{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# RSNA-MICCAI Brain Tumor Radiogenomic Classification\n# Predict the status of a genetic biomarker important for brain cancer treatment","metadata":{}},{"cell_type":"markdown","source":"[From competition overview](https://www.kaggle.com/c/rsna-miccai-brain-tumor-radiogenomic-classification/overview)\n1. A malignant tumor in the brain is a life-threatening condition. Known as glioblastoma, it's both the most common form of brain cancer in adults and the one with the worst prognosis, with median survival being less than a year. The presence of a specific genetic sequence in the tumor known as MGMT promoter methylation has been shown to be a favorable prognostic factor and a strong predictor of responsiveness to chemotherapy.\n1. Currently, genetic analysis of cancer requires surgery to extract a tissue sample. Then it can take several weeks to determine the genetic characterization of the tumor. Depending upon the results and type of initial therapy chosen, a subsequent surgery may be necessary. If an accurate method to predict the genetics of the cancer through imaging (i.e., radiogenomics) alone could be developed, this would potentially minimize the number of surgeries and refine the type of therapy required.\n1. The **Radiological Society of North America (RSNA)** has teamed up with the **Medical Image Computing and Computer Assisted Intervention Society (the MICCAI Society)** to improve diagnosis and treatment planning for patients with glioblastoma. ","metadata":{}},{"cell_type":"markdown","source":"***In this competition you will predict the genetic subtype of glioblastoma using MRI (magnetic resonance imaging) scans to train and test your model to detect for the presence of MGMT promoter methylation.***","metadata":{}},{"cell_type":"markdown","source":"Each independent case has a dedicated folder identified by a five-digit number. Within each of these “case” folders, there are four sub-folders, each of them corresponding to each of the structural multi-parametric MRI (mpMRI) scans, in DICOM format. The exact mpMRI scans included are:\n\n* Fluid Attenuated Inversion Recovery (FLAIR)\n* T1-weighted pre-contrast (T1w)\n* T1-weighted post-contrast (T1Gd)\n* T2-weighted (T2)","metadata":{}},{"cell_type":"markdown","source":"https://case.edu/med/neurology/NR/MRI%20Basics.htm","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:1318c284-5579-42ba-98c4-03e521d9c887.png)","metadata":{},"attachments":{"1318c284-5579-42ba-98c4-03e521d9c887.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# PHYSICS OF MRI\n\n* MRI is based on the magnetization properties of atomic nuclei. A powerful, uniform, external magnetic field is employed to align the protons that are normally randomly oriented within the water nuclei of the tissue being examined. \n* This alignment (or magnetization) is next perturbed or disrupted by introduction of an external Radio Frequency (RF) energy. The nuclei return to their resting alignment through various relaxation processes and in so doing emit RF energy. \n* After a certain period following the initial RF, the emitted signals are measured. Fourier transformation is used to convert the frequency information contained in the signal from each location in the imaged plane to corresponding intensity levels, which are then displayed as shades of gray in a matrix arrangement of pixels. \n* By varying the sequence of RF pulses applied & collected, different types of images are created. **Repetition Time (TR) is the amount of time between successive pulse sequences applied to the same slice**. \n* **Time to Echo (TE) is the time between the delivery of the RF pulse and the receipt of the echo signal**.\n\n* Tissue can be characterized by two different relaxation times – T1 and T2. \n1. **T1 (longitudinal relaxation time)** is the time constant which determines the rate at which excited protons return to equilibrium. It is a measure of the time taken for spinning protons to realign with the external magnetic field. \n1. **T2 (transverse relaxation time)** is the time constant which determines the rate at which excited protons reach equilibrium or go out of phase with each other. It is a measure of the time taken for spinning protons to lose phase coherence among the nuclei spinning perpendicular to the main field.","metadata":{}},{"cell_type":"markdown","source":"# MRI IMAGING SEQUENCES\n\nThe most common MRI sequences are **T1-weighted and T2-weighted** scans. \n1. T1-weighted images are produced by using short TE and TR times. The contrast and brightness of the image are predominately determined by T1 properties of tissue. Conversely, \n2. T2-weighted images are produced by using longer TE and TR times. In these images, the contrast and brightness are predominately determined by the T2 properties of tissue.