{"id":5791,"date":"2023-09-04T03:38:08","date_gmt":"2023-09-04T03:38:08","guid":{"rendered":"https:\/\/cm.vastapps.dev\/tcia-analysis-result\/di-cubed-reports\/"},"modified":"2023-09-13T12:10:41","modified_gmt":"2023-09-13T12:10:41","slug":"di-cubed-reports","status":"publish","type":"tcia_analysis_result","link":"https:\/\/cm.vastapps.dev\/tcia-analysis-result\/di-cubed-reports\/","title":{"rendered":"DI-CUBED-REPORTS"},"featured_media":0,"template":"","cancer_types":["Breast","Glioblastoma"],"citations":[4790,4791,2925],"full_export":"<h2 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-Description\"><span>Description<\/span><\/h2><p>The Data Integration &amp; Imaging Informatics (DI-Cubed) project explored the issue of lack of standardized data capture at the point of data creation, as reflected in the non-image data accompanying 4 TCIA breast cancer collections (<a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=20643859\">Multi-center breast DCE-MRI data and segmentations from patients in the I-SPY 1\/ACRIN 6657 trials (ISPY1)<\/a>,\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=2621477\">BREAST-DIAGNOSIS<\/a>,\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=22513764\">Single site breast DCE-MRI data and segmentations from patients undergoing neoadjuvant chemotherapy (Breast-MRI-NACT-Pilot)<\/a>, <a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=3539225\">The Cancer Genome Atlas Breast Invasive Carcinoma Collection (TCGA-BRCA)<\/a>)\u00a0and the\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=22515597\">Ivy Glioblastoma Atlas Project (IvyGAP)<\/a> brain cancer collection. The work addressed the desire for semantic interoperability between various NCI initiatives by aligning on common clinical metadata elements and supporting use cases that connect clinical, imaging, and genomics data. Accordingly, clinical and measurement data imported into I2B2 were cross-mapped to industry standard concepts for names and values including those derived from BRIDG, CDISC SDTM, DICOM Structured Reporting models and using NCI Thesaurus, SNOMED CT and LOINC controlled terminology.\u00a0<\/p><p>A subset of the standardized data was then exported from I2B2 in SDTM compliant SAS transport files. \u00a0The SDTM data was derived from data taken from both the curated TCIA spreadsheets as well as tumor measurements and dates from the TCIA Restful API. \u00a0Due to the nature of the available data<span>\u00a0<\/span>not all SDTM conformance rules were applicable or adhered to.<\/p><p>These <span style=\"color: rgb(23,43,77);\">Study Data Tabulation Model format (<\/span>SDTM) datasets were validated using Pinnacle 21 CDISC validation software. The validation software reviews datasets according to their degree of conformance to rules developed for the purposes of FDA submissions of electronic data. \u00a0Iterative refinements were made to the datasets based upon group discussions and feedback from the validation tool.<\/p><p>Export datasets for the following SDTM domains were generated:<\/p><ul><li>DM (Demographics)<\/li><li>DS (Disposition)<\/li><li>MI (Microscopic Findings)<\/li><li>PR (Procedures)<\/li><li>SS (Subject Status)<\/li><li>TU (Tumor\/Lesion Identification)<\/li><li>TR (Tumor\/Lesion Results)<\/li><\/ul><p><br\/><\/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=\"#52763018f77866f5133c418fb5b3b8057aabb3ec\"><strong>Data Access<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#5276301807dacb3437294015a6984f95a0f2035c\"><strong>Detailed Description<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#52763018415b9eea403f4e718e11cd542f1d8139\"><strong>Citations &amp; Data Usage Policy<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#5276301878b5008e7fd84b28909c0de4d4dd8e83\"><strong>Versions<\/strong><\/a> <\/li><\/ul><div class=\"tabs-pane  active-pane \" id=\"52763018f77866f5133c418fb5b3b8057aabb3ec\" active=\"true\" name=\"Data