|
30 | 30 |
|
31 | 31 | import typing as ty
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32 | 32 |
|
| 33 | +from nibabel.processing import fwhm2sigma |
33 | 34 | from nipype.interfaces import freesurfer as fs
|
34 | 35 | from nipype.interfaces import io as nio
|
35 | 36 | from nipype.interfaces import utility as niu
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@@ -1568,6 +1569,157 @@ def init_morph_grayords_wf(
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1568 | 1569 | return workflow
|
1569 | 1570 |
|
1570 | 1571 |
|
| 1572 | +def init_myelinmap_fsLR_wf( |
| 1573 | + grayord_density: ty.Literal['91k', '170k'], |
| 1574 | + omp_nthreads: int, |
| 1575 | + mem_gb: float, |
| 1576 | + name: str = 'myelinmap_fsLR_wf', |
| 1577 | +): |
| 1578 | + """Resample myelinmap volume to fsLR surface. |
| 1579 | +
|
| 1580 | + Workflow Graph |
| 1581 | + .. workflow:: |
| 1582 | + :graph2use: colored |
| 1583 | + :simple_form: yes |
| 1584 | +
|
| 1585 | + from smriprep.workflows.surfaces import init_myelinmap_fsLR_wf |
| 1586 | + wf = init_myelinmap_fsLR_wf(grayord_density='91k', omp_nthreads=1, mem_gb=1) |
| 1587 | +
|
| 1588 | + Parameters |
| 1589 | + ---------- |
| 1590 | + grayord_density : :class:`str` |
| 1591 | + Either ``"91k"`` or ``"170k"``, representing the total *grayordinates*. |
| 1592 | + omp_nthreads : :class:`int` |
| 1593 | + Maximum number of threads an individual process may use |
| 1594 | + mem_gb : :class:`float` |
| 1595 | + Size of BOLD file in GB |
| 1596 | + name : :class:`str` |
| 1597 | + Name of workflow (default: ``"myelinmap_fsLR_wf"``) |
| 1598 | +
|
| 1599 | + Inputs |
| 1600 | + ------ |
| 1601 | + in_file : :class:`str` |
| 1602 | + Path to the myelin map in subject volume space |
| 1603 | + thickness : :class:`list` of :class:`str` |
| 1604 | + Path to left and right hemisphere thickness GIFTI shape files |
| 1605 | + midthickness : :class:`list` of :class:`str` |
| 1606 | + Path to left and right hemisphere midthickness GIFTI surface files |
| 1607 | + midthickness_fsLR : :class:`list` of :class:`str` |
| 1608 | + Path to left and right hemisphere midthickness GIFTI surface files in fsLR space |
| 1609 | + sphere_reg_fsLR : :class:`list` of :class:`str` |
| 1610 | + Path to left and right hemisphere sphere.reg GIFTI surface files, |
| 1611 | + mapping from subject to fsLR |
| 1612 | + cortex_mask : :class:`list` of :class:`str` |
| 1613 | + Path to left and right hemisphere cortex mask GIFTI files |
| 1614 | +
|
| 1615 | + Outputs |
| 1616 | + ------- |
| 1617 | + out_fsLR : :class:`str` |
| 1618 | + Path to the resampled myelin map in fsLR space |
| 1619 | +
|
| 1620 | + """ |
| 1621 | + from niworkflows.engine.workflows import LiterateWorkflow as Workflow |
| 1622 | + from niworkflows.interfaces.utility import KeySelect |
| 1623 | + from niworkflows.interfaces.workbench import VolumeToSurfaceMapping |
| 1624 | + |
| 1625 | + workflow = Workflow(name=name) |
| 1626 | + |
| 1627 | + inputnode = pe.Node( |
| 1628 | + niu.IdentityInterface( |
| 1629 | + fields=[ |
| 1630 | + 'in_file', |
| 1631 | + 'thickness', |
| 1632 | + 'midthickness', |
| 1633 | + 'midthickness_fsLR', |
| 1634 | + 'sphere_reg_fsLR', |
| 1635 | + 'cortex_mask', |
| 1636 | + 'volume_roi', |
| 1637 | + ] |
| 1638 | + ), |
| 1639 | + name='inputnode', |
| 1640 | + ) |
| 1641 | + |
