{"id":5531,"date":"2023-09-04T03:06:13","date_gmt":"2023-09-04T03:06:13","guid":{"rendered":"https:\/\/cm.vastapps.dev\/tcia-collection\/bone-marrow-cytomorphology_mll_helmholtz_fraunhofer\/"},"modified":"2023-09-13T11:56:05","modified_gmt":"2023-09-13T11:56:05","slug":"bone-marrow-cytomorphology_mll_helmholtz_fraunhofer","status":"publish","type":"tcia_collection","link":"https:\/\/cm.vastapps.dev\/tcia-collection\/bone-marrow-cytomorphology_mll_helmholtz_fraunhofer\/","title":{"rendered":"BONE-MARROW-CYTOMORPHOLOGY_MLL_HELMHOLTZ_FRAUNHOFER"},"featured_media":0,"template":"","citation-tax":[],"cancer_types":["Leukemia &amp; Lymphoma Cancers"],"citations":[4336,4337,2925],"collection_doi":"10.7937\/TCIA.AXH3-T579","collection_download_info":"Click the Versions tab for more info about data releases.\nPlease contact <a href=\"mailto:help@cancerimagingarchive.net\">help@cancerimagingarchive.net<\/a>\u00a0 with any questions regarding usage.","collection_downloads":[4893],"full_export":"<h1 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-Summary\">Summary<\/h1><p style=\"text-align: left;\"><span style=\"color: rgb(32,33,36);\">The dataset contains a collection of over 170,000 de-identified, expert-annotated cells from the bone marrow smears of 945 patients stained using the May-Gr\u00fcnwald-Giemsa\/Pappenheim stain. The diagnosis distribution in the cohort included a variety of hematological diseases reflective of the sample entry of a large laboratory specialized in leukemia diagnostics. Image acquisition was performed using a brightfield microscope with 40x magnification and oil immersion.<\/span><\/p><p style=\"text-align: left;\"><span style=\"color: rgb(32,33,36);\">Large datasets with a high quality of both data acquisition and annotation are key prerequisites to develop data-driven, computational methods in diagnostic medicine. In the case of bone marrow morphology, a key diagnostic method for a broad range of hematologic diseases, only few datasets are publicly available so far, which are orders of magnitude smaller than the one presented here. Inclusion of our dataset into TCIA provides both medical researchers and bioinformaticians with a public resource for education and algorithm improvement.<\/span><\/p><p style=\"text-align: left;\"><span style=\"color: rgb(32,33,36);\"><span style=\"color: rgb(0,0,0);text-decoration: none;\">All samples were processed in the Munich Leukemia Laboratory (MLL), scanned using equipment developed at Fraunhofer IIS and post-processed using software developed at\u00a0Helmholtz Munich.<\/span><\/span><\/p><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-Acknowledgements\"><span>Acknowledgements<\/span><\/h3><ul><li><span style=\"color: rgb(32,33,36);\">Christian Matek and Carsten Marr acknowledge support from the German National Research foundation (DFG) through grant SFB 1243. <\/span><\/li><li><span style=\"color: rgb(32,33,36);\">Carsten Marr has received funding from the European Research Council (ERC) under the European Union\u2019s Horizon 2020 research and innovation programme (Grant agreement number 866411).