{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook illustrates 4-D image denoising with [_Dynamic PET_].\n", "\n", "First, we download a 4-D PET image with its [PET-BIDS] json sidecar from\n", "[OpenNeuro](https://openneuro.org/):\n", "\n", "[_Dynamic PET_]: https://github.com/bilgelm/dynamicpet\n", "[PET-BIDS]: https://bids-specification.readthedocs.io/en/stable/modality-specific-files/positron-emission-tomography.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import requests\n", "\n", "\n", "outdir = Path.cwd() / \"nb_data\"\n", "outdir.mkdir(exist_ok=True)\n", "\n", "petjson_fname = outdir / \"pet_to_denoise.json\"\n", "pet_fname = outdir / \"pet_to_denoise.nii.gz\"\n", "\n", "# we will download the PET for the baseline session for subject 01 from\n", "# https://openneuro.org/datasets/ds001420/versions/1.2.0\n", "baseurl = \"https://s3.amazonaws.com/openneuro.org/ds001420/sub-01/ses-baseline/\"\n", "\n", "peturl = (\n", " baseurl\n", " + \"pet/sub-01_ses-baseline_pet.nii.gz\"\n", " + \"?versionId=8Qon4IjB8ejnZq7JgCUlFJhLUYSG1zJB\"\n", ")\n", "\n", "if not petjson_fname.exists():\n", " r = requests.get(\n", " baseurl\n", " + \"pet/sub-01_ses-baseline_pet.json\"\n", " + \"?versionId=rLpwPCPOzgW1MduO53VKxsKGuD5K0j5R\",\n", " timeout=10,\n", " )\n", " r.raise_for_status()\n", " with open(petjson_fname, \"wb\") as f:\n", " f.write(r.content)\n", "\n", "if not pet_fname.exists():\n", " with requests.get(peturl, timeout=10, stream=True) as r:\n", " r.raise_for_status()\n", " with open(pet_fname, \"wb\") as f:\n", " for chunk in r.iter_content(chunk_size=8192):\n", " f.write(chunk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Denoise\n", "\n", "We read in a PET image and apply HYPR-LR denoising." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from dynamicpet.denoise.hypr import hypr_lr\n", "from dynamicpet.petbids.petbidsimage import load\n", "\n", "\n", "pet = load(pet_fname)\n", "pet_hyprlr = hypr_lr(pet, fwhm=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize result\n", "\n", "We inspect the middle time frame without and with HYPR-LR denoising." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from nilearn.image import index_img\n", "from nilearn.plotting import plot_anat\n", "\n", "\n", "# get mid slice index (slice 16)\n", "slice_index = pet.num_frames // 2\n", "\n", "# pick common colorbar limits\n", "vmin = 0\n", "vmax = 1.2e5\n", "\n", "plot_anat(\n", " index_img(pet.img, slice_index),\n", " title=\"4-D PET image\",\n", " colorbar=True,\n", " draw_cross=False,\n", " vmin=vmin,\n", " vmax=vmax,\n", ")\n", "\n", "# plot HYPR-LR denoised image\n", "plot_anat(\n", " index_img(pet_hyprlr.img, slice_index),\n", " title=\"HYPR-LR denoised PET image\",\n", " colorbar=True,\n", " draw_cross=False,\n", " vmin=vmin,\n", " vmax=vmax,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also look at the time activity curve for a single voxel." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "voxel_index = (100, 100, 100) # an arbitrarily selected voxel\n", "\n", "time = pet.frame_mid\n", "pet_tac = pet.dataobj[*voxel_index, ...]\n", "pet_hyprlr_tac = pet_hyprlr.dataobj[*voxel_index, ...]\n", "\n", "plt.figure()\n", "plt.plot(time, pet_tac, label=\"Without denoising\")\n", "plt.plot(time, pet_hyprlr_tac, label=\"HYPR-LR\")\n", "plt.xlabel(\"Time (minutes)\")\n", "plt.ylabel(f'Radioactivity ({pet.json_dict[\"Units\"]})')\n", "plt.title(\"Time activity curve (TAC) for a single voxel\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Command line interface\n", "\n", "Instead of using the Python API, we can also perform denoising via the\n", "command line:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "!denoise --method HYPRLR --fwhm 5 --outputdir nb_data nb_data/pet_to_denoise.nii.gz" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "dynamicpet-9lkmTgRy-py3.12", "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 2 }