diff --git a/config/config.json b/config/config.json
index fa006f1..ddfef74 100755
--- a/config/config.json
+++ b/config/config.json
@@ -31,6 +31,7 @@
"sampleName": "IGVF_b01_LeftCortex",
"celltype": "brain",
"organism": "mouse",
+ "technology": "10x",
"cNMF_gene_selection": ["top2000VariableGenes", "all_genes"],
"Perturb-seq": "False",
"num_Genes_per_MAST_runGroup": 20,
diff --git a/workflow/Snakefile b/workflow/Snakefile
index a3d9ed2..c9efa54 100755
--- a/workflow/Snakefile
+++ b/workflow/Snakefile
@@ -21,6 +21,7 @@ include: "rules/program_prioritization.smk"
if config["Perturb-seq"] == "True":
include: "rules/cNMF_Perturb-seq_analysis.smk"
+# Need to add back for the overall pipeline (250113)
if not os.path.isfile(config["fimo_formatted"]):
include: "rules/match_motifs.smk"
@@ -47,7 +48,7 @@ def get_output_files(wildcards):
Var_k_summary_txt = expand(os.path.join(config["analysisDir"],"{folder}/{sample}/K{k}/threshold_{threshold}/summary.varianceExplained.df.txt"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]]),
## motif enrichment preparation
- fimo_result = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.txt"), folder = config["cNMF_gene_selection"], sample=config["sampleName"]),
+ fimo_result = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.tsv"), folder = config["cNMF_gene_selection"], sample=config["sampleName"]),
## main results
cNMF_Results = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/cNMF_results.k_{k}.dt_{threshold}.RData"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]]),
@@ -66,7 +67,7 @@ def get_output_files(wildcards):
gsea_clusterProfiler_plot = expand(os.path.join(config["figDir"], "{folder}/{sample}/K{k}/{sample}_K{k}_dt_{threshold}_top10EnrichedPathways_GeneRankingType{ranking_type}_EnrichmentType{GSEA_type}.pdf"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]], ranking_type = ["zscore", "raw", "median_spectra", "median_spectra_zscore"], GSEA_type = ["GOEnrichment", "PosGenesGOEnrichment", "ByWeightGSEA", "GSEA"]),
## Program Summary Table
- ProgramSummary = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{sample}_ProgramSummary_k_{k}.dt_{threshold}.txt"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]]),
+ ProgramSummary = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{sample}_ProgramSummary_k_{k}.dt_{threshold}.xlsx"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]]),
ComprehensiveProgramSummary = expand(os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{sample}_k_{k}.dt_{threshold}_ComprehensiveProgramSummary.xlsx"), folder = config["cNMF_gene_selection"], sample=config["sampleName"], k=config["k"], threshold=[n.replace(".","_") for n in config["thresholds"]]),
## PoPS
@@ -109,8 +110,8 @@ def get_output_files(wildcards):
output_files.extend(list(clusterProfiler_result)) ## rule: clusterProfiler_GSEA, across K plots
output_files.extend(list(GSEA_plots))
output_files.extend(list(TFMotifEnrichment_plots))
- output_files.extend(list(model_yaml))
- output_files.extend(list(cellxgene_h5ad))
+ # output_files.extend(list(model_yaml))
+ # output_files.extend(list(cellxgene_h5ad))
output_files.extend(list(ProgramSummary))
output_files.extend(list(ComprehensiveProgramSummary))
# output_files.extend(list(clusterProfiler_top300Gene_GO_result))
diff --git a/workflow/rules/cNMF_pipeline.smk b/workflow/rules/cNMF_pipeline.smk
index d07b3a0..05bb646 100755
--- a/workflow/rules/cNMF_pipeline.smk
+++ b/workflow/rules/cNMF_pipeline.smk
@@ -257,6 +257,7 @@ def get_num_cells(wildcards):
# --numgenes {wildcards.num_genes} ' "
+## need to add back
rule prepare_varGenes_cNMF_oneRun:
input:
# h5ad = os.path.join(config["analysisDir"], "{folder}/{sample}/{sample}.h5ad")
@@ -284,14 +285,13 @@ rule prepare_varGenes_cNMF_oneRun:
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}/{wildcards.sample}; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {wildcards.k} \
--n-iter {params.run_per_worker} \
--total-workers {params.run_per_worker} \
- --seed {params.seed} \
--numgenes {wildcards.num_genes} ' "
@@ -325,7 +325,9 @@ rule distribute_prepare_varGenes_cNMF:
conda activate cnmf_env; \
mkdir -p {params.todir}/{wildcards.sample}; \
cp -r {params.fromdir}/{wildcards.sample}/cnmf_tmp {params.todir}/{wildcards.sample}/; \
- cp {params.fromdir}/{wildcards.sample}/{wildcards.sample}.overdispersed_genes.txt {params.todir}/{wildcards.sample}/ ' "
+ cp {params.fromdir}/{wildcards.sample}/{wildcards.sample}.overdispersed_genes.txt {params.todir}/{wildcards.sample}/; \
+ python workflow/scripts/randomize_seed_prepare_cNMF.py \
+ --nmf_params {output.nmf_params}' "
@@ -419,20 +421,35 @@ rule prepare_geneSet_cNMF_oneRun:
# mem_mb=128*1000,
# time = "3:00:00"
# threads: config["total_workers"]
+
shell:
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}/{wildcards.sample}; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {wildcards.k} \
--n-iter {params.run_per_worker} \
--total-workers {params.total_workers} \
- --seed {params.seed} \
--genes-file {input.genes} ' "
+## previous version that includes seed (250113)
+ # shell:
+ # " bash -c ' source $HOME/.bashrc; \
+ # conda activate cnmf_env; \
+ # mkdir -p {params.outdir}/{wildcards.sample}; \
+ # cnmf prepare \
+ # --output-dir {params.outdir} \
+ # --name {wildcards.sample} \
+ # -c {input.h5ad_mtx} \
+ # -k {wildcards.k} \
+ # --n-iter {params.run_per_worker} \
+ # --total-workers {params.total_workers} \
+ # --seed {params.seed} \
+ # --genes-file {input.genes} ' "
+
rule distribute_prepare_geneSet_cNMF:
input:
@@ -463,13 +480,20 @@ rule distribute_prepare_geneSet_cNMF:
conda activate cnmf_env; \
mkdir -p {params.todir}/{wildcards.sample}; \
cp -r {params.fromdir}/{wildcards.sample}/cnmf_tmp {params.todir}/{wildcards.sample}/; \
- cp {params.fromdir}/{wildcards.sample}/{wildcards.sample}.overdispersed_genes.txt {params.todir}/{wildcards.sample}/ ' "
+ cp {params.fromdir}/{wildcards.sample}/{wildcards.sample}.overdispersed_genes.txt {params.todir}/{wildcards.sample}/; \
+ python workflow/scripts/randomize_seed_prepare_cNMF.py --nmf_params {output.nmf_params} ' "
def get_cNMF_memory(wildcards): ## add condition to allot more memory for large matrices
- if config["num_cells"] > 1e6:
- return "64"
+ if config["num_cells"] > 5e5:
+ if wildcards.folder == "all_genes":
+ if int(wildcards.k) > 30:
+ return "196"
+ else:
+ return "128"
+ else:
+ return "64"
else:
if "VariableGenes" in wildcards.folder:
return "16"
@@ -501,6 +525,8 @@ def get_cNMF_partition_slurm(wildcards):
return "owners,normal"
+
+## need to add back
rule run_cNMF: # we don't know which worker will be working on which run, and snakemake gets confused by this
# https://github.com/dylkot/cNMF/blob/master/Tutorials/analyze_pbmc_example_data.ipynb
# try GNU parallel and manually submit jobs?
@@ -530,11 +556,12 @@ rule run_cNMF: # we don't know which worker will be working on which run, and sn
shell:
"bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
- python workflow/scripts/cNMF/cnmf.py factorize \
+ cnmf factorize \
--output-dir {params.outdir} \
--name {wildcards.sample} ' "
+## need to add back
rule pool_together_results:
input:
individual_runs = expand(os.path.join(config["scratchDir"],"{{folder}}/K{{k}}/worker{workerIndex}/{{sample}}/cnmf_tmp/{{sample}}.spectra.k_{{k}}.iter_{run_index}.df.npz"), workerIndex = [n for n in range(config["total_workers"])], run_index = [n for n in range(config["run_per_worker"])])
@@ -589,18 +616,31 @@ rule prepare_combine_varGene: # this step causes snakemake hanging at "Building
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}/K{wildcards.k}/; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {wildcards.k} \
--n-iter {params.num_runs} \
--total-workers 1 \
- --seed {params.seed} \
--numgenes {wildcards.num_genes} ' "
-
-rule prepare_combine_geneSet: # this step causes snakemake hanging at "Building DAG of jobs..."