<\/span><br\/><br\/><\/li><\/ul><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=\"#10194177086d9e5799383402897f5684b27d5dc22\"><strong>Data Access<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#1019417705cfb4244105f44a68817f524de9fc7e2\"><strong>Detailed Description<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#10194177085bba8f2c1ca4052ae8c65bd1240b6a1\"><strong>Citations &amp; Data Usage Policy<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#101941770f4eb142e846b4739b18080fbe32e7088\"><strong>Versions<\/strong><\/a> <\/li><\/ul><div class=\"tabs-pane  active-pane \" id=\"10194177086d9e5799383402897f5684b27d5dc22\" active=\"true\" name=\"Data Access\" ><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-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\">License<\/th><\/tr><tr><td class=\"confluenceTd\"><span style=\"color: rgb(33,37,41);\">Tissue Slide Images (JPG, 6.8GB)<\/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:\/\/faspex.cancerimagingarchive.net\/aspera\/faspex\/external_deliveries\/236?passcode=43cdf773491be7dd516e01db360c43b1ae94276c\" class=\"external-link\" 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:\/\/pathdb.cancerimagingarchive.net\/imagesearch?f[0]=collection:bone\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><\/p><\/div><p>(Download and apply the\u00a0<a href=\"https:\/\/www.ibm.com\/aspera\/connect\/\" class=\"external-link\" rel=\"nofollow\">IBM-Aspera-Connect plugin\u00a0<\/a>to your browser to retrieve this faspex package)\u00a0<\/p><\/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><\/tbody><\/table><\/div><p>Click the Versions tab for more info about data releases.<\/p><p><span style=\"color: rgb(23,43,77);\">Please contact <a rel=\"nofollow\" href=\"mailto:help@cancerimagingarchive.net\" class=\"external-link\">help@cancerimagingarchive.net<\/a>\u00a0 with any questions regarding usage.<\/span><\/p><\/div><div class=\"tabs-pane \" id=\"1019417705cfb4244105f44a68817f524de9fc7e2\" name=\"Detailed Description\" ><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-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>Pathology<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Patients<\/p><\/td><td class=\"confluenceTd\"><p>945<\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Images<\/p><\/td><td class=\"confluenceTd\"><p>171,375<\/p><\/td><\/tr><tr><td colspan=\"1\" class=\"confluenceTd\">Images Size (GB)<\/td><td colspan=\"1\" class=\"confluenceTd\">6.8<\/td><\/tr><\/tbody><\/table><\/div><p><br\/><\/p><p><strong>Abbreviations:<\/strong><\/p><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><\/colgroup><tbody><tr><td class=\"confluenceTd\">ABE<\/td><td class=\"confluenceTd\">Abnormal eosinophil<\/td><\/tr><tr><td class=\"confluenceTd\">ART<\/td><td class=\"confluenceTd\">Artefact<\/td><\/tr><tr><td class=\"confluenceTd\">BAS<\/td><td class=\"confluenceTd\">Basophil<\/td><\/tr><tr><td class=\"confluenceTd\">BLA<\/td><td class=\"confluenceTd\">Blast<\/td><\/tr><tr><td class=\"confluenceTd\">EBO<\/td><td class=\"confluenceTd\">Erythroblast<\/td><\/tr><tr><td class=\"confluenceTd\">EOS<\/td><td class=\"confluenceTd\">Eosinophil<\/td><\/tr><tr><td class=\"confluenceTd\">FGC<\/td><td class=\"confluenceTd\">Faggott cell<\/td><\/tr><tr><td class=\"confluenceTd\">HAC<\/td><td class=\"confluenceTd\">Hairy cell<\/td><\/tr><tr><td class=\"confluenceTd\">KSC<\/td><td class=\"confluenceTd\">Smudge cell<\/td><\/tr><tr><td class=\"confluenceTd\">LYI<\/td><td class=\"confluenceTd\">Immature lymphocyte<\/td><\/tr><tr><td class=\"confluenceTd\">LYT<\/td><td class=\"confluenceTd\">Lymphocyte<\/td><\/tr><tr><td class=\"confluenceTd\">MMZ<\/td><td class=\"confluenceTd\">Metamyelocyte<\/td><\/tr><tr><td class=\"confluenceTd\">MON<\/td><td class=\"confluenceTd\">Monocyte<\/td><\/tr><tr><td class=\"confluenceTd\">MYB<\/td><td class=\"confluenceTd\">Myelocyte<\/td><\/tr><tr><td class=\"confluenceTd\">NGB<\/td><td class=\"confluenceTd\">Band neutrophil<\/td><\/tr><tr><td class=\"confluenceTd\">NGS<\/td><td class=\"confluenceTd\">Segmented neutrophil<\/td><\/tr><tr><td class=\"confluenceTd\">NIF<\/td><td