{"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":"> 👨‍🔬脳の悪性腫瘍は生命を脅かす状態です。膠芽腫として知られるこの脳腫瘍は、成人で最も一般的な脳腫瘍であり、予後が最も悪く、生存期間の中央値は1年未満です。 MGMTプロモーターのメチル化として知られる腫瘍内の特定の遺伝子配列の存在は、化学療法に対する反応性の好ましい予後因子および強力な予測因子であることが示されています。\n> \n> \n> \n> 現在、癌の遺伝子解析には、組織サンプルを抽出するための手術が必要です。その後、腫瘍の遺伝的特徴を決定するのに数週間かかる場合があります。結果と選択した初期治療の種類によっては、その後の手術が必要になる場合があります。画像診断（すなわち、ラジオゲノミクス）のみで癌の遺伝学を予測する正確な方法を開発できれば、手術の数を最小限に抑え、必要な治療の種類を改善できる可能性があります。\n> \n> 北米放射線学会（RSNA）は、医用画像コンピューティングおよびコンピューター支援介入学会（MICCAI協会）と協力して、膠芽腫患者の診断および治療計画を改善しました。<font color=\"orange\">このコンテストでは、MRI（磁気共鳴画像法）スキャンを使用して神経膠芽腫の遺伝的サブタイプを予測し、モデルをトレーニングおよびテストして、MGMTプロモーターのメチル化の存在を検出します。</font>\n> \n> 成功すれば、脳腫瘍患者がより侵襲性の低い診断と治療を受けるのを助けるでしょう。手術前の新しくカスタマイズされた治療戦略の導入は、脳腫瘍患者の管理、生存、および見通しを改善する可能性があります。","metadata":{}},{"cell_type":"markdown","source":"> 🧑‍💻trainデータは、トレーニング、検証（公開）、およびテスト（非公開）の3つのコホートによって定義されます。 「トレーニング」コホートと「検証」コホートは参加者に提供されますが、「テスト」コホートは競技中および競技後は常に非表示になっています。\n> \n> これらの3つのコホートは、次のように構成されています。それぞれの独立したケースには、5桁の番号で識別される専用のフォルダーがあります。 これらの「ケース」フォルダのそれぞれの中に、4つのサブフォルダがあり、それぞれがDICOM形式の構造的マルチパラメトリックMRI（mpMRI）スキャンのそれぞれに対応しています。 含まれている正確なmpMRIスキャンは次のとおりです。\n> \n> Fluid Attenuated Inversion Recovery (FLAIR)<br>\n> T1-weighted pre-contrast (T1w)<br>\n> T1-weighted post-contrast (T1Gd)<br>\n> T2-weighted (T2)","metadata":{}},{"cell_type":"markdown","source":"### こういうやり方が正しいかわかりません。ただ、私のような初心者はこんな感じでコンペを始めています。\n### 他の人のEDAを見てもいいのですが、見るのと実際にやるのとでは、そのあとの自分の成長が大きく異なってくると思っています。\n### なので、効率が悪くても自己流である程度はやるんです。giveupしてから、他の人のコードをみると感動します。","metadata":{}},{"cell_type":"code","source":"# --- CSS STYLE ---\nfrom IPython.core.display import HTML\ndef css_styling():\n    styles = open(\"../input/competiongoal/archive/alerts.css\", \"r\").read()\n    return HTML(\"<style>\"+styles+\"</style>\")\ncss_styling()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2021-07-24T13:03:59.805195Z","iopub.execute_input":"2021-07-24T13:03:59.805638Z","iopub.status.idle":"2021-07-24T13:03:59.833337Z","shell.execute_reply.started":"2021-07-24T13:03:59.805543Z","shell.execute_reply":"2021-07-24T13:03:59.832513Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div class=\"alert simple-alert\"><font color=\"black\">\n🧑‍⚕️ <b>Competition Goal</b>: モデルをトレーニングおよびテストして、MGMTプロモーターのメチル化の存在を検出します。\n</div>","metadata":{}},{"cell_type":"markdown","source":"### 医療系です。DCMファイルがあるので画像識別が必要になります。\n### 解法はまた、EfficinetNet+yolov5になるのでしょうか？\n### GPUすごい必要になるし、まだよくわからいところが多いので辛いんですが。\n### 愚痴らないで、データを見ていきます。","metadata":{}},{"cell_type":"code","source":"from pathlib import Path\nimport pandas as pd\nimport glob\nimport numpy as np\nimport pyarrow.parquet\nimport pyarrow as pa\nimport seaborn as sns\n#import tqdm\nfrom tqdm.notebook import tqdm\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport gc\n\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2021-07-24T02:16:59.816526Z","iopub.execute_input":"2021-07-24T02:16:59.817086Z","iopub.status.idle":"2021-07-24T02:17:00.624635Z","shell.execute_reply.started":"2021-07-24T02:16:59.817001Z","shell.execute_reply":"2021-07-24T02:17:00.623843Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 簡単によめそうなものから読んでいきます","metadata":{}},{"cell_type":"markdown","source":"### 🔶sample_submission.csv\nこれを提出することになります。","metadata":{}},{"cell_type":"code","source":"pd.read_csv('../input/rsna-miccai-brain-tumor-radiogenomic-classification/sample_submission.csv')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 🔶train_labels.csv\nsubmissionファイルと同じフォーマットですね。","metadata":{}},{"cell_type":"code","source":"pd.read_csv('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train_labels.csv')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### dcmファイルを読めるようにします。","metadata":{}},{"cell_type":"markdown","source":"これでインストールするとインターネットアクセスなしでできます。","metadata":{}},{"cell_type":"code","source":"!conda install '/kaggle/input/pydicom-conda-helper/libjpeg-turbo-2.1.0-h7f98852_0.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/libgcc-ng-9.3.0-h2828fa1_19.