+ # shell:
+ # " bash -c ' source $HOME/.bashrc; \
+ # conda activate cnmf_env; \
+ # mkdir -p {params.outdir}/K{wildcards.k}/; \
+ # cnmf prepare \
+ # --output-dir {params.outdir} \
+ # --name {wildcards.sample} \
+ # -c {input.h5ad_mtx} \
+ # -k {wildcards.k} \
+ # --n-iter {params.num_runs} \
+ # --total-workers 1 \
+ # --seed {params.seed} \
+ # --numgenes {wildcards.num_genes} ' "
+
+
+rule prepare_combine_geneSet: # optimize this step by creating customized script for nmf_params.df.npz and paste in the rest of output files to the intended directory
input:
# h5ad_mtx = os.path.join(config["input_h5ad_mtxDir"], "{sample}.h5ad"),
pooled_individual_runs = expand(os.path.join(config["scratchDir"],"{{gene_selection_method}}_genes_combined/K{{k}}/{{sample}}/cnmf_tmp/{{sample}}.spectra.k_{{k}}.iter_{pooled_run_index}.df.npz"), pooled_run_index = [n for n in range(config["num_runs"])]),
@@ -628,16 +668,29 @@ rule prepare_combine_geneSet: # this step causes snakemake hanging at "Building
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}/K{wildcards.k}/; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {wildcards.k} \
--n-iter {params.num_runs} \
--total-workers 1 \
- --seed {params.seed} \
--genes-file {input.genes} ' "
+ # shell:
+ # " bash -c ' source $HOME/.bashrc; \
+ # conda activate cnmf_env; \
+ # mkdir -p {params.outdir}/K{wildcards.k}/; \
+ # cnmf prepare \
+ # --output-dir {params.outdir} \
+ # --name {wildcards.sample} \
+ # -c {input.h5ad_mtx} \
+ # -k {wildcards.k} \
+ # --n-iter {params.num_runs} \
+ # --total-workers 1 \
+ # --seed {params.seed} \
+ # --genes-file {input.genes} ' "
+
rule combine_runs_varGenes:
input:
@@ -663,14 +716,14 @@ rule combine_runs_varGenes:
shell:
"bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
- python workflow/scripts/cNMF/cnmf.py combine \
+ cnmf combine \
--output-dir {params.outdir} \
--name {wildcards.sample} ' "
rule aggregate_combined_runs:
input:
- merged_result = os.path.join(config["scratchDir"],"{folder}_combined/K{k}/{sample}/cnmf_tmp/{sample}.spectra.k_{k}.merged.df.npz")
+ merged_result = ancient(os.path.join(config["scratchDir"],"{folder}_combined/K{k}/{sample}/cnmf_tmp/{sample}.spectra.k_{k}.merged.df.npz"))
output:
merged_copied_result = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.spectra.k_{k}.merged.df.npz")
# resources: time_min = 60
@@ -696,7 +749,7 @@ rule prepare_findK_varGene:
h5ad_mtx = os.path.join(config["analysisDir"], "data/{sample}.h5ad")
# merged_copied_result = expand(os.path.join(config["scratchDir"],"top{{num_genes}}VariableGenes_acrossK/{{sample}}/cnmf_tmp/{{sample}}.spectra.k_{k}.merged.df.npz"), k=config["k"])
output:
- tpm_h5ad = os.path.join(config["analysisDir"],"top{num_genes}VariableGenes_acrossK/{sample}/cnmf_tmp/{sample}.tpm.h5ad"),
+ tpm_h5ad = os.path.join(config["analysisDir"],"top{num_genes}VariableGenes_acrossK/{sample}/cnmf_tmp/{sample}.tpm.h5ad"), ## potentially add back, why is this rule not outputting this file? (250114)
tpm_stats = os.path.join(config["analysisDir"],"top{num_genes}VariableGenes_acrossK/{sample}/cnmf_tmp/{sample}.tpm_stats.df.npz"),
nmf_yaml = os.path.join(config["analysisDir"],"top{num_genes}VariableGenes_acrossK/{sample}/cnmf_tmp/{sample}.nmf_idvrun_params.yaml"),
nmf_params = os.path.join(config["analysisDir"],"top{num_genes}VariableGenes_acrossK/{sample}/cnmf_tmp/{sample}.nmf_params.df.npz"),
@@ -718,14 +771,13 @@ rule prepare_findK_varGene:
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {params.klist} \
--n-iter {params.num_runs} \
--total-workers 1 \
- --seed {params.seed} \
--numgenes {wildcards.num_genes} ' "
@@ -759,14 +811,13 @@ rule prepare_findK_geneSet:
" bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
mkdir -p {params.outdir}; \
- python workflow/scripts/cNMF/cnmf.py prepare \
+ cnmf prepare \
--output-dir {params.outdir} \
--name {wildcards.sample} \
-c {input.h5ad_mtx} \
-k {params.klist} \
--n-iter {params.num_runs} \
--total-workers 1 \
- --seed {params.seed} \
--genes-file {input.genes} ' "
@@ -815,13 +866,16 @@ rule findK_cNMF:
shell:
"bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
- python workflow/scripts/cNMF/cnmf.modified.py k_selection_plot --output-dir {params.outdir} --name {wildcards.sample}; \
+ cnmf k_selection_plot --output-dir {params.outdir} --name {wildcards.sample}; \
cp {output.plot} {output.plot_new_location} ' "
def get_concensus_factors_time(wildcards):
- if config["num_cells"] > 1e6:
- return "24:00:00"
+ if config["num_cells"] > 5*1e5:
+ if int(wildcards.k) >= 60:
+ return "48:00:00"
+ else:
+ return "24:00:00"
else:
if int(wildcards.k) >= 70:
return "36:00:00"
@@ -858,7 +912,14 @@ def get_concensus_factors_partition(wildcards):
else:
return "normal,owners"
+def get_refit_usage_boolean(wildcards):
+ if wildcards.folder == "all_genes":
+ return False
+ else:
+ return True
+
+## need to add back
rule get_concensus_factors:
input:
tpm_h5ad = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.tpm.h5ad"),
@@ -873,9 +934,9 @@ rule get_concensus_factors:
tmp_spectra_tpm = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.gene_spectra_tpm.k_{k}.dt_{threshold}.df.npz"),
tmp_spectra_score = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.gene_spectra_score.k_{k}.dt_{threshold}.df.npz"),
tmp_spectra_consensus = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.spectra.k_{k}.dt_{threshold}.consensus.df.npz"),
- tmp_stats = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.stats.k_{k}.dt_{threshold}.df.npz"),
+ # tmp_stats = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.stats.k_{k}.dt_{threshold}.df.npz"),
tmp_usages = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/cnmf_tmp/{sample}.usages.k_{k}.dt_{threshold}.consensus.df.npz"),
- # clustering_plot = os.path.join(config["scratchDir"],"{folder}_acrossK/{sample}/{sample}.clustering.k_{k}.dt_{threshold}.png"),
+ # clustering_plot = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/{sample}.clustering.k_{k}.dt_{threshold}.png"),
spectra_tpm = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/{sample}.gene_spectra_tpm.k_{k}.dt_{threshold}.txt"),
spectra_score = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/{sample}.gene_spectra_score.k_{k}.dt_{threshold}.txt"),
spectra_consensus = os.path.join(config["analysisDir"],"{folder}_acrossK/{sample}/{sample}.spectra.k_{k}.dt_{threshold}.consensus.txt"),
@@ -884,6 +945,7 @@ rule get_concensus_factors:
params:
time = get_concensus_factors_time,
mem_gb = get_concensus_factors_memory, # 96 for top 3000 genes
+ refit_usage = get_refit_usage_boolean,
outdir = os.path.join(config["analysisDir"], "{folder}_acrossK"),
partition = get_concensus_factors_partition
# resources:
@@ -893,11 +955,13 @@ rule get_concensus_factors:
threshold_here = wildcards.threshold.replace("_",".")
shell("bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
- python workflow/scripts/cNMF/cnmf.modified.py consensus \
+ cnmf consensus \
--output-dir {params.outdir} \
--name {wildcards.sample} \
--components {wildcards.k} \
- --local-density-threshold {threshold_here} ' ") # --show-clustering
+ --local-density-threshold {threshold_here} \
+ --refit_usage {params.refit_usage} \
+ --show-clustering ' ") # --show-clustering
rule get_concensus_factors_plot:
@@ -1029,13 +1093,13 @@ rule variance_explained:
Var_k_summary_txt = os.path.join(config["analysisDir"],"{folder}/{sample}/K{k}/threshold_{threshold}/summary.varianceExplained.df.txt")
params:
time = "6:00:00",
- mem_gb = "160",
+ mem_gb = "500", #160
path_to_topics = os.path.join(config["analysisDir"], "{folder}_acrossK/"),
# tpm_counts_path = os.path.join(config["analysisDir"], "{folder}_acrossK/{sample}/cnmf_tmp/"),
X_normalized_path = os.path.join(config["analysisDir"], "{folder}_acrossK/{sample}/cnmf_tmp/{sample}.norm_counts.h5ad"),
outdir = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/"),
threshold = get_cNMF_filter_threshold_double,
- partition = "owners,normal"
+ partition = "bigmem,owners" #"owners,normal"
shell:
"bash -c ' source $HOME/.bashrc; \
conda activate cnmf_env; \
@@ -1161,13 +1225,40 @@ def get_fimo_results(wildcards):
if os.path.isfile(config["fimo_formatted"]):
return(config["fimo_formatted"])
else:
- return(os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.txt"))
+ return(os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.tsv"))
+
+
+rule prepare_motif_enrichment:
+ input:
+ fimo_formatted = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.tsv"),
+ all_genes_txt = os.path.join(config["analysisDir"], "data/{sample}.h5ad.all.genes.txt")
+ output:
+ motif_background = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/motif.background.txt")
+ params:
+ time = "3:00:00",
+ mem_gb = "64",
+ analysisdir = os.path.join(config["analysisDir"], "{folder}"), # K{k}/threshold_{threshold}
+ organism = config["organism"],
+ ABC_enhancer = config["ABC_enhancer_with_gene_name"],
+ partition = "owners,normal"
+ shell:
+ "bash -c ' source $HOME/.bashrc; \
+ conda activate cnmf_analysis_R; \
+ Rscript workflow/scripts/prepare_motif_enrichment.R \
+ --sampleName {wildcards.sample} \
+ --outdir {params.analysisdir} \
+ --recompute F \
+ --motif.promoter.background {input.fimo_formatted} \
+ --ABC.enhancers {params.ABC_enhancer} \
+ --expressed.genes {input.all_genes_txt} \
+ --organism {params.organism} '"
rule motif_enrichment_analysis:
input:
cNMF_Results = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/cNMF_results.k_{k}.dt_{threshold}.RData"),
- fimo_formatted = get_fimo_results # os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.formatted.tsv")
+ fimo_formatted = get_fimo_results, # os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.formatted.tsv")
+ motif_background = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/motif.background.txt")
output:
# motif_enrichment = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/cNMFAnalysis.factorMotifEnrichment.k_{k}.dt_{threshold}.RData")
# motif_table_qval = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{ep_type}.topic.top.300.zscore.gene_motif.count.ttest.enrichment_motif.thr.qval0.1_k_{k}.dt_{threshold}.txt")
@@ -1192,6 +1283,7 @@ rule motif_enrichment_analysis:
--recompute F \
--ep.type {wildcards.ep_type} \
--organism {params.organism} \
+ --motif.background {input.motif_background} \
--motif.match.thr.str {wildcards.motif_match_thr} \
--motif.enhancer.background {input.fimo_formatted} \
--motif.promoter.background {input.fimo_formatted} '" ## to do
@@ -1284,7 +1376,7 @@ rule motif_enrichment_analysis_plot:
rule clusterProfiler_GSEA:
input:
- cNMF_Results = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/cNMF_results.k_{k}.dt_{threshold}.RData")
+ cNMF_Results = ancient(os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/cNMF_results.k_{k}.dt_{threshold}.RData"))
output:
clusterProfiler_result = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/clusterProfiler_GeneRankingType{ranking_type}_EnrichmentType{GSEA_type}.txt")
# clusterProfiler_top300Gene_GO_result = expand(os.path.join(config["analysisDir"], "{{folder}}/{{sample}}/K{{k}}/threshold_{{threshold}}/clusterProfiler_top300Genes{ranking_type_here}_GOEnrichment.txt"), ranking_type_here = ["zscore", "raw"]),
@@ -1385,7 +1477,7 @@ rule TopicSummary:
clusterProfiler_result = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/clusterProfiler_GeneRankingTypezscore_EnrichmentTypeGOEnrichment.txt"),
motif_table = expand(os.path.join(config["analysisDir"], "{{folder}}/{{sample}}/K{{k}}/threshold_{{threshold}}/{ep_type}.topic.top.300.zscore.gene_motif.count.ttest.enrichment_motif.thr.{motif_match_thr}_k_{{k}}.dt_{{threshold}}.txt"), ep_type=["promoter", "enhancer"], motif_match_thr = "pval1e-4")
output:
- ProgramSummary = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{sample}_ProgramSummary_k_{k}.dt_{threshold}.txt")
+ ProgramSummary = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/{sample}_ProgramSummary_k_{k}.dt_{threshold}.xlsx")
params:
time = "1:00:00",
mem_gb = "16",
@@ -1419,6 +1511,7 @@ rule TopicAnnotationTemplateTable:
mem_gb = "16",
analysisdir = os.path.join(config["analysisDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/"), # K{k}/threshold_{threshold}
scratch_outdir = os.path.join(config["scratchDir"], "{folder}/{sample}/K{k}/threshold_{threshold}/"),
+ barcode_names = config["barcodeDir"],
threshold = get_cNMF_filter_threshold_double,
perturbseq = "T" if config["Perturb-seq"] == "True" else "F",
partition = "owners,normal"
@@ -1431,6 +1524,7 @@ rule TopicAnnotationTemplateTable:
--scratch.outdir {params.scratch_outdir} \
--K.val {wildcards.k} \
--density.thr {params.threshold} \
+ --barcodeDir {params.barcode_names} \
--perturbSeq {params.perturbseq} '"
@@ -1807,6 +1901,7 @@ rule IGVF_formatting_model_programGenes:
analysisdir = os.path.join(config["analysisDir"], "{folder}"), # K{k}/threshold_{threshold}
level = config["sample_type"],
cell_type = config["celltype"],
+ technology = config["technology"],
partition = "owners,normal",
threshold = get_cNMF_filter_threshold_double
shell:
@@ -1819,6 +1914,7 @@ rule IGVF_formatting_model_programGenes:
--density.thr {params.threshold} \
--level {params.level} \
--cell.type {params.cell_type} \
+ --technology {params.technology} \
' "
rule IGVF_formatting_model_cellxgene:
diff --git a/workflow/rules/match_motifs.smk b/workflow/rules/match_motifs.smk
index ae17e81..ce7c0f0 100644
--- a/workflow/rules/match_motifs.smk
+++ b/workflow/rules/match_motifs.smk
@@ -20,16 +20,16 @@ rule FIMO_ABC_enhancers:
fasta = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fasta_to_fimo.fa"),
motif_meme = os.path.join(config["motif_meme"])
output:
- fimo_result = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.txt")
+ fimo_result = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out/fimo.tsv")
params:
- time = "12:00:00",
- mem_gb = "128",
+ time = "48:00:00",
+ mem_gb = "160",
partition = "owners,normal",
fimo_outdir = os.path.join(config["analysisDir"], "{folder}/{sample}/fimo/fimo_out")
shell: ## need FIMO wrapper
"bash -c ' source ~/.bashrc; \
conda activate cnmf_env; \
- fimo -oc {params.fimo_outdir} --verbosity 1 --thresh 1.0E-4 {input.motif_meme} {input.fasta}' "
+ fimo -oc {params.fimo_outdir} --verbosity 1 --thresh 1.0E-4 --no-pgc {input.motif_meme} {input.fasta}' "
# shell: ## need FIMO wrapper
# "bash -c ' source ~/.bashrc; \
diff --git a/workflow/scripts/MAST_DE_Topics_preparation.R b/workflow/scripts/MAST_DE_Topics_preparation.R
index 3e79b0a..259b42e 100644
--- a/workflow/scripts/MAST_DE_Topics_preparation.R
+++ b/workflow/scripts/MAST_DE_Topics_preparation.R
@@ -66,6 +66,15 @@ opt <- parse_args(OptionParser(option_list=option.list))
## opt$scriptdir <- "/oak/stanford/groups/engreitz/Users/kangh/cNMF_pipeline/Perturb-seq/workflow/scripts"
## opt$K.val <- 35
+## ## sdev HCASM MAST keepAll
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241202_perturbation_groups/outputs/HCASM.library.barcodes.keepAll.txt"
+## opt$outdirsample <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241015_snakemake_HCASM/analysis/top2000VariableGenes/HCASM.library/K90/threshold_0_2/"
+## opt$scatteroutput <- "/scratch/groups/engreitz/Users/kangh/cNMF_pipeline/241015_V2G2P_HCASM/top2000VariableGenes/HCASM.library/MAST/"
+## opt$numCtrl <- 35000
+## opt$sampleName <- "HCASM.library"
+## opt$K.val <- 90
+## opt$density.thr <- 0.2
+
k <- opt$K.val
SAMPLE <- opt$sampleName
@@ -77,10 +86,10 @@ OUTDIRSAMPLE <- opt$outdirsample
SCATTEROUTDIR <- opt$scatteroutput
SCATTERINDEX <- opt$scatter.gene.group
-INPUTDIR <- "/oak/stanford/groups/engreitz/Users/kangh/TeloHAEC_Perturb-seq_2kG/220217_MAST/inputs/"
-OUTDIR <- OUTDIRSAMPLE
-check.dir <- c(INPUTDIR, OUTDIR)
-invisible(lapply(check.dir, function(x) { if(!dir.exists(x)) dir.create(x, recursive=T) }))
+## ## INPUTDIR <- "/oak/stanford/groups/engreitz/Users/kangh/TeloHAEC_Perturb-seq_2kG/220217_MAST/inputs/"
+## OUTDIR <- OUTDIRSAMPLE
+## check.dir <- c(INPUTDIR, OUTDIR)
+## invisible(lapply(check.dir, function(x) { if(!dir.exists(x)) dir.create(x, recursive=T) }))
@@ -97,16 +106,27 @@ if(file.exists(cNMF.result.file)) {
barcode.names <- read.delim(opt$barcode.names, stringsAsFactors=F)
## separate out control cells
-omega.ctrl.index <- barcode.names %>% mutate(rowindex = 1:n()) %>% filter(Gene == "negative-control") %>% pull(rowindex)
-omega.ptb.index <- barcode.names %>% mutate(rowindex = 1:n()) %>% filter(Gene != "negative-control") %>% pull(rowindex)
+
+if("Control" %in% colnames(barcode.names)) {
+ omega.ctrl.index <- barcode.names %>% filter(Control) %>% pull(CBC) %>% unique
+ omega.ptb.index <- barcode.names %>% filter(!Control) %>% pull(CBC) %>% unique
+ ## barcode.names.ctrl <- barcode.names %>% subset(CBC %in% omega.ctrl.index)
+ ## barcode.names.ptb <- barcode.names %>% subset(CBC %in% omega.ptb.index)
+} else {
+ omega.ctrl.index <- barcode.names %>% mutate(rowindex = 1:n()) %>% filter(Gene == "negative-control") %>% pull(rowindex)
+ omega.ptb.index <- barcode.names %>% mutate(rowindex = 1:n()) %>% filter(Gene != "negative-control") %>% pull(rowindex)
+ ## barcode.names.ctrl <- barcode.names[omega.ctrl.index,]
+ ## barcode.names.ptb <- barcode.names[omega.ptb.index,]
+}
+
+barcode.names.ctrl <- barcode.names %>% subset(CBC %in% omega.ctrl.index)
+barcode.names.ptb <- barcode.names %>% subset(CBC %in% omega.ptb.index)
omega.ctrl <- omega[omega.ctrl.index,]
omega.ptb <- omega[omega.ptb.index,]
-barcode.names.ctrl <- barcode.names[omega.ctrl.index,]
-barcode.names.ptb <- barcode.names[omega.ptb.index,]
## randomly subset to 5000 cells
-ctrl.subset.index <- sample(1:length(omega.ctrl.index), min(length(omega.ctrl.index), opt$numCtrl), replace=FALSE)
+ctrl.subset.index <- sample(omega.ctrl.index, min(length(omega.ctrl.index), opt$numCtrl), replace=FALSE)
omega.ctrl.subset <- omega.ctrl[ctrl.subset.index,]
-barcode.names.ctrl.subset <- barcode.names.ctrl[ctrl.subset.index,]
+barcode.names.ctrl.subset <- barcode.names.ctrl %>% subset(CBC %in% ctrl.subset.index)
omega.new <- rbind(omega.ptb, omega.ctrl.subset)
barcode.names.subset <- rbind(barcode.names.ptb, barcode.names.ctrl.subset)
diff --git a/workflow/scripts/MAST_DE_Topics_runGroups.R b/workflow/scripts/MAST_DE_Topics_runGroups.R
index d35eadb..93ccf70 100644
--- a/workflow/scripts/MAST_DE_Topics_runGroups.R
+++ b/workflow/scripts/MAST_DE_Topics_runGroups.R
@@ -50,6 +50,7 @@ option.list <- list(
make_option("--scatteroutput", type="character", default="/scratch/groups/engreitz/Users/kangh/Perturb-seq_CAD/230104_snakemake_WeissmanLabData/top2000VariableGenes/MAST/K80/threshold_0_2/", help="path to gene breakdown table output"),
make_option("--gene.group.list", type="character", default="/scratch/groups/engreitz/Users/kangh/Perturb-seq_CAD/230104_snakemake_WeissmanLabData/top2000VariableGenes/MAST/GeneNames_Group43.txt"),
make_option("--scatter.gene.group", type="numeric", default=50, help="Gene group index"),
+ make_option("--ctrl.ary", type="character", default="negative-control|0Safe|non-targerting|negative|safe-targeting", help="String for perturbation control identifier, separated by '|' "),
## script dir
make_option("--scriptdir", type="character", default="/oak/stanford/groups/engreitz/Users/kangh/cNMF_pipeline/Perturb-seq/workflow/scripts/", help="location for this script and functions script")
@@ -80,6 +81,17 @@ opt <- parse_args(OptionParser(option_list=option.list))
## opt$scriptdir <- "/oak/stanford/groups/engreitz/Users/kangh/cNMF_pipeline/Perturb-seq/workflow/scripts"
+## ## sdev debug HCASM
+## opt$sampleName <- "HCASM.library"
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/240927_QC/outputs/HCASM.library.barcodes.txt"
+## opt$outdirsample <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241015_snakemake_HCASM/analysis/top2000VariableGenes/HCASM.library/K90/threshold_0_2/"
+## opt$scatteroutput <- "/scratch/groups/engreitz/Users/kangh/cNMF_pipeline/241015_V2G2P_HCASM/top2000VariableGenes/MAST/"
+## opt$scriptdir <- "/oak/stanford/groups/engreitz/Users/kangh/cNMF_pipeline/Perturb-seq/workflow/scripts"
+## opt$gene.group.list <- "/scratch/groups/engreitz/Users/kangh/cNMF_pipeline/241015_V2G2P_HCASM/top2000VariableGenes/MAST/GeneNames_Group9.txt"
+## opt$scatter.gene.group <- 9
+## opt$K.val <- 90
+## opt$ctrl.ary <- "negative-control|0Safe|non-targerting|negative|safe-targeting"
+
k <- opt$K.val
SAMPLE <- opt$sampleName
@@ -147,6 +159,9 @@ invisible(lapply(check.dir, function(x) { if(!dir.exists(x)) dir.create(x, recur
## load gene list
gene.ary <- read.delim(opt$gene.group.list, header=F, stringsAsFactors=F) %>% unlist %>% as.character
+
+
+
## load log2(TPM + 1)
load(paste0(opt$scatteroutput, "/", SAMPLE, "_MAST_log2TPM_barcodes.RDS"))
@@ -180,7 +195,8 @@ if( grepl("2kG.library|Perturb_2kG_dup4", SAMPLE) ) {
## print("finished loading barcode names")
## print(paste0("omega dimensions: ", dim(omega)))
## print(paste0("barcode names dimensions: ", dim(barcode.names)))
- meta_data <- barcode.names.subset %>% filter(Gene %in% c(gene.ary, "negative-control"))
+ ctrl.ary <- strsplit(opt$ctrl.ary, split="[|]") %>% `[[`(1)
+ meta_data <- barcode.names.subset %>% filter(Gene %in% c(gene.ary, ctrl.ary)) ## To do: parse in control gene strings
meta_data <- meta_data %>% mutate(sample = factor(sample))
}
@@ -234,9 +250,9 @@ cat(paste0("number of genes: ", num.ptb, "\n"))
MAST.list <- mclapply(1:num.ptb, function(i) {
gene.here <- gene.list[i]
out <- tryCatch(
- { suppressWarnings({
+ { suppressWarnings({
totest.df <- df %>%
- mutate(Gene = gsub("safe-targeting","negative-control", Gene)) %>% ## combine safe targeting and negative control guide to call them "negative-control"
+ mutate(Gene = gsub(opt$ctrl.ary,"negative-control", Gene)) %>% ## combine safe targeting and negative control guide to call them "negative-control"
subset(Gene %in% c("negative-control", gene.here)) ## take a small slice of data (one perturbation one control)
scaRaw <- FromMatrix(totest.df %>% select(-any_of(colnames(meta_data))) %>% t)
diff --git a/workflow/scripts/MAST_DE_Topics_scatter.R b/workflow/scripts/MAST_DE_Topics_scatter.R
index 3ede937..b43ba79 100644
--- a/workflow/scripts/MAST_DE_Topics_scatter.R
+++ b/workflow/scripts/MAST_DE_Topics_scatter.R
@@ -47,7 +47,7 @@ option.list <- list(
make_option("--cell.count.thr", type="numeric", default=2, help="filter threshold for number of cells per guide (greater than the input number)"),
make_option("--guide.count.thr", type="numeric", default=1, help="filter threshold for number of guide per perturbation (greater than the input number)"),
make_option("--outdirsample", type="character", default="/oak/stanford/groups/engreitz/Users/kangh/TeloHAEC_Perturb-seq_2kG/210707_snakemake_maxParallel/analysis/2kG.library/all_genes/2kG.library/K60/threshold_0_2/", help="path to cNMF analysis results"), ## or for 2n1.99x: "/oak/stanford/groups/engreitz/Users/kangh/TeloHAEC_Perturb-seq_2kG/211116_snakemake_dup4_cells/analysis/all_genes/Perturb_2kG_dup4/K60/threshold_0_2/"
- make_option("--num.genes.per.MAST.runGroup", type="numeric", default=494, help="Number of MAST parallel processes to create"),
+ make_option("--num.genes.per.MAST.runGroup", type="numeric", default=20, help="Number of MAST parallel processes to create"),
make_option("--scatteroutput", type="character", default="/scratch/groups/engreitz/Users/kangh/Perturb-seq_CAD/230104_snakemake_WeissmanLabData/top2000VariableGenes/MAST/", help="path to gene breakdown table output"),
## script dir
@@ -66,11 +66,28 @@ opt <- parse_args(OptionParser(option_list=option.list))
## opt$K.val <- 35
-k <- opt$K.val
+## ## sdev debug HCASM
+## opt$sampleName <- "HCASM.library"
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241202_perturbation_groups/outputs/HCASM.library.barcodes.keepAll.txt"
+## opt$outdirsample <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241015_snakemake_HCASM/analysis/top2000VariableGenes/HCASM.library/K90/threshold_0_2/"
+## opt$scatteroutput <- "/scratch/groups/engreitz/Users/kangh/cNMF_pipeline/241015_V2G2P_HCASM/top2000VariableGenes/MAST/"
+## opt$scriptdir <- "/oak/stanford/groups/engreitz/Users/kangh/cNMF_pipeline/Perturb-seq/workflow/scripts"
