{"id":3469,"date":"2023-08-31T11:12:59","date_gmt":"2023-08-31T11:12:59","guid":{"rendered":"https:\/\/neuraldesigner.com\/learning\/breast-cancer-mortality-simulator\/"},"modified":"2025-08-26T11:04:59","modified_gmt":"2025-08-26T09:04:59","slug":"breast-cancer-mortality-simulator","status":"publish","type":"learning","link":"https:\/\/www.neuraldesigner.com\/learning\/examples\/breast-cancer-mortality-simulator\/","title":{"rendered":"Breast cancer mortality prediction machine learning simulator"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3469\" class=\"elementor elementor-3469\" data-elementor-post-type=\"learning\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-65855c8b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65855c8b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-34fa5da\" data-id=\"34fa5da\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5af516eb elementor-widget elementor-widget-text-editor\" data-id=\"5af516eb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<p><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">We have created a machine learning model to evaluate the mortality in breast cancer patients.<\/span><\/p>\n<section>\n<p>This model uses clinical, expresion and mutational data from almost two thousands of breast cancer patients, as described in <a href=\"https:\/\/www.neuraldesigner.com\/learning\/examples\/breast-cancer-mortality\">Breast cancer mortality prediction using machine learning<\/a>.<\/p>\n<p><\/p>\n<h2>Patient&#8217;s data:<\/h2>\n<p><!-- <\/p>\n<div style=\"overflow-x: auto;\">\n<p> --><\/p>\n<div style=\"display: block; text-align: center;\" align=\"center\">\n<form style=\"display: inline-block; margin-left: auto; margin-right: auto; text-align: left;\">\n<table class=\"form\" border=\"1px\">\n<tbody>\n<tr>\n<td>Chemotherapy:<\/td>\n<td style=\"text-align: center;\"><select id=\"chemotherapy\" class=\"minimalwhite\" name=\"chemotherapy\"><option value=\"1\">Yes<\/option><option value=\"0\">No<\/option><\/select><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>Hormone therapy:<\/td>\n<td style=\"text-align: center;\"><select id=\"hormone\" class=\"minimalwhite\" name=\"hormone\"><option value=\"1\">Yes<\/option><option value=\"0\">No<\/option><\/select><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ER status measured by IHC:<\/td>\n<td style=\"text-align: center;\"><select id=\"er\" class=\"minimalwhite\" name=\"er\"><option value=\"0\">Yes<\/option><option value=\"1\">No<\/option><\/select><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>Neoplasm histologic grade:<\/td>\n<td style=\"text-align: center;\"><input id=\"neoplasm\" max=\"3\" min=\"1\" step=\"0.1\" type=\"range\" value=\"1\"><br><input id=\"neoplasm_text\" class=\"tabla\" max=\"3\" min=\"1\" step=\"1\" type=\"number\" value=\"1\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HER status measured by SNP6:<\/td>\n<td style=\"text-align: center;\"><select id=\"her\" class=\"minimalwhite\" name=\"her\"><option value=\"0\">Neutral<\/option><option value=\"1\">Loss<\/option><option value=\"2\">Gain<\/option><option value=\"3\">Undefinded<\/option><\/select><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>Lymph nodes examined positive:<\/td>\n<td style=\"text-align: center;\"><input id=\"lymph\" max=\"45\" min=\"0\" step=\"1\" type=\"range\" value=\"13\"><br><input id=\"lymph_text\" class=\"tabla\" max=\"45\" min=\"0\" step=\"1\" type=\"number\" value=\"13\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>Tumor size:<\/td>\n<td style=\"text-align: center;\"><input id=\"tsize\" max=\"182\" min=\"1\" step=\"1\" type=\"range\" value=\"12\"><br><input id=\"tsize_text\" class=\"tabla\" max=\"182\" min=\"1\" step=\"1\" type=\"number\" value=\"12\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>Tumor stage:<\/td>\n<td style=\"text-align: center;\"><input id=\"tstage\" max=\"4\" min=\"0\" step=\"1\" type=\"range\" value=\"0\"><br><input id=\"tstage_text\" class=\"tabla\" max=\"4\" min=\"0\" step=\"1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>BARD1 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"bard1\" max=\"34\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"bard1_text\" class=\"tabla\" max=\"34\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MLH1 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"mlh1\" max=\"33\" min=\"-65\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"mlh1_text\" class=\"tabla\" max=\"33\" min=\"-65\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MSH6 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"msh6\" max=\"54\" min=\"-41\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"msh6_text\" class=\"tabla\" max=\"54\" min=\"-41\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CCNE1 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"ccne1\" max=\"57\" min=\"-16\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"ccne1_text\" class=\"tabla\" max=\"57\" min=\"-16\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CDK2 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"cdk2\" max=\"56\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cdk2_text\" class=\"tabla\" max=\"56\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CDC25A expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"cdc25a\" max=\"45\" min=\"-20\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cdc25a_text\" class=\"tabla\" max=\"45\" min=\"-20\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CCND1 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"ccnd1\" max=\"24\" min=\"-41\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"ccnd1_text\" class=\"tabla\" max=\"24\" min=\"-41\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CDK6 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"cdk6\" max=\"74\" min=\"-23\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cdk6_text\" class=\"tabla\" max=\"74\" min=\"-23\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>E2F4 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"e2f4\" max=\"40\" min=\"-28\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"e2f4_text\" class=\"tabla\" max=\"40\" min=\"-28\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>E2F5 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"e2f5\" max=\"52\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"e2f5_text\" class=\"tabla\" max=\"52\" min=\"-29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SRC expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"src\" max=\"40\" min=\"-33\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"src_text\" class=\"tabla\" max=\"40\" min=\"-33\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>STAT1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"stat1\" max=\"28\" min=\"-27\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"stat1_text\" class=\"tabla\" max=\"28\" min=\"-27\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>STAT5B expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"stat5b\" max=\"43\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"stat5b_text\" class=\"tabla\" max=\"43\" min=\"29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ADAM17 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"adam17\" max=\"70\" min=\"-34\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"adam17_text\" class=\"tabla\" max=\"70\" min=\"-34\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CIR1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"cir1\" max=\"66\" min=\"-43\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cir1_text\" class=\"tabla\" max=\"66\" min=\"-43\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>DLL3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"dll3\" max=\"90\" min=\"-13\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"dll3_text\" class=\"tabla\" max=\"90\" min=\"-13\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>DTX3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"dtx3\" max=\"105\" min=\"-32\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"dtx3_text\" class=\"tabla\" max=\"105\" min=\"-32\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>KDM5A expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"kdm5a\" max=\"57\" min=\"-44\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"kdm5a_text\" class=\"tabla\" max=\"57\" min=\"-44\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NOTCH1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"notch1\" max=\"51\" min=\"-33\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"notch1_text\" class=\"tabla\" max=\"51\" min=\"-33\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>PSEN2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"psen2\" max=\"38\" min=\"-35\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"psen2_text\" class=\"tabla\" max=\"38\" min=\"-35\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HEY2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"hey2\" max=\"54\" min=\"-20\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"hey2_text\" class=\"tabla\" max=\"54\" min=\"-20\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>AURKA expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"aurka\" max=\"49\" min=\"-23\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"aurka_text\" class=\"tabla\" max=\"49\" min=\"-23\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>BMPR1B expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"bmpr1b\" max=\"27\" min=\"-12\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"bmpr1b_text\" class=\"tabla\" max=\"27\" min=\"-12\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>BRAF expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"braf\" max=\"56\" min=\"-26\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"braf_text\" class=\"tabla\" max=\"1\" min=\"0\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CASP10 