diff --git a/cmtklib/report.py b/cmtklib/report.py new file mode 100644 index 000000000..7eaec261f --- /dev/null +++ b/cmtklib/report.py @@ -0,0 +1,95 @@ +# Copyright (C) 2009-2021, Ecole Polytechnique Federale de Lausanne (EPFL) and +# Hospital Center and University of Lausanne (UNIL-CHUV), Switzerland, and CMP3 contributors +# All rights reserved. +# +# This software is distributed under the open-source license Modified BSD. + +"""Module that defines Nipype interfaces for visual diagnostic plots.""" + +from nipype.interfaces.base import BaseInterface, TraitedSpec, File, traits, Directory, CommandLine, BaseInterfaceInputSpec +import numpy as np +import matplotlib.pyplot as plt +import nilearn.plotting as nplt + +class overlayAnatDiffQC_InputSpec(BaseInterfaceInputSpec): + anat_file = File(exists=True) + dwi_fa_file = File(exists=True) + out_anat_dwi_plot = File(exists=False) + + +class overlayAnatDiffQC_OutputSpec(TraitedSpec): + out_anat_dwi_plot = File(exists=True) + + +class overlayAnatDiffQC(BaseInterface): + """Produce an anatomical T1 image with diffusion FA overlay + + .. note:: + Note used. + """ + input_spec = overlayAnatDiffQC_InputSpec + output_spec = overlayAnatDiffQC_OutputSpec + title = "Anatomical T1 image with diffusion FA overlay" + + def _run_interface(self,runtime): + nplt.plot_anat(self.inputs.anat_file, + title=title, + display_mode='ortho', dim=0, draw_cross=False, annotate=False) + display.add_overlay(self.inputs.dwi_fa_file) + display.savefig(self.inputs.out_anat_dwi_plot) + display.close() + return runtime + + def _list_outputs(self): + outputs = self._outputs().get() + nplt.plot_anat(self.inputs.anat_file, + title=title, + display_mode='ortho', dim=0, draw_cross=False, annotate=False) + display.add_overlay(self.inputs.dwi_fa_file) + display.savefig(self.inputs.out_anat_dwi_plot) + display.close() + + outputs["out_anat_dwi_plot"] = self.inputs.out_anat_dwi_plot + return outputs + +class carpetPlot_InputSpec(BaseInterfaceInputSpec): + timeseries_npy = File(exists=True) + out_carpet_plot = File(exists=False) + + +class carpetPlot_OutputSpec(TraitedSpec): + out_carpet_plot = File(exists=True) + + +class carpetPlot(BaseInterface): + """Produce a carpet plot for artifact correction. + + .. note:: + Note used. + """ + input_spec = carpetPlot_InputSpec + output_spec = carpetPlot_OutputSpec + + def _carpet_plot(self): + timeseries = np.load(self.inputs.timeseries_npy) + figsize = (10, 10) + figure = plt.figure(figsize=figsize) + axes = figure.add_subplot(1, 1, 1) + axes.set_xlabel("ROI") + axes.set_ylabel("Time sample") + m = axes.imshow(timeseries, interpolation = "nearest", cmap = "magma") + plt.colorbar(m, shrink = 0.1) + + plt.savefig(self.inputs.out_carpet_plot) + plt.close() + + def _run_interface(self,runtime): + self._carpet_plot() + return runtime + + def _list_outputs(self): + outputs = self._outputs().get() + self._carpet_plot() + + outputs["out_carpet_plot"] = self.inputs.out_carpet_plot + return outputs \ No newline at end of file diff --git a/notebooks/construct_report_intermediate_steps_connectomemapper.ipynb b/notebooks/construct_report_intermediate_steps_connectomemapper.ipynb new file mode 100644 index 000000000..0c7874ac5 --- /dev/null +++ b/notebooks/construct_report_intermediate_steps_connectomemapper.ipynb @@ -0,0 +1,317 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "import nilearn.plotting as nplt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import os.path as p\n", + "data_path = \"/mnt/c/src/connectomemapper3/cmp_report_brainhack_sample\"\n", + "anat_file = \"sub-103818_ses-01_space-DWI_desc-head_T1w.nii.gz\"\n", + "diff_data = \"sub-103818_ses-01_model-DTI_FA.nii.gz\"\n", + "title = \"Anatomical T1 image with diffusion FA overlay\"\n", + "display = nplt.plot_anat(p.join(data_path, anat_file), \n", + " title=title,\n", + " display_mode='ortho', dim=0, draw_cross=False, annotate=False)\n", + "display.add_overlay(p.join(data_path, diff_data))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "from nipype.interfaces.base import BaseInterface, TraitedSpec, File, traits, Directory, CommandLine, BaseInterfaceInputSpec\n", + "import numpy as np\n", + "\n", + "class overlayAnatDiffQC_InputSpec(BaseInterfaceInputSpec):\n", + " anat_file = File(exists=True)\n", + " dwi_fa_file = File(exists=True)\n", + " out_anat_dwi_plot = File(exists=False)\n", + "\n", + "\n", + "class overlayAnatDiffQC_OutputSpec(TraitedSpec):\n", + " out_anat_dwi_plot = File(exists=True)\n", + "\n", + "\n", + "class overlayAnatDiffQC(BaseInterface):\n", + " \"\"\"Produce an anatomical T1 image with diffusion FA overlay\n", + "\n", + " .. note::\n", + " Note used.