{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basics of Python for Neuroimagers\n", "Shawn Rhoads, Georgetown University\n", "\n", "This tutorial has been adapted from the following resources on Jupyter Notebooks and Python:\n", "- Luke Chang's [DartBrains](https://dartbrains.org)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#!pip install update --user nibabel bids nilearn nltools" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\externals\\joblib\\__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n", " warnings.warn(msg, category=DeprecationWarning)\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import bids, os\n", "import nibabel as nib\n", "import matplotlib.pyplot as plt\n", "\n", "# from matplotlib import transforms\n", "from glob import glob\n", "from nltools.data import Brain_Data\n", "from nltools.mask import expand_mask, collapse_mask\n", "from nilearn import image as img\n", "from nilearn import plotting\n", "from scipy import stats\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nibabel\n", "\n", "Neuroimaging data is often stored in the format of nifti files .nii which can also be compressed using gzip .nii.gz. These files store both 3D and 4D data and also contain structured metadata in the image header.\n", "\n", "nibabel is an very nice tool to access nifti data stored on your file system in python. \n", "\n", "nibabel objects can be initialized by simply pointing to a nifti file even if it is compressed through gzip. I’m also including a path to where the data file is located so that I don’t have to constantly type this." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "func_dir = '.\\\\example_epi_data'\n", "template_dir = '.\\\\templates'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [], "source": [ "mni_file = nib.load(os.path.join(template_dir, 'MNI152_T1_2009c.nii'))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "mni_data = mni_file.get_data()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " object, endian='<'\n", "sizeof_hdr : 348\n", "data_type : b''\n", "db_name : b''\n", "extents : 0\n", "session_error : 0\n", "regular : b'r'\n", "dim_info : 0\n", "dim : [ 3 193 229 193 1 1 1 1]\n", "intent_p1 : 0.0\n", "intent_p2 : 0.0\n", "intent_p3 : 0.0\n", "intent_code : none\n", "datatype : uint8\n", "bitpix : 8\n", "slice_start : 0\n", "pixdim : [1. 1. 1. 1. 0. 0. 0. 0.]\n", "vox_offset : 0.0\n", "scl_slope : nan\n", "scl_inter : nan\n", "slice_end : 0\n", "slice_code : unknown\n", "xyzt_units : 2\n", "cal_max : 0.0\n", "cal_min : 0.0\n", "slice_duration : 0.0\n", "toffset : 0.0\n", "glmax : 0\n", "glmin : 0\n", "descrip : b''\n", "aux_file : b''\n", "qform_code : mni\n", "sform_code : mni\n", "quatern_b : 0.0\n", "quatern_c : -0.0\n", "quatern_d : 0.0\n", "qoffset_x : -96.0\n", "qoffset_y : -132.0\n", "qoffset_z : -78.0\n", "srow_x : [ 1. -0. -0. -96.]\n", "srow_y : [ -0. 1. -0. -132.]\n", "srow_z : [ 0. 0. 1. -78.]\n", "intent_name : b''\n", "magic : b'n+1'\n" ] } ], "source": [ "header = mni_file.header\n", "print(header)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(193, 229, 193)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mni_data.shape" ] }, { "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(mni_data[:,:,100],\n", " cmap=\"gray\", \n", " origin=\"lower\") #axial slice" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(mni_data[:,100,:].T,\n", " cmap=\"gray\", \n", " origin=\"lower\") #coronal slice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also access data from the image header. Let’s assign the header of an image to a variable and print it to view it’s contents." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " object, endian='<'\n", "sizeof_hdr : 348\n", "data_type : b''\n", "db_name : b''\n", "extents : 0\n", "session_error : 0\n", "regular : b'r'\n", "dim_info : 0\n", "dim : [ 3 193 229 193 1 1 1 1]\n", "intent_p1 : 0.0\n", "intent_p2 : 0.0\n", "intent_p3 : 0.0\n", "intent_code : none\n", "datatype : uint8\n", "bitpix : 8\n", "slice_start : 0\n", "pixdim : [1. 1. 1. 1. 0. 0. 0. 0.]\n", "vox_offset : 0.0\n", "scl_slope : nan\n", "scl_inter : nan\n", "slice_end : 0\n", "slice_code : unknown\n", "xyzt_units : 2\n", "cal_max : 0.0\n", "cal_min : 0.0\n", "slice_duration : 0.0\n", "toffset : 0.0\n", "glmax : 0\n", "glmin : 0\n", "descrip : b''\n", "aux_file : b''\n", "qform_code : mni\n", "sform_code : mni\n", "quatern_b : 0.0\n", "quatern_c : -0.0\n", "quatern_d : 0.0\n", "qoffset_x : -96.0\n", "qoffset_y : -132.0\n", "qoffset_z : -78.0\n", "srow_x : [ 1. -0. -0. -96.]\n", "srow_y : [ -0. 1. -0. -132.]\n", "srow_z : [ 0. 0. 1. -78.]\n", "intent_name : b''\n", "magic : b'n+1'\n" ] } ], "source": [ "mni_header = mni_file.header\n", "print(mni_header)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the important information in the header is information about the orientation of the image in space. This can be represented as the affine matrix.\n", "\n", "The affine matrix is a way to transform images between spaces.\n", "\n", "Applying different affine transformations allows us to rotate, reflect, scale, and shear the image." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1., -0., -0., -96.],\n", " [ -0., 1., -0., -132.],\n", " [ 0., 0., 1., -78.],\n", " [ 0., 0., 0., 1.]