{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Tissue Constrained Spherical Deconvolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multi-Tissue CSD (MT-CSD), or what *Jeurissen et al. (2014)* refers to as Multi-Shell Multi-Tissue CSD (MSMT-CSD), is in extension of regular CSD algorithm. In MT-CSD, Aside from the standard white matter convolution kernel, also a CSF and grey matter kernel are estimated from the data, and fitted simultaneously fitted for better FOD estimation.\n", "\n", "$$\n", "\\begin{equation}\n", " E_{\\textrm{MT-CSD}}= \\underbrace{f_{\\textrm{CSF}}\\overbrace{E_{\\textrm{iso}}(\\cdot)}^{\\textrm{Isotropic Response}}}_{\\textrm{CSF}}+ \\underbrace{f_{\\textrm{GM}}\\overbrace{E_{\\textrm{iso}}(\\cdot)}^{\\textrm{Isotropic Response}}}_{\\textrm{Grey Matter}} + \\underbrace{f_r\\left[\\overbrace{\\operatorname{FOD}(\\operatorname{SH}|l_{\\textrm{max}})}^{\\textrm{Fiber Distribution}}\\,*_{\\mathbb{S}^2}\\,\\overbrace{E_{\\textrm{WM}}(\\cdot)}^{\\textrm{Anisotropic Response}}\\right]}_{\\textrm{White Matter}}\n", "\\end{equation}\n", "$$\n", "\n", "The original algorithm uses registered T1 image segmentations of white/grey matter and CSF to obtain these separate kernels, but this has shown to be a difficult and expensive process. Instead, we implement unsupervised approach by *Dhollander et al. (2016)* that directly estimates the three tissue kernels from the dMRI data itself.\n", "\n", "Once the kernels are estimated, they can be used exactly as any other Dmipy compartment model. This means they can be used in any modeling framework together with other models as usual.\n", "\n", "As you will see, MT-CSD results in very well-defined FOD profiles and hardly any noisy voxels around CSF or Grey matter areas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Dmipy to set up the MT-CSD ModelĀ¶" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the MT-CSD model in Dmipy is very easy. The only thing that needs to be done is to generate the WM/GM/CSF tissue response models from the data using the dhollander16 algorithm. Then, the rest of the modeling can be done as usual." ] }, { "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" ] } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unsupervised Three-Tissue Response Function Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dhollander16 algorithm, which heuristically estimates the white/grey matter and CSF response functions from the dMRI data (instead of using a T1 segmentation), can be directly called with the acquisition scheme and the data. The generated tissue response models are always generated in the same order.\n", "\n", "To estimate the white matter response function, we can modularly choose any available algorithm, currently:\n", "- the classic 'tournier07' algorithm based on FA only,\n", "- the iterative 'tournier13' algorithm, which refines the response function based on the ratio between the first and secondarly peak of the FODs (currently used in MRtrix).\n", "\n", "In the following commands we generate the three response functions, and change some of the default dhollander16 parameters to account for that we're only fitting a single slice instead of a whole brain:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tournier13 white matter response iteration 1\n", "Setup Tournier07 FOD optimizer in 0.0113952159882 seconds\n", "Fitting of 4530 voxels complete in 78.2730610371 seconds.\n", "Average of 0.017278821421 seconds per voxel.\n", "66.0 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 2\n", "Setup Tournier07 FOD optimizer in 0.0115969181061 seconds\n", "Fitting of 4530 voxels complete in 74.3183488846 seconds.\n", "Average of 0.0164058165308 seconds per voxel.\n", "96.7 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 3\n", "Setup Tournier07 FOD optimizer in 0.0115501880646 seconds\n", "Fitting of 4530 voxels complete in 110.235831976 seconds.\n", "Average of 0.0243346207452 seconds per voxel.\n", "99.3 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 4\n", "Setup Tournier07 FOD optimizer in 0.011011838913 seconds\n", "Fitting of 4530 voxels complete in 78.9287230968 seconds.\n", "Average of 0.0174235591825 seconds per voxel.\n", "100.0 percent candidate voxel overlap.