+## opt$K.val <- 90
+
+
+## ## sdev debug HCASM NovaSeq2
+## opt$sampleName <- "HCASM.library"
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/250310_snakemake_HCASM_NovaSeq2/analysis/data/HCASM.library.barcodes.keepAll.txt"
+## opt$num.genes.per.MAST.runGroup <- 20
+## opt$scatteroutput <- "/scratch/groups/engreitz/Users/kangh/cNMF_pipeline/250310_snakemake_HCASM_NovaSeq2/top2000VariableGenes/HCASM.library/MAST/"
+
+
+
+## k <- opt$K.val
SAMPLE <- opt$sampleName
DENSITY.THRESHOLD <- gsub("\\.","_", opt$density.thr)
-SUBSCRIPT=paste0("k_", k,".dt_",DENSITY.THRESHOLD,".minGuidePerPtb_",opt$guide.count.thr,".minCellPerGuide_", opt$cell.count.thr)
-SUBSCRIPT.SHORT=paste0("k_", k, ".dt_", DENSITY.THRESHOLD)
+## SUBSCRIPT=paste0("k_", k,".dt_",DENSITY.THRESHOLD,".minGuidePerPtb_",opt$guide.count.thr,".minCellPerGuide_", opt$cell.count.thr)
+## SUBSCRIPT.SHORT=paste0("k_", k, ".dt_", DENSITY.THRESHOLD)
## OUTDIRSAMPLE <- "/oak/stanford/groups/engreitz/Users/kangh/TeloHAEC_Perturb-seq_2kG/210707_snakemake_maxParallel/analysis/2kG.library/all_genes/2kG.library/K31/threshold_0_2/"
## OUTDIRSAMPLE <- opt$outdirsample
SCATTEROUTDIR <- opt$scatteroutput
diff --git a/workflow/scripts/batch.topic.correlation.R b/workflow/scripts/batch.topic.correlation.R
index 6b71a58..927f7e3 100755
--- a/workflow/scripts/batch.topic.correlation.R
+++ b/workflow/scripts/batch.topic.correlation.R
@@ -95,6 +95,22 @@ opt <- parse_args(OptionParser(option_list=option.list))
## opt$K.val <- 20
## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/tutorials/2306_V2G2P_prep/data/no_IL1B.barcodes.txt"
+## ## HCASM V2G2P
+## opt$sampleName <- "HCASM.library"
+## opt$outdir <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241015_snakemake_HCASM/analysis/top2000VariableGenes"
+## opt$figdir <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241015_snakemake_HCASM/figures/top2000VariableGenes"
+## opt$K.val <- 50
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241202_perturbation_groups/outputs/HCASM.library.barcodes.keepAll.txt"
+
+## ## HCASM V2G2P all genes
+## opt$sampleName <- "HCASM.library"
+## opt$outdir <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/250310_snakemake_HCASM_NovaSeq2/analysis/all_genes"
+## opt$figdir <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/250310_snakemake_HCASM_NovaSeq2/figures/all_genes"
+## opt$K.val <- 50
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/241202_perturbation_groups/outputs/HCASM.library.barcodes.keepAll.txt"
+## opt$barcode.names <- "/oak/stanford/groups/engreitz/Users/kangh/V2G2P_HCASM/250310_snakemake_HCASM_NovaSeq2/analysis/data/HCASM.library.barcodes.keepAll.txt"
+
+
SAMPLE=strsplit(opt$sampleName,",") %>% unlist()
## DATADIR=opt$olddatadir # "/seq/lincRNA/Gavin/200829_200g_anal/scRNAseq/"
@@ -140,7 +156,7 @@ if(grepl("2kG.library", SAMPLE)) {
ann.omega <- cbind(omega, barcode.names) ## %>%
} else {
if(grepl("[.]csv", opt$barcode.names)) barcode.names <- read.delim(opt$barcode.names, stringsAsFactors=F, sep=",") else barcode.names <- read.delim(opt$barcode.names, stringsAsFactors=F)
- ann.omega <- merge(omega, barcode.names %>% select(CBC, sample), by.x=0, by.y="CBC", all.x=T)
+ ann.omega <- merge(omega, barcode.names %>% select(CBC, sample) %>% unique, by.x=0, by.y="CBC", all.x=T)
}
diff --git a/workflow/scripts/cNMF/.gitignore b/workflow/scripts/cNMF/.gitignore
old mode 100755
new mode 100644
diff --git a/workflow/scripts/cNMF/Extras/Dockerfile b/workflow/scripts/cNMF/Extras/Dockerfile
old mode 100755
new mode 100644
diff --git a/workflow/scripts/cNMF/Extras/run_parallel.py b/workflow/scripts/cNMF/Extras/run_parallel.py
old mode 100755
new mode 100644
diff --git a/workflow/scripts/cNMF/Extras/simulate_example_data.ipynb b/workflow/scripts/cNMF/Extras/simulate_example_data.ipynb
old mode 100755
new mode 100644
diff --git a/workflow/scripts/cNMF/LICENSE b/workflow/scripts/cNMF/LICENSE
old mode 100755
new mode 100644
diff --git a/workflow/scripts/cNMF/README.md b/workflow/scripts/cNMF/README.md
old mode 100755
new mode 100644
index aac1ce4..2bd5322
--- a/workflow/scripts/cNMF/README.md
+++ b/workflow/scripts/cNMF/README.md
@@ -1,194 +1,139 @@
-# Consensus Non-negative Matrix factorization (cNMF) v1.2
+# Consensus NMF (cNMF)
-
+
-cNMF is an analysis pipeline for inferring gene expression programs from single-cell RNA-Seq (scRNA-Seq) data.
+cNMF is a pipeline for inferring gene expression programs from scRNA-Seq. It takes a count matrix (N cells X G genes) as input and produces a (K x G) matrix of gene expression programs (GEPs) and a (N x K) matrix specifying the usage of each program for each cell in the data. Read more about the method in the [publication](https://elifesciences.org/articles/43803) and check out examples on [simulated data](Tutorials/analyze_simulated_example_data.ipynb) and [PBMCs](Tutorials/analyze_pbmc_example_data.ipynb).
-It takes a count matrix (N cells X G genes) as input and produces a (K x G) matrix of gene expression programs (GEPs) and a (N x K) matrix specifying the usage of each program for each cell in the data.
+We have also created a tutorial for running cNMF from R. See the [Rmd notebook](Tutorials/R_vignette.Rmd) or the [compiled html](Tutorials/R_vignette.nb.html) for this.
-You can read more about the method in the publication [here](https://elifesciences.org/articles/43803). In addition, the analyses in that paper are available for exploration and re-execution on [Code Ocean](https://codeocean.com/2018/11/20/identifying-gene-expression-programs-of-cell-type-identity-and-cellular-activity-with-single-cell-rna-seq/code). You can read more about how to run the cNMF pipeline in this README and can test it out with example data in the included [tutorial on simulated data](Tutorials/analyze_simulated_example_data.ipynb) and [PBMC tutorial dataset](Tutorials/analyze_pbmc_example_data.ipynb).
+# Installation
+cNMF has been tested with Python 3.7 and 3.10 and requires scikit-learn>=1.0, scanpy>=1.8, and AnnData>=0.9
-# Updates from version 1.1
- - Increased the threshold for ignoring genes with low mean expression for determining high-variance genes from a TPM of 0.01 to 0.5. Some users were identifying uninterpretable programs with very low usage except in a tiny number of cells. We suspect that this was due to including genes as high-variance that are detected in a small number of cells. This change in the default parameter will help offset that problem in most cases.
- - Updated import of NMF for compatibility with scikit-learn versions >22
- - Colorbar for heatmaps included with consensus matrix plot
+You can install with [pip](https://pypi.org/):
-# Updates from version 1.0
- - Now operates by default on sparse matrices. Use --densify option in prepare step if data is not sparse
- - Now takes Scanpy AnnData object files (.h5ad) as input
- - Now has option to use KL divergence beta_loss instead of Frobenius. Frobenius is the default because it is much faster.
- - Includes a Docker file for creating a Docker container to run cNMF in parallel with cloud compute
- - Includes a tutorial on a simple PBMC dataset
- - Other minor fixes
+```bash
+pip install cnmf
+```
-# Links to previous versions of the code
-- [cNMF_v1.1.zip](https://storage.googleapis.com/sabeti-public/dkotliar/cNMF/cNMF_v1.1.zip)
-- [cNMF_v1.0.zip](https://storage.googleapis.com/sabeti-public/dkotliar/cNMF/cNMF_v1.0.zip)
+If you want to use the batch correction preprocessing, you also need to install the [Python implementation of Harmony](https://github.com/slowkow/harmonypy) and scikit-misc
-# Installing cNMF
+```bash
+pip install harmonypy
+pip install scikit-misc
+```
-We provide 2 ways to configure the dependencies for cNMF
+# Running cNMF
-Install them using conda
+cNMF can be run from the command line without any parallelization using the example commands below:
-We use [conda](https://conda.io/miniconda.html) as a package management system to install the necessary python packages. After installing and configuring conda, you can create an environment for the cNMF workflow using the commands below. These commands install the exact versions of each package that we used for testing and that generated the results in the tutorial notebooks.
+```bash
+cnmf prepare --output-dir ./example_data --name example_cNMF -c ./example_data/counts_prefiltered.txt -k 5 6 7 8 9 10 11 12 13 --n-iter 100 --seed 14
-```
-# Make sure conda is up to date
-conda update -yn base conda
-conda create -n cnmf_env --yes --channel bioconda --channel conda-forge --channel defaults python==3.7 fastcluster==1.1.26 matplotlib==3.3.2 numpy==1.19.2 palettable==3.3.0 pandas==1.1.3 scipy==1.5.2 scikit-learn==0.23.2 pyyaml==5.3.1 scanpy==1.6.0 parallel && conda clean --yes --all
-conda activate cnmf_env
-
-## Only needed to load the example notebook in jupyterlab but not needed for non-interactive runs ##
-conda install --yes jupyterlab==2.2.9 && conda clean --yes --all
-```
+cnmf factorize --output-dir ./example_data --name example_cNMF --worker-index 0 --total-workers 1
-Then you need to activate the cnmf_env conda environment each time before running cNMF. With the command below.
-
-```
-conda activate cnmf_env
-```
+cnmf combine --output-dir ./example_data --name example_cNMF
-Run cNMF within a Docker container
-
-We provide a [Dockerfile](Dockerfile) for building a Docker image that is configured for running cNMF.
-
-Alternatively, you can just pull the docker container from quai.io with the command
-
-```
-docker pull quay.io/dkotliar/cnmf:0.2
+cnmf k_selection_plot --output-dir ./example_data --name example_cNMF
+
+cnmf consensus --output-dir ./example_data --name example_cNMF --components 10 --local-density-threshold 0.01 --show-clustering
```
-## Parallelizing the factorization step of cNMF
+Or alternatively, the same steps can be run from within a Python environment using the commands below:
-cNMF runs NMF multiple times and combines the results of each replicates to obtain a more robust consensus estimate. Since many replicates are run, typically for many choices of K, this can be much faster if replicates are run in parallel.
+```python
+from cnmf import cNMF
+cnmf_obj = cNMF(output_dir="./example_data", name="example_cNMF")
+cnmf_obj.prepare(counts_fn="./example_data/counts_prefiltered.txt", components=np.arange(5,14), n_iter=100, seed=14)
+cnmf_obj.factorize(worker_i=0, total_workers=1)
+cnmf_obj.combine()
+cnmf_obj.k_selection_plot()
+cnmf_obj.consensus(k=10, density_threshold=0.01)
+usage, spectra_scores, spectra_tpm, top_genes = cnmf_obj.load_results(K=10, density_threshold=0.01)
+```
-This cNMF code is designed to be agnostic to the method of parallelization. It divides up all of the factorization replicates into a specified number of "workers" which could correspond to cores on a computer, nodes on a compute cluster, or virtual machines in the cloud. In any of these cases, if you are running cNMF for 5 values of K (K= 1..5) and 100 iterations each, there would be 500 total jobs. Those jobs could be divided up amongst 100 workers that would each run 5 jobs, 500 workers that would each run 1 job, or 1 worker that would run all 500 jobs.
-
-You specify the total number of workers in the prepare command (step 1) with the --total-workers flag. Then, for step 2 you run all of the jobs for a specific worker using the --worker-index flag. Step 3 combines the results files that were output by all of the workers. The workers are indexed from 0 to (total-workers - 1).
-
-We provide example commands in the [simulated dataset tutorial](#analyze_simulated_example_data.ipynb) and the [PBMC dataset tutorial](#analyze_pbmc_example_data.ipynb) for distributing the tasks over multiple cores on a large machine with [GNU parallel](https://www.gnu.org/software/parallel/) as well as for distributing them to multiple nodes on an UGER compute cluster. By default, the tutorials do not use any parallelization but simply provide the commands that would be used to run the steps in parallel.
