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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 2, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"%%capture\n", | ||
"!pip install nbiatoolkit" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 12, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"from nbiatoolkit import NBIAClient\n", | ||
"from pprint import pprint" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"client = NBIAClient()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 6, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"['TCGA-BLCA', 'TCGA-BRCA', 'TCGA-CESC', 'TCGA-COAD', 'TCGA-ESCA', 'TCGA-KICH', 'TCGA-KIRC', 'TCGA-KIRP', 'TCGA-LIHC', 'TCGA-LUAD', 'TCGA-LUSC', 'TCGA-OV', 'TCGA-PRAD', 'TCGA-READ', 'TCGA-SARC', 'TCGA-STAD', 'TCGA-THCA', 'TCGA-UCEC']\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"collections = client.getCollections(prefix = \"TCGA\")\n", | ||
"print(collections)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 10, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Total Number of Series: 1688\n", | ||
"{'SeriesInstanceUID': '1.3.6.1.4.1.14519.5.2.1.3344.4008.114273558613268508155402014536', 'StudyInstanceUID': '1.3.6.1.4.1.14519.5.2.1.3344.4008.130981350480025856864319518013', 'Modality': 'MR', 'SeriesDate': '1996-06-12 00:00:00.0', 'SeriesDescription': 'Ax Flair', 'BodyPartExamined': 'LIVER', 'SeriesNumber': 3, 'Collection': 'TCGA-LIHC', 'PatientID': 'TCGA-DD-A3A0', 'Manufacturer': 'GE MEDICAL SYSTEMS', 'ManufacturerModelName': 'GENESIS_SIGNA', 'SoftwareVersions': '09', 'ImageCount': 30, 'TimeStamp': '2013-10-07 22:54:58.0', 'LicenseName': 'Creative Commons Attribution 3.0 Unported License', 'LicenseURI': 'http://creativecommons.org/licenses/by/3.0/', 'CollectionURI': 'https://doi.org/10.7937/K9/TCIA.2016.IMMQW8UQ', 'FileSize': 4117194}\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"# Liver hepatocellular carcinoma\n", | ||
"seriesList = client.getSeries(Collection='TCGA-LIHC')\n", | ||
"\n", | ||
"print(\"Total Number of Series: \" + str(len(seriesList)))\n", | ||
"pprint(seriesList[0])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 15, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Total Number of CT-only Series: 777\n", | ||
"{'BodyPartExamined': 'LIVER',\n", | ||
" 'Collection': 'TCGA-LIHC',\n", | ||
" 'CollectionURI': 'https://doi.org/10.7937/K9/TCIA.2016.IMMQW8UQ',\n", | ||
" 'FileSize': 48626832,\n", | ||
" 'ImageCount': 92,\n", | ||
" 'LicenseName': 'Creative Commons Attribution 3.0 Unported License',\n", | ||
" 'LicenseURI': 'http://creativecommons.org/licenses/by/3.0/',\n", | ||
" 'Manufacturer': 'GE MEDICAL SYSTEMS',\n", | ||
" 'ManufacturerModelName': 'LightSpeed QX/i',\n", | ||
" 'Modality': 'CT',\n", | ||
" 'PatientID': 'TCGA-DD-A3A9',\n", | ||
" 'ProtocolName': '6.3 BI-PHASE LIVER ()',\n", | ||
" 'SeriesDate': '1995-06-25 00:00:00.0',\n", | ||
" 'SeriesDescription': 'AXIAL',\n", | ||
" 'SeriesInstanceUID': '1.3.6.1.4.1.14519.5.2.1.3344.4008.164450824675944451114070841306',\n", | ||
" 'SeriesNumber': 3,\n", | ||
" 'SoftwareVersions': 'LightSpeedApps10.5_2.8.2I_H1.3M4',\n", | ||
" 'StudyInstanceUID': '1.3.6.1.4.1.14519.5.2.1.3344.4008.260454144139081692373465010706',\n", | ||
" 'TimeStamp': '2013-10-07 22:53:09.0'}\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"seriesList = client.getSeries(Collection='TCGA-LIHC', Modality='CT')\n", | ||
"print(\"Total Number of CT-only Series: \" + str(len(seriesList)))\n", | ||
"pprint(seriesList[0])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 17, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Downloading to: /Users/bhklab/Documents/GitHub/NBIA-toolkit/docs/data\n" | ||
] | ||
}, | ||
{ | ||
"name": "stderr", | ||
"output_type": "stream", | ||
"text": [ | ||
"Downloading 100 series: 0%| | 0/100 [00:00<?, ?it/s]" | ||
] | ||
}, | ||
{ | ||
"name": "stderr", | ||
"output_type": "stream", | ||
"text": [ | ||
"Downloading 100 series: 100%|██████████| 100/100 [01:29<00:00, 1.12it/s]\n" | ||
] | ||
}, | ||
{ | ||
"data": { | ||
"text/plain": [ | ||
"True" | ||
] | ||
}, | ||
"execution_count": 17, | ||
"metadata": {}, | ||
"output_type": "execute_result" | ||
} | ||
], | ||
"source": [ | ||
"# call client.downloadSeries() on each SeriesInstanceUID\n", | ||
"import os\n", | ||
"downloadDir = \"./data\"\n", | ||
"os.makedirs(downloadDir, exist_ok=True)\n", | ||
"print(\"Downloading to: \" + os.path.abspath(downloadDir))\n", | ||
"\n", | ||
"seriesUIDS = [s['SeriesInstanceUID'] for s in seriesList]\n", | ||
"\n", | ||
"client.downloadSeries(\n", | ||
" seriesUIDS[0:100], \n", | ||
" downloadDir, \n", | ||
" filePattern=\"%PatientName/%SeriesNumber-%SeriesInstanceUID/%InstanceNumber-%SOPInstanceUID.dcm\",\n", | ||
" overwrite=True, nParallel=8)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 19, | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"\u001b[01;34m./data\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A113\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-70243\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-75734\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-23267\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-86495\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-36497\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-55949\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-83272\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-32629\u001b[0m\n", | ||
"│ └── \u001b[01;34m6-37190\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A11C\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-01534\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-70467\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-24983\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-58971\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-12708\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-68242\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-43276\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-87471\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-11205\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-40174\u001b[0m\n", | ||
