a - - - - - - - - - - - - -} - +
\ No newline at end of file diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml index 6f516b85b06..8e412aaf283 100644 --- a/tools/muon/macros.xml +++ b/tools/muon/macros.xml @@ -91,6 +91,13 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ #end if directed=$method.directed, ]]> + +
@@ -198,7 +205,33 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - - + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 13508dcf5a3..6a0697cef53 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -1,4 +1,4 @@ - + macros.xml @@ -12,104 +12,117 @@ @CMD_imports@ mdata = mu.read_h5mu('$mudata_input') -#if $method.method == "embedding" +#if $method.method == "pl.embedding" embeddings_plot = mu.pl.embedding( mdata, - basis='$method.embedding_basis', - color='$method.embedding_color', - use_raw='$method.embedding_use_raw', - layer='$method.embedding_layer', + @CMD_params_embedding@ return_fig=True ) -#else if $method.method == "mofa" -#set $mofa_components = ([x.strip() for x in str($mofa_components).split('.')]) -mofa_plot = mu.pl.mofa( +#else if $method.method == "pl.histogram" +plot = mu.pl.histogram( mdata, - color='$method.mofa_color', - components='$method.mofa_components', + #if $method.key_variables.type == "var_names" + #set $key_list = adata.var_names + #else if $method.key_variables.type == "obs" + #set $key_list = adata.obs.select_dtypes(exclude=['category']).columns + #else if $method.key_variables.type == "custom" + #set $key_list=([x.strip() for x in str($method.key_variables.keys).split(',')]) + #end if + keys=$key_list, + #if $method.groupby + groupby='$method.groupby', + #end if return_fig=True ) -mofa_plot.savefig("plot.png") -#else if $method.method == "scatter" -scatter_plot = mu.pl.scatter( +#else if $method.method == "pl.mofa" +plot = mu.pl.mofa( mdata, - x='$method.scatter_x', - y='$method.scatter_y', - color='$method.scatter_color', - use_raw='$method.scatter_use_raw', - layers='$method.use_layers', + @CMD_params_embedding@ return_fig=True ) -scatter_plot.savefig("plot.png") -#else if $method.method == "umap" -umap_plot = mu.pl.umap( +#else if $method.method == "pl.mofa_loadings" +plot = mu.pl.mofa_loadings( mdata, + #if $method.factors != '' + factors='$method.factors', + #end if + include_lowest='$method.include_lowest', + #if str($method.n_points) != '' + n_points=$method.n_points, + #end if return_fig=True ) -umap_plot.savefig("plot.png") -#else if $method.method == "histogram" -histogram_plot = mu.pl.histogram( +#else if $method.method == "pl.scatter" +plot = mu.pl.scatter( mdata, - keys='$method.histogram_keys', - groupby='$method.histogram_groupby', + #if $method.x != '' + x='$method.x', + #end if + #if $method.x != '' + y='$method.y', + #end if + #if $method.color != '' + color='$method.color', + #end if + use_raw='$method.use_raw', + #if $method.layers != '' + layers='$method.layers', + #end if return_fig=True ) -histogram_plot.savefig("plot.png") -#else if $method.method == "mofa_loadings" -mofa_loadings_plot = mu.pl.mofa_loadings( +#else if $method.method == "pl.umap" +umap_plot = mu.pl.umap( mdata, - factors='$method.mofa_loadings_factors', - include_lowest='$method.mofa_loadings_include_lowest', - n_points='$method.mofa_loadings_n_points', + @CMD_params_embedding@ return_fig=True ) -mofa_loadings_plot.savefig("plot.png") + +plot.savefig("plot.png") #end if ]]> - - - - - - - + + + + + + + - - - - - + + - - - + + + - - - - - - + + - + + + + + + - - - + + + + + + - - - - + + @@ -120,53 +133,51 @@ mofa_loadings_plot.savefig("plot.png") - - - - - + + + + + - - - + - - - - - - + + + + + + - + - - - + + + - - - - + + + + @@ -192,7 +203,7 @@ Scatter: Scatter plot along observations or variable axes ('muon.pl.scatter') Scatter plot along observations or variables axes. Variables in each modality can be referenced. - More details on the 'muon documentation + More details on the `muon documentation `__ Scatter: UMAP scatter plot ('muon.pl.umap') @@ -200,7 +211,7 @@ Scatter: UMAP scatter plot ('muon.pl.umap') UMAP Scatter plot. - More details on the 'muon documentation + More details on the `muon documentation `__ Histogram: Plot Histogram of Fragment lengths within specified region ('muon.pl.histogram') @@ -208,7 +219,7 @@ Histogram: Plot Histogram of Fragment lengths within specified region ('muon.pl. Plot Histogram of Fragment lengths within specified region. - More details on the 'muon documentation + More details on the `muon documentation `__ Ranking: Rank genes according to contributions to MOFA factors ('muon.pl.mofa_loadings') @@ -219,8 +230,5 @@ Ranking: Rank genes according to contributions to MOFA factors ('muon.pl.mofa_lo More details on the `muon documentation `__ ]]> - - -} - + \ No newline at end of file diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml index 2f38fd1b482..176e8b7ec6d 100644 --- a/tools/muon/preprocess_muon.xml +++ b/tools/muon/preprocess_muon.xml @@ -12,12 +12,12 @@ @CMD_imports@ @CMD_read_inputs@ -#if $method.method == 'intersect_obs' +#if $method.method == 'pp.intersect_obs' mu.pp.intersect_obs( mdata ) -#else if $method.method == 'l2norm' +#else if $method.method == 'pp.l2norm' mu.pp.l2norm( mdata, #if $method.mod != '' @@ -30,7 +30,7 @@ mu.pp.l2norm( copy=False ) -#else if $method.method == 'neighbors' +#else if $method.method == 'pp.neighbors' mu.pp.neighbors( mdata, #if str($method.n_neighbors) != '' @@ -49,7 +49,7 @@ mu.pp.neighbors( copy=False ) -#else if $method.method == 'sample_obs' +#else if $method.method == 'pp.sample_obs' mu.pp.sample_obs( mdata, frac=$method.frac, @@ -69,18 +69,18 @@ mu.pp.sample_obs( - - - - + + + + - - + + - + @@ -119,7 +119,7 @@ mu.pp.sample_obs( - + @@ -137,7 +137,7 @@ mu.pp.sample_obs( - +
@@ -152,7 +152,7 @@ mu.pp.sample_obs( - +
@@ -169,7 +169,7 @@ mu.pp.sample_obs( - + @@ -195,7 +195,7 @@ mu.pp.sample_obs( - +
@@ -233,7 +233,7 @@ Subset: Subset observations (samples or cells) in-place taking observations pres Subset observations (samples or cells) in-place taking observations present only in all modalities. - More details on the 'muon documentation + More details on the `muon documentation `__ Normalize: Normalize observations to unit L2 norm ('muon.pp.l2norm') @@ -241,7 +241,7 @@ Normalize: Normalize observations to unit L2 norm ('muon.pp.l2norm') Normalize observations to unit L2 norm. - More details on the 'muon documentation + More details on the `muon documentation `__ Search: Multimodal nearest neighbor search ('muon.pp.neighbors') @@ -253,12 +253,9 @@ Search: Multimodal nearest neighbor search ('muon.pp.neighbors') to the Seurat implementation, observations must be normalized to unit L2 norm prior to running per-modality nearest-neighbor search. - More details on the 'muon documentation + More details on the `muon documentation `__ ]]> - - -} - + \ No newline at end of file From a3a004c9486258803dce4849611828ed9798a525 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Tue, 9 Apr 2024 23:04:51 +0200 Subject: [PATCH 08/18] add muon.tl tests --- tools/muon/cluster_analyze_embed_muon.xml | 222 ++++++++++++++++++---- tools/muon/macros.xml | 29 ++- tools/muon/plot_muon.xml | 12 +- tools/muon/preprocess_muon.xml | 16 +- 4 files changed, 218 insertions(+), 61 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 039874bf59f..b4b7d241215 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -84,14 +84,7 @@ mu.tl.mofa( mu.tl.snf( mdata, n_neighbors=$method.n_neighbors, - #if $method.n_keys.type == 'same' - neighbor_keys='$method.n_keys.neighbor_keys' - #else if $method.n_keys.type == 'separate' - neighbor_keys={ - #for $modality in $method.n_keys.modalities - '$modality.mod_name': '$modality.neighbor_keys', - #end for - } + @CMD_NEIGHBOR_KEYS@ key_added='$method.key_added', n_iterations=$method.n_iterations, sigma=$method.sigma, @@ -111,18 +104,18 @@ mu.tl.umap( alpha=$method.alpha, gamma=$method.gamma, negative_sample_rate=$method.negative_sample_rate, - init_pos=$method.init_pos, + init_pos='$method.init_pos', random_state=$method.random_state, neighbors_key=$method.neighbors_key, copy=False ) #end if -mdata.write("mudata_with_processing.h5mu") +@CMD_mudata_write_outputs@ ]]> - + @@ -184,7 +177,7 @@ mdata.write("mudata_with_processing.h5mu") - + @@ -228,65 +221,212 @@ mdata.write("mudata_with_processing.h5mu") + - + - - - + + + - + + + +