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/gdcm-2.8.9-py37h500ead1_1.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/conda-4.10.1-py37h89c1867_0.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/certifi-2020.12.5-py37h89c1867_1.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/openssl-1.1.1k-h7f98852_0.tar.bz2' -c conda-forge -y","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<pre> ### ファイルの構成\nTraining/Validation/Testing\n│\n└─── 00000\n│   │\n│   └─── FLAIR\n│   │   │ Image-1.dcm\n│   │   │ Image-2.dcm\n│   │   │ ...\n│   │   \n│   └─── T1w\n│   │   │ Image-1.dcm\n│   │   │ Image-2.dcm\n│   │   │ ...\n│   │   \n│   └─── T1wCE\n│   │   │ Image-1.dcm\n│   │   │ Image-2.dcm\n│   │   │ ...\n│   │   \n│   └─── T2w\n│   │   │ Image-1.dcm\n│   │   │ Image-2.dcm\n│   │   │ .....\n│   \n└─── 00001\n│   │ ...\n│   \n│ ...   \n│   \n└─── 00002\n│   │ ...","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pydicom\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"MRIの知識がないので調べてみました。","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:034d7a31-735d-4f61-89cc-eaf93995d67d.png)","metadata":{},"attachments":{"034d7a31-735d-4f61-89cc-eaf93995d67d.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### MGMTはDNA修復酵素であり、DNA中のguanineからアルケル基を除去する働きがある。それにより、アルキリ化剤から細胞を保護する働きがある。<br>\n### MGMTの有無が悪性神経腫瘍の子後因子であることが報告された。 よんでもさっぱりわかりません。\n\n### MGMTの有無が重要みたいです。","metadata":{}},{"cell_type":"markdown","source":"### わからないので試しに１枚の画像をみてみます","metadata":{}},{"cell_type":"code","source":"dicom = pydicom.read_file('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/FLAIR/Image-1.dcm')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = dicom.pixel_array\nplt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"なにもない。。。。","metadata":{}},{"cell_type":"code","source":"list = glob.glob('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/FLAIR/*')\nlist = sorted(list)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### じゃあ、FLAIRフォルダ配下のファイルを少し読んでみる","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(4, 6, figsize=(20, 20))\n\nfor i in range(24):\n    dicom = pydicom.read_file(list[i])\n    data = dicom.pixel_array\n    plt.subplot(4,6,i+1)\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"どうも単純によんでもダメみたいです。１２枚セットになっている気もしないでもない。途中にブランクの画像があるので。","metadata":{}},{"cell_type":"markdown","source":"### trainフォルダ配下のファイル名を見てみる。","metadata":{}},{"cell_type":"code","source":"!ls ../input/rsna-miccai-brain-tumor-radiogenomic-classification/train","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<pre>trainフォルダは以下には00000～01010まであります。\nということは、trainファイルのBraTS21IDnの項目と一致していることを示しています。\nこれは患者さんを特定する番号と考えられます。説明に書いておいてほしいですね。\n\nじゃあ、先ほど読んだ画像はみんな同じ患者さんの写真だ。どうみればいいのかな。","metadata":{}},{"cell_type":"markdown","source":"### 患者さん00000のFLAIR/T1w/T1wCE/T2wの画像数を数えてみる","metadata":{}},{"cell_type":"code","source":"len(glob.glob('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/FLAIR/*'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(glob.glob('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1w/*'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(glob.glob('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T1wCE/*'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(glob.glob('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/00000/T2w/*'))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<pre>うーん、画像数は結構違いますね。規則性もみえない。たまたまこうなっているのか。\n面倒ですが、全員分みないとわからないですね。","metadata":{}},{"cell_type":"markdown","source":"先ほどよんだtrain_labels.csvをtrainへ入れます。","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train_labels.csv')\ntrain","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"患者さん毎の画像枚数をtrainへ入れていきます。