Repository 'gate_finder'
hg clone https://toolshed.g2.bx.psu.edu/repos/goeckslab/gate_finder

Changeset 0:6df8d6e42152 (2022-09-08)
Next changeset 1:8097f9124f87 (2024-02-28)
Commit message:
planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/vitessce commit 9b2dc921e692af8045773013d9f87d4d790e2ea1
added:
gate_finder.py
gate_finder.xml
index.html
main_macros.xml
static/css/2.f290e260.chunk.css
static/css/2.f290e260.chunk.css.map
static/css/main.a53cc462.chunk.css
static/css/main.a53cc462.chunk.css.map
static/js/2.eb2fd6ea.chunk.js
static/js/2.eb2fd6ea.chunk.js.LICENSE.txt
static/js/2.eb2fd6ea.chunk.js.map
static/js/main.303f671d.chunk.js
static/js/main.303f671d.chunk.js.map
static/js/runtime-main.784d90f4.js
static/js/runtime-main.784d90f4.js.map
static/media/complement.c220ca8c.svg
static/media/intersection.b0003109.svg
static/media/menu.bc56e94a.svg
static/media/near_me.2a308adc.svg
static/media/selection_lasso.00e80a33.svg
static/media/selection_rectangle.aa477261.svg
static/media/union.de5168c6.svg
test-data/cropped_reactive_core.ome.tiff
test-data/cropped_tutorial_data_pheno.h5ad
test-data/tutorial_vitessce.html
vitessce_spatial.py
b
diff -r 000000000000 -r 6df8d6e42152 gate_finder.py
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/gate_finder.py Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,156 @@
+import argparse
+import json
+import warnings
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+from anndata import read_h5ad
+from sklearn.mixture import GaussianMixture
+from sklearn.preprocessing import MinMaxScaler
+from vitessce import (
+    AnnDataWrapper,
+    Component as cm,
+    MultiImageWrapper,
+    OmeTiffWrapper,
+    VitessceConfig,
+)
+
+
+# Generate binarized phenotype for a gate
+def get_gate_phenotype(g, d):
+    dd = d.copy()
+    dd = np.where(dd < g, 0, dd)
+    np.warnings.filterwarnings('ignore')
+    dd = np.where(dd >= g, 1, dd)
+    return dd
+
+
+def get_gmm_phenotype(data):
+    low = np.percentile(data, 0.01)
+    high = np.percentile(data, 99.99)
+    data = np.clip(data, low, high)
+
+    sum = np.sum(data)
+    median = np.median(data)
+    data_med = data / sum * median
+
+    data_log = np.log1p(data_med)
+    data_log = data_log.reshape(-1, 1)
+
+    scaler = MinMaxScaler(feature_range=(0, 1))
+    data_norm = scaler.fit_transform(data_log)
+
+    gmm = GaussianMixture(n_components=2)
+    gmm.fit(data_norm)
+    gate = np.mean(gmm.means_)
+
+    return get_gate_phenotype(gate, np.ravel(data_norm))
+
+
+def main(inputs, output, image, anndata, masks=None):
+    """
+    Parameter
+    ---------
+    inputs : str
+        File path to galaxy tool parameter.
+    output : str
+        Output folder for saving web content.
+    image : str
+        File path to the OME Tiff image.
+    anndata : str
+        File path to anndata containing phenotyping info.
+    masks : str
+        File path to the image masks.
+    """
+    warnings.simplefilter('ignore')
+
+    with open(inputs, 'r') as param_handler:
+        params = json.load(param_handler)
+
+    marker = params['marker'].strip()
+    from_gate = params['from_gate']
+    to_gate = params['to_gate']
+    increment = params['increment']
+    x_coordinate = params['x_coordinate'].strip() or 'X_centroid'
+    y_coordinate = params['y_coordinate'].strip() or 'Y_centroid'
+
+    adata = read_h5ad(anndata)
+
+    # If no raw data is available make a copy
+    if adata.raw is None:
+        adata.raw = adata
+
+    # Copy of the raw data if it exisits
+    if adata.raw is not None:
+        adata.X = adata.raw.X
+
+    data = pd.DataFrame(
+        adata.X,
+        columns=adata.var.index,
+        index=adata.obs.index
+    )
+    marker_values = data[[marker]].values
+    marker_values_log = np.log1p(marker_values)
+
+    # Identify the list of increments
+    gate_names = []
+    for num in np.arange(from_gate, to_gate, increment):
+        num = round(num, 3)
+        key = marker + '--' + str(num)
+        adata.obs[key] = get_gate_phenotype(num, marker_values_log)
+        gate_names.append(key)
+
+    adata.obs['GMM_auto'] = get_gmm_phenotype(marker_values)
+    gate_names.append('GMM_auto')
+
+    adata.obsm['XY_coordinate'] = adata.obs[[x_coordinate, y_coordinate]].values
+
+    vc = VitessceConfig(name=None, description=None)
+    dataset = vc.add_dataset()
+    image_wrappers = [OmeTiffWrapper(img_path=image, name='OMETIFF')]
+    if masks:
+        image_wrappers.append(
+            OmeTiffWrapper(img_path=masks, name='MASKS', is_bitmask=True)
+        )
+    dataset.add_object(MultiImageWrapper(image_wrappers))
+
+    dataset.add_object(
+        AnnDataWrapper(
+            adata,
+            spatial_centroid_obsm='XY_coordinate',
+            cell_set_obs=gate_names,
+            cell_set_obs_names=[obj[0].upper() + obj[1:] for obj in gate_names],
+            expression_matrix="X"
+        )
+    )
+    spatial = vc.add_view(dataset, cm.SPATIAL)
+    cellsets = vc.add_view(dataset, cm.CELL_SETS)
+    status = vc.add_view(dataset, cm.STATUS)
+    lc = vc.add_view(dataset, cm.LAYER_CONTROLLER)
+    genes = vc.add_view(dataset, cm.GENES)
+    cell_set_sizes = vc.add_view(dataset, cm.CELL_SET_SIZES)
+    cell_set_expression = vc.add_view(dataset, cm.CELL_SET_EXPRESSION)
+
+    vc.layout(
+        (status / genes / cell_set_expression)
+        | (cellsets / cell_set_sizes / lc)
+        | (spatial)
+    )
+    config_dict = vc.export(to='files', base_url='http://localhost', out_dir=output)
+
+    with open(Path(output).joinpath('config.json'), 'w') as f:
+        json.dump(config_dict, f, indent=4)
+
+
+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("-g", "--image", dest="image", required=True)
+    aparser.add_argument("-a", "--anndata", dest="anndata", required=True)
+    aparser.add_argument("-m", "--masks", dest="masks", required=False)
+
+    args = aparser.parse_args()
+
+    main(args.inputs, args.output, args.image, args.anndata, args.masks)
b
diff -r 000000000000 -r 6df8d6e42152 gate_finder.xml
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/gate_finder.xml Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,63 @@
+<tool id="gate_finder" name="Gate Finder" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@PROFILE@">
+    <description>displays a series of gating outcomes using Vitessce</description>
+    <macros>
+        <import>main_macros.xml</import>
+    </macros>
+    <expand macro="vitessce_requirements"/>
+    <expand macro="macro_stdio" />
+    <version_command>echo "@VERSION@"</version_command>
+    <expand macro="vitessce_cmd" tool_id="gate_finder" />
+    <configfiles>
+        <inputs name="inputs" />
+    </configfiles>
+    <inputs>
+        <param name="image" type="data" format="ome.tiff" label="Select the image (OME-TIFF)" />
+        <param name="masks" type="data" format="tiff,ome.tiff" optional="true" label="Select masks for the OME Tiff image (Optional)" />
+        <section name="do_phenotyping" title=" ">
+            <param name="phenotyping_choice" type="hidden" value="true"/>
+        </section>
+        <param name="phenotyping_choice" type="hidden" value="yes" />
+        <param name="anndata" type="data" format="h5ad" label="Select the anndata containing marker intensities" />
+        <param name="marker" type="text" value=""  label="Marker for which gate is to be defined" help="E.g.: CD45." />
+        <param name="from_gate" type="integer" value="6" label="Start value gate of interest" help="Integer. Optional" />
+        <param name="to_gate" type="integer" value="8" label="End value of the gate of interest." help="Integer. Optional" />
+        <param name="increment" type="float" value="0.1" label="Increments between the start and end values" help="Float." />
+        <param name="x_coordinate" type="text" value="X_centroid" optional="true" label="X axis coordinate column name in AnnData object" />
+        <param name="y_coordinate" type="text" value="Y_centroid" optional="true" label="X axis coordinate column name in AnnData object" />
+    </inputs>
+    <outputs>
+        <data format="html" name="output" />
+    </outputs>
+    <tests>
+        <test>
+            <param name="image" value="cropped_reactive_core.ome.tiff" ftype="ome.tiff" />
+            <param name="anndata" value="cropped_tutorial_data_pheno.h5ad" ftype="h5ad" />
+            <param name="marker" value="CD45" />
+            <param name="from_gate" value="5" />
+            <param name="to_gate" value="9" />
+            <param name="increment" value="0.5" />
+            <output name="output" file="tutorial_vitessce.html" compare="sim_size" delta="20" />
+        </test>
+    </tests>
+    <help>
+        <![CDATA[
+**What it does**
+This tool, built on top of vitessce visualization components, mimics the find_gate function from scimap (https://scimap.xyz/) to do manual gating for single cell quantification data.
+
+**Input**
+
+OME-TIFF image.
+Segmentation masks (optional).
+AnnData with marker intensities.
+
+**Output**
+
+An HTML file with Vitessce component. 
+
+
+        ]]>
+    </help>
+    <citations>
+        <citation type="doi">10.31219/osf.io/y8thv</citation>
+    </citations>
+</tool>
b
diff -r 000000000000 -r 6df8d6e42152 index.html
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/index.html Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,39 @@
+<!doctype html>
+<html lang="en">
+    <head>
+        <meta charset="utf-8">
+        <style>
+        body,html{height:100%}
+        body{
+            font-family:-apple-system,'Helvetica Neue',Arial,sans-serif;display:flex;flex-direction:column}
+        #full-app{flex:1}
+        #full-app .vitessce-container{
+            height:max(100%,100vh);width:100%;overflow:hidden}
+        #full-app #small-app .vitessce-container{height:600px}
+        </style>
+        <title>Vitessce</title>
+        <link href="./static/css/2.f290e260.chunk.css" rel="stylesheet">
+        <link href="./static/css/main.a53cc462.chunk.css" rel="stylesheet">
+    </head>
+    <body>
+        <div id="full-app">
+            <div class="container-fluid">
+                <div class="row p-2">
+                    <div class="col col-full">
+                        <h1>Vitessce is loading...</h1>
+                        <div style="width:1000px">
+                            <div id="small-app">
+                            </div>
+                        </div>
+                    </div>
+                </div>
+            </div>
+        </div>
+        <noscript>You need to enable JavaScript to run this app.</noscript>
+        <script>
+        !function(e){function t(t){for(var n,i,l=t[0],f=t[1],a=t[2],p=0,s=[];p<l.length;p++)i=l[p],Object.prototype.hasOwnProperty.call(o,i)&&o[i]&&s.push(o[i][0]),o[i]=0;for(n in f)Object.prototype.hasOwnProperty.call(f,n)&&(e[n]=f[n]);for(c&&c(t);s.length;)s.shift()();return u.push.apply(u,a||[]),r()}function r(){for(var e,t=0;t<u.length;t++){for(var r=u[t],n=!0,l=1;l<r.length;l++){var f=r[l];0!==o[f]&&(n=!1)}n&&(u.splice(t--,1),e=i(i.s=r[0]))}return e}var n={},o={1:0},u=[];function i(t){if(n[t])return n[t].exports;var r=n[t]={i:t,l:!1,exports:{}};return e[t].call(r.exports,r,r.exports,i),r.l=!0,r.exports}i.m=e,i.c=n,i.d=function(e,t,r){i.o(e,t)||Object.defineProperty(e,t,{enumerable:!0,get:r})},i.r=function(e){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},i.t=function(e,t){if(1&t&&(e=i(e)),8&t)return e;if(4&t&&"object"==typeof e&&e&&e.__esModule)return e;var r=Object.create(null);if(i.r(r),Object.defineProperty(r,"default",{enumerable:!0,value:e}),2&t&&"string"!=typeof e)for(var n in e)i.d(r,n,function(t){return e[t]}.bind(null,n));return r},i.n=function(e){var t=e&&e.__esModule?function(){return e.default}:function(){return e};return i.d(t,"a",t),t},i.o=function(e,t){return Object.prototype.hasOwnProperty.call(e,t)},i.p="./";var l=this.webpackJsonpvitessce=this.webpackJsonpvitessce||[],f=l.push.bind(l);l.push=t,l=l.slice();for(var a=0;a<l.length;a++)t(l[a]);var c=f;r()}([])
+        </script>
+        <script src="./static/js/2.eb2fd6ea.chunk.js"></script>
+        <script src="./static/js/main.303f671d.chunk.js"></script>
+    </body>
+</html>
\ No newline at end of file
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diff -r 000000000000 -r 6df8d6e42152 main_macros.xml
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/main_macros.xml Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,84 @@
+<macros>
+    <token name="@TOOL_VERSION@">1.0.4</token>
+    <token name="@VERSION_SUFFIX@">0</token>
+    <token name="@PROFILE@">20.01</token>
+
+    <xml name="vitessce_requirements">
+        <requirements>
+            <container type="docker">quay.io/goeckslab/vitessce:@TOOL_VERSION@</container>
+        </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="vitessce_cmd" token_tool_id="vitessce_spatial">
+        <command>
+        <![CDATA[
+        export BF_MAX_MEM="\${GALAXY_MEMORY_MB}m" &&
+        mkdir -p '${output.files_path}/A/0' &&
+        ln -sf '$image' '${output.files_path}/A/0/image01.ome.tiff' &&
+        #if $masks
+            info=\$(showinf -nopix -nometa -noflat '${output.files_path}/A/0/image01.ome.tiff') &&
+            echo '>showinf -nopix -nometa -noflat \$image' &&
+            echo "\$info\n" &&
+            masks_info=\$(showinf -nopix -nometa -noflat '$masks') &&
+            echo '>showinf -nopix -nometa -noflat \$masks' &&
+            echo "\$masks_info\n" &&
+            masks_n_resolutions=\$(echo "\$masks_info" | grep '^\s*Resolutions\s*=' -m1 | cut -d'=' -f2 | xargs) &&
+            if [ -z \$masks_n_resolutions ]; then