+For the Python environment approach, `usage` will contain the usage matrix with each cell normalized to sum to 1. `spectra_scores` contains the gene_spectra_scores output (aka Z-score unit gene expression matrix), `spectra_tpm` contains the GEP spectra in units of TPM and `top_genes` contains an ordered list of the top 100 associated genes for each program.
-
-# Input data and Scanpy
-Input counts data can be provided to cNMF in 2 ways:
+Output data files will all be available in the ./example_data/example_cNMF directory including:
-1. as a raw tab-delimited text file containing row labels with cell IDs (barcodes) and column labels as gene IDs
-2. as a scanpy file ending in .h5ad containg counts as the data feature. See the PBMC dataset tutorial for an example of how to generate the Scanpy object from the data provided by 10X. Because Scanpy uses sparse matrices by default, the .h5ad data structure can take up much less memory than the raw counts matrix and can be much faster to load.
-
-
-
-# Step by step guide
+ - Z-score unit gene expression program matrix - `example_data/example_cNMF/example_cNMF.gene_spectra_score.k_10.dt_0_01.txt`
+ - TPM unit gene expression program matrix - `example_data/example_cNMF/example_cNMF.gene_spectra_tpm.k_10.dt_0_01.txt`
+ - Usage matrix - `example_data/example_cNMF/example_cNMF.usages.k_10.dt_0_01.consensus.txt`
+ - K selection plot - `example_data/example_cNMF/example_cNMF.k_selection.png`
+ - Clustergram diagnostic plot - `example_data/example_cNMF/example_cNMF.clustering.k_10.dt_0_01.pdf`
-You can see all possible command line options by running
-```
-python cnmf.py --help
-```
+Some usage notes:
+ - __Parallelization__: The factorize step can be parallelized with the --total-workers flag and then submitting multiple jobs, one per worker, indexed starting by 0. For example:
+ ```
+ cnmf factorize --output-dir ./example_data --name example_cNMF --worker-index 0 --total-workers 3 &
+ cnmf factorize --output-dir ./example_data --name example_cNMF --worker-index 1 --total-workers 3 &
+ cnmf factorize --output-dir ./example_data --name example_cNMF --worker-index 2 --total-workers 3 &
+ ```
+ would break the factorization jobs up into 3 batches and submit them independently. This can be used with compute clusters to run the factorizations in parallel (see tutorials for example).
+ - __Input data__: Input data can be provided in 3 ways:
+ - 1. as a scanpy file ending in .h5ad containg counts as the data feature. See the PBMC dataset tutorial for an example of how to generate the Scanpy object from the data provided by 10X. Because Scanpy uses sparse matrices by default, the .h5ad data structure can take up much less memory than the raw counts matrix and can be much faster to load.
+ - 2. as a raw tab-delimited text file containing row labels with cell IDs (barcodes) and column labels as gene IDs
+ - 3. as a 10x-Genomics-formatted mtx directory. You provide the path to the counts.mtx file or counts.mtx.gz file to counts_fn. It expects there to be barcodes.tsv and genes.tsv in the directory as well
-and see the [simulated dataset tutorial](Tutorials/analyze_simulated_example_data.ipynb) and the [PBMC dataset tutorial](Tutorials/analyze_pbmc_example_data.ipynb) for a step by step walkthrough with example data. We also describe the key ideas and parameters for each step below.
-### Step 1 - normalize the input matrix and prepare the run parameters
-
-Example command:
+See the tutorials or Stepwise_Guide.md for more details
-```
-python ./cnmf.py prepare --output-dir ./example_data --name example_cNMF -c ./example_data/counts_prefiltered.txt -k 5 6 7 8 9 10 11 12 13 --n-iter 100 --total-workers 1 --seed 14 --numgenes 2000
-```
+# Integration of technical variables and batches
-Path structure
- - --output-dir - the output directory into which all results will be placed. Default: `.`
- - --name - a subdirectory output_dir/name will be created and all output files will have name as their prefix. Default: `cNMF`
+We have implemented a pipeline to integrate batch variables prior to running cNMF and to handle ADTs in CITE-Seq. It uses an adaptation of [Harmony](https://github.com/slowkow/harmonypy) that corrects the underlying count matrix rather than principal components. We describe it in our [recent preprint](https://www.biorxiv.org/content/10.1101/2024.05.03.592310v1). See the [batch correction tutorial](Tutorials/analyze_batcheffectcorrect_BaronEtAl.ipynb) as well for an example.
-Input data
- - -c - path to the cell x gene counts file. This is expected to be a tab-delimited text file or a Scanpy object saved in the h5ad format
- - --tpm [Optional] - Pre-computed Cell x Gene data in transcripts per million or other per-cell normalized data. If none is provided, TPM will be calculated automatically. This can be helpful if a particular normalization is desired. These can be loaded in the same formats as the counts file. Default: `None`
- - --genes-file [Optional] - List of over-dispersed genes to be used for the factorization steps. If not provided, over-dispersed genes will be calculated automatically and the number of genes to use can be set by the --numgenes parameter below. Default: `None`
-
-Parameters
- - -k - space separated list of K values that will be tested for cNMF
- - --n-iter - number of NMF iterations to run for each K. Default: `100`
- - --total-workers - specifies how many workers (e.g. cores on a machine or nodes on a compute farm) can be used in parallel. Default: `1`
- - --seed - the master seed that will be used to generate the individual seed for each NMF replicate. Default: `None`
- - --numgenes - the number of highest variance genes that will be used for running the factorization. Removing low variance genes helps amplify the signal and is an important factor in correctly inferring programs in the data. However, don't worry, at the end the spectra is re-fit to include estimates for all genes, even those that weren't included in the high-variance set. Default: 2000
- - --beta-loss - Loss function for NMF, from one of `frobenius`, `kullback-leibler`, `itakura-saito`. Default: `frobenius`
- - --densify -- Flag indicating that unlike most single-cell RNA-Seq data, the input data is not sparse. Causes the data to be treated as dense. Not recommended for most single-cell RNA-Seq data Default: `False`
-
-This command generates a filtered and normalized matrix for running the factorizations on. It first subsets the data down to a set of over-dispersed genes that can be provided as an input file or calculated here. While the final spectra will be computed for all of the genes in the input counts file, the factorization is much faster and can find better patterns if it only runs on a set of high-variance genes. A per-cell normalized input file may be provided as well so that the final gene expression programs can be computed with respsect to that normalization.
-
-In addition, this command allocates specific factorization jobs to be run to distinct workers. The number of workers are specified by --total-workers, and the total number of jobs is --n-iter X the number of Ks being tested.
-
-In the example above, we are assuming that no parallelization is to be used (--total-workers 1) and so all of the jobs are being allocated to a single worker.
+We use a separate Preprocess class to run batch correction. You pass in an AnnData object, as well as harmony_vars, a list of the names of variables to correct correspond to columns in the AnnData obs attribute. You also specify an output file base name to save the results to like below:
-__Please note that the input matrix should not include any cells or genes with 0 total counts. Furthermore if any of the cells end up having 0 counts for the over-dispersed genes, that can cause an error. Please filter out cells and genes with low counts prior to running cNMF.__
+```
+from cnmf import cNMF, Preprocess
+#Initialize the Preprocess object
+p = Preprocess(random_seed=14)
-### Step 2 factorize the matrix
+#Batch correct the data and save the corrected high-variance gene data to adata_c, and the TPM normalized data to adata_tpm
+(adata_c, adata_tpm, hvgs) = p.preprocess_for_cnmf(adata, harmony_vars=['Sex', 'Sample'], n_top_rna_genes = 2000, librarysize_targetsum= 1e6,
+ save_output_base='./example_islets/batchcorrect_example_sex')
-Next NMF is run for all of the replicates specified in the previous command. The tasks have been allocated to workers indexed from 0 ... (total-workers -1). You can run all of the NMF replicates allocated to a specific index like below for index 0 corresponding to the first worker:
+#Then run cNMF passing in the corrected counts file, tpm_fn, and HVGs as inputs
+cnmf_obj_corrected = cNMF(output_dir='./example_islets', name='BatchCorrected')
+cnmf_obj_corrected.prepare(counts_fn='./example_islets/batchcorrect_example.Corrected.HVG.Varnorm.h5ad',
+ tpm_fn='./example_islets/batchcorrect_example.TP10K.h5ad',
+ genes_file='./example_islets/batchcorrect_example.Corrected.HVGs.txt',
+ components=[15], n_iter=20, seed=14, num_highvar_genes=2000)
-```
-python ./cnmf.py factorize --output-dir ./example_data --name example_cNMF --worker-index 0
+#Then proceed with the rest of cNMF as normal
```
-This is running all of the jobs for worker 1. If you specified a single worker in the prepare step (--total-workers 1) like in the command above, this will run all of the factorizations. However, if you specified more than 1 total worker, you would need to run the commands for those workers as well with separate commands, E.g.:
-
-```
-python ./cnmf.py factorize --output-dir ./example_data --name example_cNMF --worker-index 1
-python ./cnmf.py factorize --output-dir ./example_data --name example_cNMF --worker-index 2
-...
-```
-
-You should submit these commands to distinct processors or machines so they are all run in parallel. See the [tutorial on simulated data](Tutorials/analyze_simulated_example_data.ipynb) and [PBMC tutorial](Tutorials/analyze_pbmc_example_data.ipynb) for examples of how you could submit all of the workers to run in parallel either using [GNU parralel](https://www.gnu.org/software/parallel/) or an [UGER scheduler](http://www.univa.com/resources/files/univa_user_guide_univa__grid_engine_854.pdf).
-
-__Tip: The implementation of NMF in scikit-learn by default will use more than 1 core if there are multiple cores on a machine. We find that we get the best performance by using 2 workers when using GNU parallel.__
-
-### Step 3 combine the individual spectra results files for each K into a merged file
-Since a separate file has been created for each replicate for each K, we combine the replicates for each K as below:
-Example command:
-```
-python ./cnmf.py combine --output-dir ./example_data --name example_cNMF
-```
-After this, you can optionally delete the individual spectra files like so:
-```
-rm ./example_data/example_cNMF/cnmf_tmp/example_cNMF.spectra.k_*.iter_*.df.npz
-```
-
-### Step 4 select an optimal K by considering the trade-off between stability and error
-This will iterate through all of the values of K that have been run and will calculate the stability and error.
-It then outputs a PNG image file plotting this relationship into the output_dir/name directory
-Example command:
+# Change log
-```
-python ./cnmf.py k_selection_plot --output-dir ./example_data --name example_cNMF
-```
+### New in version 1.6
+- Added option in consensus() to build spectra for annotating new datasets with GEPs using [starCAT](https://github.com/immunogenomics/starCAT).
+- Added option to factorize() to skip tasks that have already completed.
-This outputs a K selection plot to example_data/example_cNMF/example_cNMF.k_selection.png. There is no universally definitive criteria for choosing K but we will typically use the largest value that is reasonably stable and/or a local maximum in stability. See the discussion and methods section and the response to reviewer comments in [the manuscript](https://elifesciences.org/articles/43803) for more discussion about selecting K.
+### New in version 1.5
+- Fixed bug in detecting and printing cells with 0 counts of overdispersed genes
+- Added option in load_results() to return normalized or unnormalized usage.
+- Added a Preprocess class to batch correct data prior to cNMF. See the added Tutorial analyze_batcheffectcorrect_BaronEtAl.ipynb to illustrate its basic usage.
+- Now accepts 10x formatted .mtx directories (containing counts.mtx, barcodes.tsv, and genes.tsv files)
+### New in version 1.4
+- Usage is re-fit a final time from gene_spectra_tpm which increases accuracy in simulations
+- Use cnmf_obj.load_results(K=_, density_threshold=_) to obtain usage, spectra_scores, spectra_tpm, and top_genes matrices
+- cnmf_obj.combine() now has a skip_missing_files=True/False option to skip incomplete factorize iterations
+- GEPs are now ordered by maximum total usage
+- Now detects and errors when 0 counts of HVGs with interpretable error message
+### New in version 1.3
+- Installation via pip
+- Object oriented interface for Python users and command line script option via `cnmf`
-### Step 5 obtain consensus estimates for the programs and their usages at the desired value of K
-The last step is to cluster the spectra after first optionally filtering out ouliers. This step ultimately outputs 4 files:
- - GEP estimate in units of TPM
- - GEP estimate in units of TPM Z-scores, reflecting whether having a higher usage of a program would be expected to decrease or increase gene expression)
- - Unnormalized GEP usage estimate.
