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37 | 37 | from .outputs import ( |
38 | 38 | init_ds_hmc_wf, |
39 | 39 | init_ds_petref_wf, |
| 40 | + init_ds_petmask_wf, |
40 | 41 | init_ds_registration_wf, |
41 | 42 | init_func_fit_reports_wf, |
42 | 43 | prepare_timing_parameters, |
@@ -352,6 +353,43 @@ def init_pet_fit_wf( |
352 | 353 | else: |
353 | 354 | outputnode.inputs.petref2anat_xfm = petref2anat_xform |
354 | 355 |
|
| 356 | + # Stage 4: Estimate PET brain mask |
| 357 | + from niworkflows.interfaces.fixes import FixHeaderApplyTransforms as ApplyTransforms |
| 358 | + from niworkflows.interfaces.nibabel import Binarize |
| 359 | + |
| 360 | + from .confounds import _binary_union |
| 361 | + |
| 362 | + t1w_mask_tfm = pe.Node( |
| 363 | + ApplyTransforms(interpolation='MultiLabel', invert_transform_flags=[True]), |
| 364 | + name='t1w_mask_tfm', |
| 365 | + ) |
| 366 | + petref_mask = pe.Node(Binarize(thresh_low=0.2), name='petref_mask') |
| 367 | + merge_mask = pe.Node(niu.Function(function=_binary_union), name='merge_mask') |
| 368 | + |
| 369 | + if not petref2anat_xform: |
| 370 | + workflow.connect( |
| 371 | + [(pet_reg_wf, t1w_mask_tfm, [('outputnode.itk_pet_to_t1', 'transforms')])] |
| 372 | + ) |
| 373 | + else: |
| 374 | + t1w_mask_tfm.inputs.transforms = petref2anat_xform |
| 375 | + |
| 376 | + workflow.connect([ |
| 377 | + (inputnode, t1w_mask_tfm, [('t1w_mask', 'input_image')]), |
| 378 | + (petref_buffer, t1w_mask_tfm, [('petref', 'reference_image')]), |
| 379 | + (petref_buffer, petref_mask, [('petref', 'in_file')]), |
| 380 | + (petref_mask, merge_mask, [('out_mask', 'mask1')]), |
| 381 | + (t1w_mask_tfm, merge_mask, [('output_image', 'mask2')]), |
| 382 | + (merge_mask, petref_buffer, [('out', 'pet_mask')]), |
| 383 | + ]) |
| 384 | + |
| 385 | + ds_petmask_wf = init_ds_petmask_wf( |
| 386 | + output_dir=config.execution.petprep_dir, |
| 387 | + desc='brain', |
| 388 | + name='ds_petmask_wf', |
| 389 | + ) |
| 390 | + ds_petmask_wf.inputs.inputnode.source_files = [pet_file] |
| 391 | + workflow.connect([(merge_mask, ds_petmask_wf, [('out', 'inputnode.petmask')])]) |
| 392 | + |
355 | 393 | return workflow |
356 | 394 |
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357 | 395 |
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