"│ ├── \u001b[01;34m6-31809\u001b[0m\n", | ||
"│ ├── \u001b[01;34m6-77340\u001b[0m\n", | ||
"│ ├── \u001b[01;34m7-69740\u001b[0m\n", | ||
"│ └── \u001b[01;34m8-96817\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A11D\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-18437\u001b[0m\n", | ||
"│ ├── \u001b[01;34m101-16024\u001b[0m\n", | ||
"│ ├── \u001b[01;34m102-04127\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-57551\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-79698\u001b[0m\n", | ||
"│ └── \u001b[01;34m4-73368\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A1EE\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-36537\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-84927\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-03522\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-22115\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-44020\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-21563\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-30320\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-17731\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-76883\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-67388\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-93966\u001b[0m\n", | ||
"│ ├── \u001b[01;34m6-29405\u001b[0m\n", | ||
"│ └── \u001b[01;34m6-91131\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A39V\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-48712\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-65145\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-91799\u001b[0m\n", | ||
"│ └── \u001b[01;34m2-99457\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A39X\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-94864\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-47484\u001b[0m\n", | ||
"│ └── \u001b[01;34m3-64527\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A39Y\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-16594\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-53399\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-20075\u001b[0m\n", | ||
"│ └── \u001b[01;34m2-28229\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A0\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-06368\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-40120\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-98172\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-27146\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-34395\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-68690\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-29588\u001b[0m\n", | ||
"│ ├── \u001b[01;34m4-88607\u001b[0m\n", | ||
"│ ├── \u001b[01;34m5-33425\u001b[0m\n", | ||
"│ └── \u001b[01;34m7-30967\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A1\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-42245\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-92117\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-10916\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-17869\u001b[0m\n", | ||
"│ ├── \u001b[01;34m3-43861\u001b[0m\n", | ||
"│ └── \u001b[01;34m3-45654\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A4\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-06677\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-08320\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-30551\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-33518\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-69911\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-76003\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-82190\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-98020\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-21357\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-30939\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-40760\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-71527\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-74041\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-97891\u001b[0m\n", | ||
"│ └── \u001b[01;34m3-98547\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A6\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-873.8\u001b[0m\n", | ||
"│ └── \u001b[01;34m1-87348\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A7\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-20117\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-24262\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-40860\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-38868\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-60477\u001b[0m\n", | ||
"│ └── \u001b[01;34m2-78991\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A8\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-47925\u001b[0m\n", | ||
"│ └── \u001b[01;34m2-71947\u001b[0m\n", | ||
"├── \u001b[01;34mTCGA-DD-A3A9\u001b[0m\n", | ||
"│ ├── \u001b[01;34m1-28475\u001b[0m\n", | ||
"│ ├── \u001b[01;34m2-67719\u001b[0m\n", | ||
"│ └── \u001b[01;34m3-41306\u001b[0m\n", | ||
"└── \u001b[01;34mTCGA-DD-A4NK\u001b[0m\n", | ||
" ├── \u001b[01;34m1-75495\u001b[0m\n", | ||
" ├── \u001b[01;34m2-32574\u001b[0m\n", | ||
" └── \u001b[01;34m3-15155\u001b[0m\n", | ||
"\n", | ||
"116 directories, 0 files\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!tree -L 2 ./data" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "nbia", | ||
"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": "3.12.0" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 2 | ||
} |
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