+ +
+ + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + - - - - + + + +
+ +
+ + + + + + + + + + + + + + +
- - - + + + - + + + + + + + + + + + + + + + + + + + + + + - - + + +
+ +
+ + + + + + + + + + + + + + +
- - - - + + + + + + - + + + + + + + + + + +
+ +
+ + + + + + + + + + + + + + + + +
- + - + - - + - + - + - + - - + +
+ +
+ + + + + + + + + + + + + + + + +
muon anndata + leidenalg + leidenalg @@ -92,13 +94,24 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ directed=$method.directed, ]]> + - +
@@ -112,7 +125,7 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ - + - - + + @@ -151,7 +164,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + @@ -172,7 +185,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + @@ -191,7 +204,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: @@ -231,7 +244,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 6a0697cef53..839e518098e 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -132,7 +132,7 @@ plot.savefig("plot.png") - + @@ -142,13 +142,13 @@ plot.savefig("plot.png") - + - + @@ -159,13 +159,13 @@ plot.savefig("plot.png") - + - + @@ -173,7 +173,7 @@ plot.savefig("plot.png") - + diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml index 176e8b7ec6d..20d08ede6b7 100644 --- a/tools/muon/preprocess_muon.xml +++ b/tools/muon/preprocess_muon.xml @@ -16,6 +16,9 @@ mu.pp.intersect_obs( mdata ) +## update the fetures shown. Only union features of the modalities are considered +mdata.update_var() + #else if $method.method == 'pp.l2norm' mu.pp.l2norm( @@ -38,6 +41,7 @@ mu.pp.neighbors( #end if n_bandwidth_neighbors=$method.n_bandwidth_neighbors, n_multineighbors=$method.n_multineighbors, + @CMD_NEIGHBOR_KEYS@ metric='$method.metric', #if $method.key_added != '' key_added='$method.key_added', @@ -81,11 +85,11 @@ mu.pp.sample_obs( - @@ -136,7 +140,7 @@ mu.pp.sample_obs( - +
@@ -151,7 +155,7 @@ mu.pp.sample_obs( - +
@@ -168,7 +172,7 @@ mu.pp.sample_obs( - + @@ -194,7 +198,7 @@ mu.pp.sample_obs( - + From e3765359e6bc02b6188d3c6675971e48501ef75c Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Mon, 22 Apr 2024 10:00:04 +0200 Subject: [PATCH 09/18] update tests --- tools/muon/cluster_analyze_embed_muon.xml | 62 +++++---- tools/muon/macros.xml | 34 +++-- tools/muon/plot_muon.xml | 155 ++++++++++++++------- tools/muon/preprocess_muon.xml | 14 +- tools/muon/test-data/pp.intersect_obs.h5mu | Bin 181760 -> 1912896 bytes tools/muon/test-data/pp.sample_obs.h5mu | Bin 181760 -> 1912896 bytes 6 files changed, 174 insertions(+), 91 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index b4b7d241215..169c5cadc17 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -21,7 +21,7 @@ mu.tl.ica( #end if #if str($method.random_state) != '' random_state=$method.random_state, - #end if + #end if scale=$method.scale, copy=False ) @@ -53,7 +53,7 @@ mu.tl.mofa( use_var='$method.use_var', #end if #if str($method.use_obs) != 'None' - use_obs=$method.use_obs, + use_obs='$method.use_obs', #end if n_factors=$method.n_factors, scale_views=$method.scale_views, @@ -64,7 +64,7 @@ mu.tl.mofa( spikeslab_weights=$method.spikeslab_weights, spikeslab_factors=$method.spikeslab_factors, n_iterations=$method.n_iterations, - convergence_mode=$method.convergence_mode, + convergence_mode='$method.convergence_mode', use_float32=$method.use_float32, #if $method.svi.svi_mode == 'yes' svi_batch_size=$method.svi.svi_batch_size, @@ -84,7 +84,7 @@ mu.tl.mofa( mu.tl.snf( mdata, n_neighbors=$method.n_neighbors, - @CMD_NEIGHBOR_KEYS@ + @CMD_neighbor_keys@ key_added='$method.key_added', n_iterations=$method.n_iterations, sigma=$method.sigma, @@ -106,7 +106,9 @@ mu.tl.umap( negative_sample_rate=$method.negative_sample_rate, init_pos='$method.init_pos', random_state=$method.random_state, - neighbors_key=$method.neighbors_key, + #if $method.neighbors_key != '' + neighbors_key='$method.neighbors_key', + #end if copy=False ) #end if @@ -172,7 +174,7 @@ mu.tl.umap( - + @@ -200,7 +202,7 @@ mu.tl.umap( - @@ -210,7 +212,7 @@ mu.tl.umap( - @@ -229,8 +231,8 @@ mu.tl.umap( - - + + @@ -239,17 +241,17 @@ mu.tl.umap(
- + - +
- + @@ -290,7 +292,6 @@ mu.tl.umap( - @@ -298,7 +299,7 @@ mu.tl.umap( - + @@ -339,7 +340,6 @@ mu.tl.umap( - @@ -347,6 +347,8 @@ mu.tl.umap( + + @@ -381,21 +383,33 @@ mu.tl.umap( - + - - + + - + - + +
+ +
+ + + + + + + + +
- - + + @@ -406,7 +420,6 @@ mu.tl.umap( -
@@ -423,7 +436,6 @@ mu.tl.umap( - diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml index bc437c0ea94..c1a06479103 100644 --- a/tools/muon/macros.xml +++ b/tools/muon/macros.xml @@ -1,13 +1,15 @@ 0.1.5 0 - 22.05 + 23.0 muon anndata + scanpy leidenalg - leidenalg + louvain + mofapy2 @@ -71,9 +73,9 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ #else if $method.res.type == 'separate' resolution={ #for $modality in $method.res.modalities - '$modality.mod_name': $modality.resolution, + '$modality.mod_name': $modality.resolution, #end for - }, + }, #end if #if $method.weights.type == 'same' #if $method.weights.mod_weights != '' @@ -82,34 +84,37 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ #else if $method.weights.type == 'separate' mod_weights={ #for $modality in $method.weights.modalities - '$modality.mod_name': $modality.mod_weights, + '$modality.mod_name': $modality.mod_weights, #end for - }, + }, #end if random_state=$method.random_state, key_added='$method.key_added', #if $method.neighbors_key != '' neighbors_key='$method.neighbors_key', #end if - directed=$method.directed, + directed=$method.directed ]]> - @@ -241,7 +246,6 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - - + + - + @@ -125,60 +126,116 @@ plot.savefig("plot.png") + + - - - + + + - - - - - - - - - - - - - - - - - - - - - - + + +
+ +
+ + + + + + + +
- - - - - - - - - + + + - - +
+ +
+ + + + + + + +
+ + + + + +
+ +
+ + + + + + +
- - - + + + - + - +
+ +
+ + + + + + + + + +
+ + + + + +
+ +
+ + + + + + + +
+ + + + + +
+ +
+ + + + + + +
- @@ -177,6 +176,17 @@ mu.pp.sample_obs( + + + + + + + + + + +