とりあえず、枠を作ります。","metadata":{}},{"cell_type":"code","source":"train['FLAIR'] = 0\ntrain['T1w']=0\ntrain['T1wCE']=0\ntrain['T2w']=0","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"枠ができました。","metadata":{}},{"cell_type":"code","source":"train","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"フォルダ名が５桁の数字になっているので、BraTS21IDの値を５桁にしてあげる必要があります。","metadata":{}},{"cell_type":"markdown","source":"<pre><font color=\"orange\">Pythonで文字列・数値をゼロ埋め（ゼロパディング</font>）\n\n  右寄せゼロ埋め: zfill()\n  右寄せ、左寄せ、中央寄せ: rjust(), ljust(), center()","metadata":{}},{"cell_type":"code","source":"train.info()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"フォルダ名と同じ数字５桁化ができました。","metadata":{}},{"cell_type":"code","source":"#train['BraTS21ID'] = train['BraTS21ID'].astype(str)\n#train['BraTS21ID'] =train['BraTS21ID'].str.zfill(5)\n#train","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"こちらのコードの方がかっこいいので、こちらに変更しました。やっていることは同じです。","metadata":{}},{"cell_type":"code","source":"train[\"BraTS21ID\"] = train[\"BraTS21ID\"].apply(lambda x: str(x).zfill(5))\ntrain","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"file ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/FLAIR/*'.format(i)\nlen(glob.glob(file))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"数を数えていれて、項目に入れていきます。酷いコーディングですが、やり方これしか現在しらないので。。","metadata":{}},{"cell_type":"code","source":"a=0\nfor i in train['BraTS21ID']:\n    file ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/FLAIR/*'.format(i)\n    train['FLAIR'][a] = len(glob.glob(file))\n    file ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1w/*'.format(i)\n    train['T1w'][a] = len(glob.glob(file))\n    file ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1wCE/*'.format(i)\n    train['T1wCE'][a] = len(glob.glob(file))\n    file ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T2w/*'.format(i)\n    train['T2w'][a] = len(glob.glob(file))\n    a+=1\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<pre>🌼なぜかはわかりませんが、数にばらつきがあります。580行目,583行目は4項目とも同じ数です。\n\nこれをみるとなにかわかるかも。580行目の患者さんはMGMT_value=1だから癌の可能性がある方ですね。583行目は癌の可能性はない方ですね。\n\n患者さん01005（癌可能性あり）と01009（癌可能性なし）を調べてみます。２３枚。","metadata":{}},{"cell_type":"code","source":"train","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🌷FLAIR","metadata":{}},{"cell_type":"markdown","source":"### MGMT=1","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/FLAIR/*'.format('01005')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### MGMT=0","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/FLAIR/*'.format('01009')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"💐違いがわかりません。というかどこを見て判断すればいいのか。\n\nまた、前回と一緒で医者じゃなきゃ見てもわからないよ。モデルを組んでデータを入れてごらん、とグランドマスターに言われそう。<br>\nSIIMのときは、bboxがlabelとしてありましたが、今回はなにもありません。\n\n無駄だと思いますが、他の種類のファイル見てみよう。データサイエンティストは辛抱強さが必要らしいし。","metadata":{}},{"cell_type":"markdown","source":"# 🌷T1w","metadata":{}},{"cell_type":"markdown","source":"### MGMT=1","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1w/*'.format('01005')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### mgmt=0","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1w/*'.format('01009')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🌷T1wCE","metadata":{}},{"cell_type":"markdown","source":"### MGMT=1","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1wCE/*'.format('01005')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### MGMT=0","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T1wCE/*'.format('01009')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🌷T2w","metadata":{}},{"cell_type":"markdown","source":"### MGMT=1","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T2w/*'.format('01005')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### MGMT=0","metadata":{}},{"cell_type":"code","source":"fig, ax = plt.subplots(5,5, figsize=(20, 20))\n\nfile ='../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/{}/T2w/*'.format('01009')\nfile_path = sorted(glob.glob(file))\n\nfor i in range(23):\n\n    dicom = pydicom.read_file(file_path[i])\n    data = dicom.pixel_array\n    plt.subplot(5,5,i+1)\n    plt.title(i)\n    plt.axis(\"off\")\n    plt.imshow(data)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"どういうモデルをつくるか悩ましいとこですね。\n特定の画像に注目して特徴を抽出していくのか、それとも連続の画像としてとらえる必要があるのか。<br>\nまずは、単純なモデルから作っていきたいです。","metadata":{}}]}