+                n_resolutions=\$(echo "\$info" | grep '^\s*Resolutions\s*=' -m1 | cut -d'=' -f2 | xargs) &&
+                pyramid_scale=1 &&
+                if [ -z "\$n_resolutions" ]; then
+                    echo "Warning: Failded to retrieve the number of pyramid resolutions. Set pyramid resolutions to 4 and scale to 2!";
+                    n_resolutions=4;
+                    pyramid_scale=2;
+                else
+                    echo "Found the number of pyramid resolutions: \$n_resolutions";
+                    if [ "\$n_resolutions" -gt 1 ]; then
+                        sizeX0=\$(echo "\$info" | grep '^\s*sizeX\[0\]\s*=' -m1 | cut -d'=' -f2 | xargs) ;
+                        sizeX1=\$(echo "\$info" | grep '^\s*sizeX\[1\]\s*=' -m1 | cut -d'=' -f2 | xargs) ;
+                        if [ "\$sizeX0" -gt 0 ] && [ "\$sizeX1" -gt 0 ]; then
+                            pyramid_scale=\$(((\$sizeX0 + \$sizeX1 / 2 ) / \$sizeX1));
+                            echo "Calculate pyramid scale: \$sizeX0 / \$sizeX1 ~= \$pyramid_scale.";
+                        else
+                            pyramid_scale=2;
+                            echo "Warning: Failed to calculate the pyramid scale; set it to 2!";
+                        fi;
+                    fi;
+                fi;
+                tile_info=\$(showinf -nopix -nometa -noflat '${output.files_path}/A/0/image01.ome.tiff' | grep '^\s*Tile\ssize\s*=' -m1);
+                tile_x=\$(echo "\$tile_info" | cut -d' ' -f4);
+                tile_y=\$(echo "\$tile_info" | cut -d' ' -f6);
+                convert_cmd="bfconvert -pyramid-resolutions \$n_resolutions -pyramid-scale \$pyramid_scale -noflat -tilex \$tile_x -tiley \$tile_y '$masks' '${output.files_path}/A/0/masks01.ome.tiff'";
+                echo "\n>\$convert_cmd";
+                eval \$convert_cmd;
+                masks_info_new=\$(showinf -nopix -nometa -noflat '${output.files_path}/A/0/masks01.ome.tiff');
+                echo "\n>showinf -nopix -nometa -noflat '${output.files_path}/A/0/masks01.ome.tiff'";
+                echo "\$masks_info_new\n";
+            else
+                ln -sf '$masks' '${output.files_path}/A/0/masks01.ome.tiff';
+            fi &&
+        #end if
+        python '$__tool_directory__/@TOOL_ID@.py'
+            --inputs '$inputs'
+            --output '${output.files_path}'
+            --image '${output.files_path}/A/0/image01.ome.tiff'
+            #if $masks
+                --masks '${output.files_path}/A/0/masks01.ome.tiff'
+            #end if
+            #if $do_phenotyping.phenotyping_choice
+            --anndata '$anndata'
+            #end if
+            &&
+        cp -R '$__tool_directory__/static' '${output.files_path}' &&
+        cp '$__tool_directory__/index.html' '$output';
+
+        ]]>
+        </command>
+    </xml>
+
+</macros>
b
diff -r 000000000000 -r 6df8d6e42152 static/css/2.f290e260.chunk.css
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/css/2.f290e260.chunk.css Thu Sep 08 17:22:53 2022 +0000
b
@@ -0,0 +1,2 @@
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diff -r 000000000000 -r 6df8d6e42152 static/css/2.f290e260.chunk.css.map
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/css/2.f290e260.chunk.css.map Thu Sep 08 17:22:53 2022 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/css/main.a53cc462.chunk.css
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/css/main.a53cc462.chunk.css Thu Sep 08 17:22:53 2022 +0000
b
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b
diff -r 000000000000 -r 6df8d6e42152 static/css/main.a53cc462.chunk.css.map
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/css/main.a53cc462.chunk.css.map Thu Sep 08 17:22:53 2022 +0000
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b
diff -r 000000000000 -r 6df8d6e42152 static/js/2.eb2fd6ea.chunk.js
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/js/2.eb2fd6ea.chunk.js Thu Sep 08 17:22:53 2022 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/js/2.eb2fd6ea.chunk.js.LICENSE.txt
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/js/2.eb2fd6ea.chunk.js.LICENSE.txt Thu Sep 08 17:22:53 2022 +0000
b
@@ -0,0 +1,163 @@
+/*
+object-assign
+(c) Sindre Sorhus
+@license MIT
+*/
+
+/* Copyright 2015-2018 Esri. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 @preserve */
+
+/*!
+      Copyright (c) 2017 Jed Watson.
+      Licensed under the MIT License (MIT), see
+      http://jedwatson.github.io/classnames
+    */
+
+/*!
+  Copyright (c) 2017 Jed Watson.