- - Clustergram diagnostic plot, showing how much consensus there is amongst the replicates and a histogram of distances between each spectra and its K nearest neighbors
-
-We recommend that you use the diagnostic plot to determine the threshold to filter outliers. By default cNMF sets the number of neighbors to use for this filtering as 30% of the number of iterations done. But this can be modified from the command line.
-
-In practice, we tend to run this command twice, once with --local-density-threshold 2.00 to see what the distribution of average distances looks like, and then a second time with --local-density-threshold set to a smaller value determined based on this histogram to filter out outliers. See the tutorials for examples of this.
+### New in version 1.2
+ - Increased the threshold for ignoring genes with low mean expression for determining high-variance genes from a TPM of 0.01 to 0.5. Some users were identifying uninterpretable programs with very low usage except in a tiny number of cells. We suspect that this was due to including genes as high-variance that are detected in a small number of cells. This change in the default parameter will help offset that problem in most cases.
+ - Updated import of NMF for compatibility with scikit-learn versions >22
+ - Colorbar for heatmaps included with consensus matrix plot
-Example command:
-```
-python ./cnmf.py consensus --output-dir ./example_data --name example_cNMF --components 10 --local-density-threshold 0.01 --show-clustering
-```
- - --components - value of K to compute consensus clusters for. Must be among the options provided to the prepare step
- - --local-density-threshold - the threshold on average distance to K nearest neighbors to use. 2.0 or above means that nothing will be filtered out. Default: 0.5
- - --local-neighborhood-size - Percentage of replicates to consider as nearest neighbors for local density filtering. E.g. if you run 100 replicates, and set this to .3, 30 nearest neighbors will be used for outlier detection. Default: 0.3
- - --show-clustering - Controls whether or not the clustergram image is output. Default: False
-
-By the end of this step, you should have the following results files in your directory:
- - Z-score unit gene expression program matrix - example_data/example_cNMF/example_cNMF.gene_spectra_score.k_10.dt_0_01.txt
- - TPM unit gene expression program matrix - example_data/example_cNMF/example_cNMF.gene_spectra_tpm.k_10.dt_0_01.txt
- - Usage matrix example_data/example_cNMF/example_cNMF.usages.k_10.dt_0_01.consensus.txt
- - Diagnostic plot - example_data/example_cNMF/example_cNMF.clustering.k_10.dt_0_01.pdf
-
-See the tutorials for some subsequent analysis steps that could be used to analyze these results files once they are created.
+### New in version 1.1
+ - Now operates by default on sparse matrices. Use --densify option in prepare step if data is not sparse
+ - Now takes Scanpy AnnData object files (.h5ad) as input
+ - Now has option to use KL divergence beta_loss instead of Frobenius. Frobenius is the default because it is much faster.
+ - Includes a Docker file for creating a Docker container to run cNMF in parallel with cloud compute
+ - Includes a tutorial on a simple PBMC dataset
+ - Other minor fixes
diff --git a/workflow/scripts/cNMF/Tutorials/analyze_pbmc_example_data.ipynb b/workflow/scripts/cNMF/Tutorials/analyze_pbmc_example_data.ipynb
old mode 100755
new mode 100644
index 31607a6..219c3f4
--- a/workflow/scripts/cNMF/Tutorials/analyze_pbmc_example_data.ipynb
+++ b/workflow/scripts/cNMF/Tutorials/analyze_pbmc_example_data.ipynb
@@ -8,7 +8,7 @@
"\n",
"We use scanpy for the basic filtering and plotting of the cNMF results so see [their documentation](https://scanpy-tutorials.readthedocs.io/en/latest/index.html#) for more details on that.\n",
"\n",
- " - Current as of November 18 2020\n",
+ " - Current as of February 14 2022\n",
" - Email dkotliar@broadinstitute.org with questions\n",
" "
]
@@ -29,6 +29,7 @@
"import matplotlib.pyplot as plt\n",
"from IPython.display import Image\n",
"import scanpy as sc\n",
+ "from cnmf import cNMF\n",
"\n",
"if not os.path.exists('example_PBMC'):\n",
" os.mkdir('example_PBMC')\n",
@@ -52,27 +53,26 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "--2020-11-18 21:40:52-- http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
- "Resolving cf.10xgenomics.com (cf.10xgenomics.com)... 104.18.0.173, 104.18.1.173\n",
- "Connecting to cf.10xgenomics.com (cf.10xgenomics.com)|104.18.0.173|:80... connected.\n",
+ "--2022-06-23 13:08:22-- http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
+ "Resolving cf.10xgenomics.com... 104.18.0.173, 104.18.1.173, 2606:4700::6812:ad, ...\n",
+ "Connecting to cf.10xgenomics.com|104.18.0.173|:80... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: https://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz [following]\n",
- "--2020-11-18 21:40:52-- https://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
- "Connecting to cf.10xgenomics.com (cf.10xgenomics.com)|104.18.0.173|:443... connected.\n",
+ "--2022-06-23 13:08:22-- https://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
+ "Connecting to cf.10xgenomics.com|104.18.0.173|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 7621991 (7.3M) [application/x-tar]\n",
- "Saving to: ‘example_PBMC/pbmc3k_filtered_gene_bc_matrices.tar.gz’\n",
+ "Saving to: “example_PBMC/pbmc3k_filtered_gene_bc_matrices.tar.gz”\n",
"\n",
- "example_PBMC/pbmc3k 100%[===================>] 7.27M 7.53MB/s in 1.0s \n",
+ "100%[======================================>] 7,621,991 --.-K/s in 0.1s \n",
"\n",
- "2020-11-18 21:40:53 (7.53 MB/s) - ‘example_PBMC/pbmc3k_filtered_gene_bc_matrices.tar.gz’ saved [7621991/7621991]\n",
+ "2022-06-23 13:08:22 (68.6 MB/s) - “example_PBMC/pbmc3k_filtered_gene_bc_matrices.tar.gz” saved [7621991/7621991]\n",
"\n",
- "x filtered_gene_bc_matrices/\n",
- "x filtered_gene_bc_matrices/hg19/\n",
- "x filtered_gene_bc_matrices/hg19/matrix.mtx\n",
- "x filtered_gene_bc_matrices/hg19/genes.tsv\n",
- "x filtered_gene_bc_matrices/hg19/barcodes.tsv\n",
- "mv: rename filtered_gene_bc_matrices to example_PBMC/filtered_gene_bc_matrices: Directory not empty\n"
+ "filtered_gene_bc_matrices/\n",
+ "filtered_gene_bc_matrices/hg19/\n",
+ "filtered_gene_bc_matrices/hg19/matrix.mtx\n",
+ "filtered_gene_bc_matrices/hg19/genes.tsv\n",
+ "filtered_gene_bc_matrices/hg19/barcodes.tsv\n"
]
}
],
@@ -144,7 +144,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": "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\n",
"text/plain": [
"
"
]
@@ -460,36 +460,40 @@
"cell_type": "code",
"execution_count": 11,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "## Initialize the cnmf object that will be used to run analyses\n",
+ "cnmf_obj = cNMF(output_dir=output_directory, name=run_name)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
"outputs": [
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "Prepare command assuming no parallelization:\n",
- "python ../cnmf.py prepare --output-dir example_PBMC/cNMF --name pbmc_cNMF -c example_PBMC/counts.h5ad -k 5 6 7 8 9 10 --n-iter 20 --total-workers 1 --seed 14 --numgenes 2000 --beta-loss frobenius\n",
- "/Users/dylankotliar/miniconda3/envs/cnmf_env/lib/python3.7/site-packages/scanpy/preprocessing/_simple.py:806: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
- " view_to_actual(adata)\n",
- "\u001b[0m"
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n"
]
}
],
"source": [
- "prepare_cmd = 'python ../cnmf.py prepare --output-dir %s --name %s -c %s -k %s --n-iter %d --total-workers 1 --seed %d --numgenes %d --beta-loss frobenius' % (output_directory, run_name, countfn, K, numiter, seed, numhvgenes)\n",
- "print('Prepare command assuming no parallelization:\\n%s' % prepare_cmd)\n",
- "! {prepare_cmd}"
+ "## Prepare the data, I.e. subset to 2000 high-variance genes, and variance normalize\n",
+ "cnmf_obj.prepare(counts_fn=countfn, components=np.arange(5,11), n_iter=20, seed=14, num_highvar_genes=2000)"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Factorize command with no parallelization:\n",
- "python ../cnmf.py factorize --output-dir example_PBMC/cNMF --name pbmc_cNMF --worker-index 0\n",
"[Worker 0]. Starting task 0.\n",
"[Worker 0]. Starting task 1.\n",
"[Worker 0]. Starting task 2.\n",
@@ -602,93 +606,63 @@
"[Worker 0]. Starting task 109.\n",
"[Worker 0]. Starting task 110.\n",
"[Worker 0]. Starting task 111.\n",
- "[Worker 0]. Starting task 112.\n",
+ "[Worker 0]. Starting task 112.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:1637: ConvergenceWarning: Maximum number of iterations 1000 reached. Increase it to improve convergence.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"[Worker 0]. Starting task 113.\n",
"[Worker 0]. Starting task 114.\n",
"[Worker 0]. Starting task 115.\n",
"[Worker 0]. Starting task 116.\n",
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"[Worker 0]. Starting task 118.\n",
- "[Worker 0]. Starting task 119.\n",
- "\u001b[0m"
+ "[Worker 0]. Starting task 119.\n"
]
}
],
"source": [
- "## Submitting all of the factorization jobs for the 0th (I.e. the only) worker\n",
- "factorize_cmd = 'python ../cnmf.py factorize --output-dir %s --name %s --worker-index 0' % (output_directory, run_name)\n",
- "print('Factorize command with no parallelization:\\n%s' % factorize_cmd)\n",
- "!{factorize_cmd}"
+ "## Specify that the jobs are being distributed over a single worker (total_workers=1) and then launch that worker\n",
+ "cnmf_obj.factorize(worker_i=0, total_workers=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Alternatively, you could run cNMF with parallel processing. We illustrate commands for this using GNU parallel (which parallelizes over multiple CPUs on a machine) and with UGER (which parallelizes over multiple nodes on a compute cluster\n",
- "\n",
- "First the prepare step is run as before but specifying numworkers to be equal to the number of CPUs or compute nodes you want to distribute over.\n",
- "\n",
- "On a ubuntu-like system you can test how many cpus are on the machine with the lscpu command"
+ "## These same steps could alternatively have been run from the command line using the cnmf command line script like below"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "/bin/sh: lscpu: command not found\n"
+ "Command line - prepare step: cnmf prepare --output-dir example_PBMC/cNMF --name pbmc_cNMF -c example_PBMC/counts.h5ad -k 5 6 7 8 9 10 --n-iter 20 --total-workers 1 --seed 14 --numgenes 2000 --beta-loss frobenius\n",
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n",
+ "\u001b[0m"
]
}
],
"source": [
- "! lscpu"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- ".\n",
- "\n",
- ".\n",
- "\n",
- ".\n",
- "\n",
- "Our machine has 8 CPUs so we would use something like 4 workers to best utilize the resources"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [],
- "source": [
- "numiter=20 # Number of NMF replicates. Set this to a larger value ~200 for real data. We set this to a relatively low value here for illustration at a faster speed\n",
- "numworkers=4 # Number of parallel factorization jobs to run. Set this to a value reflective of the number of cores on your computer.\n",
- "numhvgenes=2000 ## Number of over-dispersed genes to use for running the factorizations\n",
- "\n",
- "## Results will be saved to [output_directory]/[run_name] which in this example is example_PBMC/cNMF/pbmc_cNMF\n",
- "output_directory = 'example_PBMC/cNMF'\n",
- "if not os.path.exists(output_directory):\n",
- " os.mkdir(output_directory)\n",
- "run_name = 'pbmc_cNMF'\n",
- "\n",
- "## Specify the Ks to use as a space separated list in this case \"5 6 7 8 9 10\"\n",
- "K = ' '.join([str(i) for i in range(5,11)])\n",
- "\n",
- "## To speed this up, you can run it for only K=7-8 with the option below\n",
- "#K = ' '.join([str(i) for i in range(7,9)])\n",
- "\n",
- "seed = 14 ## Specify a seed pseudorandom number generation for reproducibility\n",
- "\n",
- "## Path to the filtered counts dataset we output previously\n",
- "countfn = 'example_PBMC/counts.h5ad'\n",
- "\n"
+ "cmd = 'cnmf prepare --output-dir example_PBMC/cNMF --name pbmc_cNMF -c example_PBMC/counts.h5ad -k 5 6 7 8 9 10 --n-iter 20 --total-workers 1 --seed 14 --numgenes 2000 --beta-loss frobenius'\n",
+ "print('Command line - prepare step: %s' % cmd)\n",
+ "!{cmd}"
]
},
{
@@ -700,15 +674,148 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Prepare command assuming parallelization with 4 cores:\n",
- "python ../cnmf.py prepare --output-dir example_PBMC/cNMF --name pbmc_cNMF -c example_PBMC/counts.h5ad -k 5 6 7 8 9 10 --n-iter 20 --total-workers 4 --seed 14 --numgenes 2000 --beta-loss frobenius\n"