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z%gULYJu$zqhzC%6j3tDV^iz1c{E3Y6wDdwH1mIk}0a)-N*6ABEFP&+UY0l{bOJIwo_a^goU1*J>d!1S_I;6or&=RuU9A~P;H zk|@cMzMt17EKE6%5djioam)hoK2Khc1&2$lhpZoVgzvau3ZJW~y@qE4XuZM$_w*e8 zlBZdHr+BkExgJS;zC3mlqw6Ir+?Y6A#q$@Uy&!Q@An0lMRz^Q+d-eHv37sJ~p|GQ^ zPGV^m&i;B~Wvyej?Crmo*hHiX`40(HXLYZiMIr0o^KeaQy zH1OIj<%0Z0F;Z`o^lbIx0~>WEDSK!2cr-65*;PHB$j9jhhoT>KK_NpozAPEdBu+KT zBwCyHP;Vd^3b|aSk_$EXz;W02ycV+zW0eB>?8ACWSK+e{4^2?pkqR>W)KngLu9WOU z_yAZ)yQXH0sKh2m;c9`Hf2kjMi*Ea%;y6z$oX@~_^Xj13Y0aVq}B zd1GzzKOjW>$E)}k*Q;ui|A8Ume~^m*@B^$@h~o34n(~k5)~P=j93uV`6uPnSi~T~l zbOBshc^UbcS%s3`yqT4fJugB0B|>^%c_Y+x Date: Thu, 27 Jun 2024 17:13:24 +0200 Subject: [PATCH 10/18] fix tests and add location for test data --- tools/muon/assign_cell_type_labels_mudata.xml | 87 ------------ tools/muon/cluster_analyze_embed_muon.xml | 58 ++------ .../cluster_mofa_embeddings_with_mudata.xml | 108 --------------- tools/muon/compare_annotations.xml | 61 --------- tools/muon/extract_anndata.xml | 50 ------- tools/muon/macros.xml | 14 +- tools/muon/mofa.xml | 84 ------------ tools/muon/mudata_import_export.xml | 6 +- tools/muon/plot_muon.xml | 124 ++++++++---------- tools/muon/preprocess_muon.xml | 11 +- tools/muon/rank_genes_and_peaks_muon.xml | 103 --------------- .../assign_celltype_labels_mudata_in.h5mu | Bin 154520 -> 0 bytes tools/muon/test-data/atac.h5ad | Bin 64032 -> 0 bytes tools/muon/test-data/atac_data.h5ad | Bin 64032 -> 0 bytes tools/muon/test-data/atac_scaled.h5ad | Bin 85376 -> 0 bytes tools/muon/test-data/celltype_umap_plot.png | Bin 79769 -> 0 bytes ...luster_mofa_embeddings_with_mudata_in.h5mu | Bin 175424 -> 0 bytes ...ially_expressed_genes_accessible_peaks.csv | 11 -- .../test-data/dotplot_atac_marker_peaks.png | Bin 61128 -> 0 bytes .../test-data/dotplot_rna_marker_genes.png | Bin 79769 -> 0 bytes tools/muon/test-data/mofa_model.hdf5 | 0 tools/muon/test-data/mofa_model_out.hdf5 | Bin 64088 -> 0 bytes tools/muon/test-data/pp.intersect_obs.h5mu | Bin 1912896 -> 0 bytes tools/muon/test-data/pp.sample_obs.h5mu | Bin 1912896 -> 0 bytes tools/muon/test-data/preprocess_muon_in.h5mu | Bin 181760 -> 0 bytes .../preprocess_muon_neighbors_in.h5mu | Bin 1855264 -> 0 bytes .../rank_genes_and_peaks_muon_in.h5mu | Bin 212472 -> 0 bytes tools/muon/test-data/ranked_rna_atac.h5mu | Bin 148888 -> 0 bytes tools/muon/test-data/rna.h5ad | Bin 59872 -> 0 bytes tools/muon/test-data/rna_atac.h5mu | Bin 152184 -> 0 bytes .../rna_atac_assigned_celltype_labels.h5mu | Bin 148888 -> 0 bytes .../test-data/rna_atac_comparison_heatmap.png | Bin 12241 -> 0 bytes tools/muon/test-data/rna_atac_input.h5mu | Bin 171136 -> 0 bytes .../muon/test-data/rna_atac_integration.h5mu | Bin 148888 -> 0 bytes .../rna_atac_marker_genes_peaks.h5mu | Bin 148888 -> 0 bytes .../test-data/rna_atac_mofa_clustering.h5mu | Bin 148888 -> 0 bytes tools/muon/test-data/rna_data.h5ad | Bin 59872 -> 0 bytes tools/muon/visualise_markers_mudata.xml | 74 ----------- 38 files changed, 81 insertions(+), 710 deletions(-) delete mode 100644 tools/muon/assign_cell_type_labels_mudata.xml delete mode 100644 tools/muon/cluster_mofa_embeddings_with_mudata.xml delete mode 100644 tools/muon/compare_annotations.xml delete mode 100644 tools/muon/extract_anndata.xml delete mode 100644 tools/muon/mofa.xml delete mode 100644 tools/muon/rank_genes_and_peaks_muon.xml delete mode 100644 tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu delete mode 100644 tools/muon/test-data/atac.h5ad delete mode 100644 tools/muon/test-data/atac_data.h5ad delete mode 100644 tools/muon/test-data/atac_scaled.h5ad delete mode 100644 tools/muon/test-data/celltype_umap_plot.png delete mode 100644 tools/muon/test-data/cluster_mofa_embeddings_with_mudata_in.h5mu delete mode 100644 tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv delete mode 100644 tools/muon/test-data/dotplot_atac_marker_peaks.png delete mode 100644 tools/muon/test-data/dotplot_rna_marker_genes.png delete mode 100644 tools/muon/test-data/mofa_model.hdf5 delete mode 100644 tools/muon/test-data/mofa_model_out.hdf5 delete mode 100644 tools/muon/test-data/pp.intersect_obs.h5mu delete mode 100644 tools/muon/test-data/pp.sample_obs.h5mu delete mode 100644 tools/muon/test-data/preprocess_muon_in.h5mu delete mode 100644 tools/muon/test-data/preprocess_muon_neighbors_in.h5mu delete mode 100644 tools/muon/test-data/rank_genes_and_peaks_muon_in.h5mu delete mode 100644 tools/muon/test-data/ranked_rna_atac.h5mu delete mode 100644 tools/muon/test-data/rna.h5ad delete mode 100644 tools/muon/test-data/rna_atac.h5mu delete mode 100644 tools/muon/test-data/rna_atac_assigned_celltype_labels.h5mu delete mode 100644 tools/muon/test-data/rna_atac_comparison_heatmap.png delete mode 100644 tools/muon/test-data/rna_atac_input.h5mu delete mode 100644 tools/muon/test-data/rna_atac_integration.h5mu delete mode 100644 tools/muon/test-data/rna_atac_marker_genes_peaks.h5mu delete mode 100644 tools/muon/test-data/rna_atac_mofa_clustering.h5mu delete mode 100644 tools/muon/test-data/rna_data.h5ad delete mode 100644 tools/muon/visualise_markers_mudata.xml diff --git a/tools/muon/assign_cell_type_labels_mudata.xml b/tools/muon/assign_cell_type_labels_mudata.xml deleted file mode 100644 index ddbc9155648..00000000000 --- a/tools/muon/assign_cell_type_labels_mudata.xml +++ /dev/null @@ -1,87 +0,0 @@ - - - scanpy - muon - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -} - - \ No newline at end of file diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 169c5cadc17..269b6e4b381 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -5,6 +5,7 @@ @@ -12,22 +13,7 @@ @CMD_imports@ @CMD_read_inputs@ -#if $method.method == 'tl.ica' -mu.tl.ica( - mdata, - basis='$method.basis', - #if str($method.n_components) != '' - n_components=$method.n_components, - #end if - #if str($method.random_state) != '' - random_state=$method.random_state, - #end if - scale=$method.scale, - copy=False -) - - -#else if $method.method == 'tl.louvain' +#if $method.method == 'tl.louvain' mu.tl.louvain( mdata, @CMD_params_clustering@ @@ -120,19 +106,12 @@ mu.tl.umap( - - - - - - - @@ -229,26 +208,6 @@ mu.tl.umap( - - - - - - - -

- -
- - - - - - - - - - @@ -295,7 +254,7 @@ mu.tl.umap( - + @@ -343,7 +302,7 @@ mu.tl.umap( - + @@ -383,7 +342,7 @@ mu.tl.umap( - + @@ -405,11 +364,11 @@ mu.tl.umap( - + - + @@ -430,7 +389,6 @@ mu.tl.umap( - @@ -438,7 +396,7 @@ mu.tl.umap( - + - - scanpy - muon - matplotlib - leidenalg - louvain - python-igraph - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - \ No newline at end of file diff --git a/tools/muon/compare_annotations.xml b/tools/muon/compare_annotations.xml deleted file mode 100644 index 5c4e0ad248f..00000000000 --- a/tools/muon/compare_annotations.xml +++ /dev/null @@ -1,61 +0,0 @@ - - - scanpy - muon - scikit-learn - seaborn - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -} - - \ No newline at end of file diff --git a/tools/muon/extract_anndata.xml b/tools/muon/extract_anndata.xml deleted file mode 100644 index 1f1b85c0b85..00000000000 --- a/tools/muon/extract_anndata.xml +++ /dev/null @@ -1,50 +0,0 @@ - - - scanpy - muon - - - - - - - - - - - - - - - - - - - - - - - - - - -} - - \ No newline at end of file diff --git a/tools/muon/macros.xml b/tools/muon/macros.xml index c1a06479103..211f66aa414 100644 --- a/tools/muon/macros.xml +++ b/tools/muon/macros.xml @@ -45,6 +45,7 @@ import mudata as md import muon as mu import scanpy as sc +import os ]]> @@ -54,10 +55,14 @@ import scanpy as sc mdata = md.read('mudata.h5mu') ]]> - - + + + '$hidden_output' && python '$script_file' >> '$hidden_output' && touch 'mudata_info.txt' && @@ -109,9 +114,10 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ ]]> - - scanpy - muon - mofapy - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 10.1186/s13059-021-02577-8 - - \ No newline at end of file diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index 32061a6b226..f7780220712 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -92,7 +92,7 @@ for mod in mdata.mod: - + @@ -110,8 +110,8 @@ for mod in mdata.mod: - - + + diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index d2a5ad43d32..33a6d0acdd5 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -5,6 +5,7 @@ @@ -13,12 +14,13 @@ @CMD_read_inputs@ #if $method.method == "pl.embedding" -embeddings_plot = mu.pl.embedding( +plot = mu.pl.embedding( mdata, basis='$method.basis', @CMD_params_embedding@ return_fig=True ) +plot.savefig("plot.$plot_ext") #else if $method.method == "pl.histogram" plot = mu.pl.histogram( @@ -31,11 +33,12 @@ plot = mu.pl.histogram( #set $key_list=([x.strip() for x in str($method.key_variables.keys).split(',')]) #end if keys=$key_list, - #if $method.groupby + #if $method.groupby != '' groupby='$method.groupby', #end if - return_fig=True + save='plot.