{"id":5649,"date":"2023-09-04T03:15:18","date_gmt":"2023-09-04T03:15:18","guid":{"rendered":"https:\/\/cm.vastapps.dev\/tcia-collection\/colorectal-liver-metastases\/"},"modified":"2023-09-13T12:01:30","modified_gmt":"2023-09-13T12:01:30","slug":"colorectal-liver-metastases","status":"publish","type":"tcia_collection","link":"https:\/\/cm.vastapps.dev\/tcia-collection\/colorectal-liver-metastases\/","title":{"rendered":"COLORECTAL-LIVER-METASTASES"},"featured_media":8077,"template":"","citation-tax":[],"cancer_types":["Colorectal Cancer"],"citations":[4574,4575,2925],"collection_doi":"10.7937\/QXK2-QG03","collection_download_info":"Click the Versions tab for more info about data releases.","collection_downloads":[5175,5176],"full_export":"<h1 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-Summary\">Summary<\/h1><span style=\"color: rgb(0,0,0);\"><span class=\"confluence-embedded-file-wrapper image-right-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image image-right\" draggable=\"false\" width=\"500\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/Public\/Preoperative%20CT%20and%20Survival%20Data%20for%20Patients%20Undergoing%20Resection%20of%20Colorectal%20Liver%20Metastases%20(Colorectal-Liver-Metastases)\/184_recurrence_preop_segmented.png?api=v2\"><\/span>This collection consists of DICOM images and DICOM Segmentation Objects (DSOs) for 197 patients with Colorectal Liver Metastases (CRLM). The collection consists of a large, single-institution consecutive series of patients that underwent resection of CRLM and matched preoperative computed tomography (CT) scans for quantitative image analysis. Inclusion criteria were (a) pathologically confirmed resected CRLM, (b) available data from pathologic analysis of the underlying non-tumoral liver parenchyma and hepatic tumor, (c) available preoperative conventional portal venous contrast-enhanced multi-detector computed tomography (MDCT) performed within 6 weeks of hepatic resection. Patients with 90-day mortality or that had less than 24 months of follow-up were excluded. Additionally, because pathologic and radiographic alterations of the non-tumoral liver parenchyma caused by hepatic artery infusion (HAI) of chemotherapy are not well described, any patient who received preoperative HAI was excluded. Finally, to obtain the most accurate future liver remnant (FLR), patients who underwent either local tumor ablation, more than 3 wedge resections, or had no visible tumor on preoperative imaging were excluded. The corresponding clinical dataset provides the variables collected including demographic, pathologic and survival data along with a data dictionary.<\/span><\/p><p><span style=\"color: rgb(0,0,0);\">The CT images were extracted from PACS and de-identified via institutional approved and a HIPAA compliant method. <span style=\"color: rgb(36,36,36);\">The liver, tumors, and vessels were semi-automatically segmented and a 3D model was generated using Scout Liver (Pathfinder Technologies Inc., TN, USA). Post-operative imaging and\/or the resection margin width from pathology analysis were used to determine the transection lines needed to generate the segmentation of the liver remnant after surgery.<\/span> Our informatics team converted the native MHD segmentation files into DICOM-SEG format using the open-source <a rel=\"nofollow\" class=\"external-link\" href=\"https:\/\/github.com\/QIICR\/dcmqi\" style=\"text-decoration: none;text-align: left;\">dcmqi<\/a> software. \u00a0<\/span><span style=\"color: rgb(0,0,0);\">The segments in a given DICOM Segmentation Object (DSO) can be consistently identified using the Segment Label header, which follows the naming scheme described below. The SCT codes used to categorize the segments in the Segmented Property Type Code Sequence header may be updated in future releases to comply with best practices.