{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Tissue NODDI: Including S0 responses in regular MC models\n", "\n", "It is well known that different tissues in the brain have different T1, T2 times and proton densities. This causes the contrast that can be seen in any usual b0 image, as the bone below." ] }, { "cell_type": "code", "execution_count": 1, "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" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()\n", "\n", "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", "ax.set_axis_off()\n", "ax.set_title('HCP coronal slice B0 with ROI');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multi-tissue models, such as Multi-Tissue CSD *(Jeurissen et al. 2014)*, include an estimate of the S0 value of each compartment in the volume fraction estimation. In Dmipy, go further and allow any MC-model (regular MC, MC-SM or MC-SH) to have S0 tissue responses associated with the input models. Generally, this can be described as\n", "\n", "\\begin{align}\n", " \\textbf{p}^*(\\textbf{x})=&\\text{argmin}_{\\textbf{p}}\\int \\left[S(\\textbf{x},\\textbf{A})-\\hat{S}^{\\text{MT}}(\\textbf{A},\\textbf{p})\\right]^2d\\textbf{A},\\\\\n", " &\\text{with}\\,\\,\\hat{S}^{\\text{MT}}(\\textbf{A},\\textbf{p})=\\sum_i^NS_{0,i}f_iC_i(\\textbf{A},\\textbf{p}_i).\n", "\\end{align}\n", "\n", "In this example, we demonstrate Dmipy's generalized multi-tissue modeling by implemented *Multi-Tissue NODDI*. Looking at the equation, it is clear that standard multi-compartment modeling is the same as assuming the $S_0$ of each compartment is the same and equal to the $S_0$ of the measured signal. Including the good estimate of $S_{0,i}$ will correct volume fractions in areas where compartments partial volume with different $S_0$ responses.\n", "\n", "We will show that correcting for the differences in NODDI between CSD and white matter $S_0$ responses makes signficant different in estimated volume fractions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Dmipy to set up the Multi-Tissue NODDI-Watson model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recovering an estimate of the WM and CSF S0 tissue responses\n", "First we get an estimate of the $S_0$ responses of the different tissue types, so that we can include it in the NODDI model." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "white matter S0 response: 3184.17626953\n", "CSF S0 response: 10908.4316406\n" ] } ], "source": [ "from dmipy.tissue_response.three_tissue_response import three_tissue_response_dhollander16\n", "[S0_wm, S0_gm, S0_csf], _, _ = three_tissue_response_dhollander16(\n", " scheme_hcp, data_hcp, wm_algorithm='tournier07',\n", " wm_N_candidate_voxels=150, gm_perc=0.2, csf_perc=0.4)\n", "\n", "print 'white matter S0 response: {}'.format(S0_wm)\n", "print 'CSF S0 response: {}'.format(S0_csf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the $S_0$ response of the CSF is three times higher than that of white matter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting up Multi-Tissue NODDI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set up the NODDI-Watson model as usual first." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from dmipy.signal_models import cylinder_models, gaussian_models\n", "from dmipy.distributions.distribute_models import SD1WatsonDistributed\n", "ball = gaussian_models.G1Ball()\n", "stick = cylinder_models.C1Stick()\n", "zeppelin = gaussian_models.G2Zeppelin()\n", "watson_dispersed_bundle = SD1WatsonDistributed(models=[stick, zeppelin])\n", "watson_dispersed_bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp','C1Stick_1_lambda_par','partial_volume_0')\n", "watson_dispersed_bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')\n", "watson_dispersed_bundle.set_fixed_parameter('G2Zeppelin_1_lambda_par', 1.7e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But, when instantiating the MC-model we can now also give the `S0_tissue_responses` that we previously estimated." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentModel\n", "NODDI_mod = MultiCompartmentModel(\n", " models=[ball, watson_dispersed_bundle],\n", " S0_tissue_responses=[S0_csf, S0_wm]) # notice one value for each model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last thing is to fix the diffusivity of the Ball compartment to static values." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "NODDI_mod.set_fixed_parameter('G1Ball_1_lambda_iso', 3e-9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model as follows, but nothing on the composition changed, only the $S_0$ values associated with the top-level models." ] }, { "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", "NODDI_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting Multi-Tissue NODDI to Human Connectome Project data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting is then the same as usual. But notice there is a second optimization happening for the multi-tissue fractions. This is because correcting for the tissue-specific $S_0$ values is independent from the estimation of the non-linear parameters of the original NODDI model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using parallel processing with 8 workers.