\n\nIn general, T1- and T2-weighted images can be easily differentiated by looking the CSF. ***CSF is dark on T1-weighted imaging and bright on T2-weighted imaging.***\n\n3. A third commonly used sequence is the **Fluid Attenuated Inversion Recovery (Flair)**. *The Flair sequence is similar to a T2-weighted image except that the TE and TR times are very long. By doing so, abnormalities remain bright but normal CSF fluid is attenuated and made dark. This sequence is very sensitive to pathology and makes the differentiation between CSF and an abnormality much easier.*\n\n\n\n![image.png](attachment:61f018df-5a5f-468e-a547-736373a99c16.png)","metadata":{},"attachments":{"61f018df-5a5f-468e-a547-736373a99c16.png":{"image/png":"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"}}},{"cell_type":"code","source":"! conda install -c conda-forge gdcm -y","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2021-07-14T18:02:54.248444Z","iopub.execute_input":"2021-07-14T18:02:54.249093Z","iopub.status.idle":"2021-07-14T18:04:00.486368Z","shell.execute_reply.started":"2021-07-14T18:02:54.248999Z","shell.execute_reply":"2021-07-14T18:04:00.484988Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd, numpy as np, os, glob\nimport pydicom\nimport cv2\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:04:00.488525Z","iopub.execute_input":"2021-07-14T18:04:00.488968Z","iopub.status.idle":"2021-07-14T18:04:01.996274Z","shell.execute_reply.started":"2021-07-14T18:04:00.488922Z","shell.execute_reply":"2021-07-14T18:04:01.995326Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"base_dir = \"../input/rsna-miccai-brain-tumor-radiogenomic-classification/\"\ntrain_df = pd.read_csv(\"../input/rsna-miccai-brain-tumor-radiogenomic-classification/train_labels.csv\")\ntrain_df","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:04:01.998085Z","iopub.execute_input":"2021-07-14T18:04:01.998379Z","iopub.status.idle":"2021-07-14T18:04:02.036368Z","shell.execute_reply.started":"2021-07-14T18:04:01.998351Z","shell.execute_reply":"2021-07-14T18:04:02.035321Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.shape","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:04:02.037889Z","iopub.execute_input":"2021-07-14T18:04:02.038169Z","iopub.status.idle":"2021-07-14T18:04:02.044125Z","shell.execute_reply.started":"2021-07-14T18:04:02.038142Z","shell.execute_reply":"2021-07-14T18:04:02.042998Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print ('Train , test total cases / patient ids ')\nlen(sorted(os.listdir(base_dir + 'train/'))), len(sorted(os.listdir(base_dir + 'test/'))) ","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:04:02.045678Z","iopub.execute_input":"2021-07-14T18:04:02.046107Z","iopub.status.idle":"2021-07-14T18:04:02.119119Z","shell.execute_reply.started":"2021-07-14T18:04:02.046064Z","shell.execute_reply":"2021-07-14T18:04:02.118206Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_dcm_list = sorted(glob.glob(base_dir + 'train/*/*/*.dcm'))\ntest_dcm_list = sorted(glob.glob(base_dir + 'test/*/*/*.dcm'))\nsequencing = [ 'FLAIR','T1w','T1wCE','T2w' ]","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:04:02.120029Z","iopub.execute_input":"2021-07-14T18:04:02.120290Z","iopub.status.idle":"2021-07-14T18:05:22.564067Z","shell.execute_reply.started":"2021-07-14T18:04:02.120265Z","shell.execute_reply":"2021-07-14T18:05:22.563103Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print (f'Total dcm files provided : {len(train_dcm_list)}')\nprint (f'Total dcm files provided : {len(test_dcm_list)}')","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:05:22.565598Z","iopub.execute_input":"2021-07-14T18:05:22.566049Z","iopub.status.idle":"2021-07-14T18:05:22.572063Z","shell.execute_reply.started":"2021-07-14T18:05:22.566005Z","shell.execute_reply":"2021-07-14T18:05:22.570844Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print (train_dcm_list[0].split('/'))","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2021-07-14T18:05:22.575277Z","iopub.execute_input":"2021-07-14T18:05:22.575796Z","iopub.status.idle":"2021-07-14T18:05:22.586642Z","shell.execute_reply.started":"2021-07-14T18:05:22.575751Z","shell.execute_reply":"2021-07-14T18:05:22.585694Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_ids = []\ntest_paths = sorted(glob.glob(base_dir + 'test/*'))\ntest_ids = [x.split('/')[-1] for x in test_paths ]\n","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:05:22.588264Z","iopub.execute_input":"2021-07-14T18:05:22.588594Z","iopub.status.idle":"2021-07-14T18:05:22.603041Z","shell.execute_reply.started":"2021-07-14T18:05:22.588564Z","shell.execute_reply":"2021-07-14T18:05:22.601935Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def load_dicom(path):\n    dicom = pydicom.read_file(path)\n    data = dicom.pixel_array\n    data = data - np.min(data)\n    data = data / np.max(data)\n    data = (data * 255).astype(np.uint8)\n    return data","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:05:22.604606Z","iopub.execute_input":"2021-07-14T18:05:22.605018Z","iopub.status.idle":"2021-07-14T18:05:22.614949Z","shell.execute_reply.started":"2021-07-14T18:05:22.604985Z","shell.execute_reply":"2021-07-14T18:05:22.613879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# sample image for sequencing 'FLAIR' train image '01000'\nBraTS21ID = '1000'\nimgs = [x for x in train_dcm_list if (x.split('/')[-4] == 'train' and x.split('/')[-3] == BraTS21ID.zfill(5)  and x.split('/')[-2] == sequencing[0])]\ndata = load_dicom(imgs[int(len(imgs)-1)])\nplt.imshow(data, cmap=\"pink\")\n#plt.title( fontsize=16)\nplt.axis(\"off\")","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:05:22.616571Z","iopub.execute_input":"2021-07-14T18:05:22.617019Z","iopub.status.idle":"2021-07-14T18:05:23.173180Z","shell.execute_reply.started":"2021-07-14T18:05:22.616978Z","shell.execute_reply":"2021-07-14T18:05:23.171990Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def display_images(BraTS21ID, voi_lut=True, fix_monochrome=True, train_test = 'train'):\n    dicom_paths = base_dir +'/'+ train_test +'/'+ str(BraTS21ID).zfill(5) +'/'\n    plt.figure(figsize=(16, 5))\n    for i, seq in enumerate(sequencing):\n        if train_test == 'train':\n            imgs = [x for x in train_dcm_list if (x.split('/')[-4] == train_test and x.split('/')[-3] == str(BraTS21ID).zfill(5)  and x.split('/')[-2] == seq)]\n        else:\n            imgs = [x for x in test_dcm_list if (x.split('/')[-4] == train_test and x.split('/')[-3] == str(BraTS21ID)  and x.split('/')[-2] == seq)]\n\n        data = load_dicom(imgs[int(len(imgs)-1)])\n        plt.subplot(1, 4, i+1)\n        np.seterr(divide='ignore', invalid='ignore')\n        plt.imshow(data, cmap = 'gist_earth')\n        if train_test == 'train':\n            label = train_df.loc[train_df.BraTS21ID == BraTS21ID,'MGMT_value'].values[0]\n        \n        plt.title(f\"(MRI Seq) :({seq} )\", fontsize=14)\n        plt.axis(\"off\")\n    if train_test == 'train': plt.suptitle(f\"MGMT_value: {label}\", fontsize=16)\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:23:03.515310Z","iopub.execute_input":"2021-07-14T18:23:03.515705Z","iopub.status.idle":"2021-07-14T18:23:03.527546Z","shell.execute_reply.started":"2021-07-14T18:23:03.515668Z","shell.execute_reply":"2021-07-14T18:23:03.526668Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualize few train images ....","metadata":{}},{"cell_type":"code","source":"for idx, row in train_df.iterrows():\n    if idx == 10:  break\n    \n    display_images(row.BraTS21ID,voi_lut=True, fix_monochrome=True,train_test = 'train' )","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:17:09.017446Z","iopub.execute_input":"2021-07-14T18:17:09.017873Z","iopub.status.idle":"2021-07-14T18:17:44.164400Z","shell.execute_reply.started":"2021-07-14T18:17:09.017822Z","shell.execute_reply":"2021-07-14T18:17:44.163307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualize Few Test images ....","metadata":{}},{"cell_type":"code","source":"for idx in range(10):\n    \n    display_images(test_ids[idx],voi_lut=True, fix_monochrome=True,train_test = 'test' )","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:23:12.179477Z","iopub.execute_input":"2021-07-14T18:23:12.180134Z","iopub.status.idle":"2021-07-14T18:23:18.856668Z","shell.execute_reply.started":"2021-07-14T18:23:12.180079Z","shell.execute_reply":"2021-07-14T18:23:18.855548Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Many images in both train and test set are empty, [Refer Discussion thread 1](https://www.kaggle.com/c/rsna-miccai-brain-tumor-radiogenomic-classification/discussion/252884) and [Refer Discussion thread 2](https://www.kaggle.com/c/rsna-miccai-brain-tumor-radiogenomic-classification/discussion/252968)","metadata":{}},{"cell_type":"code","source":"# sample image for sequencing 'FLAIR' for test image '00013'\nBraTS21ID = '00013'\n\nimgs = [x for x in test_dcm_list if (x.split('/')[-4] == 'test' and x.split('/')[-3] == BraTS21ID  and x.split('/')[-2] == sequencing[0])]\ndata = load_dicom(imgs[int(len(imgs)-1)])\nprint (np.max(data))\nnp.seterr(divide='ignore', invalid='ignore')\nplt.imshow(data, cmap=\"Oranges\")\n#plt.title( fontsize=16)\nplt.axis(\"off\")","metadata":{"execution":{"iopub.status.busy":"2021-07-14T18:29:51.526640Z","iopub.execute_input":"2021-07-14T18:29:51.527216Z","iopub.status.idle":"2021-07-14T18:29:51.711234Z","shell.execute_reply.started":"2021-07-14T18:29:51.527165Z","shell.execute_reply":"2021-07-14T18:29:51.710215Z"},"trusted":true},"execution_count":null,"outputs":[]}]}