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mni_file.affine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nilearn\n", "\n", "Helpful plotting function from the `nilearn.plotting` module:\n", "- `plotting.view_img`\n", "- `plotting.glass_brain`\n", "- `plotting.plot_anat`\n", "- `plotting.plot_epi`" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_anat(mni_file)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_anat(mni_file,\n", " draw_cross=False, \n", " display_mode='z')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## nltools + pyBIDS" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold is ignored for simple axial plots\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "atlas_filename = os.path.join(template_dir, 'AAL3.nii')\n", "AAL3 = Brain_Data(atlas_filename)\n", "AAL3.plot(anatomical=mni_file, cmap='gist_rainbow')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nltools.data.brain_data.Brain_Data(data=(238955,), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz, output_file=[])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AAL3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice we have one volume with 238955 voxels. \n", "\n", "We can break up this parcellation into separate volumes:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nltools.data.brain_data.Brain_Data(data=(166, 238955), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz, output_file=[])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AAL3_x = expand_mask(AAL3)\n", "AAL3_x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool, now we have 166 parcels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But, I'm really interested in the amygdala." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nltools.data.brain_data.Brain_Data(data=(2, 238955), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz, output_file=[])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "AAL3_x[44:46]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1668ba815fc04ddcb6d5497af63fbdf8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatText(value=0.0, description='Threshold'), HTML(value='Image is 3D', description='Vo…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bilat_amyg = collapse_mask(AAL3_x[44:46], auto_label=False)\n", "bilat_amyg.iplot(anatomical=mni_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's save our new amygdala parcel" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "bilat_amyg.write(file_name=\".\\\\templates\\\\bilat_amyg.nii.gz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EPI data" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['.\\\\example_epi_data\\\\sub-0010042\\\\func\\\\sub-0010042_task-rest_space-MNI152NLin2009cSym_desc-preproc_bold.nii.gz',\n", " '.\\\\example_epi_data\\\\sub-0010064\\\\func\\\\sub-0010064_task-rest_space-MNI152NLin2009cSym_desc-preproc_bold.nii.gz']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# getting filenames with glob\n", "func_filenames = glob(os.path.join(func_dir,\"sub*\\\\func\\\\*bold.nii.gz\"))\n", "func_filenames" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# What does BIDSLayout do?\n", "bids.BIDSLayout?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'.\\\\example_epi_data'" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "func_dir" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BIDS Layout: ...-Neuroimagers\\example_epi_data | Subjects: 2 | Sessions: 0 | Runs: 0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# query with pybids\n", "bids_layout = bids.BIDSLayout('.\\\\example_epi_data\\\\')\n", "bids_layout" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['0010042', '0010064']" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub_ids = bids_layout.get_subjects()\n", "sub_ids" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['rest']" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "task_ids = bids_layout.get_tasks()\n", "task_ids" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pathmodalitysubjecttasktype
0C:\\Users\\sr1209\\Box Sync\\Georgetown University...NaNNaNNaNdescription
1C:\\Users\\sr1209\\Box Sync\\Georgetown University...func0010042restregressors
2C:\\Users\\sr1209\\Box Sync\\Georgetown University...func0010042restbold
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4C:\\Users\\sr1209\\Box Sync\\Georgetown University...func0010064restbold
\n", "
" ], "text/plain": [ " path modality subject task \\\n", "0 C:\\Users\\sr1209\\Box Sync\\Georgetown University... NaN NaN NaN \n", "1 C:\\Users\\sr1209\\Box Sync\\Georgetown University... func 0010042 rest \n", "2 C:\\Users\\sr1209\\Box Sync\\Georgetown University... func 0010042 rest \n", "3 C:\\Users\\sr1209\\Box Sync\\Georgetown University... func 0010064 rest \n", "4 C:\\Users\\sr1209\\Box Sync\\Georgetown University... func 0010064 rest \n", "\n", " type \n", "0 description \n", "1 regressors \n", "2 bold \n", "3 regressors \n", "4 bold " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bids_df = bids_layout.as_data_frame()\n", "bids_df" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['C:\\\\Users\\\\sr1209\\\\Box Sync\\\\Georgetown University\\\\MethLab\\\\Intro-Python-for-Neuroimagers\\\\example_epi_data\\\\sub-0010042\\\\func\\\\sub-0010042_task-rest_space-MNI152NLin2009cSym_desc-preproc_bold.nii.gz',\n", " 'C:\\\\Users\\\\sr1209\\\\Box Sync\\\\Georgetown University\\\\MethLab\\\\Intro-Python-for-Neuroimagers\\\\example_epi_data\\\\sub-0010064\\\\func\\\\sub-0010064_task-rest_space-MNI152NLin2009cSym_desc-preproc_bold.nii.gz']" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "func_files = bids_layout.get(return_type='file', type='bold', extensions='nii.gz')\n", "func_files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the data!