+  Licensed under the MIT License (MIT), see
+  http://jedwatson.github.io/classnames
+*/
+
+/*!
+ * The buffer module from node.js, for the browser.
+ *
+ * @author   Feross Aboukhadijeh <http://feross.org>
+ * @license  MIT
+ */
+
+/*!
+ * https://github.com/Starcounter-Jack/JSON-Patch
+ * (c) 2017 Joachim Wester
+ * MIT license
+ */
+
+/*! *****************************************************************************
+Copyright (c) Microsoft Corporation.
+
+Permission to use, copy, modify, and/or distribute this software for any
+purpose with or without fee is hereby granted.
+
+THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+PERFORMANCE OF THIS SOFTWARE.
+***************************************************************************** */
+
+/*! Hammer.JS - v2.0.7 - 2016-04-22
+ * http://hammerjs.github.io/
+ *
+ * Copyright (c) 2016 Jorik Tangelder;
+ * Licensed under the MIT license */
+
+/**
+   * splaytree v3.1.0
+   * Fast Splay tree for Node and browser
+   *
+   * @author Alexander Milevski <info@w8r.name>
+   * @license MIT
+   * @preserve
+   */
+
+/**
+ * @license Complex.js v2.0.11 11/02/2016
+ *
+ * Copyright (c) 2016, Robert Eisele (robert@xarg.org)
+ * Dual licensed under the MIT or GPL Version 2 licenses.
+ **/
+
+/**
+ * @license Fraction.js v4.0.12 09/09/2015
+ * http://www.xarg.org/2014/03/rational-numbers-in-javascript/
+ *
+ * Copyright (c) 2015, Robert Eisele (robert@xarg.org)
+ * Dual licensed under the MIT or GPL Version 2 licenses.
+ **/
+
+/**
+ * @license long.js (c) 2013 Daniel Wirtz <dcode@dcode.io>
+ * Released under the Apache License, Version 2.0
+ * see: https://github.com/dcodeIO/long.js for details
+ */
+
+/**
+ * A better abstraction over CSS.
+ *
+ * @copyright Oleg Isonen (Slobodskoi) / Isonen 2014-present
+ * @website https://github.com/cssinjs/jss
+ * @license MIT
+ */
+
+/** @license React v0.19.1
+ * scheduler.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.13.0
+ * react-is.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.14.0
+ * react-dom.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.14.0
+ * react-jsx-dev-runtime.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.14.0
+ * react.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license URI.js v4.2.1 (c) 2011 Gary Court. License: http://github.com/garycourt/uri-js */
+
+/**!
+ * @fileOverview Kickass library to create and place poppers near their reference elements.
+ * @version 1.16.1-lts
+ * @license
+ * Copyright (c) 2016 Federico Zivolo and contributors
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to deal
+ * in the Software without restriction, including without limitation the rights
+ * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+ * copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
b
diff -r 000000000000 -r 6df8d6e42152 static/js/2.eb2fd6ea.chunk.js.map
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/js/2.eb2fd6ea.chunk.js.map Thu Sep 08 17:22:53 2022 +0000
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\n      margin = props.margin,\\n      shrinkProp = props.shrink,\\n      variant = props.variant,\\n      other = _objectWithoutProperties(props, [\\"classes\\", \\"className\\", \\"disableAnimation\\", \\"margin\\", \\"shrink\\", \\"variant\\"]);\\n\\n  var muiFormControl = useFormControl();\\n  var shrink = shrinkProp;\\n\\n  if (typeof shrink === \'undefined\' && muiFormControl) {\\n    shrink = muiFormControl.filled || muiFormControl.focused || muiFormControl.adornedStart;\\n  }\\n\\n  var fcs = formControlState({\\n    props: props,\\n    muiFormControl: muiFormControl,\\n    states: [\'margin\', \'variant\']\\n  });\\n  return /*#__PURE__*/React.createElement(FormLabel, _extends({\\n    \\"data-shrink\\": shrink,\\n    className: clsx(classes.root, className, muiFormControl && classes.formControl, !disableAnimation && classes.animated, shrink && classes.shrink, fcs.margin === \'dense\' && classes.marginDense, {\\n      \'filled\': classes.filled,\\n      \'outlined\': classes.outlined\\n    }[fcs.variant]),\\n    classes: {\\n      focused: classes.focused,\\n      disabled: classes.disabled,\\n      error: classes.error,\\n      required: classes.required,\\n      asterisk: classes.asterisk\\n    },\\n    ref: ref\\n  }, other));\\n});\\nprocess.env.NODE_ENV !== \\"production\\" ? InputLabel.propTypes = {\\n  // ----------------------------- Warning --------------------------------\\n  // | These PropTypes are generated from the TypeScript type definitions |\\n  // |     To update them edit the d.ts file and run \\"yarn proptypes\\"     |\\n  // ----------------------------------------------------------------------\\n\\n  /**\\n   * The contents of the `InputLabel`.