+ "Command line - factorize step: cnmf factorize --output-dir example_PBMC/cNMF --name pbmc_cNMF --worker-index 0\n",
+ "[Worker 0]. Starting task 0.\n",
+ "[Worker 0]. Starting task 1.\n",
+ "[Worker 0]. Starting task 2.\n",
+ "[Worker 0]. Starting task 3.\n",
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+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/sklearn/decomposition/_nmf.py:1637: ConvergenceWarning: Maximum number of iterations 1000 reached. Increase it to improve convergence.\n",
+ " warnings.warn(\n",
+ "[Worker 0]. Starting task 113.\n",
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+ "[Worker 0]. Starting task 119.\n",
+ "\u001b[0m"
]
}
],
"source": [
- "prepare_cmd = 'python ../cnmf.py prepare --output-dir %s --name %s -c %s -k %s --n-iter %d --total-workers %d --seed %d --numgenes %d --beta-loss frobenius' % (output_directory, run_name, countfn, K, numiter, numworkers, seed, numhvgenes)\n",
- "print('Prepare command assuming parallelization with %d cores:\\n%s' % (numworkers, prepare_cmd))\n",
- "#! {prepare_cmd}"
+ "cmd = 'cnmf factorize --output-dir example_PBMC/cNMF --name pbmc_cNMF --worker-index 0'\n",
+ "print('Command line - factorize step: %s' % cmd)\n",
+ "!{cmd}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Alternatively, you could run cNMF with parallel processing. We illustrate commands for this using GNU parallel (which parallelizes over multiple CPUs on a machine) and with UGER (which parallelizes over multiple nodes on a compute cluster\n",
+ "\n",
+ "First the prepare step is run as before but specifying numworkers to be equal to the number of CPUs or compute nodes you want to distribute over.\n",
+ "\n",
+ "On a ubuntu-like system you can test how many cpus are on the machine with the lscpu command"
]
},
{
@@ -728,8 +835,8 @@
"source": [
"## Using GNU parallel\n",
"## This took 4 minutes in our testing\n",
- "worker_index = ' '.join([str(x) for x in range(numworkers)])\n",
- "factorize_cmd = 'nohup parallel python ../cnmf.py factorize --output-dir %s --name %s --worker-index {} ::: %s' % (output_directory, run_name, worker_index)\n",
+ "numworkers = 4\n",
+ "factorize_cmd = 'nohup parallel python ../cnmf.py factorize --output-dir example_PBMC/cNMF --name pbmc_cNMF --worker-index {} ::: 0 1 2 3'\n",
"print('Factorize command to simultaneously run factorization over %d cores using GNU parallel:\\n%s' % (numworkers, factorize_cmd))\n",
"#!{factorize_cmd}"
]
@@ -758,7 +865,7 @@
"source": [
"## Using UGER\n",
"logdir = '.'\n",
- "uger_factorize_cmd = \"qsub -cwd -b y -l h_vmem=2g,h_rt=3:00:00 -o %s -e %s -N cnmf -t 1-%d 'python ./cnmf.py factorize --output-dir %s --name %s --worker-index $SGE_TASK_ID'\" % (logdir, logdir, numworkers, output_directory, run_name)\n",
+ "uger_factorize_cmd = \"qsub -cwd -b y -l h_vmem=2g,h_rt=3:00:00 -o . -e . -N cnmf -t 1-4 'python ./cnmf.py factorize --output-dir example_PBMC/cNMF --name pbmc_cNMF --worker-index $SGE_TASK_ID'\"\n",
"print('Factorize command to simultaneously run factorization over %d nodes of a compute cluster using UGER:\\n%s' % (numworkers, uger_factorize_cmd))\n",
"#!{cmd}"
]
@@ -779,30 +886,17 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "python ../cnmf.py combine --output-dir example_PBMC/cNMF --name pbmc_cNMF\n",
"Combining factorizations for k=5.\n",
"Combining factorizations for k=6.\n",
"Combining factorizations for k=7.\n",
"Combining factorizations for k=8.\n",
"Combining factorizations for k=9.\n",
- "Combining factorizations for k=10.\n",
- "\u001b[0m"
+ "Combining factorizations for k=10.\n"
]
}
],
"source": [
- "cmd = 'python ../cnmf.py combine --output-dir %s --name %s' % (output_directory, run_name)\n",
- "print(cmd)\n",
- "!{cmd}"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Compute the stability and error at each choice of K to see if a clear choice jumps out.\n",
- "\n",
- "Please note that the maximum stability solution is not always the best choice depending on the application. However it is often a good starting point even if you have to investigate several choices of K"
+ "cnmf_obj.combine()"
]
},
{
@@ -814,15 +908,31 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "K selection plot command: python ../cnmf.py k_selection_plot --output-dir example_PBMC/cNMF --name pbmc_cNMF\n",
+ "Command line - combine step: cnmf combine --output-dir example_PBMC/cNMF --name pbmc_cNMF\n",
+ "Combining factorizations for k=5.\n",
+ "Combining factorizations for k=6.\n",
+ "Combining factorizations for k=7.\n",
+ "Combining factorizations for k=8.\n",
+ "Combining factorizations for k=9.\n",
+ "Combining factorizations for k=10.\n",
"\u001b[0m"
]
}
],
"source": [
- "kselect_plot_cmd = 'python ../cnmf.py k_selection_plot --output-dir %s --name %s' % (output_directory, run_name)\n",
- "print('K selection plot command: %s' % kselect_plot_cmd)\n",
- "!{kselect_plot_cmd}"
+ "## Or again you can use the command line\n",
+ "cmd = 'cnmf combine --output-dir example_PBMC/cNMF --name pbmc_cNMF'\n",
+ "print('Command line - combine step: %s' % cmd)\n",
+ "!{cmd}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Compute the stability and error at each choice of K to see if a clear choice jumps out.\n",
+ "\n",
+ "Please note that the maximum stability solution is not always the best choice depending on the application. However it is often a good starting point even if you have to investigate several choices of K"
]
},
{
@@ -832,44 +942,43 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
"text/plain": [
- ""
+ "
"
]
},
- "execution_count": 20,
"metadata": {
- "image/png": {
- "height": 1000,
- "width": 1000
- }
+ "needs_background": "light"
},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "Image(filename = \"example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.k_selection.png\", width=1000, height=1000)\n"
+ "cnmf_obj.k_selection_plot(close_fig=False)"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 21,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "This saves the corresponding figure to the following file: example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.k_selection.png\n"
+ ]
+ }
+ ],
"source": [
- "## In this range, K=7 gave the most stable solution so we will begin by looking at that.\n",
- "\n",
- "The next step computes the consensus solution for a given choice of K. We first run it without any outlier filtering to see what that looks like. Setting the density threshold to anything >= 2.00 (the maximum possible distance between two unit vectors) ensures that nothing will be filtered.\n",
- "\n",
- "Then we run the consensus with a filter for outliers determined based on inspecting the histogram of distances between components and their nearest neighbors"
+ "print('This saves the corresponding figure to the following file: %s' % cnmf_obj.paths['k_selection_plot'])"
]
},
{
- "cell_type": "code",
- "execution_count": 21,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "selected_K = 7\n",
- "density_threshold = 2.00"
+ "You can also run the command from the command line like below"
]
},
{
@@ -881,85 +990,88 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Consensus command for K=7:\n",
- "python ../cnmf.py consensus --output-dir example_PBMC/cNMF --name pbmc_cNMF --local-density-threshold 2.00 --components 7 --show-clustering\n",
- "\u001b[0m"
+ "K selection plot command: cnmf k_selection_plot --output-dir example_PBMC/cNMF --name pbmc_cNMF\n"
]
}
],
"source": [
- "## This is the command you would run from the command line to obtain the consensus estimate with no filtering\n",
- "## and to save a diagnostic plot as a PDF\n",
- "consensus_cmd = 'python ../cnmf.py consensus --output-dir %s --name %s --local-density-threshold %.2f --components %d --show-clustering' % (output_directory, run_name, density_threshold, selected_K)\n",
- "print('Consensus command for K=7:\\n%s' % consensus_cmd)\n",
- "!{consensus_cmd}"
+ "kselect_plot_cmd = 'cnmf k_selection_plot --output-dir example_PBMC/cNMF --name pbmc_cNMF'\n",
+ "print('K selection plot command: %s' % kselect_plot_cmd)\n",
+ "#!{kselect_plot_cmd}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## In this range, K=7 gave the most stable solution so we will begin by looking at that.\n",
+ "\n",
+ "The next step computes the consensus solution for a given choice of K. We first run it without any outlier filtering to see what that looks like. Setting the density threshold to anything >= 2.00 (the maximum possible distance between two unit vectors) ensures that nothing will be filtered.\n",
+ "\n",
+ "Then we run the consensus with a filter for outliers determined based on inspecting the histogram of distances between components and their nearest neighbors"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "selected_K = 7\n",
+ "density_threshold = 2.00"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n"
+ ]
+ },
{
"data": {
- "image/png": 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\n",
"text/plain": [
- ""
+ "
"
]
},
- "execution_count": 23,
"metadata": {
- "image/png": {
- "height": 1000,
- "width": 1000
- }
+ "needs_background": "light"
},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "density_threshold_str = ('%.2f' % density_threshold).replace('.', '_')\n",
- "Image(filename = \"example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.clustering.k_%d.dt_%s.png\" % (selected_K, density_threshold_str),\n",
- " width=1000, height=1000)\n"
+ "cnmf_obj.consensus(k=selected_K, density_threshold=density_threshold, show_clustering=True, close_clustergram_fig=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "The above consensus plot shows that there is a substantial degree of concordance between the replicates with a few outliers. An outlier threshold of 0.1 seems appropriate"
+ "The output figure was saved to ./example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.clustering.k_7.dt_0_1.png so you can find it there if you ran the consensus step from the command line"
]
},
{
- "cell_type": "code",
- "execution_count": 24,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "density_threshold = 0.10"
+ "The above consensus plot shows that there is a substantial degree of concordance between the replicates with a few outliers. An outlier threshold of 0.1 seems appropriate"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Consensus command for K=7:\n",
- "python ../cnmf.py consensus --output-dir example_PBMC/cNMF --name pbmc_cNMF --local-density-threshold 0.10 --components 7 --show-clustering\n",
- "\u001b[0m"
- ]
- }
- ],
+ "outputs": [],
"source": [
- "## This is the command you would run from the command line to obtain the consensus estimate with no filtering\n",
- "## and to save a diagnostic plot as a PDF\n",
- "consensus_cmd = 'python ../cnmf.py consensus --output-dir %s --name %s --local-density-threshold %.2f --components %d --show-clustering' % (output_directory, run_name, density_threshold, selected_K)\n",
- "print('Consensus command for K=%d:\\n%s' % (selected_K, consensus_cmd))\n",
- "!{consensus_cmd}"
+ "density_threshold = 0.10"
]
},
{
@@ -967,27 +1079,29 @@
"execution_count": 26,
"metadata": {},
"outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n"
+ ]
+ },
{
"data": {
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\n",
"text/plain": [
- ""
+ "
"
]
@@ -1204,7 +1308,7 @@
}
],
"source": [
- "## Plot the UMAP with some cannonical marker genes to see that the apparent clustering makes sense\n",
+ "## Plot the UMAP with some cannonical marker genes to see that the apparent grouping makes sense\n",
"\n",
"sc.pl.umap(adata, color=['IL7R', 'GZMB', 'CD8A','GNLY',\n",
" 'MS4A1', 'CD14', 'FCGR3A', 'HLA-DRA'],\n",
@@ -1215,246 +1319,90 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## First we load the raw usage file that was output by cNMF. cNMF does not normalize the usages to sum to 1 for each cell so we do that as a subsequent step in the second cell below"
+ "## We can load the results for a cNMF run with a given K and density filtering threshold like below"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "usage_norm, gep_scores, gep_tpm, topgenes = cnmf_obj.load_results(K=selected_K, density_threshold=density_threshold)\n",
+ "usage_norm.columns = ['Usage_%d' % i for i in usage_norm.columns]\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## This is analogous to loading the files below with the exception that the Usage file contains per-cell usages that are not normalized to sum to 1 whereas the usage returned by load_results is normalized to sum to 1. Normalized usages are the default recommended for most users"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
"outputs": [
{
- "data": {
- "text/html": [
- "
"
]
@@ -1489,154 +1437,30 @@
"metadata": {},
"source": [
"## The usages roughly overlap with the expression of marker genes in the plots above:\n",
