diff --git a/T2_mapping_interactive_figures.ipynb b/T2_mapping_interactive_figures.ipynb index f0179b6..16b6da2 100644 --- a/T2_mapping_interactive_figures.ipynb +++ b/T2_mapping_interactive_figures.ipynb @@ -7,6 +7,15 @@ "# T2-mapping interactive figures" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For matlab engine to connect, the following command first needs to be run in the matlab terminal : \n", + "\n", + " matlab.engine.shareEngine\n" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -16,6 +25,7 @@ "import os\n", "import numpy as np\n", "import matlab.engine\n", + "\n", "eng = matlab.engine.connect_matlab()" ] }, @@ -35,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -63,1817 +73,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "displayModeBar": false, - 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Multi-exponential data example" ] }, { @@ -305241,32081 +975,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "displayModeBar": false, - "linkText": "Export to plot.ly", - "plotlyServerURL": "https://plot.ly", - "showLink": false - }, - "data": [ - { - "colorscale": [ - [ - 0, - "rgb(0, 0, 0)" - ], - [ - 0.09090909090909091, - "rgb(16, 16, 16)" - ], - [ - 0.18181818181818182, - "rgb(38, 38, 38)" - ], - [ - 0.2727272727272727, - "rgb(59, 59, 59)" - ], - [ - 0.36363636363636365, - "rgb(81, 80, 80)" - ], - [ - 0.45454545454545453, - "rgb(102, 101, 101)" - ], - [ - 0.5454545454545454, - "rgb(124, 123, 122)" - ], - [ - 0.6363636363636364, - "rgb(146, 146, 145)" - ], - [ - 0.7272727272727273, - "rgb(171, 171, 170)" - ], - [ - 0.8181818181818182, - "rgb(197, 197, 195)" - ], - [ - 0.9090909090909091, - "rgb(224, 224, 223)" - ], - [ - 1, - "rgb(254, 254, 253)" - 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QSM data example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### 6.1 Get data from Matlab simulation code" + ] + }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 39, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'list' object has no attribute 'Mask'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[27], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgraph_objs\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgo\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Sample mask visualization\u001b[39;00m\n\u001b[0;32m 4\u001b[0m mask_trace \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mHeatmap(\n\u001b[1;32m----> 5\u001b[0m z\u001b[38;5;241m=\u001b[39m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mMask\u001b[49m,\n\u001b[0;32m 6\u001b[0m colorscale\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGray\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 7\u001b[0m showscale\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 8\u001b[0m )\n\u001b[0;32m 10\u001b[0m layout \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mLayout(\n\u001b[0;32m 11\u001b[0m title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMask Visualization\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[0;32m 12\u001b[0m xaxis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mX Axis\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[0;32m 13\u001b[0m yaxis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mdict\u001b[39m(title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mY Axis\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 14\u001b[0m )\n\u001b[0;32m 16\u001b[0m fig \u001b[38;5;241m=\u001b[39m go\u001b[38;5;241m.\u001b[39mFigure(data\u001b[38;5;241m=\u001b[39m[mask_trace], layout\u001b[38;5;241m=\u001b[39mlayout)\n", - "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'Mask'" - ] - } - ], + "outputs": [], "source": [ + "# Get MATLAB data\n", + "\n", + "# Get magnitude and phase data\n", + "magnitude_data = np.array(eng.workspace['MagnGRE'])\n", + "phase_data = np.array(eng.workspace['PhaseGRE'])\n", + "\n", + "# Output QSM data\n", + "QSM_chiSBM = np.array(eng.workspace['QSM_chiSBM'])\n", + "QSM_chiL2M = np.array(eng.workspace['QSM_chiL2M'])\n", + "QSM_chiSB = np.array(eng.workspace['QSM_chiSB'])\n", + "QSM_chiL2 = np.array(eng.workspace['QSM_chiL2'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### 6.1 Plot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import chart_studio.plotly as py\n", "import plotly.graph_objs as go\n", + "import numpy as np\n", + "from chart_studio.plotly import plot\n", + "from IPython.display import display, HTML\n", + "from plotly import tools\n", + "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", "\n", - "# Sample mask visualization\n", - "mask_trace = go.Heatmap(\n", - " z=data.Mask,\n", - " colorscale='Gray',\n", - " showscale=False\n", - ")\n", + "config = {'showLink': False, 'displayModeBar': False}\n", "\n", - "layout = go.Layout(\n", - " title='Mask Visualization',\n", - " xaxis=dict(title='X Axis'),\n", - " yaxis=dict(title='Y Axis')\n", + "xAxis = np.arange(0, QSM_chiSBM.shape[1])\n", + "yAxis = np.arange(0, QSM_chiSBM.shape[0])\n", + "\n", + "# Input magnitude and phase\n", + "trace1 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(magnitude_data[:, :, 105]), \n", + " colorscale='Gray',\n", + " showscale=False,\n", + " visible=True, \n", + " name='Magnitude')\n", + "\n", + "trace2 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(phase_data[:, :, 105]),\n", + " colorscale='Gray',\n", + " showscale=False,\n", + " visible=False,\n", + " name='Phase')\n", + "\n", + "# Output QSM maps\n", + "trace3 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(QSM_chiSBM[:, :, 105]),\n", + " colorscale='Gray',\n", + " visible=True,\n", + " xaxis='x2', \n", + " yaxis='y2',\n", + " name='chiSBM',\n", + " zmin=-0.1,\n", + " zmax=0.1)\n", + "\n", + "trace4 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(QSM_chiL2M[:, :, 105]),\n", + " colorscale='Gray',\n", + " xaxis='x2',\n", + " yaxis='y2',\n", + " visible=False,\n", + " name='chiL2M',\n", + " zmin=-0.1,\n", + " zmax=0.1)\n", + "\n", + "trace5 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(QSM_chiSB[:, :, 105]),\n", + " colorscale='Gray',\n", + " xaxis='x2',\n", + " yaxis='y2',\n", + " visible=False,\n", + " name='chiSB',\n", + " zmin=-0.1,\n", + " zmax=0.1)\n", + "\n", + "trace6 = go.Heatmap(x=xAxis,\n", + " y=yAxis,\n", + " z=np.flipud(QSM_chiL2[:, :, 105]),\n", + " colorscale='Gray',\n", + " xaxis='x2',\n", + " yaxis='y2',\n", + " visible=False,\n", + " name='chiL2',\n", + " zmin=-0.1,\n", + " zmax=0.1)\n", + "\n", + "data = [trace1, trace2, trace3, trace4, trace5, trace6]\n", + "\n", + "updatemenus = [\n", + " dict(\n", + " active=0,\n", + " x=0.1,\n", + " xanchor='left',\n", + " y=-0.15,\n", + " yanchor='bottom',\n", + " direction='up',\n", + " font=dict(family='Times New Roman', size=16),\n", + " buttons=[\n", + " dict(label='Magnitude',\n", + " method='update',\n", + " args=[{'visible': [True, False, trace3['visible'], trace4['visible'], trace5['visible'], trace6['visible']]}]),\n", + " dict(label='Phase',\n", + " method='update',\n", + " args=[{'visible': [False, True, trace3['visible'], trace4['visible'], trace5['visible'], trace6['visible']]}]),\n", + " ],\n", + " ),\n", + " dict(\n", + " x=0.67,\n", + " xanchor='left',\n", + " y=-0.15,\n", + " yanchor='bottom',\n", + " direction='up',\n", + " font=dict(family='Times New Roman', size=16),\n", + " buttons=[\n", + " dict(label='chiSBM',\n", + " method='update',\n", + " args=[{'visible': [trace1['visible'], trace2['visible'], True, False, False, False]},\n", + " {'annotations': [\n", + " dict(\n", + " x=0.15,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='GRE Data',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.02,\n", + " y=1.34,\n", + " showarrow=False,\n", + " text='QSM Map Using
Split-Bregman Method With
Magnitude Weighting',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.13,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='ppm',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " ]}]),\n", + " dict(label='chiL2M',\n", + " method='update',\n", + " args=[{'visible': [trace1['visible'], trace2['visible'], False, True, False, False]},\n", + " {'annotations': [\n", + " dict(\n", + " x=0.15,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='GRE Data',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=0.97,\n", + " y=1.34,\n", + " showarrow=False,\n", + " text='QSM Map Using
L2 Regularization With
Magnitude Weighting',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.13,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='ppm',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " ]}]),\n", + " dict(label='chiSB',\n", + " method='update',\n", + " args=[{'visible': [trace1['visible'], trace2['visible'], False, False, True, False]},\n", + " {'annotations': [\n", + " dict(\n", + " x=0.15,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='GRE Data',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.05,\n", + " y=1.34,\n", + " showarrow=False,\n", + " text='QSM Map Using
Split-Bregman Method Without
Magnitude Weighting',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.13,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='ppm',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " ]}]),\n", + " dict(label='chiL2',\n", + " method='update',\n", + " args=[{'visible': [trace1['visible'], trace2['visible'], False, False, False, True]},\n", + " {'annotations': [\n", + " dict(\n", + " x=0.15,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='GRE Data',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.00,\n", + " y=1.34,\n", + " showarrow=False,\n", + " text='QSM Map Using
L2 Regularization Without
Magnitude Weighting',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.13,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='ppm',\n", + " font=dict(family='Times New Roman', size=22),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " ]}])\n", + " \n", + " ],\n", + " ),\n", + "]\n", + "\n", + "layout = dict(\n", + " width=660,\n", + " height=448.5,\n", + " margin=dict(\n", + " t=90,\n", + " r=140,\n", + " b=90,\n", + " l=30),\n", + " annotations=[\n", + " dict(\n", + " x=0.15,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='GRE Data',\n", + " font=dict(\n", + " family='Times New Roman',\n", + " size=22\n", + " ),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.02,\n", + " y=1.34,\n", + " showarrow=False,\n", + " text='QSM Map Using
Split-Bregman Method With
Magnitude Weighting', # Default title, will change with dropdown selection\n", + " font=dict(\n", + " family='Times New Roman',\n", + " size=22\n", + " ),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " dict(\n", + " x=1.13,\n", + " y=1.15,\n", + " showarrow=False,\n", + " text='ppm',\n", + " font=dict(\n", + " family='Times New Roman',\n", + " size=22\n", + " ),\n", + " xref='paper',\n", + " yref='paper'\n", + " ),\n", + " ],\n", + " xaxis=dict(range=[0, xAxis[-1]], autorange=False,\n", + " showgrid=False, zeroline=False, showticklabels=False,\n", + " ticks='', domain=[0, 0.5]), # First plot domain\n", + " yaxis=dict(range=[0, yAxis[-1]], autorange=False,\n", + " showgrid=False, zeroline=False, showticklabels=False,\n", + " ticks='', domain=[0, 1]),\n", + " xaxis2=dict(range=[0, xAxis[-1]], autorange=False,\n", + " showgrid=False, zeroline=False, showticklabels=False,\n", + " ticks='', domain=[0.5, 1]), # Second plot domain\n", + " yaxis2=dict(range=[0, yAxis[-1]], autorange=False,\n", + " showgrid=False, zeroline=False, showticklabels=False,\n", + " ticks='', domain=[0, 1], anchor='x2'),\n", + " showlegend=False,\n", + " autosize=False,\n", + " updatemenus=updatemenus\n", ")\n", "\n", - "fig = go.Figure(data=[mask_trace], layout=layout)\n", - "fig.show()\n" + "fig = dict(data=data, layout=layout)\n", + "\n", + "iplot(fig, filename='ir_fig_2.html', config=config)" ] } ], @@ -337685,7 +1661,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.8.0" } }, "nbformat": 4, diff --git a/example_data/qsm_sb/FitResults/FitResults.mat b/example_data/qsm_sb/FitResults/FitResults.mat new file mode 100644 index 0000000..c0abd30 Binary files /dev/null and b/example_data/qsm_sb/FitResults/FitResults.mat differ diff --git a/example_data/qsm_sb/MagnGRE.mat b/example_data/qsm_sb/MagnGRE.mat new file mode 100644 index 0000000..f3f0543 Binary files /dev/null and b/example_data/qsm_sb/MagnGRE.mat differ diff --git a/example_data/qsm_sb/Mask.mat b/example_data/qsm_sb/Mask.mat new file mode 100755 index 0000000..f97817f Binary files /dev/null and b/example_data/qsm_sb/Mask.mat differ diff --git a/example_data/qsm_sb/PhaseGRE.mat b/example_data/qsm_sb/PhaseGRE.mat new file mode 100755 index 0000000..1b513b6 Binary files /dev/null and b/example_data/qsm_sb/PhaseGRE.mat differ diff --git a/qsm_map.m b/qsm_map.m new file mode 100644 index 0000000..561bc4a --- /dev/null +++ b/qsm_map.m @@ -0,0 +1,49 @@ +%% Requirements +% qMRLab must be installed: git clone https://www.github.com/qMRLab/qMRLab.git +% The mooc chapter branch must be checked out: git checkout mooc-03-T2 +% qMRLab must be added to the path inside the MATLAB session: startup +% The QSM dataset needs to be downloaded from: https://osf.io/9d8kz + +% Define the model +Model = qsm_sb; + +% Define protocol +xDim = 0.6; +yDim = 0.6; +zDim = 0.6; +Model.Prot.Resolution.Mat = [xDim yDim zDim]; +TE = 0.0081; +Model.Prot.Timing.Mat = [TE]; + +% Load data into environment (phase, magnitude and mask) +data = struct(); + +load('example_data/qsm_sb/PhaseGRE.mat'); +load('example_data/qsm_sb/MagnGRE.mat'); +load('example_data/qsm_sb/Mask.mat'); + +data.PhaseGRE = double(PhaseGRE); +data.MagnGRE = double(MagnGRE); +data.Mask = double(Mask); + +%% QSM data fitting with magnitude weighing (chiSBM and chiL2M) +% Parameters +Model.options.MagnitudeWeighting = true; + +% Fit data +FitResults_with_MW = FitData(data, Model, 0); + +% Display results for chiSB +QSM_chiSBM = squeeze(FitResults_with_MW.chiSBM.*data.Mask); +QSM_chiL2M = squeeze(FitResults_with_MW.chiL2M.*data.Mask); + +%% QSM data fitting without magnitude weighing (chiSB and chiL2) +% Parameters +Model.options.MagnitudeWeighting = false; + +% Fit data +FitResults_without_MW = FitData(data, Model, 0); + +% Results +QSM_chiSB = squeeze(FitResults_without_MW.chiSB.*data.Mask); +QSM_chiL2 = squeeze(FitResults_without_MW.chiL2.*data.Mask);