| 1642 | + outputnode = pe.Node( |
| 1643 | + niu.IdentityInterface(fields=['out_file', 'out_metadata']), |
| 1644 | + name='outputnode', |
| 1645 | + ) |
| 1646 | + |
| 1647 | + hemisource = pe.Node( |
| 1648 | + niu.IdentityInterface(fields=['hemi']), |
| 1649 | + name='hemisource', |
| 1650 | + iterables=[('hemi', ['L', 'R'])], |
| 1651 | + ) |
| 1652 | + |
| 1653 | + select_surfaces = pe.Node( |
| 1654 | + KeySelect( |
| 1655 | + fields=[ |
| 1656 | + 'thickness', |
| 1657 | + 'midthickness', |
| 1658 | + ], |
| 1659 | + keys=['L', 'R'], |
| 1660 | + ), |
| 1661 | + name='select_surfaces', |
| 1662 | + run_without_submitting=True, |
| 1663 | + ) |
| 1664 | + |
| 1665 | + volume_to_surface = pe.Node( |
| 1666 | + VolumeToSurfaceMapping(method='myelin-style', sigma=fwhm2sigma(5)), |
| 1667 | + name='volume_to_surface', |
| 1668 | + mem_gb=mem_gb * 3, |
| 1669 | + n_procs=omp_nthreads, |
| 1670 | + ) |
| 1671 | + # For SmoothedMyelinMap |
| 1672 | + # smooth = pe.Node( |
| 1673 | + # MetricSmooth(sigma=fwhm2sigma(4), nearest=True), |
| 1674 | + # name='metric_dilate', |
| 1675 | + # mem_gb=1, |
| 1676 | + # n_procs=omp_nthreads, |
| 1677 | + # ) |
| 1678 | + resample_and_mask_wf = init_resample_and_mask_wf( |
| 1679 | + grayord_density=grayord_density, |
| 1680 | + omp_nthreads=omp_nthreads, |
| 1681 | + mem_gb=mem_gb, |
| 1682 | + ) |
| 1683 | + cifti_myelinmap = pe.JoinNode( |
| 1684 | + GenerateDScalar(grayordinates=grayord_density, scalar_name='MyelinMap'), |
| 1685 | + name='cifti_myelinmap', |
| 1686 | + joinfield=['scalar_surfs'], |
| 1687 | + joinsource='hemisource', |
| 1688 | + ) |
| 1689 | + |
| 1690 | + workflow.connect([ |
| 1691 | + (inputnode, select_surfaces, [ |
| 1692 | + ('midthickness', 'midthickness'), |
| 1693 | + ('thickness', 'thickness'), |
| 1694 | + ]), |
| 1695 | + (hemisource, select_surfaces, [('hemi', 'key')]), |
| 1696 | + # Resample volume to native surface |
| 1697 | + (inputnode, volume_to_surface, [ |
| 1698 | + ('in_file', 'volume_file'), |
| 1699 | + ('ribbon_file', 'ribbon_roi'), |
| 1700 | + ]), |
| 1701 | + (select_surfaces, volume_to_surface, [ |
| 1702 | + ('midthickness', 'surface_file'), |
| 1703 | + ('thickness', 'thickness'), |
| 1704 | + ]), |
| 1705 | + (inputnode, resample_and_mask_wf, [ |
| 1706 | + ('midthickness', 'inputnode.midthickness'), |
| 1707 | + ('midthickness_fsLR', 'inputnode.midthickness_fsLR'), |
| 1708 | + ('sphere_reg_fsLR', 'inputnode.sphere_reg_fsLR'), |
| 1709 | + ('cortex_mask', 'inputnode.cortex_mask'), |
| 1710 | + ]), |
| 1711 | + (hemisource, resample_and_mask_wf, [('hemi', 'inputnode.hemi')]), |
| 1712 | + (volume_to_surface, resample_and_mask_wf, [('out_file', 'inputnode.in_file')]), |
| 1713 | + (resample_and_mask_wf, cifti_myelinmap, [('outputnode.out_file', 'scalar_surfs')]), |
| 1714 | + (cifti_myelinmap, outputnode, [ |
| 1715 | + ('out_file', 'out_file'), |
| 1716 | + ('out_metadata', 'out_metadata'), |
| 1717 | + ]), |
| 1718 | + ]) # fmt:skip |
| 1719 | + |
| 1720 | + return workflow |
| 1721 | + |
| 1722 | + |
1571 | 1723 | def init_resample_and_mask_wf(
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1572 | 1724 | grayord_density: ty.Literal['91k', '170k'],
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1573 | 1725 | omp_nthreads: int,
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