class=\"confluenceTd\">Not identifiable<\/td><\/tr><tr><td class=\"confluenceTd\">OTH<\/td><td class=\"confluenceTd\">Other cell<\/td><\/tr><tr><td class=\"confluenceTd\">PEB<\/td><td class=\"confluenceTd\">Proerythroblast<\/td><\/tr><tr><td class=\"confluenceTd\">PLM<\/td><td class=\"confluenceTd\">Plasma cell<\/td><\/tr><tr><td class=\"confluenceTd\">PMO<\/td><td class=\"confluenceTd\">Promyelocyte<\/td><\/tr><\/tbody><\/table><\/div><\/div><div class=\"tabs-pane \" id=\"10194177085bba8f2c1ca4052ae8c65bd1240b6a1\" name=\"Citations BITVOODOO_ANDamp; Data Usage Policy\" ><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-Citations&amp;DataUsagePolicy\">Citations &amp; Data Usage Policy<\/h3><p><span>\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><\/span><\/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(52,73,94);\">Matek, C., Krappe, S., M\u00fcnzenmayer, C., Haferlach, T., &amp; Marr, C. (2021).<span>\u00a0<\/span><\/span><em>An Expert-Annotated Dataset of Bone Marrow Cytology in Hematologic Malignancies<\/em><span style=\"color: rgb(52,73,94);\"><span>\u00a0<\/span>[Data set]. The Cancer Imaging Archive. <a href=\"https:\/\/doi.org\/10.7937\/TCIA.AXH3-T579\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.7937\/TCIA.AXH3-T579<\/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(0,0,0);text-decoration: none;\">Matek, C., Krappe, S., M\u00fcnzenmayer, C., Haferlach, T., and Marr, C. (2021). Highly accurate differentiation of bone marrow cell morphologies using deep neural networks on a large image dataset. <a href=\"https:\/\/doi.org\/10.1182\/blood.2020010568\" style=\"text-decoration: none;\" title=\"Persistent link using digital object identifier\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.1182\/blood.2020010568<\/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>Clark K, Vendt B, Smith K, Freymann J, Kirby J, Koppel P, Moore S, Phillips S, Maffitt D, Pringle M, Tarbox L, Prior F.\u00a0<strong>The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository<\/strong>, Journal of Digital Imaging, Volume 26, Number 6, December, 2013, pp 1045-1057. DOI: <a href=\"https:\/\/doi.org\/10.1007\/s10278-013-9622-7\" class=\"external-link\" rel=\"nofollow\">10.1007\/s10278-013-9622-7<\/a><\/p><\/div><\/div><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-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=\"101941770f4eb142e846b4739b18080fbe32e7088\" name=\"Versions\" ><h3 id=\"AnExpertAnnotatedDatasetofBoneMarrowCytologyinHematologicMalignancies(BoneMarrowCytomorphology_MLL_Helmholtz_Fraunhofer)-Version1(Current):Updated2021\/11\/12\">Version 1 (Current): Updated 2021\/11\/12<\/h3><div class=\"table-wrap\"><table class=\"wrapped fixed-width confluenceTable\" style=\"width: 57.6931%;\"><colgroup><col style=\"width: 35.7795%;\"\/><col style=\"width: 64.1831%;\"\/><\/colgroup><tbody><tr><th class=\"confluenceTh\"><span>Data Type<\/span><\/th><th class=\"confluenceTh\"><span>Download all or Query\/Filter<\/span><\/th><\/tr><tr><td class=\"confluenceTd\"><span>Tissue Slide Images (JPG, 6.8GB)<\/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:\/\/faspex.cancerimagingarchive.net\/aspera\/faspex\/external_deliveries\/236?passcode=43cdf773491be7dd516e01db360c43b1ae94276c\" class=\"external-link\" 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:\/\/pathdb.cancerimagingarchive.net\/imagesearch?f[0]=collection:bone\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><p><br\/><\/p><p><br\/><\/p>","versions":false,"additional_resources":"","cancer_locations":["Marrow"],"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":"An