$plot_ext' ) +os.rename(os.path.join('figures', 'histogram_plot.$plot_ext'), 'plot.$plot_ext') #else if $method.method == "pl.mofa" plot = mu.pl.mofa( @@ -43,6 +46,7 @@ plot = mu.pl.mofa( @CMD_params_embedding@ return_fig=True ) +plot.savefig("plot.$plot_ext") #else if $method.method == "pl.mofa_loadings" plot = mu.pl.mofa_loadings( @@ -51,39 +55,23 @@ plot = mu.pl.mofa_loadings( factors='$method.factors', #end if include_lowest=$method.include_lowest, - #if str($method.n_points) != '' + #if $method.n_points n_points=$method.n_points, #end if + save='plot.$plot_ext' ) - -#else if $method.method == "pl.scatter" -plot = mu.pl.scatter( - mdata, - #if $method.x != '' - x='$method.x', - #end if - #if $method.x != '' - y='$method.y', - #end if - #if $method.color != '' - color='$method.color', - #end if - use_raw=$method.use_raw, - #if $method.layers != '' - layers='$method.layers', - #end if - return_fig=True -) +os.rename(os.path.join('figures', 'mofa_loadings_plot.$plot_ext'), 'plot.$plot_ext') #else if $method.method == "pl.umap" -umap_plot = mu.pl.umap( +plot = mu.pl.umap( mdata, @CMD_params_embedding@ return_fig=True ) +plot.savefig("plot.$plot_ext") -plot.savefig("plot.png") #end if + ]]> @@ -98,12 +86,12 @@ plot.savefig("plot.png") - + - + @@ -115,65 +103,79 @@ plot.savefig("plot.png") - - - - - - - + + + + + + + plot_ext == 'png' + + + plot_ext == 'pdf' + + + plot_ext == 'svg' + - - + - + + +
- + + - +
- + - + + + + +
- - + + - +
- + +
@@ -183,47 +185,29 @@ plot.savefig("plot.png")
- + - + -
- + - - - - -
- - - - - -
- -
- - - - - +
- - + +
@@ -235,7 +219,7 @@ plot.savefig("plot.png") - + @@ -150,7 +151,7 @@ mu.pp.sample_obs( - + @@ -167,11 +168,11 @@ mu.pp.sample_obs( - + - + @@ -204,7 +205,7 @@ mu.pp.sample_obs( - + @@ -222,7 +223,7 @@ mu.pp.sample_obs( - + - - scanpy - muon - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -} - - \ No newline at end of file diff --git a/tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu b/tools/muon/test-data/assign_celltype_labels_mudata_in.h5mu deleted file mode 100644 index 9d2f41f5a7629c7423d375822e81c9a1acff13f5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 154520 zcmeG_2VfLM*BhEa5QBh3Y$r8J_PkzHG)I60q(lfB+n0poAb~VeFeqqL)TkfdAF-iW z5K&P%#E$x@v17-AV#kg>78F$EpSSbg-QL`84w73wAUlwoeKT*~%)EW`=1tj|33a0i zYYQ!D(<`gX3v1;$!RngQ%8C&-tKDilwx~K-SX)^=qP(uMf&dkY!)iNHGTk1{flIST zjoEMC0sAVINKTfzNGZHNow&Ch-Qv@E0Kru00(?k9zY+Zvm_A8LmLM(_!&8ucLnTj< zgWUHMZQ1Z3LVCUd@5*(E&wNR%0#m(9bF5a?n%al9VL% 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zz6Aidb#DuQfKsbHWGQ<=KDkPLV~yGvL5_tpJoJe~S2)99cUqMoE*zb68n{|DBRGLQfO diff --git a/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv b/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv deleted file mode 100644 index 6ae48a608d3..00000000000 --- a/tools/muon/test-data/differentially_expressed_genes_accessible_peaks.csv +++ /dev/null @@ -1,11 +0,0 @@ -,rna:0_n,atac:0_n,rna:0_g,atac:0_g,rna:0_p,atac:0_p,rna:1_n,atac:1_n,rna:1_g,atac:1_g,rna:1_p,atac:1_p,rna:2_n,atac:2_n,rna:2_g,atac:2_g,rna:2_p,atac:2_p,rna:3_n,atac:3_n,rna:3_g,atac:3_g,rna:3_p,atac:3_p,rna:4_n,atac:4_n,rna:4_g,atac:4_g,rna:4_p,atac:4_p,rna:5_n,atac:5_n,rna:5_g,atac:5_g,rna:5_p,atac:5_p,rna:6_n,atac:6_n,rna:6_g,atac:6_g,rna:6_p,atac:6_p,rna:7_n,atac:7_n,rna:7_g,atac:7_g,rna:7_p,atac:7_p,rna:8_n,atac:8_n,rna:8_g,atac:8_g,rna:8_p,atac:8_p,rna:9_n,atac:9_n,rna:9_g,atac:9_g,rna:9_p,atac:9_p,rna:10_n,atac:10_n,rna:10_g,atac:10_g,rna:10_p,atac:10_p,rna:11_n,atac:11_n,rna:11_g,atac:11_g,rna:11_p,atac:11_p,rna:12_n,atac:12_n,rna:12_g,atac:12_g,rna:12_p,atac:12_p,rna:13_n,atac:13_n,rna:13_g,atac:13_g,rna:13_p,atac:13_p,rna:14_n,atac:14_n,rna:14_g,atac:14_g,rna:14_p,atac:14_p,rna:15_n,atac:15_n,rna:15_g,atac:15_g,rna:15_p,atac:15_p,rna:16_n,atac:16_n,rna:16_g,atac:16_g,rna:16_p,atac:16_p,rna:17_n,atac:17_n,rna:17_g,atac:17_g,rna:17_p,atac:17_p,rna:18_n,atac:18_n,rna:18_g,atac:18_g,rna:18_p,atac:18_p,rna:19_n,atac:19_n,rna:19_g,atac:19_g,rna:19_p,atac:19_p,rna:20_n,atac:20_n,rna:20_g,atac:20_g,rna:20_p,atac:20_p,rna:21_n,atac:21_n,rna:21_g,atac:21_g,rna:21_p,atac:21_p,rna:22_n,atac:22_n,rna:22_g,atac:22_g,rna:22_p,atac:22_p -0,LEF1,chr14:99255246-99275454,LEF1,"BCL11B, AL109767.1",6.7044207498958e-169,4.484603768383428e-93,VCAN,chr9:107480158-107492721,VCAN,KLF4,0.0,4.244853549430395e-150,INPP4B,chr6:137715217-137718150,INPP4B,"AL356234.2, LINC02539",6.914077563857593e-137,3.424402963729946e-66,LEF1,chr2:86783559-86792275,LEF1,CD8A,1.8969898709807047e-156,8.356292002314699e-138,SLC8A1,chr9:107480158-107492721,SLC8A1,KLF4,5.356063367824427e-210,1.6198508888381527e-109,VCAN,chr9:107480158-107492721,VCAN,KLF4,6.839337751918733e-205,5.5577120932442325e-102,BACH2,chr2:86783559-86792275,BACH2,CD8A,5.598800574616022e-105,8.79775089762599e-85,INPP4B,chr14:99255246-99275454,INPP4B,"BCL11B, AL109767.1",3.61712832268574e-113,1.897852016787109e-37,MALAT1,chr14:99255246-99275454,MALAT1,"BCL11B, AL109767.1",5.972801648167008e-67,2.724508341453551e-29,GNLY,chr17:83076201-83103570,GNLY,"METRNL, AC130371.2",0.0,8.533457355834533e-100,TCF7L2,chr2:16653069-16660704,TCF7L2,FAM49A,6.205264504112453e-223,9.817583524412578e-63,CCL5,chr2:86783559-86792275,CCL5,CD8A,5.2536015223129967e-92,4.6545898761432744e-48,BANK1,chr2:231669797-231676530,BANK1,PTMA,0.0,2.0506596790710324e-121,CCL5,chr1:184386243-184389335,CCL5,"C1orf21, AL445228.2",1.357782736048293e-229,8.58095843578977e-66,SLC8A1,chr9:107480158-107492721,SLC8A1,KLF4,4.390118405335682e-105,4.997587079651354e-56,IGHM,chr22:41917087-41929835,IGHM,TNFRSF13C,1.223592126250145e-306,4.9183250142952916e-92,IL32,chr10:33135632-33141841,IL32,IATPR,7.313622099684917e-46,1.114402546847337e-18,CST3,chr1:220876295-220883526,CST3,"HLX, HLX-AS1",5.881207706971114e-78,6.029050098525684e-29,NKG7,chr11:114072228-114076352,NKG7,ZBTB16,2.323749940812783e-60,1.7330669879631925e-33,VCAN,chr9:134369462-134387253,VCAN,RXRA,2.384023945874142e-43,3.997173695306987e-11,LEF1,chr2:86783559-86792275,LEF1,CD8A,1.0096148019537435e-21,2.504816358952264e-06,TCF4,chr17:81425658-81431769,TCF4,BAHCC1,3.0648029070632178e-99,3.815305280620349e-36,FHIT,chr20:44066714-44073458,FHIT,"TOX2, AL035447.1",1.0661340083828783e-13,0.0016645687500684689 -1,FHIT,chr14:99223600-99254668,FHIT,"BCL11B, AL109767.1",4.753212153293953e-168,1.1687009417928702e-78,PLXDC2,chr6:41268623-41279829,PLXDC2,TREM1,8.48514701391761e-298,1.9856045681204295e-132,IL7R,chr21:45223468-45225379,IL7R,"LINC00334, ADARB1",5.755526766848538e-132,4.2573921607338716e-61,NELL2,chr12:10552886-10555668,NELL2,LINC02446,1.608147612286874e-159,2.0196883678915795e-119,PLXDC2,chr5:150385442-150415310,PLXDC2,"CD74, TCOF1",9.398806775783275e-186,1.6587131611663776e-76,PLXDC2,chr19:6059651-6068090,PLXDC2,"RFX2, AC011444.2",6.468829861115893e-172,6.798448220158003e-90,LEF1,chr12:10552886-10555668,LEF1,LINC02446,4.966939610151528e-108,7.875817010302686e-55,ANK3,chr14:22536559-22563070,ANK3,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",1.1771078872919008e-91,9.891612247143673e-32,LEF1,chr17:82125073-82129615,LEF1,CCDC57,1.9766821355310664e-64,4.4620675052517114e-26,PRF1,chr1:184386243-184389335,PRF1,"C1orf21, AL445228.2",5.093384758442477e-239,2.0269731270440712e-80,FCGR3A,chr5:1476663-1483241,FCGR3A,"SLC6A3, LPCAT1",6.711979670033329e-230,2.3212279702347528e-61,PRKCH,chr1:24909406-24919504,PRKCH,RUNX3,1.4096179763956113e-50,5.2890574787914845e-33,MS4A1,chr22:41917087-41929835,MS4A1,TNFRSF13C,2.8673996842484714e-241,2.9605077775831063e-120,NKG7,chr4:6198055-6202103,NKG7,"JAKMIP1, C4orf50",1.4946412829394722e-203,3.435600123382458e-62,TYMP,chr5:1476663-1483241,TYMP,"SLC6A3, LPCAT1",4.777109816925314e-94,4.581720782304459e-48,BANK1,chr22:41931503-41942227,BANK1,CENPM,2.056218184133793e-269,4.4899450473229757e-79,INPP4B,chr14:22536559-22563070,INPP4B,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",3.593174957386981e-43,1.2372589732882092e-15,HDAC9,chr9:107480158-107492721,HDAC9,KLF4,2.069775412010034e-60,3.8825358227933024e-27,CCL5,chr11:114065160-114066911,CCL5,ZBTB16,4.6224038868408325e-49,1.0733983513321354e-26,PLXDC2,chr6:41268623-41279829,PLXDC2,TREM1,3.842066285761155e-38,6.213307586298796e-10,PDE3B,chr12:10552886-10555668,PDE3B,LINC02446,8.893176597550726e-18,1.618567250855819e-05,RHEX,chr7:98641522-98642532,RHEX,NPTX2,3.5657126628953262e-93,1.7161624840194428e-26,MALAT1,chr11:119304967-119307621,MALAT1,"MCAM, CBL",1.5759546631484878e-10,0.004854534040158125 -2,BCL11B,chr14:99181080-99219442,BCL11B,"BCL11B, AL162151.1",7.13228424938228e-131,7.898876775645449e-77,CSF3R,chr6:41280331-41287503,CSF3R,TREM1,0.0,1.6201127666911602e-122,ITGB1,chr1:1210271-1220028,ITGB1,"SDF4, TNFRSF4",1.9823713667052207e-130,4.732306038894004e-62,CD8B,chr14:99181080-99219442,CD8B,"BCL11B, AL162151.1",3.192667641663644e-143,7.355176158359205e-86,TYMP,chr1:212604203-212626574,TYMP,"FAM71A, ATF3, AL590648.2",4.9767579744036274e-172,5.82571528286598e-74,LRMDA,chr20:50269694-50277398,LRMDA,SMIM25,2.732466218326888e-171,3.966015223383979e-89,PDE3B,chr14:99255246-99275454,PDE3B,"BCL11B, AL109767.1",4.335904027077045e-102,3.376197812723248e-52,LTB,chr7:142782798-142813716,LTB,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",3.7025922695180117e-50,2.7612043620931705e-31,FHIT,chr14:22536559-22563070,FHIT,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",9.640119179887869e-53,2.3817062787013614e-23,NKG7,chr1:24909406-24919504,NKG7,RUNX3,1.0083634312061625e-245,3.1617609945816264e-84,MTSS1,chr20:40686526-40691350,MTSS1,MAFB,7.101374595500977e-205,5.166376156972824e-60,SYNE2,chr6:111757055-111766675,SYNE2,FYN,2.113997073283368e-51,2.1986331140100316e-29,RALGPS2,chr22:41931503-41942227,RALGPS2,CENPM,1.0863943618360295e-248,1.6890479512958507e-100,GZMH,chr16:81519063-81525049,GZMH,CMIP,1.519529740653569e-152,5.400224813974686e-63,HLA-DRA,chr1:220876295-220883526,HLA-DRA,"HLX, HLX-AS1",4.624756173276014e-90,6.98872036850405e-48,AFF3,chr19:5125450-5140568,AFF3,"KDM4B, AC022517.1",9.982698503164432e-226,4.264809573777082e-78,SYNE2,chr20:59157931-59168100,SYNE2,ZNF831,1.1705630120581607e-39,1.3405423205961845e-14,HLA-DRB1,chr3:159762787-159765472,HLA-DRB1,"IQCJ-SCHIP1-AS1, IQCJ-SCHIP1",6.227957588470188e-62,1.3189813328654345e-23,A2M,chr4:6198055-6202103,A2M,"JAKMIP1, C4orf50",2.6576610881927744e-39,2.0862457451613024e-26,LRRK2,chr2:26008387-26009976,LRRK2,RAB10,3.4098884023427627e-40,9.534220425062546e-09,BACH2,chr14:99255246-99275454,BACH2,"BCL11B, AL109767.1",2.0503630342858834e-16,1.696677060073292e-05,PLD4,chr22:50281096-50284890,PLD4,PLXNB2,4.735431196136692e-78,1.2802814796933604e-27,BCL11B,chr5:75049736-75054761,BCL11B,GCNT4,4.026852381057419e-10,0.0047337340660578 -3,CAMK4,chr17:40601555-40611036,CAMK4,SMARCE1,5.1503286993108466e-127,3.661763535444218e-66,LRMDA,chr22:38950570-38958424,LRMDA,APOBEC3A,4.771207260991439e-292,1.7525956389822414e-118,IL32,chr5:756911-759750,IL32,"ZDHHC11B, AC026740.3",5.151635619090103e-122,4.552354652855242e-59,THEMIS,chr14:99255246-99275454,THEMIS,"BCL11B, AL109767.1",7.847074652720267e-146,1.9192673804218162e-77,JAK2,chr3:72092464-72103763,JAK2,LINC00877,1.3056737321127677e-174,4.203683487233663e-71,FCN1,chr6:44057321-44060655,FCN1,"AL109615.2, AL109615.3",4.6411770069118677e-156,5.391682958116307e-81,CD8B,chr11:66311352-66319301,CD8B,"CD248, AP001107.3",3.3877201903477736e-87,3.040074362371873e-50,BCL11B,chr14:99223600-99254668,BCL11B,"BCL11B, AL109767.1",7.249538913963624e-48,2.112149184874086e-29,INPP4B,chr17:40601555-40611036,INPP4B,SMARCE1,2.3354062777705937e-50,2.2906860243642037e-21,KLRD1,chr19:10513768-10519594,KLRD1,S1PR5,3.188054057517052e-160,1.315818035660758e-71,LST1,chr19:18167172-18177541,LST1,"PIK3R2, IFI30",1.1107637485866708e-211,2.1984502420099547e-59,GZMK,chr2:241762278-241764383,GZMK,"D2HGDH, AC114730.2",1.142598716640403e-40,1.2302694761420657e-27,OSBPL10,chr6:167111604-167115345,OSBPL10,"CCR6, AL121935.1",3.011572248768586e-172,8.349227078538946e-94,GNLY,chr2:144507361-144525092,GNLY,"ZEB2, LINC01412, ZEB2-AS1, AC009951.6",2.6975540265749565e-158,2.2407743563523553e-64,PSAP,chr18:13562096-13569511,PSAP,"LDLRAD4, AP005131.3",1.8203718185766157e-92,2.5401562558285593e-45,FCRL1,chr6:150598919-150601318,FCRL1,AL450344.3,3.7832625556518465e-189,1.5228200922583377e-71,ITGB1,chr10:33131993-33134879,ITGB1,IATPR,1.526864120230956e-39,2.0271387093126065e-13,HLA-DRA,chr8:132895117-132896351,HLA-DRA,TG,2.186440887046907e-56,3.0519257964028525e-22,ZBTB16,chr16:81519063-81525049,ZBTB16,CMIP,5.28308544223328e-39,5.929549234775222e-26,RBM47,chr22:38950570-38958424,RBM47,APOBEC3A,7.430567158094502e-38,1.1091130854062796e-08,THEMIS,chr11:66311352-66319301,THEMIS,"CD248, AP001107.3",1.37924288002653e-16,2.7926243506212068e-05,LINC01374,chr6:4281598-4282429,LINC01374,AL159166.1,4.173689898366174e-56,1.582784369695728e-25,MLLT3,chr11:128300590-128306168,MLLT3,LINC02098,4.539950620181392e-09,0.00471734817386583 -4,BACH2,chr17:82125073-82129615,BACH2,CCDC57,1.6262318910954996e-124,2.2266715302215568e-65,LRRK2,chr19:13824929-13854962,LRRK2,"ZSWIM4, AC020916.1",1.8328618542336925e-287,4.899016597678301e-115,LTB,chr14:22536559-22563070,LTB,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",6.279501578344841e-121,1.1685791322493687e-61,BACH2,chr11:66311352-66319301,BACH2,"CD248, AP001107.3",2.7680503238014097e-130,1.258028883946394e-76,NEAT1,chr11:61953652-61974246,NEAT1,"BEST1, FTH1",8.155793564321396e-161,6.09566316568624e-70,LYZ,chr22:38950570-38958424,LYZ,APOBEC3A,1.8320439972900773e-156,1.0386175882325054e-79,THEMIS,chr2:86805831-86810178,THEMIS,CD8A,1.625293865857342e-85,4.7658926041732515e-42,IL7R,chr14:99181080-99219442,IL7R,"BCL11B, AL162151.1",5.268732738201628e-48,1.630947578688587e-28,CAMK4,chr7:142782798-142813716,CAMK4,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",2.1159323639266407e-48,4.752284468926507e-21,GZMA,chr10:70600535-70604482,GZMA,PRF1,4.4852124471510915e-152,7.83957498583792e-70,IFITM3,chr18:13562096-13569511,IFITM3,"LDLRAD4, AP005131.3",3.665044128790186e-205,2.553402628137121e-57,IL32,chr4:6198055-6202103,IL32,"JAKMIP1, C4orf50",5.0224100050468826e-39,1.4843409606891643e-26,AFF3,chr10:48671056-48673240,AFF3,AC068898.1,7.621017368231181e-197,5.0123552776926254e-85,GZMA,chr14:101709778-101714256,GZMA,"LINC02320, LINC00239",3.394358584508228e-110,5.8003426202446344e-58,WARS,chr20:50269694-50277398,WARS,SMIM25,1.448701449641056e-96,3.36550803675554e-45,PAX5,chr6:167111604-167115345,PAX5,"CCR6, AL121935.1",1.5281969110874938e-173,3.3187402379323804e-71,TTC39C,chr14:105856766-105860740,TTC39C,IGHM,6.125492832427145e-32,5.393047090225806e-13,CD74,chr3:4975862-4990757,CD74,"BHLHE40, BHLHE40-AS1",1.0676993568431378e-52,8.543393359059036e-22,RORA,chr15:39623205-39625650,RORA,"FSIP1, AC037198.2",1.0774605497228506e-37,1.3406951248100135e-23,LRMDA,chr9:107480158-107492721,LRMDA,KLF4,3.8463235276041395e-36,2.8711745349644666e-08,NELL2,chr1:59813997-59815790,NELL2,HOOK1,2.1596831614426285e-16,0.00014905691585870154,AC023590.1,chr20:43681305-43682881,AC023590.1,MYBL2,7.447011060082334e-59,1.5259208506665166e-27,TCF7,chr10:35011628-35012338,TCF7,"CUL2, LINC02635",7.337326773501069e-09,0.005811831214258218 -5,TCF7,chr9:133700382-133704361,TCF7,SARDH,2.6334823718565335e-98,7.295093924485163e-58,RBM47,chr11:61953652-61974246,RBM47,"BEST1, FTH1",1.3751610662485863e-270,2.2746062137599764e-110,RORA,chr2:9777921-9782964,RORA,AC082651.3,1.5655659887005335e-121,2.1281948251381166e-60,PDE3B,chr1:24500773-24509089,PDE3B,"RCAN3, RCAN3AS",9.91529296159558e-130,4.801702720306614e-67,AOAH,chr22:38950570-38958424,AOAH,APOBEC3A,3.5712018226759124e-152,7.423544405530033e-69,SLC8A1,chr20:1943201-1947850,SLC8A1,PDYN-AS1,6.091290856570961e-148,6.322341959703407e-79,NELL2,chr2:136122469-136138482,NELL2,CXCR4,1.5553933352298864e-83,3.8870462449589274e-42,CAMK4,chr6:149492867-149497093,CAMK4,ZC3H12D,1.6930454491794222e-46,5.28416877062207e-28,BCL11B,chr6:90290787-90299045,BCL11B,"BACH2, AL132996.1",5.394880473810015e-48,6.444096318964364e-21,CD247,chr20:24948563-24956577,CD247,CST7,4.190034209415954e-141,6.397515810413055e-71,SERPINA1,chr21:43344646-43351817,SERPINA1,LINC01679,3.903218417367262e-185,1.138561782973504e-53,IFNG-AS1,chr14:22536559-22563070,IFNG-AS1,"TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ1, AC243965.1, LINC02332, TRAC",2.3847511544494862e-37,1.5775368006319998e-26,PAX5,chr6:150598919-150601318,PAX5,AL450344.3,6.38402391678955e-172,1.1781184624963037e-85,TGFBR3,chr12:52566432-52567532,TGFBR3,KRT74,9.35848871838713e-100,4.9864652455859596e-57,MCTP1,chr9:134369462-134387253,MCTP1,RXRA,4.467630143167556e-94,4.994985177459021e-44,RALGPS2,chr2:231669797-231676530,RALGPS2,PTMA,1.2355326808147691e-185,2.2421615629772945e-69,LTB,chr16:79598130-79602898,LTB,MAF,5.133466751301217e-31,7.135209238338247e-13,LYZ,chr17:81044486-81052618,LYZ,BAIAP2,1.1082747256177842e-52,5.670071148599459e-22,SYNE2,chr20:35250675-35252861,SYNE2,MMP24,8.95611431645443e-36,2.444212592998577e-22,ACSL1,chr19:21593423-21595308,ACSL1,AC123912.2,2.3894536731351684e-37,9.042971951047316e-08,CCR7,chr5:142094537-142099713,CCR7,NDFIP1,7.922561968520218e-16,0.00021545809254517795,ZFAT,chr17:16986865-16990016,ZFAT,LINC02090,3.9519782296546285e-69,1.1888825606898064e-27,BACH2,chr13:40483522-40487100,BACH2,LINC00598,4.087824425506648e-08,0.006949255812202963 -6,ANK3,chr20:3092185-3095713,ANK3,AVP,8.903426547818197e-96,8.16255462513467e-58,AC020916.1,chr20:50269694-50277398,AC020916.1,SMIM25,5.030278004819719e-263,1.958413923235234e-110,SYNE2,chr14:64755519-64756581,SYNE2,"SPTB, PLEKHG3",6.973158466272782e-109,7.960388740944565e-54,APBA2,chr17:82125073-82129615,APBA2,CCDC57,1.2386598781029592e-103,1.0866880516722588e-66,FCN1,chr6:44057321-44060655,FCN1,"AL109615.2, AL109615.3",1.8275103947390274e-160,4.8281094810406796e-67,DPYD,chr11:61953652-61974246,DPYD,"BEST1, FTH1",6.947439699679133e-134,3.451970295595234e-76,OXNAD1,chr17:82125073-82129615,OXNAD1,CCDC57,2.3778330729829212e-76,8.979017134206261e-42,CDC14A,chr1:154463081-154468919,CDC14A,"IL6R, AL162591.2",4.427280349150292e-45,2.5409054182828902e-27,TCF7,chr14:99223600-99254668,TCF7,"BCL11B, AL109767.1",4.625648636585467e-44,6.949442399556823e-21,KLRF1,chr12:52566432-52567532,KLRF1,KRT74,5.912214972141924e-120,1.6949340127870799e-65,CDKN1C,chr16:83744270-83745221,CDKN1C,"CDH13, AC009063.2",2.490355362797584e-140,7.986788461797008e-51,KLRK1,chr14:99223600-99254668,KLRK1,"BCL11B, AL109767.1",9.338691387870092e-37,2.884620844646412e-25,CD79A,chr19:5125450-5140568,CD79A,"KDM4B, AC022517.1",5.505066738795764e-167,5.036259365048802e-89,PRF1,chr20:24948563-24956577,PRF1,CST7,7.856037051609397e-100,2.735747651134015e-60,FCN1,chr2:16653069-16660704,FCN1,FAM49A,4.378813745533143e-87,3.143848208249392e-43,MS4A1,chr6:14093828-14096232,MS4A1,CD83,5.976434047075838e-151,2.271883382747017e-66,BCL11B,chr7:142782798-142813716,BCL11B,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",5.449483129994819e-29,1.1114175175388104e-12,HLA-DPB1,chr10:75399596-75404660,HLA-DPB1,"ZNF503, ZNF503-AS2, AC010997.3",2.694448016007449e-56,1.0661726012763935e-21,PRF1,chr17:3794770-3797216,PRF1,ITGAE,5.691263026034044e-35,1.6135740947383177e-22,NAMPT,chr12:121276498-121279728,NAMPT,CAMKK2,3.1555998399788546e-35,7.722202037743673e-07,APBA2,chr21:46423263-46427109,APBA2,"PCNT, DIP2A",5.484451353821023e-13,0.0004406535276175033,EPHB1,chr19:15197159-15198290,EPHB1,NOTCH3,2.3331474215820736e-54,4.039290102210072e-23,RPL19,chr9:128898308-128904486,RPL19,LRRC8A,2.081165383520583e-06,0.00775125780639441 -7,CCR7,chr20:44066714-44073458,CCR7,"TOX2, AL035447.1",4.130442136401497e-93,1.1558698489044457e-56,IRAK3,chr10:128045032-128071717,IRAK3,PTPRE,9.58169415392571e-255,2.5654701288504704e-107,ANK3,chr12:12464985-12469154,ANK3,"BORCS5, AC007619.1",4.629330791102129e-104,2.309664477868524e-54,CAMK4,chr2:86805831-86810178,CAMK4,CD8A,6.331730260675936e-98,2.304697271779072e-65,TNFAIP2,chr2:47067863-47077814,TNFAIP2,"TTC7A, AC073283.1",7.511284929109402e-170,3.065000170998931e-67,ARHGAP26,chr19:47388419-47392063,ARHGAP26,MEIS3,3.809181312871982e-135,1.0306690212304521e-77,TXK,chr19:50723222-50725949,TXK,CLEC11A,1.1644595683919913e-67,3.376488488191179e-40,AC139720.1,chr1:89605612-89612338,AC139720.1,"AC093423.2, LRRC8C-DT",2.915535040601497e-44,1.915299199526936e-27,ANK3,chr14:99181080-99219442,ANK3,"BCL11B, AL162151.1",9.329150253384621e-44,1.5074425763022715e-20,SPON2,chr2:231425358-231427497,SPON2,AC017104.3,7.603269077135784e-121,1.3796767901408876e-62,AIF1,chr9:134369462-134387253,AIF1,RXRA,6.711795987583641e-176,1.3669545880045904e-54,SLFN12L,chr17:35889026-35891507,SLFN12L,CCL5,3.093753506920296e-35,4.975717473548608e-24,EBF1,chr8:11491635-11494865,EBF1,BLK,1.0529554355352019e-143,2.1849677405028815e-82,A2M,chr1:24909406-24919504,A2M,RUNX3,2.2949259522092738e-92,3.3469394479509205e-58,TCF7L2,chr5:150385442-150415310,TCF7L2,"CD74, TCOF1",7.874073873394004e-93,1.790636238518808e-42,LINC00926,chr14:105817737-105818927,LINC00926,IGHD,5.209298340791854e-132,1.2520306486203294e-61,SKAP1,chr12:22332848-22336188,SKAP1,ST8SIA1,7.811922558533047e-29,4.896200552105945e-12,HLA-DPA1,chr7:132390553-132391253,HLA-DPA1,"PLXNA4, AC011625.1",4.252360049823997e-55,5.680665833806887e-20,GNLY,chr20:33369063-33370940,GNLY,CDK5RAP1,1.3806389002439878e-34,1.2755042995564286e-21,CSF3R,chr6:41280331-41287503,CSF3R,TREM1,1.4471639368569424e-36,7.893875242412424e-07,RPS5,chr20:53871922-53873963,RPS5,AC006076.1,1.4256389194026508e-11,0.000464013527088105,UGCG,chr6:11730442-11733107,UGCG,"ADTRP, AL022724.3",1.0435881222435755e-74,9.632609143687684e-27,RPS27,chr10:26682168-26683639,RPS27,PDSS1,2.9945404008985913e-06,0.00836960129970826 -8,MALAT1,chr7:142782798-142813716,MALAT1,"TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TRBJ2-4, TRBJ2-5, TRBJ2-6, TRBJ2-7, TRBC2, TRBV30, TRBJ1-4, TRBJ1-3, TRBJ1-5, TRBJ1-1, TRBJ1-2, TRBD1, TRBJ1-6",4.46605536390056e-82,3.1400994147669396e-56,FCN1,chr7:106256272-106286624,FCN1,"NAMPT, AC007032.1",6.190556356019642e-236,2.4255475188155756e-103,CDC14A,chr15:69467756-69470179,CDC14A,DRAIC,6.01505726080673e-103,8.479358626006689e-54,TXK,chr17:40601555-40611036,TXK,SMARCE1,8.080291056033666e-97,9.956388565733313e-66,DPYD,chr20:50269694-50277398,DPYD,SMIM25,1.0510283172193017e-146,1.3180553497840351e-66,TYMP,chr2:218361880-218373051,TYMP,"CATIP, CATIP-AS1",3.3381690646240494e-138,1.963837751016438e-77,BCL11B,chr14:99223600-99254668,BCL11B,"BCL11B, AL109767.1",3.6775606708351153e-65,2.985246542066653e-39,TCF7,chr10:8041366-8062418,TCF7,"GATA3, GATA3-AS1, AL390294.1",6.385167304431771e-43,2.7105625733562356e-27,AC139720.1,chr11:128462698-128485937,AC139720.1,ETS1,3.4293940951009435e-42,6.425760593945152e-20,MCTP2,chr15:39623205-39625650,MCTP2,"FSIP1, AC037198.2",1.8010433331089266e-138,1.5467554431821034e-62,MS4A7,chr1:182143071-182150314,MS4A7,"LINC01344, AL390856.1",2.3898020355661723e-157,2.811817760013693e-53,CBLB,chr2:29009215-29017012,CBLB,TOGARAM2,2.676293950980259e-34,2.004123628078856e-24,BLK,chr14:104656327-104658929,BLK,AL583722.3,8.242063439714804e-146,8.067347079697321e-76,SYNE1,chr15:39623205-39625650,SYNE1,"FSIP1, AC037198.2",8.458089498654191e-95,1.8016379280039557e-52,PID1,chr1:212484685-212489524,PID1,LINC02771,2.893544261179492e-91,5.3651198761167396e-42,IGHD,chr10:48671056-48673240,IGHD,AC068898.1,1.3805716626938857e-119,7.604288776860063e-59,TNIK,chr8:29347324-29353460,TNIK,"DUSP4, AC084262.1, AC084262.2",8.681720047691e-28,7.121931604691654e-12,CCDC88A,chr18:9707302-9713342,CCDC88A,RAB31,4.885086122677246e-54,4.838566189676073e-21,GZMA,chr2:241762278-241764383,GZMA,"D2HGDH, AC114730.2",1.799265110304016e-32,2.1778080705816573e-21,ARHGAP26,chr9:73151141-73177008,ARHGAP26,ANXA1,1.9217160907630329e-31,7.732852548165743e-07,CAMK4,chr13:40185436-40188814,CAMK4,"LINC00598, LINC00332",1.7408063549267606e-11,0.000510623863922211,PTPRS,chr19:2446191-2447956,PTPRS,LMNB2,9.199185918892303e-55,3.103874102018005e-23,LEF1,chr1:59813997-59815790,LEF1,HOOK1,2.275387179328156e-06,0.009248902996957376 -9,MLLT3,chr2:109030596-109033601,MLLT3,EDAR,5.356488663976164e-82,6.775560746094773e-56,DPYD,chr10:97376057-97403290,DPYD,"RRP12, AL355490.2",1.0958499055380456e-212,4.775941140721457e-103,TTC39C,chr1:6459432-6463105,TTC39C,"ESPN, TNFRSF25",1.892057868991508e-81,1.0859629756422918e-51,OXNAD1,chr1:8924588-8928112,OXNAD1,CA6,1.538108399048631e-96,6.131898927784532e-62,LRMDA,chr1:212484685-212489524,LRMDA,LINC02771,5.972386934137923e-162,4.379814910192279e-60,CD36,chr4:184850175-184858076,CD36,"MIR3945HG, AC084871.3",2.0978111552971155e-147,9.396372103426392e-74,CD8A,chr14:99181080-99219442,CD8A,"BCL11B, AL162151.1",1.2575652910459873e-64,3.4622021752596727e-39,TRAC,chr12:22332848-22336188,TRAC,ST8SIA1,8.030534139891681e-41,2.1798220101209638e-26,BACH2,chr19:16363226-16378669,BACH2,"EPS15L1, AC020917.3",4.9239442615791534e-42,2.187337999405548e-19,CST7,chr22:37161134-37168690,CST7,Z82188.2,4.125973485370484e-126,1.665184852289989e-63,WARS,chr11:10897848-10901039,WARS,"ZBED5-AS1, AC069360.1",6.710628405751413e-163,1.402188373735819e-49,CD8A,chr2:86824966-86827722,CD8A,"CD8A, CD8B",4.597368370262556e-33,1.9453899465675573e-23,FCRL1,chr19:50414004-50420358,FCRL1,"POLD1, SPIB",7.204888070690374e-125,1.1557541148537668e-77,KLRG1,chr2:241762278-241764383,KLRG1,"D2HGDH, AC114730.2",1.7880142144771513e-84,5.6999975914964325e-52,MARCKS,chr9:107635723-107639790,MARCKS,KLF4,8.878857259055209e-91,5.7102695710958766e-42,COL19A1,chr16:88043944-88046683,COL19A1,"BANP, AC134312.3",8.233730965448056e-110,4.0655070051344145e-61,TRAC,chr21:45223468-45225379,TRAC,"LINC00334, ADARB1",3.1293890578545924e-27,7.225828521393537e-11,HLA-DQA1,chr22:39299385-39300930,HLA-DQA1,AL022326.1,3.2496187928406816e-54,2.1621702142933507e-19,KLRB1,chr22:39087900-39092994,KLRB1,APOBEC3H,2.2719192367112804e-30,1.2871731450106485e-21,DPYD,chr19:4539429-4544501,DPYD,"SEMA6B, LRG1",1.8272440476872662e-29,9.86112475003922e-07,TCF7,chr2:136122469-136138482,TCF7,CXCR4,1.6020048866889597e-11,0.0006357156297687867,IRF8,chr4:791795-793496,IRF8,"CPLX1, AC139887.2",1.0823631400603458e-67,8.504273734053522e-23,CAMK4,chr17:82125073-82129615,CAMK4,CCDC57,3.5610467738483014e-06,0.009173729951601838 diff --git a/tools/muon/test-data/dotplot_atac_marker_peaks.png b/tools/muon/test-data/dotplot_atac_marker_peaks.png deleted file mode 100644 index 27cf386e52a7bce6faaa49ae3d7fe21e2e96ab2d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 61128 zcmeFZWl$Vp*ZzqFC%8)pK?iqtcNr2S!8N$+puq`}z~Jr{Ah=s_C%C)2yKLuq>izH5 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zX_fgQo;3*r4=lmKt{VrL cemq+g2L5<9Nz!lXs|J~VJnIxj`f=>~e^`nbkN^Mx diff --git a/tools/muon/visualise_markers_mudata.xml b/tools/muon/visualise_markers_mudata.xml deleted file mode 100644 index add7da7af89..00000000000 --- a/tools/muon/visualise_markers_mudata.xml +++ /dev/null @@ -1,74 +0,0 @@ - - - scanpy - muon - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -} - - \ No newline at end of file From 06e71e9059360ea45a29715ebf136e1dfe76dc90 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 28 Jun 2024 16:42:12 +0200 Subject: [PATCH 11/18] update links to input test data --- tools/muon/cluster_analyze_embed_muon.xml | 10 +++++----- tools/muon/mudata_import_export.xml | 6 +++--- tools/muon/plot_muon.xml | 10 +++++----- tools/muon/preprocess_muon.xml | 8 ++++---- 4 files changed, 17 insertions(+), 17 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 269b6e4b381..6a182c22aed 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -210,7 +210,7 @@ mu.tl.umap( - + @@ -258,7 +258,7 @@ mu.tl.umap( - + @@ -306,7 +306,7 @@ mu.tl.umap( - + @@ -346,7 +346,7 @@ mu.tl.umap( - + @@ -368,7 +368,7 @@ mu.tl.umap( - + diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index f7780220712..ed7e15abd69 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -73,11 +73,11 @@ for mod in mdata.mod: - + - + @@ -98,7 +98,7 @@ for mod in mdata.mod: - +

diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 33a6d0acdd5..8bddcd0a679 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -131,7 +131,7 @@ plot.savefig("plot.$plot_ext") - + @@ -152,7 +152,7 @@ plot.savefig("plot.$plot_ext") - + @@ -172,7 +172,7 @@ plot.savefig("plot.$plot_ext") - + @@ -189,7 +189,7 @@ plot.savefig("plot.$plot_ext") - + @@ -207,7 +207,7 @@ plot.savefig("plot.$plot_ext") - +
diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml index 21932dd5548..fb9d5575c79 100644 --- a/tools/muon/preprocess_muon.xml +++ b/tools/muon/preprocess_muon.xml @@ -141,7 +141,7 @@ mu.pp.sample_obs( - +
@@ -155,7 +155,7 @@ mu.pp.sample_obs( - +
@@ -172,7 +172,7 @@ mu.pp.sample_obs( - + @@ -209,7 +209,7 @@ mu.pp.sample_obs( - + From 44cee2d5d4e8e06bb41735d06e4ba1cf744ea2c4 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 12 Jul 2024 18:51:17 +0200 Subject: [PATCH 12/18] fix linting by removing pl.scatter --- tools/muon/plot_muon.xml | 9 --------- 1 file changed, 9 deletions(-) diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 8bddcd0a679..6a91b6897af 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -82,7 +82,6 @@ plot.savefig("plot.$plot_ext") - @@ -239,14 +238,6 @@ Scatter: Scatter plot in MOFA factor coordinates ('muon.pl.mofa') More details on the `muon documentation `__ -Scatter: Scatter plot along observations or variable axes ('muon.pl.scatter') -============================================================================= - - Scatter plot along observations or variables axes. Variables in each modality can be referenced. - - More details on the `muon documentation - `__ - Scatter: UMAP scatter plot ('muon.pl.umap') =========================================== From e80259f6aca19bd014d3c91793f8403711789020 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Thu, 9 Jan 2025 17:19:54 +0100 Subject: [PATCH 13/18] use the existing h5ad datatype instead of new h5mu and better asserts for h5 files --- tools/muon/cluster_analyze_embed_muon.xml | 87 ++++++++++++++++++++--- tools/muon/macros.xml | 17 +++-- tools/muon/mudata_import_export.xml | 33 +++++++-- tools/muon/plot_muon.xml | 9 +-- tools/muon/preprocess_muon.xml | 72 ++++++++++++++----- 5 files changed, 176 insertions(+), 42 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 6a182c22aed..8a122fec646 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -2,6 +2,7 @@ macros.xml + - + + + + + + + + + + + + + @@ -302,7 +315,19 @@ mu.tl.umap( - + + + + + + + + + + + + + @@ -342,7 +367,20 @@ mu.tl.umap( - + + + + + + + + + + + + + + @@ -364,7 +402,20 @@ mu.tl.umap( - + + + + + + + + + + + + + + @@ -396,7 +447,21 @@ mu.tl.umap( - + + + + + + + + + + + + + + + - 0.1.5 + 0.1.6 0 23.0 muon - anndata - scanpy + anndata + scanpy leidenalg louvain - mofapy2 + mofapy2 + + + muon + + @@ -49,7 +54,7 @@ import os ]]> - + - + macros.xml + - + - + operation['mode'] == 'import' @@ -92,7 +93,17 @@ for mod in mdata.mod: - + + + + + + + + + + + @@ -110,8 +121,20 @@ for mod in mdata.mod: - - + + + + + + + + + + + + + + diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 6a91b6897af..39e1ffdcaf3 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -2,6 +2,7 @@ macros.xml + - + @@ -184,7 +185,7 @@ plot.savefig("plot.$plot_ext") - + @@ -202,7 +203,7 @@ plot.savefig("plot.$plot_ext") - + @@ -218,7 +219,7 @@ plot.savefig("plot.$plot_ext") - + - + - - - + + + - - + - @@ -141,7 +141,7 @@ mu.pp.sample_obs( - +