\n", "White matter response converged\n" ] } ], "source": [ "from dmipy.tissue_response.three_tissue_response import three_tissue_response_dhollander16\n", "S0_tissue_responses, tissue_response_models, selection_map = three_tissue_response_dhollander16(\n", " scheme_hcp, data_hcp, wm_algorithm='tournier13',\n", " wm_N_candidate_voxels=150, gm_perc=0.2, csf_perc=0.4)\n", "TR2_wm, TR1_gm, TR1_csf = tissue_response_models\n", "S0_wm, S0_gm, S0_csf = S0_tissue_responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the white matter response is refined over several iterations (at each time taking the most source voxels that best fit a single-bundle profile). The overlap percentage indicates the convergence rate.\n", "\n", "We can visualize which voxels were selected for which tissue responses. Notice that WM (red) was selected from coherent axon bundles, GM (green) from grey matter areas, and CSF (blue) from areas between sulci and ventricles." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.figure(figsize=[6, 6])\n", "plt.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "plt.imshow(selection_map.squeeze().transpose((1, 0, 2)), origin=True, alpha=0.8)\n", "plt.axis('off')\n", "plt.title('Selected tissue response voxels', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the tissue signal reponses of the three estimated kernels. Notice that these plots look extremely similar to those shown in *Jeurissen et al. (2014)*." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for S0_response, TR_mod, name, c in zip(\n", " S0_tissue_responses[::-1], tissue_response_models[::-1],\n", " ['wm', 'gm', 'csf'][::-1], ['r', 'g', 'b'][::-1]):\n", " ax.plot(scheme_hcp.shell_bvalues, S0_response * TR_mod.spherical_mean(scheme_hcp) / 1e4,\n", " label=name, c=c, marker='.', ms=10)\n", "\n", "plt.xlabel('b-value [s/m$^2$]', fontsize=14)\n", "plt.ylabel('S0 Intensity', fontsize=14)\n", "plt.title(r'Tissue Responses S$_0\\times C^{SM}$(b)', fontsize=15)\n", "ax.set_aspect(.25e10)\n", "plt.legend(fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the tissue response kernels are known, we can give them to a `MultiCompartmentSphericalHarmonicsModel` and fit them to the data as usual.\n", "\n", "Note that tissue reponse models can only produce signals at the b-values (or other acquisition parameters) of the acquisition scheme shells they were estimated from. This means that you cannot use the tissue response kernels of one dataset to fit to another with a different acquisition scheme." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentSphericalHarmonicsModel\n", "from IPython.display import Image\n", "\n", "mt_csd_mod = MultiCompartmentSphericalHarmonicsModel(\n", " models=tissue_response_models,\n", " S0_tissue_responses=S0_tissue_responses)\n", "mt_csd_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting MT-CSD to the Signal Attenuation or the Raw Signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tissue response models differ from parametric models in that they have a data-dependent, non-unity S0 tissue response. Including the S0-response in the fitting of MT-CSD affects both the estimation of the volume fractions and the shape of the FOD, as we will show below.\n", "\n", "We can choose to include the S0 response in the fitting by setting `fit_S0_response=True`. This means the models are being fitted directly to the diffusion signal, instead of normalized models being fitted to the normalized signal attenuation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup CVXPY FOD optimizer in 0.00970983505249 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 353.459289074 seconds.\n", "Average of 0.0432049002657 seconds per voxel.\n", "Setup CVXPY FOD optimizer in 0.014527797699 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 586.057314873 seconds.\n", "Average of 0.0716363910124 seconds per voxel.\n" ] } ], "source": [ "fit_args = {'acquisition_scheme': scheme_hcp, 'data': data_hcp, 'mask': data_hcp[..., 0]>0}\n", "\n", "mt_csd_fits = []\n", "for fit_S0_response in [True, False]:\n", " mt_csd_fits.append(mt_csd_mod.fit(fit_S0_response=fit_S0_response, **fit_args))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the fractions are fitted and there are 3, we can also visualize them as an RGB image. Notice that the WM/GM/CSF areas are reasonably nicely segmented by the estimation itself." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "txts = ['Fit S0-response and Shape to Signal', 'Fit Only Shape to Signal Attenuation']\n", "vfs_all = []\n", "\n", "fig, axs = plt.subplots(2, 2, figsize=[17, 15])\n", "axs = axs.ravel()\n", "fig.suptitle('MT-CSD RGB WM/GM/CSF Volume Fraction Estimation', fontsize=20)\n", "for i, fit in enumerate(mt_csd_fits):\n", " vfs = []\n", " names = ['partial_volume_0', 'partial_volume_1', 'partial_volume_2']\n", " for name in names:\n", " vfs.append(fit.fitted_parameters[name])\n", " vfs = np.transpose(np.array(vfs), (3, 2, 1, 0))\n", " vfs_all.append(vfs)\n", " vfs_sum = np.sum(vfs, axis=-1)\n", " vfs[vfs_sum > 0] = vfs[vfs_sum > 0] / vfs_sum[vfs_sum > 0][..., None]\n", " vfs_im = np.squeeze(np.clip(vfs, 0, 1))\n", "\n", " axs[i].imshow(vfs_im[15:-23, 10:-10], origin=True, interpolation='nearest')\n", " axs[i].axis('off');\n", " axs[i].set_title(txts[i], fontsize=18)\n", " \n", " im = axs[i + 2].imshow(np.squeeze(vfs_sum)[15:-23, 10:-10], origin=True, interpolation='nearest')\n", " axs[i + 2].axis('off');\n", " axs[i + 2].set_title('Estimated volume fraction sum', fontsize=18)\n", " fig.colorbar(im, ax=axs[i + 2], shrink=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the estimated volume fractions differ when including S0 response (left) compared to fitting the normalized signal attenuation.\n", "- CSF is much more tightly delineated, which makes sense because CSF has a much higher S0-reponse than WM/GM.\n", "- When fitting the S0-response we do not impose any unity constraint on the volume fractions. This is important we otherwise the fitting will be biased when the S0 response of the tissue differs from the response, but overall you can see the fractions don't vary much from unity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing Fiber Orientation Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we can visualize the FOD estimated using MT-CSD. We do both with and without including the S0 response." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz import window, actor\n", "import numpy as np\n", "import matplotlib.image as mpimg\n", "\n", "sphere = get_sphere(name='symmetric362')\n", "affine = np.eye(4)\n", "\n", "txts = ['Fit S0-response and Shape to Signal', 'Fit Only Shape to Signal Attenuation']\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[20, 10])\n", "axs = axs.ravel()\n", "fig.suptitle('MT-CSD FODs with WM/GM/CSF Background', fontsize=20)\n", "\n", "for i, (txt, vfs, fit) in enumerate(zip(txts, vfs_all, mt_csd_fits)):\n", " fods = fit.fod(sphere.vertices)[70:90, :, 70:90]\n", "\n", " vfs2 = np.transpose(vfs, (2, 1, 0, 3))\n", " ai_im = actor.slicer(vfs2[70:90,0, 70:90, None, :],\n", " interpolation='nearest', affine=affine, opacity=0.7)\n", "\n", " ren = window.Renderer()\n", " fod_spheres = actor.odf_slicer(\n", " fods, sphere=sphere, scale=0.9, norm=False)\n", " fod_spheres.display_extent(\n", " 0, fods.shape[0] - 1,\n", " 0, fods.shape[1] - 1,\n", " 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(ai_im)\n", " window.record(ren, size=[700, 700])\n", "\n", " img = mpimg.imread('fury.png')\n", "\n", " axs[i].imshow(img[100:-97, 100:-85])\n", " axs[i].set_title(txt, fontsize=18)\n", " axs[i].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We show the RGB volume fractions as the background of the FODs. Red is WM, green is GM and blue is CSF. Notice that in WM the FODs are very sharp and noisefree, and the FODs have shrunken to be basically invisible in areas with higher (estimated) GM/CSF constributions. In other words, the signal contributions that would mess up the FOD in regular CSD have now instead been captured by the isotropic representations, resulting in cleaner FODs.\n", "\n", "That being said, there are some observations to be made w.r.t. including the S0 response or not.\n", "- The CSF area is smaller when including the S0 response, i.e. the overestimation of the CSF fraction has been reduced by including the tissue responses,\n", "- The FOD profiles in the crossing area near the centrum semiovale (right side) are a bit more blobby when including the S0 response for some reason.\n", "\n", "It is likely that these results will improve further when estimating the response functions from an entire brain (instead of just this example slice). " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "- Tournier, J-Donald, Fernando Calamante, and Alan Connelly. \"Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution.\" Neuroimage 35.4 (2007): 1459-1472.\n", "- Dhollander, T.; Raffelt, D. & Connelly, A. Unsupervised 3-tissue response function estimation from single-shell or multi-shell diffusion MR data without a co-registered T1 image. ISMRM Workshop on Breaking the Barriers of Diffusion MRI, 2016, 5\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": { "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": 2 }