\\n   */\\n  children: PropTypes.node,\\n\\n  /**\\n   * Override or extend the styles applied to the component.\\n   * See [CSS API](#css) below for more details.\\n   */\\n  classes: PropTypes.object,\\n\\n  /**\\n   * @ignore\\n   */\\n  className: PropTypes.string,\\n\\n  /**\\n   * The color of the component. It supports those theme colors that make sense for this component.\\n   */\\n  color: PropTypes.oneOf([\'primary\', \'secondary\']),\\n\\n  /**\\n   * If `true`, the transition animation is disabled.\\n   */\\n  disableAnimation: PropTypes.bool,\\n\\n  /**\\n   * If `true`, apply disabled class.\\n   */\\n  disabled: PropTypes.bool,\\n\\n  /**\\n   * If `true`, the label will be displayed in an error state.\\n   */\\n  error: PropTypes.bool,\\n\\n  /**\\n   * If `true`, the input of this label is focused.\\n   */\\n  focused: PropTypes.bool,\\n\\n  /**\\n   * If `dense`, will adjust vertical spacing. This is normally obtained via context from\\n   * FormControl.\\n   */\\n  margin: PropTypes.oneOf([\'dense\']),\\n\\n  /**\\n   * if `true`, the label will indicate that the input is required.\\n   */\\n  required: PropTypes.bool,\\n\\n  /**\\n   * If `true`, the label is shrunk.\\n   */\\n  shrink: PropTypes.bool,\\n\\n  /**\\n   * The variant to use.\\n   */\\n  variant: PropTypes.oneOf([\'filled\', \'outlined\', \'standard\'])\\n} : void 0;\\nexport default withStyles(styles, {\\n  name: \'MuiInputLabel\'\\n})(InputLabel);"],"sourceRoot":""}\n\\ No newline at end of file\n'
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diff -r 000000000000 -r 6df8d6e42152 static/js/main.303f671d.chunk.js
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/js/main.303f671d.chunk.js Thu Sep 08 17:22:53 2022 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/js/runtime-main.784d90f4.js.map
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/js/runtime-main.784d90f4.js.map Thu Sep 08 17:22:53 2022 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/media/complement.c220ca8c.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/media/complement.c220ca8c.svg Thu Sep 08 17:22:53 2022 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/media/intersection.b0003109.svg
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diff -r 000000000000 -r 6df8d6e42152 static/media/menu.bc56e94a.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/media/near_me.2a308adc.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
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diff -r 000000000000 -r 6df8d6e42152 static/media/selection_lasso.00e80a33.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
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+      id="path10" />
+  </g>
+</svg>
b
diff -r 000000000000 -r 6df8d6e42152 static/media/selection_rectangle.aa477261.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/media/selection_rectangle.aa477261.svg Thu Sep 08 17:22:53 2022 +0000
b
@@ -0,0 +1,18 @@
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+    <path  d="
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+</svg>
b
diff -r 000000000000 -r 6df8d6e42152 static/media/union.de5168c6.svg
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/static/media/union.de5168c6.svg Thu Sep 08 17:22:53 2022 +0000
b
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+<svg
+   version="1.1"
+   viewBox="0 0 16.433999 10.234"
+   height="12"
+   width="18">
+  <g
+     transform="translate(0.117,-2.883)"
+   >
+      <path
+         d="m 11.467471,11.811278 c 0.198237,-0.322177 0.508,-1.011333 0.653661,-1.454255 0.659343,-2.0049141 0.44323,-4.2620847 -0.577734,-6.0340822 l -0.168844,-0.2930481 0.105744,0.017887 c 0.759902,0.1285441 1.368762,0.3699553 1.856675,0.7361658 1.988296,1.4923476 2.192477,4.3353549 0.434717,6.0529895 -0.641216,0.626581 -1.299647,0.94683 -2.294136,1.115833 l -0.108488,0.01844 z M 4.3162122,11.919169 C 1.9278944,11.487872 0.46692382,9.0323123 1.234873,6.7401372 1.5621727,5.763213 2.2610593,4.9489746 3.1840041,4.4693005 3.5978035,4.2542401 3.9427842,4.145371 4.5197023,4.0477802 L 4.6254464,4.0298927 4.4571836,4.3223069 C 3.4332707,6.1017061 3.2180432,8.3476022 3.878868,10.357023 c 0.1458466,0.443487 0.4554716,1.132155 0.6542959,1.455285 0.054471,0.08853 0.087814,0.159599 0.074096,0.157937 -0.013718,-0.0017 -0.1446898,-0.02465 -0.2910477,-0.05108 z M 5.0000001,3 C 2.2,3 0,5.2 0,8 c 0,2.8 2.2,5 5.0000001,5 0.6,0 1.1,-0.1 1.6,-0.3 C 5.3000001,11.6 4.5,9.7999998 4.5,8 4.5,6.2 5.3000001,4.5 6.6000001,3.3 c -0.5,-0.2 -1,-0.3 -1.6,-0.3 z M 4.65,4.02 C 3.92,5.17 3.51,6.54 3.51,8 c 0,1.4599998 0.42,2.83 1.14,3.98 C 2.61,11.8 1.01,10.08 1.01,8 1.01,5.92 2.61,4.2 4.65,4.02 Z M 8,4 C 6.8,4.9 6,6.4 6,8 6,9.6 6.8,11.1 8,12 9.2,11.1 10,9.7 10,8 10,6.3 9.2,4.9 8,4 Z m 3,-1 c 2.8,0 5,2.2 5,5 0,2.8 -2.2,5 -5,5 C 10.4,13 9.9,12.9 9.4,12.7 10.7,11.6 11.5,9.8 11.5,8 11.5,6.2 10.7,4.5 9.4,3.3 9.9,3.1 10.4,3 11,3 Z m 0.35,1.02 c 0.73,1.15 1.14,2.52 1.14,3.98 0,1.46 -0.42,2.83 -1.14,3.98 2.04,-0.18 3.64,-1.9 3.64,-3.98 0,-2.08 -1.6,-3.8 -3.64,-3.98 z"