<\/span><\/p><p><strong>Dataset: <\/strong><\/p><p>The dataset inside a subject folder is organized as follows:<\/p><ul><li>Comprised of Original DICOM CTs and Segmentations for each subject. The segmentations include &quot;Liver&quot;, &quot;Liver_Remnant&quot; (liver that will remain after surgery based on a preoperative CT plan), &quot;Hepatic&quot; and &quot;Portal&quot; veins, and &quot;Tumor_x&quot;, where &quot;x&quot; denotes the various tumor occurrences in the case<\/li><\/ul><p>The DSOs are verified for all cases. Case &quot;CRLM-CT-1074&quot; was scanned with the subject in a prone (laying on stomach) position, so the images are in a different orientation than usual.<h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-Acknowledgements\"><span>Acknowledgements<\/span><\/h3><p>This study was funded in part through the NIH\/NCI Cancer Center Support Grant P30 CA008748 and NIH supported grant R01CA233888.<\/p><div class=\"tab-style-builtin\"><div class=\"localtabs-macro\"><div class=\"aui-tabs horizontal-tabs\" role=\"application\" data-aui-responsive=\"true\"><ul class=\"tabs-menu\"><li class=\"menu-item bv-localtab  active-tab \"><a href=\"#89096268412b832037484784bd78caf58e052641\"><strong>Data Access<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#89096268b2cc35fce0664a2b875b5ec675ba9446\"><strong>Detailed Description<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#890962686311a10d4c514199bbe0273c4d8d7abe\"><strong>Citations &amp; Data Usage Policy<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#890962682c469e5db5aa4011b6afe58f4f91932f\"><strong>Versions<\/strong><\/a> <\/li><\/ul><div class=\"tabs-pane  active-pane \" id=\"89096268412b832037484784bd78caf58e052641\" active=\"true\" name=\"Data Access\" ><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-DataAccess\">Data Access<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><th class=\"confluenceTh\"><p>License<\/p><p><br\/><\/p><\/th><\/tr><tr><td class=\"confluenceTd\"><p>Images, Segmentations (DICOM, 10 GB)<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20November%202022%20manifest.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=Colorectal-Liver-Metastases\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p><span style=\"color: rgb(33,37,41);text-decoration: none;\">(Download requires\u00a0<\/span><span style=\"color: rgb(33,37,41);text-decoration: none;\">the<span>\u00a0<\/span><\/span><a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" style=\"text-decoration: none;text-align: left;\" rel=\"nofollow\">NBIA Data Retriever<\/a>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p class=\"auto-cursor-target\">\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Clinical data (CSV)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20Clinical%20data%20April%202023.xlsx?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Click the Versions tab for more info about data releases.<\/p><p>\n<h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-AdditionalResourcesforthisDataset\">Additional Resources for this Dataset<\/h3>\n<p>The NCI Cancer Research Data Commons (CRDC) provides access to additional data and a cloud-based data science infrastructure that connects data sets with analytics tools to allow users to share, integrate, analyze, and visualize cancer research data.<\/p><\/p><ul><li><a href=\"https:\/\/portal.imaging.datacommons.cancer.gov\/explore\/filters\/?collection_id=colorectal_liver_metastases\" class=\"external-link\" rel=\"nofollow\">Imaging Data Commons (IDC)<\/a> (Imaging Data)<\/li><\/ul><p><span style=\"color: rgb(23,43,77);\">Please contact <a class=\"external-link\" rel=\"nofollow\" href=\"mailto:help@cancerimagingarchive.net\">help@cancerimagingarchive.net<\/a>\u00a0 with any questions regarding usage.