\n", "two subjects from the [ADHD 1000 Functional Connectomes Project](http://fcon_1000.projects.nitrc.org/)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "rest_epi = [Brain_Data(file) for file in func_filenames]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "rest_brain_data = Brain_Data(func_filenames)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nltools.data.brain_data.Brain_Data(data=(176, 238955), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz, output_file=[])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rest_epi[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we have two subjects' resting-state data (176 TRs each) in a list. Let's plot the first subject." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "88afe426cdeb482ea8ac7cf08a9ca5d8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatText(value=0.0, description='Threshold'), IntSlider(value=0, continuous_update=Fals…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rest_epi[0].iplot(anatomical=mni_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool, now let's mask the data with our bilateral amygdala parcel" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "rest_epi_amyg = []\n", "for sub in rest_epi: #loop over subjects\n", " curSub = sub.apply_mask(bilat_amyg)\n", " rest_epi_amyg.append(curSub)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot one subject on the MNI template to see how nice the mask looks!" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e2d4f56595524f1ea8a4c09b363124ac", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatText(value=0.0, description='Threshold'), IntSlider(value=0, continuous_update=Fals…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rest_epi_amyg[0].iplot(anatomical=mni_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have 176 volumes (for each TR) that contain 468 voxels for each subject." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nltools.data.brain_data.Brain_Data(data=(176, 468), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz, output_file=[])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rest_epi_amyg[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also just plot the mean timeseries for each subject:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a dictionary where keys are subjects and values are lists of amygdala timeseries:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "amyg_ts = {}\n", "for index, subject in enumerate(rest_epi_amyg):\n", " amyg_ts[index] = [np.mean(TR) for TR in subject.data]\n", " amyg_ts[index] = stats.zscore(amyg_ts[index])" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's plot:\n", "for subj in range(0,len(amyg_ts)):\n", " plt.plot(amyg_ts[subj])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about right FFG?" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "r_ffg = AAL3_x[59]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "threshold is ignored for simple axial plots\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_ffg.plot(anatomical=mni_file)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "rest_epi_rFFG = []\n", "for sub in rest_epi: #loop over subjects\n", " curSub = sub.apply_mask(r_ffg)\n", " rest_epi_rFFG.append(curSub)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba7879c7131c46debec12a0e7feae4d5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatText(value=0.0, description='Threshold'), IntSlider(value=0, continuous_update=Fals…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rest_epi_rFFG[0].iplot(anatomical=mni_file)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# new dictionary with right FFG timeseries data (not denoised yet)\n", "rffg_ts = {}\n", "for index, subject in enumerate(rest_epi_rFFG):\n", " rffg_ts[index] = [np.mean(TR) for TR in subject.data]\n", " rffg_ts[index] = stats.zscore(rffg_ts[index])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for subj in range(0,len(rffg_ts)):\n", " plt.plot(rffg_ts[subj])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can conduct a first-pass \"functional connectivity\" analysis at the first level to see how well amygdala and right FFG timeseries data align (within each subject)... remember, we have not yet denoised these data!" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.stats import pearsonr\n", "\n", "fig = plt.figure()\n", "fig.subplots_adjust(hspace=0.6, wspace=0.6)\n", "fig.set_figwidth(8)\n", "fig.set_figheight(6)\n", "\n", "for index, subID in enumerate(sub_ids):\n", " plt.subplot(2, 1, index+1)\n", " plt.plot(rffg_ts[index], label=f\"rFFG\")\n", " plt.plot(amyg_ts[index], label=f\"bilatAmyg\")\n", " plt.title(f\"subject {subID}: r, p = {np.around(pearsonr(amyg_ts[index], rffg_ts[index]), 3)}\")\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suprisingly, right FFG aligns with bilateral amygdala timeseries pretty well across these two subjects on non-denoised resting-state data! haha" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }