{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Dmipy to set up the SMT-NODDI Model\n", "\n", "The SMT-NODDI model (*Cabeen et al. 2018*) is a multi-step model that separates the estimation of the standard NODDI parameters into a 2-step approach:\n", "\n", "1. First, the volume fractions of the NODDI model only are estimated by casting the NODDI model in the spherical mean framework;\n", "2. Second, fixing the volume fractions from the previous step, the orientation and the dispersion of the NODDI are fitted in the standard modeling framework." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dmipy.signal_models import cylinder_models, gaussian_models\n", "stick = cylinder_models.C1Stick()\n", "zeppelin = gaussian_models.G2Zeppelin()\n", "ball = gaussian_models.G1Ball()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we will be imposing a tortuosity constraint, we cannot just give these models to the MultiCompartmentSphericalMeanModel directly. First we must create a `BundleModel`, which will act like a 2nd level distributed model in which we can impose tortuosity and the other parameter links:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from dmipy.distributions.distribute_models import BundleModel\n", "bundle = BundleModel([stick, zeppelin])\n", "bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp',\n", " 'C1Stick_1_lambda_par','partial_volume_0')\n", "bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['G2Zeppelin_1_mu', 'C1Stick_1_mu', 'partial_volume_0']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bundle.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then go ahead and and create our SMT-NODDI model with the bundle and ball model as input." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We highly recommend installing pathos to take advantage of multicore processing.\n" ] }, { "data": { "text/plain": [ "['G1Ball_1_lambda_iso',\n", " 'BundleModel_1_partial_volume_0',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core import modeling_framework\n", "smt_noddi_mod = modeling_framework.MultiCompartmentSphericalMeanModel(models=[bundle, ball])\n", "smt_noddi_mod.parameter_names" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# then we fix the isotropic diffusivity\n", "smt_noddi_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling MultiCompartmentSphericalMeanModel instead of MultiCompartmentModel will automatically fit the spherical mean of the model to the spherical mean of the signal, rather than the regular fitting of separate DWIs to the model." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "smt_noddi_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Fitting SMT-NODDI to Human Connectome Project data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data slice originates from Subject 100307 of the Human Connectome Project, WU-Minn Consortium (Principal Investigators: David Van Essen and Kamil Ugurbil; 1U54MH091657) funded by the 16 NIH Institutes and Centers that support the NIH Blueprint for Neuroscience Research; and by the McDonnell Center for Systems Neuroscience at Washington University.\n" ] } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()\n", "sub_image = data_hcp[70:90,: , 70:90]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(1)\n", "ax.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "rect = patches.Rectangle((70,70),20,20,linewidth=1,edgecolor='r',facecolor='none')\n", "ax.add_patch(rect)\n", "ax.set_axis_off()\n", "ax.set_title('HCP coronal slice B0 with ROI');" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup brute2fine optimizer in 2.67784810066 seconds\n", "Fitting of 8181 voxels complete in 58.916560173 seconds.\n", "Average of 0.00720163307334 seconds per voxel.\n" ] } ], "source": [ "# Fitting a spherical mean model is again very fast.\n", "smt_noddi_fit = smt_noddi_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0, Ns=10)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fitted_parameters = smt_noddi_fit.fitted_parameters\n", "\n", "fig, axs = plt.subplots(1, len(fitted_parameters), figsize=[15, 5])\n", "axs = axs.ravel()\n", "\n", "for i, (name, values) in enumerate(fitted_parameters.items()):\n", " cf = axs[i].imshow(values.squeeze().T, origin=True)\n", " axs[i].set_title(name)\n", " rect = patches.Rectangle((70,70),20,20,linewidth=5,edgecolor='r',facecolor='none')\n", " axs[i].add_patch(rect)\n", " axs[i].set_axis_off()\n", " fig.colorbar(cf, ax=axs[i], shrink=.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Estimating Watson-FODs while fixing SMT-NODDI volume fractions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate the same model as before but now with watson distributed bundle as in standard NODDI" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We highly recommend installing pathos to take advantage of multicore processing.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.distributions.distribute_models import SD1WatsonDistributed\n", "watson_bundle = SD1WatsonDistributed([stick, zeppelin])\n", "watson_bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp',\n", " 'C1Stick_1_lambda_par','partial_volume_0')\n", "watson_bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "watson_bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)\n", "\n", "noddi_mod = modeling_framework.MultiCompartmentModel(\n", " models=[watson_bundle, ball])\n", "noddi_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)\n", "\n", "\n", "from IPython.display import Image\n", "noddi_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['SD1WatsonDistributed_1_SD1Watson_1_mu',\n", " 'SD1WatsonDistributed_1_partial_volume_0',\n", " 'SD1WatsonDistributed_1_SD1Watson_1_odi',\n", " 'partial_volume_0',\n", " 'partial_volume_1']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "noddi_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the model composition is not exactly the same, as we replaced the bundle model with the watson-dispersed model, we have to be careful to fix the right SMT-NODDI parameter with the new NODDI model parameter." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['partial_volume_1', 'BundleModel_1_partial_volume_0', 'partial_volume_0']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smt_noddi_fit.fitted_parameters.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the parameters" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "noddi_mod.set_fixed_parameter(\n", " 'SD1WatsonDistributed_1_partial_volume_0',\n", " smt_noddi_fit.fitted_parameters['BundleModel_1_partial_volume_0'])\n", "noddi_mod.set_fixed_parameter(\n", " 'partial_volume_0', smt_noddi_fit.fitted_parameters['partial_volume_0'])\n", "noddi_mod.set_fixed_parameter(\n", " 'partial_volume_1', smt_noddi_fit.fitted_parameters['partial_volume_1'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then fit the same data again but with the new cascaded model." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cannot estimate signal grid with voxel-dependent x0_vector.\n", "Setup brute2fine optimizer in 0.00014591217041 seconds\n", "Fitting of 8181 voxels complete in 2469.64168811 seconds.\n", "Average of 0.301875282742 seconds per voxel.\n" ] } ], "source": [ "noddi_fit_2step = noddi_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The optimization actually takes longer than the standard NODDI model because the brute force signal grid cannot be pre-calculated on a regular grid (each voxel has a different starting position in terms of volume fractions)." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fitted_parameters = noddi_fit_2step.fitted_parameters\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=[10, 10])\n", "axs = axs.ravel()\n", "\n", "i = 0\n", "for name, values in fitted_parameters.items():\n", " if noddi_mod.parameter_cardinality[name] > 1:\n", " continue\n", " cf = axs[i].imshow(values.squeeze().T, origin=True)\n", " axs[i].set_title(name)\n", " rect = patches.Rectangle((70,70),20,20,linewidth=5,edgecolor='r',facecolor='none')\n", " axs[i].add_patch(rect)\n", " axs[i].set_axis_off()\n", " fig.colorbar(cf, ax=axs[i], shrink=.95)\n", " i += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note here that all the volume fraction parameter maps are identical to the SMT-NODDI step as they were fixed during optimization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spherical Harmonics FOD visualization" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz import window, actor\n", "sphere = get_sphere(name='symmetric724').subdivide()\n", "fods = noddi_fit_2step.fod(sphere.vertices)[70:90,: , 70:90]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "affine = np.eye(4)\n", "vf_intra = (\n", " noddi_fit_2step.fitted_parameters['SD1WatsonDistributed_1_partial_volume_0'][70:90,: , 70:90] *\n", " noddi_fit_2step.fitted_parameters['partial_volume_0'][70:90,: , 70:90])\n", "volume_im = actor.slicer(vf_intra[:, 0, :, None], interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "ren = window.Renderer()\n", "fod_spheres = actor.odf_slicer(\n", " fods, sphere=sphere, scale=0.9, norm=False)\n", "fod_spheres.display_extent(0, fods.shape[0]-1, 0, fods.shape[1]-1, 0, fods.shape[2]-1)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "ren.add(fod_spheres)\n", "ren.add(volume_im)\n", "window.record(ren, size=[700, 700])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img = mpimg.imread('fury.png')\n", "\n", "plt.figure(figsize=[10, 10])\n", "plt.imshow(img[100:-97, 100:-85])\n", "plt.title('SMT-NODDI Watson FODs intra-axonal fraction background', fontsize=20)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final FODs are very similar as those in the standard NODDI example. It remains to be studied if this 2-step cascaded implementation has more clinically relevant measures than the single-shot \"standard\" NODDI model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### References\n", "1. Rapid and Accurate NODDI Parameter Estimation with the Spherical Mean Technique, Ryan P Cabeen , Farshid Sepehrband , and Arthur W Toga, 2018." ] } ], "metadata": { "cite2c": { "citations": { "1647435/9GIP6DWS": { "author": [ { "family": "Kaden", "given": "Enrico" }, { "family": "Kelm", "given": "Nathaniel D" }, { "family": "Carson", "given": "Robert P" }, { "family": "Does", "given": "Mark D" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "NeuroImage", "id": "1647435/9GIP6DWS", "issued": { "year": 2016 }, "title": "Multi-compartment microscopic diffusion imaging", "type": "article-journal" }, "1647435/SJIIZKJJ": { "author": [ { "family": "Kaden", "given": "Enrico" }, { "family": "Kruggel", "given": "Frithjof" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "Magnetic resonance in medicine", "id": "1647435/SJIIZKJJ", "issued": { "year": 2015 }, "title": "Quantitative mapping of the per-axon diffusion coefficients in brain white matter", "type": "article-journal" } } }, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 1 }