<\/span><\/p><\/div><div class=\"tabs-pane \" id=\"89096268b2cc35fce0664a2b875b5ec675ba9446\" name=\"Detailed Description\" ><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-DetailedDescription\">Detailed Description<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\"><p>Image Statistics<\/p><\/th><th class=\"confluenceTh\"><br\/><\/th><\/tr><tr><td class=\"confluenceTd\"><p>Modalities<\/p><\/td><td class=\"confluenceTd\"><p>CT, SEG<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Patients<\/p><\/td><td class=\"confluenceTd\"><p>197<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Studies<\/p><\/td><td class=\"confluenceTd\"><p>197<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Series<\/p><\/td><td class=\"confluenceTd\"><p>394<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Images<\/p><\/td><td class=\"confluenceTd\"><p>17836<\/p><\/td><\/tr><tr><td colspan=\"1\" class=\"confluenceTd\">Images Size (GB)<\/td><td colspan=\"1\" class=\"confluenceTd\">10<\/td><\/tr><\/tbody><\/table><\/div><\/div><div class=\"tabs-pane \" id=\"890962686311a10d4c514199bbe0273c4d8d7abe\" name=\"Citations BITVOODOO_ANDamp; Data Usage Policy\" ><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-Citations&amp;DataUsagePolicy\">Citations &amp; Data Usage Policy<\/h3><p>\n<p>\nUsers must abide by the <a href=\"https:\/\/wiki.cancerimagingarchive.net\/x\/c4hF\" class=\"external-link\" rel=\"nofollow\">TCIA Data Usage Policy and Restrictions<\/a>. Attribution should include references to the following citations:\n<\/p><\/p><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">Data Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(102,102,102);\"><span style=\"color: rgb(0,0,0);\">Simpson, A. L., Peoples, J., Creasy, J. M., Fichtinger, G., Gangai, N., Lasso, A., Keshava Murthy, K. N., Shia, J., D\u2019Angelica, M. I., &amp; Do, R. K. G. (2023). Preoperative CT and Survival Data for Patients Undergoing Resection of Colorectal Liver Metastases (Colorectal-Liver-Metastases) (Version 2) [Data set]. The Cancer Imaging Archive<\/span>. <a href=\"https:\/\/doi.org\/10.7937\/QXK2-QG03\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.7937\/QXK2-QG03<\/a><\/span><\/p><\/div><\/div><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">Publication Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(102,102,102);\"><span style=\"color: rgb(0,0,0);\">Simpson, A. L., Doussot, A., Creasy, J. M., Adams, L. B., Allen, P. J., DeMatteo, R. P., G\u00f6nen, M., Kemeny, N. E., Kingham, T. P., Shia, J., Jarnagin, W. R., Do, R. K. G., &amp; D\u2019Angelica, M. I. (2017). Computed Tomography Image Texture: A Noninvasive Prognostic Marker of Hepatic Recurrence After Hepatectomy for Metastatic Colorectal Cancer. In Annals of Surgical Oncology (Vol. 24, Issue 9, pp. 2482\u20132490). Springer Science and Business Media LLC<\/span>. <a href=\"https:\/\/doi.org\/10.1245\/s10434-017-5896-1\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.1245\/s10434-017-5896-1<\/a><\/span><\/p><\/div><\/div><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">TCIA Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(102,102,102);\"><span style=\"color: rgb(0,0,0);\">Clark, K., Vendt, B., Smith, K., Freymann, J., Kirby, J., Koppel, P., Moore, S., Phillips, S., Maffitt, D., Pringle, M., Tarbox, L., &amp; Prior, F. (2013). The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository. In Journal of Digital Imaging (Vol. 26, Issue 6, pp. 1045\u20131057). Springer Science and Business Media LLC<\/span>. <a href=\"https:\/\/doi.org\/10.1007\/s10278-013-9622-7\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.1007\/s10278-013-9622-7<\/a><\/span><\/p><\/div><\/div><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-OtherPublicationsUsingThisData\">Other Publications Using This Data<\/h3><p><span>TCIA maintains\u00a0<\/span><a href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\" class=\"external-link\" rel=\"nofollow\">a list of publications<\/a><span> which leverage TCIA data. <\/span> If you have a manuscript you'd like to add please<a href=\"http:\/\/www.cancerimagingarchive.net\/support\/\" class=\"external-link\" rel=\"nofollow\"> contact the TCIA Helpdesk<\/a>.<\/p><\/div><div class=\"tabs-pane \" id=\"890962682c469e5db5aa4011b6afe58f4f91932f\" name=\"Versions\" ><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-Version2(Current):Updated2023\/04\/25\">Version 2 (Current): Updated 2023\/04\/25<\/h3><div class=\"table-wrap\"><table class=\"fixed-table wrapped confluenceTable\"><colgroup><col style=\"width: 210.0px;\"\/><col style=\"width: 368.0px;\"\/><col style=\"width: 368.0px;\"\/><\/colgroup><tbody><tr><th class=\"confluenceTh\"><span>Data Type<\/span><\/th><th class=\"confluenceTh\"><span>Download all or Query\/Filter<\/span><\/th><th class=\"confluenceTh\"><span>License<\/span><\/th><\/tr><tr><td class=\"confluenceTd\"><span>Images (DICOM, 10 GB)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20November%202022%20manifest.