Expert-Annotated Dataset of Bone Marrow Cytology in Hematologic Malignancies","detailed_description":"<br\/>\n<strong>Abbreviations:<\/strong>\n<table><colgroup><col\/><col\/><\/colgroup><tbody><tr><td>ABE<\/td><td>Abnormal eosinophil<\/td><\/tr><tr><td>ART<\/td><td>Artefact<\/td><\/tr><tr><td>BAS<\/td><td>Basophil<\/td><\/tr><tr><td>BLA<\/td><td>Blast<\/td><\/tr><tr><td>EBO<\/td><td>Erythroblast<\/td><\/tr><tr><td>EOS<\/td><td>Eosinophil<\/td><\/tr><tr><td>FGC<\/td><td>Faggott cell<\/td><\/tr><tr><td>HAC<\/td><td>Hairy cell<\/td><\/tr><tr><td>KSC<\/td><td>Smudge cell<\/td><\/tr><tr><td>LYI<\/td><td>Immature lymphocyte<\/td><\/tr><tr><td>LYT<\/td><td>Lymphocyte<\/td><\/tr><tr><td>MMZ<\/td><td>Metamyelocyte<\/td><\/tr><tr><td>MON<\/td><td>Monocyte<\/td><\/tr><tr><td>MYB<\/td><td>Myelocyte<\/td><\/tr><tr><td>NGB<\/td><td>Band neutrophil<\/td><\/tr><tr><td>NGS<\/td><td>Segmented neutrophil<\/td><\/tr><tr><td>NIF<\/td><td>Not identifiable<\/td><\/tr><tr><td>OTH<\/td><td>Other cell<\/td><\/tr><tr><td>PEB<\/td><td>Proerythroblast<\/td><\/tr><tr><td>PLM<\/td><td>Plasma cell<\/td><\/tr><tr><td>PMO<\/td><td>Promyelocyte<\/td><\/tr><\/tbody><\/table>","related_analysis_results":false,"subjects":"945","collection_short_title":"Bone-Marrow-Cytomorphology_MLL_Helmholtz_Fraunhofer","data_types":["Pathology"],"date_updated":"2023-09-13","collection_browse_title":"","supporting_data":false,"collection_featured_image":false,"collection_summary":"The dataset contains a collection of over 170,000 de-identified, expert-annotated cells from the bone marrow smears of 945 patients stained using the May-Gr\u00fcnwald-Giemsa\/Pappenheim stain. The diagnosis distribution in the cohort included a variety of hematological diseases reflective of the sample entry of a large laboratory specialized in leukemia diagnostics. Image acquisition was performed using a brightfield microscope with 40x magnification and oil immersion.<p>Large datasets with a high quality of both data acquisition and annotation are key prerequisites to develop data-driven, computational methods in diagnostic medicine. In the case of bone marrow morphology, a key diagnostic method for a broad range of hematologic diseases, only few datasets are publicly available so far, which are orders of magnitude smaller than the one presented here. Inclusion of our dataset into TCIA provides both medical researchers and bioinformaticians with a public resource for education and algorithm improvement.<\/p><p>All samples were processed in the Munich Leukemia Laboratory (MLL), scanned using equipment developed at Fraunhofer IIS and post-processed using software developed at\u00a0Helmholtz Munich.<\/p>","collection_acknowledgements":"<ul><li>Christian Matek and Carsten Marr acknowledge support from the German National Research foundation (DFG) through grant SFB 1243. <\/li><li>Carsten Marr has received funding from the European Research Council (ERC) under the European Union\u2019s Horizon 2020 research and innovation programme (Grant agreement number 866411).<br\/><br\/><\/li><\/ul>","collection_funding":"","hide_from_browse_table":[],"_links":{"self":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections\/5531"}],"collection":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections"}],"about":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/types\/tcia_collection"}],"wp:attachment":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media?parent=5531"}],"wp:term":[{"taxonomy":"tcia_citation_tax","embeddable":true,"href":"https:\/\/cm.vastapps.dev\/api\/v1\/citation-tax?post=5531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}