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b
diff -r 000000000000 -r 6df8d6e42152 test-data/cropped_reactive_core.ome.tiff
b
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diff -r 000000000000 -r 6df8d6e42152 test-data/cropped_tutorial_data_pheno.h5ad
b
Binary file test-data/cropped_tutorial_data_pheno.h5ad has changed
b
diff -r 000000000000 -r 6df8d6e42152 test-data/tutorial_vitessce.html
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/tutorial_vitessce.html Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,39 @@
+<!doctype html>
+<html lang="en">
+    <head>
+        <meta charset="utf-8">
+        <style>
+        body,html{height:100%}
+        body{
+            font-family:-apple-system,'Helvetica Neue',Arial,sans-serif;display:flex;flex-direction:column}
+        #full-app{flex:1}
+        #full-app .vitessce-container{
+            height:max(100%,100vh);width:100%;overflow:hidden}
+        #full-app #small-app .vitessce-container{height:600px}
+        </style>
+        <title>Vitessce</title>
+        <link href="./static/css/2.f290e260.chunk.css" rel="stylesheet">
+        <link href="./static/css/main.a53cc462.chunk.css" rel="stylesheet">
+    </head>
+    <body>
+        <div id="full-app">
+            <div class="container-fluid">
+                <div class="row p-2">
+                    <div class="col col-full">
+                        <h1>Vitessce is loading...</h1>
+                        <div style="width:1000px">
+                            <div id="small-app">
+                            </div>
+                        </div>
+                    </div>
+                </div>
+            </div>
+        </div>
+        <noscript>You need to enable JavaScript to run this app.</noscript>
+        <script>
+        !function(e){function t(t){for(var n,i,l=t[0],f=t[1],a=t[2],p=0,s=[];p<l.length;p++)i=l[p],Object.prototype.hasOwnProperty.call(o,i)&&o[i]&&s.push(o[i][0]),o[i]=0;for(n in f)Object.prototype.hasOwnProperty.call(f,n)&&(e[n]=f[n]);for(c&&c(t);s.length;)s.shift()();return u.push.apply(u,a||[]),r()}function r(){for(var e,t=0;t<u.length;t++){for(var r=u[t],n=!0,l=1;l<r.length;l++){var f=r[l];0!==o[f]&&(n=!1)}n&&(u.splice(t--,1),e=i(i.s=r[0]))}return e}var n={},o={1:0},u=[];function i(t){if(n[t])return n[t].exports;var r=n[t]={i:t,l:!1,exports:{}};return e[t].call(r.exports,r,r.exports,i),r.l=!0,r.exports}i.m=e,i.c=n,i.d=function(e,t,r){i.o(e,t)||Object.defineProperty(e,t,{enumerable:!0,get:r})},i.r=function(e){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},i.t=function(e,t){if(1&t&&(e=i(e)),8&t)return e;if(4&t&&"object"==typeof e&&e&&e.__esModule)return e;var r=Object.create(null);if(i.r(r),Object.defineProperty(r,"default",{enumerable:!0,value:e}),2&t&&"string"!=typeof e)for(var n in e)i.d(r,n,function(t){return e[t]}.bind(null,n));return r},i.n=function(e){var t=e&&e.__esModule?function(){return e.default}:function(){return e};return i.d(t,"a",t),t},i.o=function(e,t){return Object.prototype.hasOwnProperty.call(e,t)},i.p="./";var l=this.webpackJsonpvitessce=this.webpackJsonpvitessce||[],f=l.push.bind(l);l.push=t,l=l.slice();for(var a=0;a<l.length;a++)t(l[a]);var c=f;r()}([])
+        </script>
+        <script src="./static/js/2.eb2fd6ea.chunk.js"></script>
+        <script src="./static/js/main.303f671d.chunk.js"></script>
+    </body>
+</html>
\ No newline at end of file
b
diff -r 000000000000 -r 6df8d6e42152 vitessce_spatial.py
--- /dev/null Thu Jan 01 00:00:00 1970 +0000
+++ b/vitessce_spatial.py Thu Sep 08 17:22:53 2022 +0000
[
@@ -0,0 +1,121 @@
+import argparse
+import json
+import warnings
+from pathlib import Path
+
+import scanpy as sc
+from anndata import read_h5ad
+from vitessce import (
+    AnnDataWrapper,
+    Component as cm,
+    MultiImageWrapper,
+    OmeTiffWrapper,
+    VitessceConfig,
+)
+
+
+def main(inputs, output, image, anndata=None, masks=None):
+    """
+    Parameter
+    ---------
+    inputs : str
+        File path to galaxy tool parameter.