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=Colorectal-Liver-Metastases\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p class=\"auto-cursor-target\">\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20Clinical%20data%20April%202023.xlsx?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p class=\"auto-cursor-target\">Note:\u00a0 The clinical data was updated to provide an additional eight variables, in order to better match the description of the dataset in the original 2017 publication. The variables are: body_mass_index, node_positive_primary, synchronous_crlm, multiple_metastases, carcinoembryonic_antigen, max_tumor_size, bilobar_disease, preoperative_pve.<em> <\/em><\/p><h3 id=\"PreoperativeCTandSurvivalDataforPatientsUndergoingResectionofColorectalLiverMetastases(ColorectalLiverMetastases)-Version1:Updated2023\/03\/01\">Version 1: Updated 2023\/03\/01<\/h3><div class=\"table-wrap\"><table class=\"wrapped fixed-table confluenceTable\"><colgroup><col style=\"width: 210.0px;\"\/><col style=\"width: 368.0px;\"\/><col style=\"width: 368.0px;\"\/><\/colgroup><tbody><tr><th class=\"confluenceTh\"><span>Data Type<\/span><\/th><th class=\"confluenceTh\"><span>Download all or Query\/Filter<\/span><\/th><th class=\"confluenceTh\"><span>License<\/span><\/th><\/tr><tr><td class=\"confluenceTd\"><span>Images (DICOM, 10 GB)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20November%202022%20manifest.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=Colorectal-Liver-Metastases\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p class=\"auto-cursor-target\">\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/89096268\/Colorectal%20Liver%20Metastases%20Clinical%20data%20October%202022.xlsx?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 4.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><p><br\/><\/p><p><br\/><\/p>","versions":false,"additional_resources":"The NCI Cancer Research Data Commons (CRDC) provides access to additional data and a cloud-based data science infrastructure that connects data sets with analytics tools to allow users to share, integrate, analyze, and visualize cancer research data.\n \n<ul><li><a href=\"https:\/\/portal.imaging.datacommons.cancer.gov\/explore\/filters\/?collection_id=colorectal_liver_metastases\">Imaging Data Commons (IDC)<\/a> (Imaging Data)<\/li><\/ul>\nPlease contact <a href=\"mailto:help@cancerimagingarchive.net\">help@cancerimagingarchive.net<\/a>\u00a0 with any questions regarding usage.","cancer_locations":["Colon"],"collection_page_accessibility":"Public","publications_related":"","version_change_log":"","version_change_log_archived":"","analysis_results":"","collection_status":"Complete","publications_using":"TCIA maintains\u00a0<a href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\">a list of publications<\/a> which leverage TCIA data.  If you have a manuscript you'd like to add please<a href=\"http:\/\/www.cancerimagingarchive.net\/support\/\"> contact the TCIA Helpdesk<\/a>.","species":["Human"],"collection_title":"Preoperative CT and Survival Data for Patients Undergoing Resection of Colorectal Liver Metastases","detailed_description":"","related_analysis_results":false,"subjects":"197","collection_short_title":"Colorectal-Liver-Metastases","data_types":["CT","SEG"],"date_updated":"2023-09-13","collection_browse_title":"","supporting_data":["Clinical"],"collection_featured_image":{"ID":"8077","post_author":"6","post_date":"2023-09-13 03:54:34","post_date_gmt":"2023-09-13 03:54:34","post_content":"","post_title":"184_recurrence_preop_segmented","post_excerpt":"","post_status":"inherit","comment_status":"open","ping_status":"closed","post_password":"","post_name":"184_recurrence_preop_segmented","to_ping":"","pinged":"","post_modified":"2023-09-13 