@@ -151,11 +151,21 @@ mu.pp.sample_obs( - + + + + + + + + + + + - +
@@ -168,11 +178,21 @@ mu.pp.sample_obs( - + + + + + + + + + + + - + @@ -205,11 +225,21 @@ mu.pp.sample_obs( - + + + + + + + + + + + - + @@ -223,7 +253,17 @@ mu.pp.sample_obs( - + + + + + + + + + + + Date: Fri, 10 Jan 2025 17:43:33 +0100 Subject: [PATCH 14/18] some cheetah fixes --- tools/muon/cluster_analyze_embed_muon.xml | 14 ++++----- tools/muon/macros.xml | 38 +++++++++++------------ tools/muon/mudata_import_export.xml | 36 +++++++++++---------- tools/muon/plot_muon.xml | 14 ++++----- tools/muon/preprocess_muon.xml | 12 +++---- 5 files changed, 57 insertions(+), 57 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index 8a122fec646..cb19323f710 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -85,7 +85,7 @@ mu.tl.umap( min_dist=$method.min_dist, spread=$method.spread, n_components=$method.n_components, - #if str($method.maxiter) != 'None' + #if str($method.maxiter) maxiter=$method.maxiter, #end if alpha=$method.alpha, @@ -130,11 +130,11 @@ mu.tl.umap( - + - - @@ -169,7 +169,7 @@ mu.tl.umap( - + @@ -179,7 +179,7 @@ mu.tl.umap( - + - muon - anndata - scanpy leidenalg louvain mofapy2 @@ -77,7 +75,7 @@ cat 'mudata_info.txt' @CMD_prettify_stdout@ @@ -160,7 +158,7 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + @@ -177,16 +175,16 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + - + - + @@ -198,16 +196,16 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + - + - + @@ -216,10 +214,10 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + - @@ -227,12 +225,12 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - - + @@ -254,12 +252,12 @@ with open('mudata_info.txt','w', encoding='utf-8') as ainfo: - + - diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index 346d8122ca6..7ed36fc599f 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -11,21 +11,21 @@ - - + + @@ -58,20 +58,22 @@ for mod in mdata.mod: - - operation['mode'] == 'import' - + + method['method'] == 'import' + - operation['mode'] == 'export' + method['method'] == 'export' - + + method['method'] == 'export' + - - + + @@ -105,10 +107,10 @@ for mod in mdata.mod: - + - - + +
diff --git a/tools/muon/plot_muon.xml b/tools/muon/plot_muon.xml index 39e1ffdcaf3..60f4841f583 100644 --- a/tools/muon/plot_muon.xml +++ b/tools/muon/plot_muon.xml @@ -34,7 +34,7 @@ plot = mu.pl.histogram( #set $key_list=([x.strip() for x in str($method.key_variables.keys).split(',')]) #end if keys=$key_list, - #if $method.groupby != '' + #if $method.groupby groupby='$method.groupby', #end if save='plot.$plot_ext' @@ -52,11 +52,11 @@ plot.savefig("plot.$plot_ext") #else if $method.method == "pl.mofa_loadings" plot = mu.pl.mofa_loadings( mdata, - #if $method.factors != '' + #if $method.factors factors='$method.factors', #end if include_lowest=$method.include_lowest, - #if $method.n_points + #if str($method.n_points) n_points=$method.n_points, #end if save='plot.$plot_ext' @@ -91,17 +91,17 @@ plot.savefig("plot.$plot_ext") - + - + - + @@ -185,7 +185,7 @@ plot.savefig("plot.$plot_ext") - + diff --git a/tools/muon/preprocess_muon.xml b/tools/muon/preprocess_muon.xml index 45abba1d04a..e8e80aa5102 100644 --- a/tools/muon/preprocess_muon.xml +++ b/tools/muon/preprocess_muon.xml @@ -24,10 +24,10 @@ mdata.update_var() #else if $method.method == 'pp.l2norm' mu.pp.l2norm( mdata, - #if $method.mod != '' + #if $method.mod mod='$method.mod', #end if - #if $method.rep != '' + #if $method.rep rep='$method.rep', #end if n_pcs=$method.n_pcs, @@ -37,14 +37,14 @@ mu.pp.l2norm( #else if $method.method == 'pp.neighbors' mu.pp.neighbors( mdata, - #if str($method.n_neighbors) != '' + #if str($method.n_neighbors) n_neighbors=$method.n_neighbors, #end if n_bandwidth_neighbors=$method.n_bandwidth_neighbors, n_multineighbors=$method.n_multineighbors, @CMD_neighbor_keys@ metric='$method.metric', - #if $method.key_added != '' + #if $method.key_added key_added='$method.key_added', #end if weight_key='$method.weight_key', @@ -58,10 +58,10 @@ mu.pp.neighbors( mu.pp.sample_obs( mdata, frac=$method.frac, - #if $method.groupby != '' + #if $method.groupby groupby='$method.groupby', #end if - #if str($method.min_n) != '' + #if str($method.min_n) min_n=$method.min_n #end if ) From 1928524235f61502e935af183c37782a2d3e4d59 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Fri, 10 Jan 2025 17:44:29 +0100 Subject: [PATCH 15/18] reset eps value --- tools/muon/cluster_analyze_embed_muon.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index cb19323f710..f7206d377f1 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -179,7 +179,7 @@ mu.tl.umap( - + Date: Thu, 16 Jan 2025 12:39:08 +0100 Subject: [PATCH 16/18] remove tl.snf as it fails with numpy >=2; we don't have a usecase for this function yet --- tools/muon/cluster_analyze_embed_muon.xml | 58 +---------------------- 1 file changed, 1 insertion(+), 57 deletions(-) diff --git a/tools/muon/cluster_analyze_embed_muon.xml b/tools/muon/cluster_analyze_embed_muon.xml index f7206d377f1..9226427a0d7 100644 --- a/tools/muon/cluster_analyze_embed_muon.xml +++ b/tools/muon/cluster_analyze_embed_muon.xml @@ -67,18 +67,6 @@ mu.tl.mofa( copy=False ) -#else if $method.method == 'tl.snf' -mu.tl.snf( - mdata, - n_neighbors=$method.n_neighbors, - @CMD_neighbor_keys@ - key_added='$method.key_added', - n_iterations=$method.n_iterations, - sigma=$method.sigma, - eps=$method.eps, - copy=False -) - #else if $method.method == 'tl.umap' mu.tl.umap( mdata, @@ -110,7 +98,6 @@ mu.tl.umap( - @@ -173,14 +160,6 @@ mu.tl.umap( - - - - - - - - @@ -383,42 +362,7 @@ mu.tl.umap( - - - - - - - -
- -
- - - - - - - - - - - - - - - - - - - - - - - -
- - + From 0eebc8f0ee097592e9978999d49b912e1c1b4c56 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Thu, 16 Jan 2025 12:40:25 +0100 Subject: [PATCH 17/18] add Single Cell shed category --- tools/muon/.shed.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/tools/muon/.shed.yml b/tools/muon/.shed.yml index 254d379ec77..e0c2ee1f9b0 100644 --- a/tools/muon/.shed.yml +++ b/tools/muon/.shed.yml @@ -7,6 +7,7 @@ long_description: | remote_repository_url: https://github.com/galaxyproject/tools-iuc/tree/master/tools/muon/ type: unrestricted categories: +- Single Cell - Sequence Analysis - Transcriptomics - Epigenetics From 53184306ca8d74b966fd71c2c8de9b0ad46b4db1 Mon Sep 17 00:00:00 2001 From: Pavankumar Videm Date: Thu, 16 Jan 2025 14:40:25 +0100 Subject: [PATCH 18/18] fix import tests --- tools/muon/mudata_import_export.xml | 40 ++++++++++++----------------- 1 file changed, 17 insertions(+), 23 deletions(-) diff --git a/tools/muon/mudata_import_export.xml b/tools/muon/mudata_import_export.xml index 7ed36fc599f..13c85eb12de 100644 --- a/tools/muon/mudata_import_export.xml +++ b/tools/muon/mudata_import_export.xml @@ -11,21 +11,21 @@ - - + + @@ -58,22 +58,20 @@ for mod in mdata.mod: - - method['method'] == 'import' - + + operation['mode'] == 'import' + - method['method'] == 'export' + operation['mode'] == 'export' - - method['method'] == 'export' - + - - + + @@ -95,10 +93,6 @@ for mod in mdata.mod: - - - - @@ -107,10 +101,10 @@ for mod in mdata.mod: - + - - + +

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