Access\" ><h3 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-DataAccess\"><span style=\"color: rgb(23,43,77);\">Data Access<\/span><\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup> <col\/> <col\/> <\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><\/tr><tr><td class=\"confluenceTd\">SAS Transport Files (XPT)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52763018\/dicubed_sdtm_xpt_2019-05-30.zip?version=1&amp;modificationDate=1559844954062&amp;api=v2\" data-linked-resource-id=\"52763021\" data-linked-resource-version=\"1\" data-linked-resource-type=\"attachment\" data-linked-resource-default-alias=\"dicubed_sdtm_xpt_2019-05-30.zip\" data-nice-type=\"Zip Archive\" data-linked-resource-content-type=\"application\/zip\" data-linked-resource-container-id=\"52763018\" data-linked-resource-container-version=\"13\"><span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image confluence-thumbnail\" draggable=\"false\" height=\"30\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/DOI\/SDTM%20datasets%20of%20clinical%20data%20and%20measurements%20for%20selected%20cancer%20collections%20to%20TCIA%20(DI-Cubed-Reports)\/tcia_wiki_download_button.png?api=v2\"><\/span><\/a><\/p><\/div><\/td><\/tr><tr><td colspan=\"1\" class=\"confluenceTd\">Image Analysis (CSV)<\/td><td colspan=\"1\" class=\"confluenceTd\"><div class=\"content-wrapper\"><p><a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52763018\/dicubed_sdtm_csv_2019-05-30.zip?version=1&amp;modificationDate=1559844953979&amp;api=v2\" data-linked-resource-id=\"52763020\" data-linked-resource-version=\"1\" data-linked-resource-type=\"attachment\" data-linked-resource-default-alias=\"dicubed_sdtm_csv_2019-05-30.zip\" data-nice-type=\"Zip Archive\" data-linked-resource-content-type=\"application\/zip\" data-linked-resource-container-id=\"52763018\" data-linked-resource-container-version=\"13\"><span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image confluence-thumbnail\" draggable=\"false\" height=\"30\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/DOI\/SDTM%20datasets%20of%20clinical%20data%20and%20measurements%20for%20selected%20cancer%20collections%20to%20TCIA%20(DI-Cubed-Reports)\/tcia_wiki_download_button.png?api=v2\"><\/span><\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p><span style=\"color: rgb(23,43,77);\">Please contact <a class=\"external-link\" href=\"mailto:help@cancerimagingarchive.net\" rel=\"nofollow\">help@cancerimagingarchive.net<\/a> with any questions regarding usage.<\/span><\/p><p><strong><span style=\"color: rgb(29,28,29);text-decoration: none;\">Collections Used in this Third Party Analysis<\/span><\/strong><br style=\"text-decoration: none;text-align: left;\"\/><span style=\"color: rgb(29,28,29);text-decoration: none;\">Below is a list of the Collections used in these analyses:<\/span><\/p><ul><li><span style=\"color: rgb(29,28,29);text-decoration: none;\"><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.HdHpgJLK\" class=\"external-link\" rel=\"nofollow\">ISPY1<\/a>, <\/span><\/li><li><span style=\"color: rgb(29,28,29);text-decoration: none;\"><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2015.SDNRQXXR\" class=\"external-link\" rel=\"nofollow\">BREAST-DIAGNOSIS<\/a>,<\/span><\/li><li><span style=\"color: rgb(29,28,29);text-decoration: none;\"> <a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.QHsyhJKy\" class=\"external-link\" rel=\"nofollow\">Breast-MRI-NACT-Pilot<\/a>, <\/span><\/li><li><span style=\"color: rgb(29,28,29);text-decoration: none;\"><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.AB2NAZRP\" class=\"external-link\" rel=\"nofollow\">TCGA-BRCA<\/a>,<\/span><\/li><li><span style=\"color: rgb(29,28,29);text-decoration: none;\"> <a href=\"https:\/\/dx.doi.org\/10.7937\/K9\/TCIA.2016.XLwaN6nL\" class=\"external-link\" rel=\"nofollow\">Ivy