Mercurial > repos > goeckslab > scimap_mcmicro_to_anndata

--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/main_macros.xml	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,29 @@
+<macros>
+    <token name="@TOOL_VERSION@">0.0.1</token>
+    <token name="@VERSION_SUFFIX@">0</token>
+    <token name="@PROFILE@">20.01</token>
+
+    <xml name="scimap_requirements">
+        <requirements>
+            <container type="docker">quay.io/goeckslab/scimap:0.17.7</container>
+            <yield />
+        </requirements>
+    </xml>
+
+    <xml name="macro_stdio">
+        <stdio>
+            <exit_code range="1:" level="fatal" description="Error occurred. Please check Tool Standard Error" />
+        </stdio>
+    </xml>
+
+    <xml name="scimap_spatial_options" token_label="spatial_aggregate">
+        <section name="options" title="Advanced Options" expanded="false">
+            <param argument="x_coordinate" type="text" value="X_centroid" optional="false" label="Column name containing the x-coordinates values" />
+            <param argument="y_coordinate" type="text" value="Y_centroid" optional="false" label="Column name containing the y-coordinates values" />
+            <yield/>
+            <param argument="imageid" type="text" value="imageid" optional="true" label="Column name of the column containing the image id" />
+            <param argument="subset" type="text" value="" optional="true" label="Imageid of a single image to be subsetted for analyis" />
+            <param argument="label" type="text" value="@LABEL@" optional="true" label="Key for the returned data" help="Stored in adata.obs" />
+        </section>
+    </xml>
+</macros>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/mcmicro_to_anndata.py	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,45 @@
+import argparse
+import json
+import warnings
+
+import scimap as sm
+
+
+def main(inputs, outfile):
+    """
+    Parameter
+    ---------
+    inputs : str
+        File path to galaxy tool parameter.
+
+    outfile : str
+        File path to estimator.
+    """
+    warnings.simplefilter('ignore')
+
+    with open(inputs, 'r') as param_handler:
+        params = json.load(param_handler)
+
+    image_path = params['image_path']
+    drop_markers = params['drop_markers']
+    if not drop_markers:
+        drop_markers = None
+    else:
+        drop_markers = [x.strip() for x in drop_markers.split(',')]
+    options = params['options']
+    for k, v in options.items():
+        if v == '':
+            options[k] = None
+
+    adata = sm.pp.mcmicro_to_scimap(image_path, drop_markers=drop_markers, **options)
+
+    adata.write(outfile)
+
+
+if __name__ == '__main__':
+    aparser = argparse.ArgumentParser()
+    aparser.add_argument("-i", "--inputs", dest="inputs", required=True)
+    aparser.add_argument("-e", "--outfile", dest="outfile", required=True)
+    args = aparser.parse_args()
+
+    main(args.inputs, args.outfile)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/mcmicro_to_anndata.xml	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,61 @@
+<tool id="scimap_mcmicro_to_anndata" name="Convert McMicro Output to Anndata" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@PROFILE@">
+    <description>to be used in scimap/scanpy</description>
+    <macros>
+        <import>main_macros.xml</import>
+    </macros>
+    <expand macro="scimap_requirements" />
+    <expand macro="macro_stdio" />
+    <version_command>echo "@VERSION@"</version_command>
+    <command>
+        <![CDATA[
+        python '$__tool_directory__/mcmicro_to_anndata.py'
+            --inputs '$inputs'
+            --outfile '$outfile'
+
+        ]]>
+    </command>
+    <configfiles>
+        <inputs name="inputs" data_style="paths"/>
+    </configfiles>
+    <inputs>
+        <param argument="image_path" type="data" format="tabular,csv" multiple="false" label="Select the input image or images" />
+        <param argument="drop_markers" type="text" optional="true" label="List of markers to drop from the analysis" help="No quotes, separated by comma. e.g. CD3D, CD20." />
+        <section name="options" title="Advanced Options" expanded="False">
+            <param argument="remove_dna" optional="true" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Whether to Remove the DNA channels from the final output" help="Looks for channels with the string 'dna' in it." />
+            <param argument="remove_string_from_name" type="text" optional="true" label="Remove string from name" help="Used to clean up channel names. If a string is given, that particular string will be removed from all marker names.