12:01:30","post_modified_gmt":"2023-09-13 12:01:30","post_content_filtered":"","post_parent":"5649","guid":"https:\/\/cm.vastapps.dev\/wp-content\/uploads\/184_recurrence_preop_segmented.png","menu_order":"0","post_type":"attachment","post_mime_type":"image\/png","comment_count":"0","pod_item_id":"8077"},"collection_summary":"This collection consists of DICOM images and DICOM Segmentation Objects (DSOs) for 197 patients with Colorectal Liver Metastases (CRLM). The collection consists of a large, single-institution consecutive series of patients that underwent resection of CRLM and matched preoperative computed tomography (CT) scans for quantitative image analysis. Inclusion criteria were (a) pathologically confirmed resected CRLM, (b) available data from pathologic analysis of the underlying non-tumoral liver parenchyma and hepatic tumor, (c) available preoperative conventional portal venous contrast-enhanced multi-detector computed tomography (MDCT) performed within 6 weeks of hepatic resection. Patients with 90-day mortality or that had less than 24 months of follow-up were excluded. Additionally, because pathologic and radiographic alterations of the non-tumoral liver parenchyma caused by hepatic artery infusion (HAI) of chemotherapy are not well described, any patient who received preoperative HAI was excluded. Finally, to obtain the most accurate future liver remnant (FLR), patients who underwent either local tumor ablation, more than 3 wedge resections, or had no visible tumor on preoperative imaging were excluded. The corresponding clinical dataset provides the variables collected including demographic, pathologic and survival data along with a data dictionary.<p>The CT images were extracted from PACS and de-identified via institutional approved and a HIPAA compliant method. The liver, tumors, and vessels were semi-automatically segmented and a 3D model was generated using Scout Liver (Pathfinder Technologies Inc., TN, USA). Post-operative imaging and\/or the resection margin width from pathology analysis were used to determine the transection lines needed to generate the segmentation of the liver remnant after surgery. Our informatics team converted the native MHD segmentation files into DICOM-SEG format using the open-source <a href=\"https:\/\/github.com\/QIICR\/dcmqi\">dcmqi<\/a> software. \u00a0The segments in a given DICOM Segmentation Object (DSO) can be consistently identified using the Segment Label header, which follows the naming scheme described below. The SCT codes used to categorize the segments in the Segmented Property Type Code Sequence header may be updated in future releases to comply with best practices.<\/p><p><strong>Dataset: <\/strong><\/p><p>The dataset inside a subject folder is organized as follows:<\/p><ul><li>Comprised of Original DICOM CTs and Segmentations for each subject. The segmentations include \"Liver\", \"Liver_Remnant\" (liver that will remain after surgery based on a preoperative CT plan), \"Hepatic\" and \"Portal\" veins, and \"Tumor_x\", where \"x\" denotes the various tumor occurrences in the case<\/li><\/ul><p>The DSOs are verified for all cases. Case \"CRLM-CT-1074\" was scanned with the subject in a prone (laying on stomach) position, so the images are in a different orientation than usual.<\/p>","collection_acknowledgements":"This study was funded in part through the NIH\/NCI Cancer Center Support Grant P30 CA008748 and NIH supported grant R01CA233888.","collection_funding":"","hide_from_browse_table":[],"_links":{"self":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections\/5649"}],"collection":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections"}],"about":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/types\/tcia_collection"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media\/8077"}],"wp:attachment":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media?parent=5649"}],"wp:term":[{"taxonomy":"tcia_citation_tax","embeddable":true,"href":"https:\/\/cm.vastapps.dev\/api\/v1\/citation-tax?post=5649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}