GAP<\/a><\/span><\/li><\/ul><\/div><div class=\"tabs-pane \" id=\"5276301807dacb3437294015a6984f95a0f2035c\" name=\"Detailed Description\" ><h3 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-DetailedDescription\">Detailed Description<\/h3><p>TCIA breast cancer collections used:<\/p><ul><li><a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=20643859\">Multi-center breast DCE-MRI data and segmentations from patients in the I-SPY 1\/ACRIN 6657 trials (ISPY1)<\/a><\/li><li><a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=2621477\">BREAST-DIAGNOSIS<\/a><\/li><li><a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=22513764\">Single site breast DCE-MRI data and segmentations from patients undergoing neoadjuvant chemotherapy (Breast-MRI-NACT-Pilot)<\/a><\/li><li><a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=3539225\">The Cancer Genome Atlas Breast Invasive Carcinoma Collection (TCGA-BRCA)<\/a><\/li><\/ul><p>TCIA brain cancer collection used:<\/p><ul><li><a href=\"https:\/\/wiki.cancerimagingarchive.net\/pages\/viewpage.action?pageId=22515597\">Ivy Glioblastoma Atlas Project (IvyGAP)<\/a><\/li><\/ul><\/div><div class=\"tabs-pane \" id=\"52763018415b9eea403f4e718e11cd542f1d8139\" name=\"Citations BITVOODOO_ANDamp; Data Usage Policy\" ><h3 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-Citations&amp;DataUsagePolicy\">Citations &amp; Data Usage Policy\u00a0<\/h3><p class=\"auto-cursor-target\">\n<p>\nUsers of this data must abide by the <a href=\"https:\/\/wiki.cancerimagingarchive.net\/x\/c4hF\" class=\"external-link\" re=\"nofollow\" rel=\"nofollow\">TCIA Data Usage Policy<\/a> and the <a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">Creative Commons Attribution 3.0 Unported License<\/a> under which it has been published. 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);\"> <span style=\"color: rgb(23,43,77);\">Hickman H.,\u00a0Ver Hoef W.,\u00a0Hastak S., Neville J.,\u00a0Clunie D.,\u00a0Wagner U.,\u00a0Helton E.<\/span>\u00a0(2019).\u00a0<strong>SDTM datasets of clinical data and measurements for selected cancer collections to TCIA\u00a0[Dataset]<\/strong>. The Cancer Imaging Archive.<\/span>\u00a0doi:\u00a0<a href=\"https:\/\/doi.org\/10.7937\/TCIA.2019.zfv154m9\" class=\"external-link\" rel=\"nofollow\">10.7937\/TCIA.2019.zfv154m9<\/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>Clunie, D., Hickman, H., Ver Hoef, W., Hastak, S., Evans, J., Neville, J., &amp; Wagner, U. (2020). <strong>Observations from the Data Integration and Imaging Informatics (DI-Cubed) Project<\/strong>. MDPI AG. <a href=\"https:\/\/doi.org\/10.20944\/preprints202008.0474.v1\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.20944\/preprints202008.0474.v1<\/a><\/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>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). <strong>The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository<\/strong>. Journal of Digital Imaging, 26(6), 1045\u20131057. <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><\/p><\/div><\/div><h3 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-OtherPublicationsUsingThisData\">Other Publications Using This Data<\/h3><p><span>TCIA maintains<\/span> <a class=\"external-link\" rel=\"nofollow\" href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\"> a list of publications<\/a> <span> that leverage TCIA data. <\/span> If you have a manuscript you'd like to add please <a rel=\"nofollow\" href=\"http:\/\/www.cancerimagingarchive.net\/support\/\" class=\"external-link\">contact TCIA's Helpdesk<\/a>.