{ "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": "stderr", "output_type": "stream", "text": [ "/home/rutger/anaconda2/lib/python2.7/site-packages/dmipy-1.0.3-py2.7.egg/dmipy/tissue_response/three_tissue_response.py:226: RuntimeWarning: The signal decay metric reached unrealistically high or negative values and was clipped to [0, 10]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Tournier13 white matter response iteration 1\n", "Setup Tournier07 FOD optimizer in 0.00894594192505 seconds\n", "Fitting of 4524 voxels complete in 53.2218120098 seconds.\n", "Average of 0.0117643262621 seconds per voxel.\n", "66.0 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 2\n", "Setup Tournier07 FOD optimizer in 0.011932849884 seconds\n", "Fitting of 4524 voxels complete in 64.7510249615 seconds.\n", "Average of 0.0143127818217 seconds per voxel.\n", "96.7 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 3\n", "Setup Tournier07 FOD optimizer in 0.0112278461456 seconds\n", "Fitting of 4524 voxels complete in 60.1001811028 seconds.\n", "Average of 0.0132847438335 seconds per voxel.\n", "99.3 percent candidate voxel overlap.\n", "Tournier13 white matter response iteration 4\n", "Setup Tournier07 FOD optimizer in 0.0111300945282 seconds\n", "Fitting of 4524 voxels complete in 95.758220911 seconds.\n", "Average of 0.0211667154976 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": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core.modeling_framework import MultiCompartmentSphericalHarmonicsModel\n", "from IPython.display import Image\n", "\n", "# we'll create a standard multi-compartment csd and multi-tissue csd model\n", "mc_csd_mod = MultiCompartmentSphericalHarmonicsModel(\n", " models=tissue_response_models)\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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup CVXPY FOD optimizer in 0.00947880744934 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 336.834429026 seconds.\n", "Average of 0.0411727697134 seconds per voxel.\n", "Setup CVXPY FOD optimizer in 0.0150401592255 seconds\n", "Using parallel processing with 8 workers.\n", "Fitting of 8181 voxels complete in 498.636023998 seconds.\n", "Average of 0.0609504979829 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 csd_model in [mt_csd_mod, mc_csd_mod]:\n", " mt_csd_fits.append(csd_model.fit(**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": 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 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": 9, "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 are much smaller and non-coherent 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 }