\n", "Setup brute2fine optimizer in 6.95517396927 seconds\n", "Fitting of 8181 voxels complete in 1132.75483418 seconds.\n", "Average of 0.138461659232 seconds per voxel.\n", "Starting secondary multi-tissue optimization.\n", "Multi-tissue fitting of 8181 voxels complete in 28.0474832058 seconds.\n" ] } ], "source": [ "NODDI_fit_hcp = NODDI_mod.fit(\n", " scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare volume fractions with and without including S0 responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once fitted, the fitted model has access to both the original and the multi-tissue fractions. Here, we can easily compare them and illustrate where the differences at the interfaces are significant." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fractions_csf = NODDI_fit_hcp.fitted_parameters['partial_volume_0']\n", "fractions_wm = NODDI_fit_hcp.fitted_parameters['partial_volume_1']\n", "mt_fractions_csf = NODDI_fit_hcp.fitted_multi_tissue_fractions_normalized['partial_volume_0']\n", "mt_fractions_wm = NODDI_fit_hcp.fitted_multi_tissue_fractions_normalized['partial_volume_1']\n", "\n", "fig, axs = plt.subplots(2, 3, figsize=[15, 8])\n", "axs = axs.ravel()\n", "opts = {'origin': True, 'interpolation': 'nearest'}\n", "\n", "im = axs[0].imshow(fractions_csf.squeeze().T, vmin=0, vmax=1, **opts)\n", "fig.colorbar(im, ax=axs[0], shrink=0.7)\n", "axs[0].set_title('f_csf no S0')\n", "im = axs[1].imshow(mt_fractions_csf.squeeze().T, vmin=0, vmax=1, **opts)\n", "fig.colorbar(im, ax=axs[1], shrink=0.7)\n", "axs[1].set_title('f_csf with S0')\n", "im = axs[2].imshow((mt_fractions_csf - fractions_csf).squeeze().T, **opts)\n", "fig.colorbar(im, ax=axs[2], shrink=0.7)\n", "axs[2].set_title('(f_csf with S0) - (f_csf no S0)')\n", "\n", "im = axs[3].imshow(fractions_wm.squeeze().T,vmin=0, vmax=1, **opts)\n", "fig.colorbar(im, ax=axs[3], shrink=0.7)\n", "axs[3].set_title('f_wm no S0')\n", "im = axs[4].imshow(mt_fractions_wm.squeeze().T, vmin=0, vmax=1, **opts)\n", "fig.colorbar(im, ax=axs[4], shrink=0.7)\n", "axs[4].set_title('f_wm with S0')\n", "im = axs[5].imshow((mt_fractions_wm - fractions_wm).squeeze().T, **opts)\n", "fig.colorbar(im, ax=axs[5], shrink=0.7)\n", "axs[5].set_title('(f_wm with S0) - (f_wm no S0)')\n", "\n", "for ax in axs:\n", " ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discussion of results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, including the estimated $S_0$ responses for CSF and WM for the corresponding models makes a significant difference in the estimated volume fractions. In fact, by including an estimate of the S0 response, we are in earnest estimated a **volume** fraction giving a certain signal contribution, rather than just the **signal** fraction contribution.\n", "\n", "As the CSF $S_0$ response is about 3x higher than that of WM, that means that the same volume of CSF tissue produces 3x more signal to the $b_0$ than the same volume of WM. By (approximately) correcting for this bias, we can see that at the interfaces between CSF and WM, the actual volume fraction can be more than 0.3 higher than estimated without the $S_0$ response. In practice, this means that the white matter bundles such as the corpus callosum grow a little more into the CSF volume, making them bigger.\n", "\n", "In conclusion, any MC-model that models tissues with different $S_0$ responses should include an estimate of the values -- if possible. Otherwise, the estimated volume fractions will **always** be biased in the direction of the difference of the tissues' $S_0$ responses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Zhang, Hui, et al. \"NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain.\" Neuroimage 61.4 (2012): 1000-1016.\n", "- Jeurissen, Ben, et al. \"Multi-tissue constrained spherical deconvolution for improved analysis of multi-shell diffusion MRI data.\" NeuroImage 103 (2014): 411-426." ] } ], "metadata": { "cite2c": { "citations": { "1647435/UZWE3WP9": { "author": [ { "family": "Zhang", "given": "Hui" }, { "family": "Schneider", "given": "Torben" }, { "family": "Wheeler-Kingshott", "given": "Claudia A" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "Neuroimage", "id": "1647435/UZWE3WP9", "issue": "4", "issued": { "year": 2012 }, "page": "1000–1016", "page-first": "1000", "title": "NODDI: practical in vivo neurite orientation dispersion and density imaging of the human brain", "type": "article-journal", "volume": "61" } } }, "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 }