<\/p><\/div><div class=\"tabs-pane \" id=\"5276301878b5008e7fd84b28909c0de4d4dd8e83\" name=\"Versions\" ><h3 id=\"SDTMdatasetsofclinicaldataandmeasurementsforselectedcancercollectionstoTCIA(DICubedReports)-Version1(Current):2019\/06\/21\">Version 1 (Current): 2019\/06\/21<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup> <col\/> <col\/> <\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><\/tr><tr><td class=\"confluenceTd\">SAS Transport Files (XPT)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52763018\/dicubed_sdtm_xpt_2019-05-30.zip?version=1&amp;modificationDate=1559844954062&amp;api=v2\" data-linked-resource-id=\"52763021\" data-linked-resource-version=\"1\" data-linked-resource-type=\"attachment\" data-linked-resource-default-alias=\"dicubed_sdtm_xpt_2019-05-30.zip\" data-nice-type=\"Zip Archive\" data-linked-resource-content-type=\"application\/zip\" data-linked-resource-container-id=\"52763018\" data-linked-resource-container-version=\"13\"><span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image confluence-thumbnail\" draggable=\"false\" height=\"30\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/DOI\/SDTM%20datasets%20of%20clinical%20data%20and%20measurements%20for%20selected%20cancer%20collections%20to%20TCIA%20(DI-Cubed-Reports)\/tcia_wiki_download_button.png?api=v2\"><\/span><\/a><\/p><\/div><\/td><\/tr><tr><td colspan=\"1\" class=\"confluenceTd\">Image Analysis (CSV)<\/td><td colspan=\"1\" class=\"confluenceTd\"><div class=\"content-wrapper\"><p><a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52763018\/dicubed_sdtm_csv_2019-05-30.zip?version=1&amp;modificationDate=1559844953979&amp;api=v2\" data-linked-resource-id=\"52763020\" data-linked-resource-version=\"1\" data-linked-resource-type=\"attachment\" data-linked-resource-default-alias=\"dicubed_sdtm_csv_2019-05-30.zip\" data-nice-type=\"Zip Archive\" data-linked-resource-content-type=\"application\/zip\" data-linked-resource-container-id=\"52763018\" data-linked-resource-container-version=\"13\"><span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image confluence-thumbnail\" draggable=\"false\" height=\"30\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/DOI\/SDTM%20datasets%20of%20clinical%20data%20and%20measurements%20for%20selected%20cancer%20collections%20to%20TCIA%20(DI-Cubed-Reports)\/tcia_wiki_download_button.png?api=v2\"><\/span><\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div>","make_new_version_button":"","related_collections":["ISPY1","BREAST-DIAGNOSIS","BREAST-MRI-NACT-PILOT","TCGA-BRCA","IVYGAP"],"result_doi":"10.7937\/TCIA.2019.zfv154m9","versions":false,"cancer_locations":["Breast","Brain"],"publications_related":"","result_download_info":"Please contact <a href=\"mailto:help@cancerimagingarchive.net\">help@cancerimagingarchive.net<\/a> with any questions regarding usage.\n<strong>Collections Used in this Third Party Analysis<\/strong><br\/>Below is a list of the Collections used in these analyses:\n<ul><li><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.HdHpgJLK\">ISPY1<\/a>, <\/li><li><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2015.SDNRQXXR\">BREAST-DIAGNOSIS<\/a>,<\/li><li> <a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.QHsyhJKy\">Breast-MRI-NACT-Pilot<\/a>, <\/li><li><a href=\"https:\/\/doi.org\/10.7937\/K9\/TCIA.2016.AB2NAZRP\">TCGA-BRCA<\/a>,<\/li><li> <a href=\"https:\/\/dx.doi.org\/10.7937\/K9\/TCIA.2016.XLwaN6nL\">Ivy GAP<\/a><\/li><\/ul>","result_downloads":[5425,5426],"result_page_accessibility":"Public","version_change_log_archived":"","additional_resources":"","date_updated":"2019-06-21","publications_using":"TCIA maintains <a href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\"> a list of publications<\/a>  that leverage TCIA data.  