- " - 1 - NK/CD8 T-cell identity\n",
- " - 2 - CD16+ monocyte identity\n",
- " - 4 - B-cell identity\n",
- " - 6 - CD4 T-cell identity\n",
- " - 7 CD14+ monocyte identity\n",
+ " - 1 - T-cell identity \n",
+ " - 2 - CD14+ monocyte identity\n",
+ " - 3 - B-cell identity\n",
+ " - 4 - NK-cell identity \n",
+ " - 5 CD16+ monocyte identity\n",
" \n",
- "## What is a bit less clear is the interpretation of GEP 3 and 5. Lets load in the gene_scores and identify the genes that are most associated with each program to see if we can interpret them."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "metadata": {},
- "outputs": [],
- "source": [
- "selected_K = 7"
+ "## What is a bit less clear is the interpretation of GEP 6 and 7. Lets load in the gene_scores and identify the genes that are most associated with each program to see if we can interpret them.\n",
+ "\n",
+ "The topgenes variable returned by load_results() contains the top ranked 100 genes for each GEP based on the gene_spectra_score. They would be obtained with the code below\n",
+ "\n",
+ "```\n",
+ "top_genes = []\n",
+ "ngenes = 100\n",
+ "for gep in gep_scores.columns:\n",
+ " top_genes.append(list(gep_scores.sort_values(by=gep, ascending=False).index[:ngenes]))\n",
+ " \n",
+ "top_genes = pd.DataFrame(top_genes, index=gep_scores.columns).T\n",
+ "top_genes\n",
+ "```"
]
},
{
"cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [],
- "source": [
- "density_threshold_str = '0_10'"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "## Let us quickly investigate a larger value of K to see if there are other less robust GEPs that may be worth exploring further, potentially with larger numbers of NMF replicates"
+ "sc.pl.umap(adata, color=['MMD', 'CLEC1B'], use_raw=True, ncols=4)"
]
},
{
- "cell_type": "code",
- "execution_count": 48,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "selected_K = 8\n",
- "density_threshold = 2.00"
+ "## Let us quickly investigate a larger value of K to see if there are other less robust GEPs that may be worth exploring further, potentially with larger numbers of NMF replicates"
]
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "Consensus command for K=8:\n",
- "python ../cnmf.py consensus --output-dir example_PBMC/cNMF --name pbmc_cNMF --local-density-threshold 2.00 --components 8 --show-clustering\n",
- "\u001b[0m"
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n"
]
- }
- ],
- "source": [
- "## This is the command you would run from the command line to obtain the consensus estimate with no filtering\n",
- "## and to save a diagnostic plot as a PDF\n",
- "consensus_cmd = 'python ../cnmf.py consensus --output-dir %s --name %s --local-density-threshold %.2f --components %d --show-clustering' % (output_directory, run_name, density_threshold, selected_K)\n",
- "print('Consensus command for K=%d:\\n%s' % (selected_K,consensus_cmd))\n",
- "!{consensus_cmd}"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 50,
- "metadata": {},
- "outputs": [
+ },
{
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"text/plain": [
- ""
+ "
"
]
},
- "execution_count": 50,
"metadata": {
- "image/png": {
- "height": 1000,
- "width": 1000
- }
+ "needs_background": "light"
},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "density_threshold_str = ('%.2f' % density_threshold).replace('.', '_')\n",
- "Image(filename = \"example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.clustering.k_%d.dt_%s.png\" % (selected_K, density_threshold_str),\n",
- " width=1000, height=1000)\n"
+ "cnmf_obj.consensus(k=8, density_threshold=0.1, show_clustering=True, close_clustergram_fig=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## AS expected, there is considerably more variability in the solutions of distinct NMF replicates with this run. Thus more caution must be taken in interpreting the results, and ideally cNMF should be run with a larger number of replicates"
+ "We might want to use a slightly higher density threshold based on the histogram which shows some programs that aren't outliers are getting cut off"
]
},
{
"cell_type": "code",
- "execution_count": 51,
- "metadata": {},
- "outputs": [],
- "source": [
- "density_threshold = 0.15"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
+ "execution_count": 64,
"metadata": {},
"outputs": [
{
- "name": "stdout",
+ "name": "stderr",
"output_type": "stream",
"text": [
- "Consensus command for K=8:\n",
- "python ../cnmf.py consensus --output-dir example_PBMC/cNMF --name pbmc_cNMF --local-density-threshold 0.15 --components 8 --show-clustering\n",
- "\u001b[0m"
+ "/PHShome/dk718/anaconda3/envs/py38_R411/lib/python3.8/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Revieved a view of an AnnData. Making a copy.\n",
+ " view_to_actual(adata)\n"
]
- }
- ],
- "source": [
- "## This is the command you would run from the command line to obtain the consensus estimate with no filtering\n",
- "## and to save a diagnostic plot as a PDF\n",
- "consensus_cmd = 'python ../cnmf.py consensus --output-dir %s --name %s --local-density-threshold %.2f --components %d --show-clustering' % (output_directory, run_name, density_threshold, selected_K)\n",
- "print('Consensus command for K=%d:\\n%s' % (selected_K, consensus_cmd))\n",
- "!{consensus_cmd}"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "metadata": {},
- "outputs": [
+ },
{
"data": {
- "image/png": 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"text/plain": [
- ""
+ "
"
]
},
- "execution_count": 53,
"metadata": {
- "image/png": {
- "height": 1000,
- "width": 1000
- }
+ "needs_background": "light"
},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "density_threshold_str = ('%.2f' % density_threshold).replace('.', '_')\n",
- "Image(filename = \"example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.clustering.k_%d.dt_%s.png\" % (selected_K, density_threshold_str),\n",
- " width=1000, height=1000)\n"
+ "cnmf_obj.consensus(k=8, density_threshold=0.15, show_clustering=True, close_clustergram_fig=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## It seems that in some iterations the 3rd GEP is getting split into 2 components, while in other iterations, it is being kept as a single one"
+ "That looks a bit better"
]
},
{
- "cell_type": "code",
- "execution_count": 54,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- "
\n",
- "
\n",
- "
Usage_1
\n",
- "
Usage_2
\n",
- "
Usage_3
\n",
- "
Usage_4
\n",
- "
Usage_5
\n",
- "
Usage_6
\n",
- "
Usage_7
\n",
- "
Usage_8
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- "
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- " \n",
- " \n",
- "
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- "
AAACATACAACCAC-1
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- "
321.672155
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0.000000
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30.863322
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419.437274
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32.237813
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- "
0.000000
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- "
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AAACATTGATCAGC-1
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448.382838
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0.000000
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- "
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0.000000
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6.350004
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45.007871
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- "
231.263394
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17.239899
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- "
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- "
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- "
AAACCGTGTATGCG-1
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- "
24.084216
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0.281432
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- "
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- " \n",
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- "
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- ],
- "text/plain": [
- " Usage_1 Usage_2 Usage_3 Usage_4 Usage_5 \\\n",
- "AAACATACAACCAC-1 321.672155 0.000000 33.906477 2.967849 17.283569 \n",
- "AAACATTGAGCTAC-1 217.598320 0.000000 68.959647 0.000000 30.863322 \n",
- "AAACATTGATCAGC-1 448.382838 0.000000 44.446457 3.929020 14.208937 \n",
- "AAACCGTGCTTCCG-1 17.897547 0.000000 32.200978 159.179418 6.350004 \n",
- "AAACCGTGTATGCG-1 24.084216 0.281432 10.219564 38.625872 161.488706 \n",
- "\n",
- " Usage_6 Usage_7 Usage_8 \n",
- "AAACATACAACCAC-1 0.000000 0.000000 0.000000 \n",
- "AAACATTGAGCTAC-1 419.437274 32.237813 0.000000 \n",
- "AAACATTGATCAGC-1 0.000000 34.695025 7.082644 \n",
- "AAACCGTGCTTCCG-1 45.007871 231.263394 17.239899 \n",
- "AAACCGTGTATGCG-1 15.404217 0.000000 0.000000 "
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
- "usage = pd.read_csv('./example_PBMC/cNMF/pbmc_cNMF/pbmc_cNMF.usages.k_%d.dt_%s.consensus.txt' % (selected_K, density_threshold_str),\n",
- " sep='\\t', index_col=0)\n",
- "usage.columns = ['Usage_%s' % i for i in usage.columns]\n",
- "usage.head()"
+ "## AS expected, there is considerably more variability in the solutions of distinct NMF replicates with this run. Thus more caution must be taken in interpreting the results, and ideally cNMF should be run with a larger number of replicates\n",
+ "\n",
+ "## It seems that in some iterations the 3rd GEP is getting split into 2 components, while in other iterations, it is being kept as a single one\n",
+ "\n",
+ "## Lets look at the resulting programs"
]
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 66,
"metadata": {},
"outputs": [
{
@@ -2514,258 +1916,135 @@
" \n",
"
\n",
@@ -1307,11 +1177,11 @@
],
"text/plain": [
" 1 2 3 4 5 6 7 \\\n",
- "Cell1 0.109593 0.076213 0.002125 0.010615 0.758370 0.043084 0.000000 \n",
- "Cell2 0.122049 0.775942 0.013591 0.075646 0.012772 0.000000 0.000000 \n",
- "Cell3 0.065067 0.046289 0.052738 0.000000 0.000000 0.809467 0.026438 \n",
- "Cell4 0.330578 0.000000 0.000000 0.507998 0.031402 0.100652 0.029370 \n",
- "Cell5 0.254879 0.129832 0.089889 0.081664 0.029579 0.026065 0.388092 \n",
+ "Cell1 0.031384 0.816917 0.057581 0.019343 0.038409 0.034832 0.001533 \n",
+ "Cell2 0.000000 0.049154 0.751432 0.021028 0.058638 0.082390 0.037358 \n",
+ "Cell3 0.794945 0.013704 0.039620 0.053871 0.000804 0.076341 0.020714 \n",
+ "Cell4 0.074022 0.044766 0.001003 0.000000 0.483074 0.351682 0.045453 \n",
+ "Cell5 0.010132 0.057396 0.102936 0.077047 0.080333 0.223170 0.448986 \n",
"\n",
" TSNE1 TSNE2 \n",
"Cell1 -26.829270 -12.981769 \n",
@@ -1321,7 +1191,7 @@
"Cell5 9.972195 -1.723736 "
]
},
- "execution_count": 29,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
@@ -1331,6 +1201,26 @@
"tsne_and_usages.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index([1, 2, 3, 4, 5, 6, 7, 'TSNE1', 'TSNE2'], dtype='object')"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "tsne_and_usages.columns"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 30,
@@ -1341,12 +1231,14 @@
"output_type": "stream",
"text": [
"findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
- "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n"
+ "findfont: Generic family 'sans-serif' not found because none of the following families were found: Myriad Pro\n",
+ "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
+ "findfont: Generic family 'sans-serif' not found because none of the following families were found: Myriad Pro\n"
]
},
{
"data": {
- "image/png": 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"text/plain": [
"
"
]
@@ -1384,14 +1276,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "The plot above shows which cells are expressing which programs. The first program is distributed over cells of multiple identity programs and therefore corresponds to the activity program. GEP 2-6 correspond to distinct identity programs"
+ "The plot above shows which cells are expressing which programs. Program 6 is distributed over cells of multiple identity programs and therefore corresponds to the activity program. GEP 1,2 3, 4, 5, 7 correspond to distinct identity programs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "We might also want to investigate which genes are driving which programs. We can do so by loading the Z-score transformed spectra and sorting it as follows"
+ "## We might also want to investigate which genes are driving which programs. The top_genes ranks the genes most associated with each GEP (based on the spectra_scores)"
]
},
{
@@ -1431,271 +1323,249 @@
" \n",
" \n",
"