+    output : str
+        Output folder for saving web content.
+    image : str
+        File path to the OME Tiff image.
+    anndata : str
+        File path to anndata containing phenotyping info.
+    masks : str
+        File path to the image masks.
+    """
+    warnings.simplefilter('ignore')
+
+    with open(inputs, 'r') as param_handler:
+        params = json.load(param_handler)
+
+    vc = VitessceConfig(name=None, description=None)
+    dataset = vc.add_dataset()
+    image_wrappers = [OmeTiffWrapper(img_path=image, name='OMETIFF')]
+    if masks:
+        image_wrappers.append(
+            OmeTiffWrapper(img_path=masks, name='MASKS', is_bitmask=True)
+        )
+    dataset.add_object(MultiImageWrapper(image_wrappers))
+
+    status = vc.add_view(dataset, cm.STATUS)
+    spatial = vc.add_view(dataset, cm.SPATIAL)
+    lc = vc.add_view(dataset, cm.LAYER_CONTROLLER)
+
+    if not anndata:
+        vc.layout(status / lc | spatial)
+        config_dict = vc.export(to='files', base_url='http://localhost', out_dir=output)
+        with open(Path(output).joinpath('config.json'), 'w') as f:
+            json.dump(config_dict, f, indent=4)
+        return
+
+    adata = read_h5ad(anndata)
+
+    params = params['do_phenotyping']
+    embedding = params['scatterplot_embeddings']['embedding']
+    embedding_options = params['scatterplot_embeddings']['options']
+    if embedding == 'umap':
+        sc.pp.neighbors(adata, **embedding_options)
+        sc.tl.umap(adata)
+        mappings_obsm = 'X_umap'
+        mappings_obsm_name = "UMAP"
+    elif embedding == 'tsne':
+        sc.tl.tsne(adata, **embedding_options)
+        mappings_obsm = 'X_tsne'
+        mappings_obsm_name = "tSNE"
+    else:         # pca
+        sc.tl.pca(adata, **embedding_options)
+        mappings_obsm = 'X_pca'
+        mappings_obsm_name = "PCA"
+
+    adata.obsm['XY_centroid'] = adata.obs[['X_centroid', 'Y_centroid']].values
+
+    cell_set_obs = params['phenotype_factory']['phenotypes']
+    if not isinstance(cell_set_obs, list):
+        cell_set_obs = [x.strip() for x in cell_set_obs.split(',')]
+    cell_set_obs_names = [obj[0].upper() + obj[1:] for obj in cell_set_obs]
+    dataset.add_object(
+        AnnDataWrapper(
+            adata,
+            mappings_obsm=[mappings_obsm],
+            mappings_obsm_names=[mappings_obsm_name],
+            spatial_centroid_obsm='XY_centroid',
+            cell_set_obs=cell_set_obs,
+            cell_set_obs_names=cell_set_obs_names,
+            expression_matrix="X"
+        )
+    )
+
+    cellsets = vc.add_view(dataset, cm.CELL_SETS)
+    scattorplot = vc.add_view(dataset, cm.SCATTERPLOT, mapping=mappings_obsm_name)
+    heatmap = vc.add_view(dataset, cm.HEATMAP)
+    genes = vc.add_view(dataset, cm.GENES)
+    cell_set_sizes = vc.add_view(dataset, cm.CELL_SET_SIZES)
+    cell_set_expression = vc.add_view(dataset, cm.CELL_SET_EXPRESSION)
+    vc.layout(
+        (status / genes / cell_set_expression)
+        | (cellsets / lc / scattorplot)
+        | (cell_set_sizes / heatmap / spatial)
+    )
+    config_dict = vc.export(to='files', base_url='http://localhost', out_dir=output)
+
+    with open(Path(output).joinpath('config.json'), 'w') as f:
+        json.dump(config_dict, f, indent=4)
+
+
+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("-g", "--image", dest="image", required=True)
+    aparser.add_argument("-a", "--anndata", dest="anndata", required=False)
+    aparser.add_argument("-m", "--masks", dest="masks", required=False)
+
+    args = aparser.parse_args()
+
+    main(args.inputs, args.output, args.image, args.anndata, args.masks)