+        If multiple images are passed, just use the string that appears in the first image." />
+            <param argument="log" optional="true" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Whether to log the data" help="log1p transformation will be applied" />
+            <param argument="random_sample" optional="true" type="integer" label="The number of random sampling" help="Randomly sub-sample the data with the desired number of cells." />
+            <param argument="CellId" optional="true" type="text" value="CellID" label="Name of the column that contains the cell ID" />
+            <param argument="unique_CellId" optional="true" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Whether to use unique name for cells/rows" />
+            <param argument="split" optional="true" type="text" value="X_centroid" label="Column name to split the csv into counts table and meta data" />
+            <param argument="custom_imageid" optional="true" type="text" label="Custom image ID" help="By default the name of the CSV file is used." />
+            <param argument="min_cells" optional="true" type="integer" label="Minimum number of cells" help="If these many cells are not in the image, the image will be dropped. Particulary useful when importing multiple images." />
+        </section>
+    </inputs>
+    <outputs>
+        <data format="h5ad" name="outfile" />
+    </outputs>
+    <tests>
+        <test>
+            <param name="image_path" value="mcmicro_output.csv" ftype="csv" />
+            <param name="drop_markers" value="PERK,NOS2,BG1,BG2,BG3,ACTIN" />
+            <output name="outfile" file="tutorial_data.h5ad" compare="sim_size" delta="5" />
+        </test>
+    </tests>
+    <help>
+        <![CDATA[
+**What it does**
+
+The tool converts the quantification output from [mcmicro](https://mcmicro.org/) to Anndata which is needed for downstrem analyses, such as phenotyping, neighbourhood identification, and so on.
+
+
+**Return**
+
+Anndata.
+
+        ]]>
+    </help>
+    <citations>
+    </citations>
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/scimap_phenotyping.py	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,73 @@
+import argparse
+import warnings
+
+import pandas as pd
+import scimap as sm
+from anndata import read_h5ad
+
+
+def main(
+    adata,
+    output,
+    gating_workflow,
+    gating_workflow_ext,
+    manual_gates=None,
+    manual_gates_ext=None,
+    rescale_plots=False
+):
+    """
+    Parameter
+    ---------
+    adata : str
+        File path to the input AnnData.
+    output : str
+        File path to the output AnnData.
+    gating_workflow : str
+        File path to the gating workflow.
+    gating_workflow_ext : str
+        Datatype for gating workflow, either 'csv' or 'tabular'.
+    manual_gates : str
+        File path to the munual gating.
+    manual_gates_ext : str
+        Datatype for munual gate, either 'csv' or 'tabular'.
+    rescale_plots : boolean
+        Save plots from rescaling.
+    """
+    warnings.simplefilter('ignore')
+
+    adata = read_h5ad(adata)
+    # Rescale data
+    if manual_gates:
+        sep = ',' if manual_gates_ext == 'csv' else '\t'
+        manual_gates = pd.read_csv(manual_gates, sep=sep)
+
+    adata = sm.pp.rescale(adata, gate=manual_gates, save_fig=rescale_plots)
+
+    # Phenotype cells
+    # Load the gating workflow
+    sep = ',' if gating_workflow_ext == 'csv' else '\t'
+    phenotype = pd.read_csv(gating_workflow, sep=sep)
+    adata = sm.tl.phenotype_cells(adata, phenotype=phenotype, label="phenotype")
+
+    # Summary of the phenotyping
+    print(adata.obs['phenotype'].value_counts())
+
+    adata.write(output)
+
+
+if __name__ == '__main__':
+    aparser = argparse.ArgumentParser()
+    aparser.add_argument("-a", "--adata", dest="adata", required=True)
+    aparser.add_argument("-o", "--output", dest="output", required=True)
+    aparser.add_argument("-g", "--gating_workflow", dest="gating_workflow", required=True)
+    aparser.add_argument("-s", "--gating_workflow_ext", dest="gating_workflow_ext", required=True)
+    aparser.add_argument("-m", "--manual_gates", dest="manual_gates", required=False)
+    aparser.add_argument("-S", "--manual_gates_ext", dest="manual_gates_ext", required=False)
+    aparser.add_argument("-p", "--rescale_plots", dest="rescale_plots", action="store_true",
+                         default=False, required=False)
+
+    args = aparser.parse_args()
+
+    main(args.adata, args.output, args.gating_workflow,
+         args.gating_workflow_ext, args.manual_gates,
+         args.manual_gates_ext, args.rescale_plots)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/scimap_spatial.py	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,59 @@
+import argparse
+import json
+import warnings
+
+import scimap as sm
+from anndata import read_h5ad
+
+
+def main(inputs, anndata, output):
+    """
+    Parameter
+    ---------
+    inputs : str
+        File path to galaxy tool parameter.
+    anndata : str
+        File path to anndata containing phenotyping info.
+    output : str
+        File path to output.
+    """
+    warnings.simplefilter('ignore')
+
+    with open(inputs, 'r') as param_handler:
+        params = json.load(param_handler)
+
+    adata = read_h5ad(anndata)
+
+    tool = params['analyses']['selected_tool']
+    tool_func = getattr(sm.tl, tool)
+
+    options = params['analyses']['options']
+    if tool == 'cluster':
+        options['method'] = params['analyses']['method']
+        subset_genes = options.pop('subset_genes')
+        if subset_genes:
+            options['subset_genes'] = \
+                [x.strip() for x in subset_genes.split(',')]
+        sub_cluster_group = options.pop('sub_cluster_group')
+        if sub_cluster_group:
+            options['sub_cluster_group'] = \
+                [x.strip() for x in sub_cluster_group.split(',')]
+
+    for k, v in options.items():
+        if v == '':
+            options[k] = None
+
+    tool_func(adata, **options)
+
+    adata.write(output)
+
+
+if __name__ == '__main__':
+    aparser = argparse.ArgumentParser()
+    aparser.add_argument("-i", "--inputs", dest="inputs", required=True)
+    aparser.add_argument("-e", "--output", dest="output", required=True)
+    aparser.add_argument("-a", "--anndata", dest="anndata", required=True)
+
+    args = aparser.parse_args()
+
+    main(args.inputs, args.anndata, args.output)
Binary file test-data/imc.h5ad has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/manual_gates.csv	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,19 @@
+markers,gate
+ASMA,6.6
+CD163,6.6
+CD206,7.5
+CD68,6.2
+CD20,7.8
+CD21,8
+CD3D,6.5
+CD45,7.3
+CD56,8.7
+CD8A,6.5
+FOXP3,5.2
+CD11B,6.7
+CD11C,6.3
+CD15,7.9
+CD4,7.4
+PD1,7.9
+HLADR,6.7
+CD25,7
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/mcmicro_output.csv	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,4826 @@
+CellID,DNA1,BG1,BG2,BG3,DNA2,CD25,CD2,CD10,DNA3,CD163,CD3D,CD5,DNA4,CD30,ACTIN,CD45,DNA5,CD206,CD68,PD1,DNA6,KI67,CD11C,CD7,DNA7,CD8A,FOXP3,CD20,DNA8,CD4,HLADR,PSTAT3,DNA9,PS6,PERK,CD21,DNA10,CD43,NOS2,PDL1,DNA11,CD11B,CD57,MHCI,DNA12,CD15,ASMA,CD56,X_centroid,Y_centroid,Area,MajorAxisLength,MinorAxisLength,Eccentricity,Solidity,Extent,Orientation
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\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/phenotype_workflow.csv	Tue Jul 19 20:29:59 2022 +0000
@@ -0,0 +1,23 @@
+,,ASMA,CD163,CD206,CD68,CD20,CD21,CD3D,CD45,CD56,CD8A,FOXP3,CD11B,CD11C,CD15,CD4,PD1,HLADR,CD25
+all,Other Immune cells,,,,,,,,pos,,,,,,,,,,
+all,ASMA+ cells,pos,,,,,,,,,,,,,,,,,
+Other Immune cells,T cells,,,,,,,pos,,,,,,,,,,,
+Other Immune cells,B cells,,,,,pos,,,,,,,,,,,,,
+Other Immune cells,Myeloid Lineage,,anypos,anypos,anypos,,,,,,,,anypos,anypos,,,,,
+Other Immune cells,NK cells,,,,,,,,,pos,,,,,,,,,
+Other Immune cells,Granulocytes,,,,,,,,,,,,,,pos,,,,
+Myeloid Lineage,T cells,,,,,,,pos,,,,,,,,,,,
+Myeloid Lineage,B cells,,,,,pos,,,,,,,,,,,,,
+Myeloid Lineage,NK cells,,,,,,,,,pos,,,,,,,,,
+Myeloid Lineage,Granulocytes,,,,,,,,,,,,,,pos,,,,
+T cells,CD4 T cells,,,,,,,,,,,,,,,pos,,,
+T cells,CD8 T cells,,,,,,,,,,pos,,,,,,,,
+CD4 T cells,Regulatory T cells,,,,,,,,,,,pos,,,,,,,
+CD4 T cells,Follicular Helper T cells,,,,,,,,,,,,,,,,pos,,
+CD8 T cells,PD1+ T cells,,,,,,,,,,,,,,,,pos,,
+Myeloid Lineage,CD68+ Macrophages,,,,pos,,,,,,,,,,,,,,
+Myeloid Lineage,M2 Macrophages,,anypos,anypos,,,,,,,,,,,,,,,
+Myeloid Lineage,Myeloid Dendritic cells,,,,,,,,,,,,,,,,,pos,
+Myeloid Lineage,Follicular Dendritic cells,,,,,,pos,,,,,,,,,,,,
+CD68+ Macrophages,M1 Macrophages,,,,,,,,,,,,,,,,,pos,
+Myeloid Dendritic cells,CD25+ Dendritic cells,,,,,,,,,,,,,,,,,,pos
\ No newline at end of file
Binary file test-data/tutorial_data.h5ad has changed
Binary file test-data/tutorial_data_pheno.h5ad has changed