annotate squidpy_scatter.py @ 0:5b17a47d1ade draft default tip

planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
author goeckslab
date Thu, 11 Jul 2024 22:22:41 +0000
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5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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1 import argparse
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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2 import ast
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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3 import json
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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4 import warnings
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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6 import squidpy as sq
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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7 from anndata import read_h5ad
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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10 def main(inputs, output_plot):
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5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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12 """
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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13 inputs : str
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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14 File path to galaxy tool JSON inputs config file
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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15 output_plot: str
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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16 File path to save the plotting image
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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17 """
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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18 warnings.simplefilter('ignore')
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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20 # read inputs JSON
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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21 with open(inputs, 'r') as param_handler:
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22 params = json.load(param_handler)
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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24 # collapse param dict hierarchy, parse inputs
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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25 plot_opts = params.pop('plot_opts')
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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26 legend_opts = params.pop('legend_opts')
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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27 aes_opts = params.pop('aesthetic_opts')
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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28 options = {**params, **plot_opts, **legend_opts, **aes_opts}
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30 # read input anndata file
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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31 adata_fh = options.pop('anndata')
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32 adata = read_h5ad(adata_fh)
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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34 # ensure spatial coords in anndata.obsm['spatial']
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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35 # if not, populate with user provided X/Y coord column names
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36 x, y = options.pop('x_coord'), options.pop('y_coord')
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37 if 'spatial' not in adata.obsm:
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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38 try:
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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39 adata.obsm['spatial'] = adata.obs[[x, y]].values
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40 except Exception as e:
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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41 print(e)
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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42
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43 # scan thru tool params,
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44 # replace None values, and reformat specific parameters
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45 for k, v in options.items():
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46 if not isinstance(v, str):
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47 continue
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48
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49 if v in ('', 'none'):
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50 options[k] = None
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51 continue
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52
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53 if k == 'groups':
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54 options[k] = [e.strip() for e in v.split(',')]
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55
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56 elif k == 'crop_coord':
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57 # split str on commas into tuple of coords
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58 # then nest in list (expected by squidpy function)
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59 options[k] = [tuple([int(e.strip()) for e in v.split(',')])]
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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60
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61 elif k == 'figsize':
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62 options[k] = ast.literal_eval(v)
5b17a47d1ade planemo upload for repository https://github.com/goeckslab/tools-mti/tree/main/tools/squidpy commit 721eaced787aa3b04d96ad91f6b4540f26b23949
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63
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64 # not exposing this parameter for now. Only useful to change for ST data
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65 # and can otherwise just be problematic.
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66 # Explicitly setting to None is necessary to avoid an error
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67 options['shape'] = None
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68
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69 # call squidpy spatial scatter function, unpack tool params
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70 sq.pl.spatial_scatter(
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71 adata=adata,
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72 save='image.png',
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73 **options
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74 )
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75
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76
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77 if __name__ == '__main__':
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78
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79 aparser = argparse.ArgumentParser()
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80 aparser.add_argument(
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81 "-i", "--inputs", dest="inputs", required=True)
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82 aparser.add_argument(
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83 "-p", "--output_plot", dest="output_plot", required=False)
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84
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85 args = aparser.parse_args()
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86
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87 main(args.inputs, args.output_plot)