\n", + " \"\"\"\n", + " input_spec = overlayAnatDiffQC_InputSpec\n", + " output_spec = overlayAnatDiffQC_OutputSpec\n", + " title = \"Anatomical T1 image with diffusion FA overlay\"\n", + "\n", + " def _run_interface(self,runtime):\n", + " nplt.plot_anat(self.inputs.anat_file, \n", + " title=title,\n", + " display_mode='ortho', dim=0, draw_cross=False, annotate=False)\n", + " display.add_overlay(self.inputs.dwi_fa_file)\n", + " display.savefig(self.inputs.out_anat_dwi_plot)\n", + " display.close()\n", + " return runtime\n", + " \n", + " def _list_outputs(self):\n", + " outputs = self._outputs().get()\n", + " nplt.plot_anat(self.inputs.anat_file, \n", + " title=title,\n", + " display_mode='ortho', dim=0, draw_cross=False, annotate=False)\n", + " display.add_overlay(self.inputs.dwi_fa_file)\n", + " display.savefig(self.inputs.out_anat_dwi_plot)\n", + " display.close()\n", + " \n", + " outputs[\"out_anat_dwi_plot\"] = self.inputs.out_anat_dwi_plot\n", + " return outputs\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "class carpetPlot_InputSpec(BaseInterfaceInputSpec):\n", + " timeseries_npy = File(exists=True)\n", + " out_carpet_plot = File(exists=False)\n", + "\n", + "\n", + "class carpetPlot_OutputSpec(TraitedSpec):\n", + " out_carpet_plot = File(exists=True)\n", + "\n", + "\n", + "class carpetPlot(BaseInterface):\n", + " \"\"\"Produce a carpet plot for artifact correction.\n", + "\n", + " .. note::\n", + " Note used.\n", + " \"\"\"\n", + " input_spec = carpetPlot_InputSpec\n", + " output_spec = carpetPlot_OutputSpec\n", + " \n", + " def _carpet_plot(self):\n", + " timeseries = np.load(self.inputs.timeseries_npy)\n", + " figsize = (10, 10)\n", + " figure = plt.figure(figsize=figsize)\n", + " axes = figure.add_subplot(1, 1, 1)\n", + " axes.set_xlabel(\"ROI\")\n", + " axes.set_ylabel(\"Time sample\")\n", + " m = axes.imshow(timeseries, interpolation = \"nearest\", cmap = \"magma\");\n", + " plt.colorbar(m, shrink = 0.1);\n", + "\n", + " plt.savefig(self.inputs.out_carpet_plot)\n", + " plt.close()\n", + " \n", + " def _run_interface(self,runtime):\n", + " self._carpet_plot()\n", + " return runtime\n", + " \n", + " def _list_outputs(self):\n", + " outputs = self._outputs().get() \n", + " self._carpet_plot()\n", + " \n", + " outputs[\"out_carpet_plot\"] = self.inputs.out_carpet_plot\n", + " return outputs" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "211204-14:48:19,192 nipype.workflow INFO:\n", + "\t [Node] Setting-up \"overlayAnatDiffQC\" in \"/tmp/tmpb65tywr9/overlayAnatDiffQC\".\n", + "211204-14:48:19,452 nipype.workflow INFO:\n", + "\t [Node] Running \"overlayAnatDiffQC\" (\"__main__.overlayAnatDiffQC\")\n", + "211204-14:48:26,289 nipype.workflow INFO:\n", + "\t [Node] Finished \"overlayAnatDiffQC\".\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from nipype import Workflow, Node\n", + "plotAnatDWIQC = Node(overlayAnatDiffQC(anat_file = p.join(data_path, anat_file), \n", + " dwi_fa_file = p.join(data_path, diff_data),\n", + " out_anat_dwi_plot = p.join(data_path, \"out_anat_dwi_plot.png\")),\n", + " name = \"overlayAnatDiffQC\")\n", + "plotAnatDWIQC.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "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", + "figsize = (20, 30)\n", + "figure = plt.figure(figsize=figsize)\n", + "axes = figure.add_subplot(1, 1, 1)\n", + "axes.set_xlabel(\"ROI number\")\n", + "axes.set_ylabel(\"Time sample\")\n", + "axes.set_title(\"Mean BOLD of regions of interest\")\n", + "\n", + "timeseries_centered = (timeseries.T - np.mean(timeseries, axis = 1)).T\n", + "\n", + "m = axes.imshow(timeseries_centered, interpolation = \"nearest\", cmap = \"magma\");\n", + "plt.colorbar(m, shrink = 0.1);" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "211204-16:32:03,678 nipype.workflow INFO:\n", + "\t [Node] Setting-up \"carpetPlot\" in \"/tmp/tmpztw8_2bf/carpetPlot\".\n", + "211204-16:32:03,819 nipype.workflow INFO:\n", + "\t [Node] Running \"carpetPlot\" (\"__main__.carpetPlot\")\n", + "211204-16:32:09,239 nipype.workflow INFO:\n", + "\t [Node] Finished \"carpetPlot\".\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "timeseries_npy = \"sub-103818_ses-01_atlas-L2018_res-scale1_timeseries.npy\"\n", + "carpetPlotter = Node(carpetPlot(timeseries_npy = p.join(data_path, timeseries_npy),\n", + " out_carpet_plot = p.join(data_path, \"out_carpet_plot.png\")),\n", + " name = \"carpetPlot\")\n", + "carpetPlotter.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "import nibabel as nib\n", + "timeseries = np.load(p.join(data_path, timeseries_npy))\n", + "timeseries.reshape((timeseries.shape[0], 1, 1, timeseries.shape[1]))\n", + "ni = nib.Nifti1Image(timeseries, np.eye(4))" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "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", + "figsize = (20, 20)\n", + "figure = plt.figure(figsize=figsize)\n", + "axes = figure.add_subplot(1, 1, 1)\n", + "axes.set_xlabel(\"ROI\")\n", + "axes.set_ylabel(\"Time sample\")\n", + "axes.imshow(timeseries, interpolation = \"nearest\", cmap = \"magma\");" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}