If you have a manuscript you'd like to add please <a href=\"http:\/\/www.cancerimagingarchive.net\/support\/\">contact TCIA's Helpdesk<\/a>.","result_title":"SDTM datasets of clinical data and measurements for selected cancer collections to TCIA","subjects":"516","detailed_description":"TCIA breast cancer collections used:\n<ul><li><a href=\"\/pages\/viewpage.action?pageId=20643859\">Multi-center breast DCE-MRI data and segmentations from patients in the I-SPY 1\/ACRIN 6657 trials (ISPY1)<\/a><\/li><li><a href=\"\/display\/Public\/BREAST-DIAGNOSIS\">BREAST-DIAGNOSIS<\/a><\/li><li><a href=\"\/pages\/viewpage.action?pageId=22513764\">Single site breast DCE-MRI data and segmentations from patients undergoing neoadjuvant chemotherapy (Breast-MRI-NACT-Pilot)<\/a><\/li><li><a href=\"\/pages\/viewpage.action?pageId=3539225\">The Cancer Genome Atlas Breast Invasive Carcinoma Collection (TCGA-BRCA)<\/a><\/li><\/ul>\nTCIA brain cancer collection used:\n<ul><li><a href=\"\/pages\/viewpage.action?pageId=22515597\">Ivy Glioblastoma Atlas Project (IvyGAP)<\/a><\/li><\/ul>","result_short_title":"DI-Cubed-Reports","supporting_data":["Standardized (SDTM format) conversions of clinical and image analysis data"],"version_change_log":"","collections":"","result_browse_title":"","version_number":[],"collection_downloads":false,"result_summary":"The Data Integration &amp; Imaging Informatics (DI-Cubed) project explored the issue of lack of standardized data capture at the point of data creation, as reflected in the non-image data accompanying 4 TCIA breast cancer collections (<a href=\"\/pages\/viewpage.action?pageId=20643859\">Multi-center breast DCE-MRI data and segmentations from patients in the I-SPY 1\/ACRIN 6657 trials (ISPY1)<\/a>,\u00a0<a href=\"\/display\/Public\/BREAST-DIAGNOSIS\">BREAST-DIAGNOSIS<\/a>,\u00a0<a href=\"\/pages\/viewpage.action?pageId=22513764\">Single site breast DCE-MRI data and segmentations from patients undergoing neoadjuvant chemotherapy (Breast-MRI-NACT-Pilot)<\/a>, <a href=\"\/pages\/viewpage.action?pageId=3539225\">The Cancer Genome Atlas Breast Invasive Carcinoma Collection (TCGA-BRCA)<\/a>)\u00a0and the\u00a0<a href=\"\/pages\/viewpage.action?pageId=22515597\">Ivy Glioblastoma Atlas Project (IvyGAP)<\/a> brain cancer collection. The work addressed the desire for semantic interoperability between various NCI initiatives by aligning on common clinical metadata elements and supporting use cases that connect clinical, imaging, and genomics data. Accordingly, clinical and measurement data imported into I2B2 were cross-mapped to industry standard concepts for names and values including those derived from BRIDG, CDISC SDTM, DICOM Structured Reporting models and using NCI Thesaurus, SNOMED CT and LOINC controlled terminology.\u00a0\nA subset of the standardized data was then exported from I2B2 in SDTM compliant SAS transport files. \u00a0The SDTM data was derived from data taken from both the curated TCIA spreadsheets as well as tumor measurements and dates from the TCIA Restful API. \u00a0Due to the nature of the available data\u00a0not all SDTM conformance rules were applicable or adhered to.\nThese Study Data Tabulation Model format (SDTM) datasets were validated using Pinnacle 21 CDISC validation software. The validation software reviews datasets according to their degree of conformance to rules developed for the purposes of FDA submissions of electronic data. \u00a0Iterative refinements were made to the datasets based upon group discussions and feedback from the validation tool.\nExport datasets for the following SDTM domains were generated:\n<ul><li>DM (Demographics)<\/li><li>DS (Disposition)<\/li><li>MI (Microscopic Findings)<\/li><li>PR (Procedures)<\/li><li>SS (Subject Status)<\/li><li>TU (Tumor\/Lesion Identification)<\/li><li>TR (Tumor\/Lesion Results)<\/li><\/ul>\n<br\/>","result_featured_image":false,"result_acknowledgements":"","hide_from_browse_table":[],"_links":{"self":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/analysis-results\/5791"}],"collection":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/analysis-results"}],"about":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/types\/tcia_analysis_result"}],"wp:attachment":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media?parent=5791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}