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"casp10\" max=\"45\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"casp10_text\" class=\"tabla\" max=\"45\" min=\"-29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CASP3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"casp3\" max=\"60\" min=\"-37\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"casp3_text\" class=\"tabla\" max=\"60\" min=\"-37\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CHEK1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"chek1\" max=\"40\" min=\"-20\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"chek1_text\" class=\"tabla\" max=\"40\" min=\"-20\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>DLEC1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"dlec1\" max=\"75\" min=\"-19\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"dlec1_text\" class=\"tabla\" max=\"75\" min=\"-19\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>EIF4EBP1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"eif4ebp1\" max=\"74\" min=\"-18\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"eif4ebp1_text\" class=\"tabla\" max=\"74\" min=\"-18\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ERBB2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"erbb2\" max=\"29\" min=\"-33\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"erbb2_text\" class=\"tabla\" max=\"29\" min=\"-33\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ERBB3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"erbb3\" max=\"23\" min=\"-51\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"erbb3_text\" class=\"tabla\" max=\"23\" min=\"-51\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>GSK3B expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"gsk3b\" max=\"35\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"gsk3b_text\" class=\"tabla\" max=\"35\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HIF1A expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"hif1a\" max=\"37\" min=\"-23\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"hif1a_text\" class=\"tabla\" max=\"37\" min=\"-23\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>IGF1R expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"igf1r\" max=\"50\" min=\"-24\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"igf1r_text\" class=\"tabla\" max=\"50\" min=\"-24\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>KRAS expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"kras\" max=\"112\" min=\"-32\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"kras_text\" class=\"tabla\" max=\"112\" min=\"-32\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAP2K4 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"map2k4\" max=\"48\" min=\"-31\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"map2k4_text\" class=\"tabla\" max=\"48\" min=\"-31\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAP3K1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"map3k1\" max=\"30\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"map3k1_text\" class=\"tabla\" max=\"30\" min=\"-29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAP3K4 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"map3k4\" max=\"35\" min=\"-39\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"map3k4_text\" class=\"tabla\" max=\"35\" min=\"-39\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAP3K5 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"map3k5\" max=\"50\" min=\"-28\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"map3k5_text\" class=\"tabla\" max=\"50\" min=\"-28\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MMP12 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"mmp12\" max=\"60\" min=\"-11\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"mmp12_text\" class=\"tabla\" max=\"60\" min=\"-11\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MMP7 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"mmp7\" max=\"31\" min=\"-22\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"mmp7_text\" class=\"tabla\" max=\"31\" min=\"-22\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MMP9 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"mmp9\" max=\"37\" min=\"-26\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"mmp9_text\" class=\"tabla\" max=\"37\" min=\"-26\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NFKB1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nfkb1\" max=\"38\" min=\"-46\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nfkb1_text\" class=\"tabla\" max=\"38\" min=\"-46\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>PDGFB expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"pdgfb\" max=\"44\" min=\"-27\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"pdgfb_text\" class=\"tabla\" max=\"44\" min=\"-27\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>RHEB expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"rheb\" max=\"34\" min=\"-52\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"rheb_text\" class=\"tabla\" max=\"34\" min=\"-52\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>RPS6KB2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"rps6kb2\" max=\"46\" min=\"-28\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"rps6kb2_text\" class=\"tabla\" max=\"46\" min=\"-28\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SLC19A1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"slc19a1\" max=\"50\" min=\"-27\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"slc19a1_text\" class=\"tabla\" max=\"50\" min=\"-27\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SMAD6 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"smad6\" max=\"53\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"smad6_text\" class=\"tabla\" max=\"53\" min=\"-29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>TGFB3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"tgfb3\" max=\"24\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"tgfb3_text\" class=\"tabla\" max=\"24\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>GATA3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"gata3\" max=\"22\" min=\"-28\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"gata3_text\" class=\"tabla\" max=\"22\" min=\"-28\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>RUNX1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"runx1\" max=\"37\" min=\"-44\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"runx1_text\" class=\"tabla\" max=\"37\" min=\"-44\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>TBX3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"tbx3\" max=\"47\" min=\"-22\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"tbx3_text\" class=\"tabla\" max=\"47\" min=\"-22\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ABCC10 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"abcc10\" max=\"42\" min=\"-28\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"abcc10_text\" class=\"tabla\" max=\"42\" min=\"-28\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAP2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"map2\" max=\"69\" min=\"-18\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"map2_text\" class=\"tabla\" max=\"69\" min=\"-18\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>MAPT expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"mapt\" max=\"23\" min=\"-20\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"mapt_text\" class=\"tabla\" max=\"23\" min=\"-20\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>TUBB4B expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"tubb4b\" max=\"53\" min=\"-37\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"tubb4b_text\" class=\"tabla\" max=\"53\" min=\"-37\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>AHNAK expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"ahnak\" max=\"30\" min=\"-52\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"ahnak_text\" class=\"tabla\" max=\"30\" min=\"-52\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>ARID2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"arid2\" max=\"39\" min=\"-36\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"arid2_text\" class=\"tabla\" max=\"39\" min=\"-36\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CHD1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"chd1\" max=\"45\" min=\"-29\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"chd1_text\" class=\"tabla\" max=\"45\" min=\"-29\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>FANCD2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"fancd2\" max=\"46\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"fancd2_text\" class=\"tabla\" max=\"46\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>FLT3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"flt3\" max=\"66\" min=\"-18\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"flt3_text\" class=\"tabla\" max=\"66\" min=\"-18\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>LAMA2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"lama2\" max=\"37\" min=\"-23\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"lama2_text\" class=\"tabla\" max=\"37\" min=\"-23\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NACOA3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nacoa3\" max=\"46\" min=\"-25\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nacoa3_text\" class=\"tabla\" max=\"46\" min=\"-25\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NEK1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nek1\" max=\"38\" min=\"-36\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nek1_text\" class=\"tabla\" max=\"38\" min=\"-36\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NR3C1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nr3c1\" max=\"61\" min=\"-25\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nr3c1_text\" class=\"tabla\" max=\"61\" min=\"-25\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NRAS expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nras\" max=\"57\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nras_text\" class=\"tabla\" max=\"57\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>PRKCQ expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"prkcq\" max=\"39\" min=\"-32\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"prkcq_text\" class=\"tabla\" max=\"39\" min=\"-32\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>RPGR expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"rpgr\" max=\"51\" min=\"-30\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"rpgr_text\" class=\"tabla\" max=\"51\" min=\"-30\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SIAH1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"siah1\" max=\"56\" min=\"-37\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"siah1_text\" class=\"tabla\" max=\"56\" min=\"-37\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>AR expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"ar\" max=\"42\" min=\"-23\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"ar_text\" class=\"tabla\" max=\"42\" min=\"-23\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CDK8 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"cdk8\" max=\"40\" min=\"-27\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cdk8_text\" class=\"tabla\" max=\"40\" min=\"-27\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>CYP21A2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"cyp21a2\" max=\"43\" min=\"-17\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"cyp21a2_text\" class=\"tabla\" max=\"43\" min=\"-17\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HES6 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"hes6\" max=\"50\" min=\"-22\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"hes6_text\" class=\"tabla\" max=\"50\" min=\"-22\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HSD17B2 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"hsd17b2\" max=\"59\" min=\"-13\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"hsd17b2_text\" class=\"tabla\" max=\"59\" min=\"-13\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>HSD17B8 expression:<\/td>\n<td style=\"text-align: center;\"><input id=\"hsd17b8\" max=\"35\" min=\"-32\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"hsd17b8_text\" class=\"tabla\" max=\"35\" min=\"-32\" step=\"0.1\" type=\"number\" value=\"0\"><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>NRIP1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"nrip1\" max=\"32\" min=\"-35\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"nrip1_text\" class=\"tabla\" max=\"32\" min=\"-35\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SERPINI1 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"serpini1\" max=\"53\" min=\"-16\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"serpini1\" class=\"tabla\" max=\"53\" min=\"-16\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>SRD5A3 expression:<\/td>\n<td style=\"text-align: center;\">\n<p><input id=\"srd5a3\" max=\"58\" min=\"-27\" step=\"0.1\" type=\"range\" value=\"0\"><br><input id=\"srd5a3_text\" class=\"tabla\" max=\"58\" min=\"-27\" step=\"0.1\" type=\"number\" value=\"0\"><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td>TP53 mutated:<\/td>\n<td style=\"text-align: center;\"><select id=\"tp53\" class=\"minimalwhite\" name=\"tp53\"><option value=\"1\">Yes<\/option><option value=\"0\">No<\/option><\/select><\/td>\n<\/tr>\n<tr style=\"height: 3.5em;\">\n<td><b>Overall mortality:<\/b><\/td>\n<td style=\"text-align: right;\"><output id=\"mortality\" name=\"mortality\"><b>6.74%<\/b><\/output><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/form>\n<\/div>\n<p><script>\n            function neuralNetwork() {\n                var chemotherapy = document.getElementById(\"chemotherapy\").value;\n                var hormone_therapy = document.getElementById(\"hormone\").value;\n                var er_status_measured_by_ihc = document.getElementById(\"er\").value;\n                var neoplasm_histologic_grade = document.getElementById(\"neoplasm\").value;\n                var HER_status_measured_by_snp6 = document.getElementById(\"her\").value;\n                var neutral;\n                var loss;\n                var gain;\n                var undef;\n                if (HER_status_measured_by_snp6 == 0) {\n                    neutral = 1;\n                    loss = 0;\n                    gain = 0;\n                    undef = 0;\n                } else if (HER_status_measured_by_snp6 == 1) {\n                    neutral = 0;\n                    loss = 1;\n                    gain = 0;\n                    undef = 0;\n                } else if (HER_status_measured_by_snp6 == 2) {\n                    neutral = 0;\n                    loss = 0;\n                    gain = 1;\n                    undef = 0;\n                } else if (HER_status_measured_by_snp6 == 2) {\n                    neutral = 0;\n                    loss = 0;\n                    gain = 0;\n                    undef = 1;\n                }\n\n                var lymph_nodes_examined_positive = document.getElementById(\"lymph\").value;\n                var tumor_size = +document.getElementById(\"tsize\").value;\n                var tumor_stage = +document.getElementById(\"tstage\").value;\n                var BARD1 = +document.getElementById(\"bard1\").value;\n                var MLH1 = +document.getElementById(\"mlh1\").value;\n                var MSH6 = +document.getElementById(\"msh6\").value;\n                var CCNE1 = +document.getElementById(\"ccne1\").value;\n                var CDK2 = +document.getElementById(\"cdk2\").value;\n                var CDC25A = +document.getElementById(\"cdc25a\").value;\n                var CCND1 = +document.getElementById(\"ccnd1\").value;\n                var CDK6 = +document.getElementById(\"cdk6\").value;\n                var E2F4 = +document.getElementById(\"e2f4\").value;\n                var E2F5 = +document.getElementById(\"e2f5\").value;\n                var SRC = +document.getElementById(\"src\").value;\n                var STAT1 = +document.getElementById(\"stat1\").value;\n                var STAT5B = +document.getElementById(\"stat5b\").value;\n                var ADAM17 = +document.getElementById(\"adam17\").value;\n                var CIR1 = +document.getElementById(\"cir1\").value;\n                var DLL3 = +document.getElementById(\"dll3\").value;\n                var DTX3 = +document.getElementById(\"dtx3\").value;\n                var KDM5A = +document.getElementById(\"kdm5a\").value;\n                var NOTCH1 = +document.getElementById(\"notch1\").value;\n                var PSEN2 = +document.getElementById(\"psen2\").value;\n                var HEY2 = +document.getElementById(\"hey2\").value;\n                var AURKA = +document.getElementById(\"aurka\").value;\n                var BMPR1B = +document.getElementById(\"bmpr1b\").value;\n                var BRAF = +document.getElementById(\"braf\").value;\n                var CASP10 = +document.getElementById(\"casp10\").value;\n                var CASP3 = +document.getElementById(\"casp3\").value;\n                var CHEK1 = +document.getElementById(\"chek1\").value;\n                var DLEC1 = +document.getElementById(\"dlec1\").value;\n                var EIF4EBP1 = +document.getElementById(\"eif4ebp1\").value;\n                var ERBB2 = +document.getElementById(\"erbb2\").value;\n                var ERBB3 = +document.getElementById(\"erbb3\").value;\n                var GSK3B = +document.getElementById(\"gsk3b\").value;\n                var HIF1A = +document.getElementById(\"hif1a\").value;\n                var IGF1R = +document.getElementById(\"igf1r\").value;\n                var KRAS = +document.getElementById(\"kras\").value;\n                var MAP2K4 = +document.getElementById(\"map2k4\").value;\n                var MAP3K1 = +document.getElementById(\"map3k1\").value;\n                var MAP3K4 = +document.getElementById(\"map3k4\").value;\n                var MAP3K5 = +document.getElementById(\"map3k5\").value;\n                var MMP12 = +document.getElementById(\"mmp12\").value;\n                var MMP7 = +document.getElementById(\"mmp7\").value;\n                var MMP9 = +document.getElementById(\"mmp9\").value;\n                var NFKB1 = +document.getElementById(\"nfkb1\").value;\n                var PDGFB = +document.getElementById(\"pdgfb\").value;\n                var RHEB = +document.getElementById(\"rheb\").value;\n                var RPS6KB2 = +document.getElementById(\"rps6kb2\").value;\n                var SLC19A1 = +document.getElementById(\"slc19a1\").value;\n                var SMAD6 = +document.getElementById(\"smad6\").value;\n                var TGFB3 = +document.getElementById(\"tgfb3\").value;\n                var GATA3 = +document.getElementById(\"gata3\").value;\n                var RUNX1 = +document.getElementById(\"runx1\").value;\n                var TBX3 = +document.getElementById(\"tbx3\").value;\n                var ABCC10 = +document.getElementById(\"abcc10\").value;\n                var MAP2 = +document.getElementById(\"map2\").value;\n                var MAPT = +document.getElementById(\"mapt\").value;\n                var TUBB4B = +document.getElementById(\"tubb4b\").value;\n                var AHNAK = +document.getElementById(\"ahnak\").value;\n                var ARID2 = +document.getElementById(\"arid2\").value;\n                var CHD1 = +document.getElementById(\"chd1\").value;\n                var FANCD2 = +document.getElementById(\"fancd2\").value;\n                var FLT3 = +document.getElementById(\"flt3\").value;\n                var LAMA2 = +document.getElementById(\"lama2\").value;\n                var NACOA3 = +document.getElementById(\"nacoa3\").value;\n                var NEK1 = +document.getElementById(\"nek1\").value;\n                var NR3C1 = +document.getElementById(\"nr3c1\").value;\n                var NRAS = +document.getElementById(\"nras\").value;\n                var PRKCQ = +document.getElementById(\"prkcq\").value;\n                var RPGR = +document.getElementById(\"rpgr\").value;\n                var SIAH1 = +document.getElementById(\"siah1\").value;\n                var AR = +document.getElementById(\"ar\").value; \/\/AQUI\n                var CDK8 = +document.getElementById(\"cdk8\").value;\n                var CYP21A2 = +document.getElementById(\"cyp21a2\").value;\n                var HES6 = +document.getElementById(\"hes6\").value;\n                var HSD17B2 = +document.getElementById(\"hsd17b2\").value;\n                var HSD17B8 = +document.getElementById(\"hsd17b8\").value;\n                var NRIP1 = +document.getElementById(\"nrip1\").value;\n                var SERPINI1 = +document.getElementById(\"serpini1\").value;\n                var SRD5A3 = +document.getElementById(\"srd5a3\").value;\n                var TP53_mut = +document.getElementById(\"tp53\").value;\n\n                var scaled_chemotherapy = chemotherapy * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_hormone_therapy = hormone_therapy * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_er_status_measured_by_ihc = er_status_measured_by_ihc * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_neoplasm_histologic_grade = (neoplasm_histologic_grade - 2.417749882) \/ 0.6367080212;\n                var scaled_neutral = neutral * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_loss = loss * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_gain = gain * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_undef = undef * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n                var scaled_lymph_nodes_examined_positive = (lymph_nodes_examined_positive - 1.960680008) \/ 3.98029995;\n                var scaled_tumor_size = (tumor_size - 26.05489922) \/ 15.09500027;\n                var scaled_tumor_stage = (tumor_stage - 1.741140008) \/ 0.5439749956;\n                var scaled_bard1 = (BARD1 - 0.229222998) \/ 8.482979774;\n                var scaled_mlh1 = (MLH1 + 0.5414069891) \/ 8.592260361;\n                var scaled_msh6 = (MSH6 - 0.4801209867) \/ 8.511969566;\n                var scaled_ccne1 = (CCNE1 - 1.780619979) \/ 8.274580002;\n                var scaled_cdk2 = (CDK2 - 0.3185670078) \/ 8.434269905;\n                var scaled_cdc25a = (CDC25A - 1.122760057) \/ 8.433389664;\n                var scaled_ccnd1 = (CCND1 + 0.1706919968) \/ 8.495989799;\n                var scaled_cdk6 = (CDK6 - 1.028929949) \/ 8.539859772;\n                var scaled_e2f4 = (E2F4 - 0.2499240041) \/ 8.446029663;\n                var scaled_e2f5 = (E2F5 - 0.5889610052) \/ 8.618439674;\n                var scaled_src = (SRC - 0.4406799972) \/ 8.487170219;\n                var scaled_stat1 = (STAT1 - 0.3746399879) \/ 8.417449951;\n                var scaled_stat5b = (STAT5B + 0.004886039998) \/ 8.499250412;\n                var scaled_adam17 = (ADAM17 - 0.2808780074) \/ 8.817000389;\n                var scaled_cir1 = (CIR1 - 0.1798630059) \/ 8.481320381;\n                var scaled_dll3 = (DLL3 - 2.095230103) \/ 8.162389755;\n                var scaled_dtx3 = (DTX3 - 0.09693419933) \/ 8.658659935;\n                var scaled_kdm5a = (KDM5A - 0.04170320183) \/ 8.584600449;\n                var scaled_notch1 = (NOTCH1 - 0.4056940079) \/ 8.542140007;\n                var scaled_psen2 = (PSEN2 - 0.05174930021) \/ 8.503979683;\n                var scaled_hey2 = (HEY2 - 1.119420052) \/ 8.443579674;\n                var scaled_aurka = (AURKA - 0.6015669703) \/ 8.473730087;\n                var scaled_bmpr1b = (BMPR1B - 2.537029982) \/ 7.147570133;\n                var scaled_braf = (BRAF - 0.7052929997) \/ 8.568659782;\n                var scaled_casp10 = (CASP10 + 0.0159920007) \/ 8.380310059;\n                var scaled_casp3 = (CASP3 - 0.2916800082) \/ 8.576270103;\n                var scaled_chek1 = (CHEK1 - 0.9011840224) \/ 8.438759804;\n                var scaled_dlec1 = (DLEC1 - 1.021890044) \/ 8.028869629;\n                var scaled_eif4ebp1 = (EIF4EBP1 - 1.375010014) \/ 8.199110031;\n                var scaled_erbb2 = (ERBB2 - 1.260319948) \/ 8.826080322;\n                var scaled_erbb3 = (ERBB3 + 0.6292200089) \/ 8.349459648;\n                var scaled_gsk3b = (GSK3B - 0.4293929935) \/ 8.670960426;\n                var scaled_hif1a = (HIF1A - 0.2152210027) \/ 8.391389847;\n                var scaled_igf1r = (IGF1R + 0.3990350068) \/ 8.577130318;\n                var scaled_kras = (KRAS - 0.4108310044) \/ 8.67304039;\n                var scaled_map2k4 = (MAP2K4 - 0.748036027) \/ 8.610389709;\n                var scaled_map3k1 = (MAP3K1 - 0.08064349741) \/ 8.591899872;\n                var scaled_map3k4 = (MAP3K4 + 0.2310950011) \/ 8.441949844;\n                var scaled_map3k5 = (MAP3K5 - 0.621776998) \/ 8.469490051;\n                var scaled_mmp12 = (MMP12 - 2.271709919) \/ 7.930309772;\n                var scaled_mmp7 = (MMP7 - 0.5178570151) \/ 8.44064045;\n                var scaled_mmp9 = (MMP9 + 0.183408007) \/ 8.503649712;\n                var scaled_nfkb1 = (NFKB1 + 0.06737440079) \/ 8.420729637;\n                var scaled_pdgfb = (PDGFB - 0.8272690177) \/ 8.535050392;\n                var scaled_rheb = (RHEB + 0.1403409988) \/ 8.75524044;\n                var scaled_rps6kb2 = (RPS6KB2 - 0.4955439866) \/ 8.456430435;\n                var scaled_slc19a1 = (SLC19A1 - 0.5984209776) \/ 8.261079788;\n                var scaled_smad6 = (SMAD6 - 0.09624779969) \/ 8.512869835;\n                var scaled_tgfb3 = (TGFB3 + 0.1925839931) \/ 8.61067009;\n                var scaled_gata3 = (GATA3 + 1.651250005) \/ 8.173270226;\n                var scaled_runx1 = (RUNX1 - 0.2606729865) \/ 8.459420204;\n                var scaled_tbx3 = (TBX3 - 0.1103060022) \/ 8.374890327;\n                var scaled_abcc10 = (ABCC10 - 0.6760720015) \/ 8.525839806;\n                var scaled_map2 = (MAP2 - 1.531759977) \/ 8.391799927;\n                var scaled_mapt = (MAPT + 0.900497973) \/ 8.5144701;\n                var scaled_tubb4b = (TUBB4B - 0.06924349815) \/ 8.584989548;\n                var scaled_ahnak = (AHNAK + 0.5138469934) \/ 8.548529625;\n                var scaled_arid2 = (ARID2 - 0.004590429831) \/ 8.589099884;\n                var scaled_chd1 = (CHD1 - 0.2260349989) \/ 8.42580986;\n                var scaled_fancd2 = (FANCD2 - 0.4411639869) \/ 8.524129868;\n                var scaled_flt3 = (FLT3 - 1.482869983) \/ 8.095809937;\n                var scaled_lama2 = (LAMA2 - 0.4525449872) \/ 8.49695015;\n                var scaled_nacoa3 = (NACOA3 - 0.4167970121) \/ 8.499380112;\n                var scaled_nek1 = (NEK1 - 0.1626999974) \/ 8.533590317;\n                var scaled_nr3c1 = (NR3C1 + 0.1318700016) \/ 8.444359779;\n                var scaled_nras = (NRAS - 0.4719530046) \/ 8.548589706;\n                var scaled_prkcq = (PRKCQ - 0.07657650113) \/ 8.548060417;\n                var scaled_rpgr = (RPGR + 0.1501130015) \/ 8.611829758;\n                var scaled_siah1 = (SIAH1 - 0.03885160014) \/ 8.571940422;\n                var scaled_ar = (AR + 0.8043000102) \/ 8.666520119;\n                var scaled_cdk8 = (CDK8 - 0.3470639884) \/ 8.561869621;\n                var scaled_cyp21a2 = (CYP21A2 - 0.7355030179) \/ 8.248609543;\n                var scaled_hes6 = (HES6 - 0.6975460052) \/ 8.417490005;\n                var scaled_hsd17b2 = (HSD17B2 - 2.470020056) \/ 7.934319973;\n                var scaled_hsd17b8 = (HSD17B8 + 0.3868130147) \/ 8.583809853;\n                var scaled_nrip1 = (NRIP1 - 0.1014230028) \/ 8.576760292;\n                var scaled_serpini1 = (SERPINI1 - 1.421460032) \/ 8.006059647;\n                var scaled_srd5a3 = (SRD5A3 - 0.4584310055) \/ 8.268830299;\n                var scaled_tp53_mut = TP53_mut * (1 + 1) \/ (1 - (0)) - 0 * (1 + 1) \/ (1 - 0) - 1;\n\n                var probabilistic_layer_combinations_0 = -0.994578 + 0.169719 * scaled_chemotherapy - 0.102114 * scaled_hormone_therapy - 0.027081 * scaled_er_status_measured_by_ihc + 0.0706069 * scaled_neoplasm_histologic_grade + 0.220035 * scaled_neutral + 0.528728 * scaled_loss + 0.214109 * scaled_gain + 1.0203 * scaled_undef + 0.306879 * scaled_lymph_nodes_examined_positive + 0.233669 * scaled_tumor_size + 0.278039 * scaled_tumor_stage + 0.125232 * scaled_bard1 - 0.0215592 * scaled_mlh1 + 0.193355 * scaled_msh6 + 0.146971 * scaled_ccne1 - 0.142463 * scaled_cdk2 - 0.0349746 * scaled_cdc25a + 0.0890444 * scaled_ccnd1 - 0.00491231 * scaled_cdk6 + 0.179044 * scaled_e2f4 + 0.0535495 * scaled_e2f5 - 0.300746 * scaled_src - 0.0390889 * scaled_stat1 - 0.127806 * scaled_stat5b + 0.108092 * scaled_adam17 - 0.160666 * scaled_cir1 + 0.0437408 * scaled_dll3 + 0.103283 * scaled_dtx3 - 0.119082 * scaled_kdm5a - 0.199069 * scaled_notch1 + 0.0230085 * scaled_psen2 + 0.0613692 * scaled_hey2 + 0.0811372 * scaled_aurka + 0.00713841 * scaled_bmpr1b - 0.114506 * scaled_braf + 0.206722 * scaled_casp10 + 0.0947801 * scaled_casp3 + 0.187272 * scaled_chek1 - 0.0852123 * scaled_dlec1 + 0.0666705 * scaled_eif4ebp1 + 0.107631 * scaled_erbb2 + 0.0125677 * scaled_erbb3 + 0.092772 * scaled_gsk3b + 0.112979 * scaled_hif1a + 0.0651637 * scaled_igf1r - 0.00769582 * scaled_kras + 0.0396564 * scaled_map2k4 + 0.0216436 * scaled_map3k1 + 0.407818 * scaled_map3k4 - 0.0899417 * scaled_map3k5 - 0.13832 * scaled_mmp12 - 0.12894 * scaled_mmp7 + 0.0104902 * scaled_mmp9 - 0.286661 * scaled_nfkb1 + 0.187826 * scaled_pdgfb - 0.0735231 * scaled_rheb + 0.104951 * scaled_rps6kb2 + 0.102162 * scaled_slc19a1 + 0.27306 * scaled_smad6 - 0.056902 * scaled_tgfb3 - 0.177689 * scaled_gata3 - 0.00270286 * scaled_runx1 + 0.023676 * scaled_tbx3 - 0.0765527 * scaled_abcc10 - 0.194937 * scaled_map2 - 0.0765514 * scaled_mapt - 0.0719315 * scaled_tubb4b + 0.258059 * scaled_ahnak - 0.133846 * scaled_arid2 + 0.00883793 * scaled_chd1 + 0.0768032 * scaled_fancd2 - 0.11919 * scaled_flt3 + 0.0778854 * scaled_lama2 + 0.056394 * scaled_nacoa3 + 0.00449616 * scaled_nek1 - 0.0817723 * scaled_nr3c1 - 0.00223693 * scaled_nras - 0.0964826 * scaled_prkcq + 0.0286699 * scaled_rpgr + 0.0676205 * scaled_siah1 - 0.0976069 * scaled_ar + 0.100766 * scaled_cdk8 - 0.0404574 * scaled_cyp21a2 - 0.158643 * scaled_hes6 + 0.0346541 * scaled_hsd17b2 - 0.162662 * scaled_hsd17b8 + 0.0676852 * scaled_nrip1 - 0.0558861 * scaled_serpini1 + 0.0512602 * scaled_srd5a3 + 0.2682 * scaled_tp53_mut;\n\n                var overall_mortality = 1.0 \/ (1.0 + Math.exp(-probabilistic_layer_combinations_0));\n\n\n                document.getElementById(\"mortality\").innerHTML = (overall_mortality * 100).toFixed(2) + \"%\";\n                document.getElementById(\"final\").innerHTML = (overall_mortality * 100).toFixed(2) + \"%\";\n\n                document.getElementById(\"mortality\").style.fontWeight = 'bold';\n\n            }\n\n            function updateTextInput1(val, id) {\n                document.getElementById(id).value = val;\n            }\n        <\/script><\/p>\n<h3>For the previous patient the mortality at 5 years is: <b><output id=\"final\" name=\"final\"><b>6.74%<\/b><\/output><\/b>.<\/h3>\n<p><!-- <\/p>\n<p>\n            The Neural Designer team has developed this tool within the <b>DIPCAN<\/b> project to develop personalized medicine using artificial intelligence.\n        <\/p>\n<p> --><\/p>\n<p>Please note that it is impossible to predict the future with certainty, and a physician must always interpret these predictions to make a diagnosis.<\/p>\n<p><\/p>\n<h2>Related posts<\/h2>\n<\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"author":13,"featured_media":12743,"template":"","categories":[29],"tags":[38],"class_list":["post-3469","learning","type-learning","status-publish","has-post-thumbnail","hentry","category-examples","tag-healthcare"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Breast cancer mortality prediction machine learning simulator<\/title>\n<meta name=\"description\" content=\"This example predicts the mortality of breast cancer patients over five years using clinical and genetic data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.neuraldesigner.com\/learning\/examples\/breast-cancer-mortality-simulator\/\" \/>\n<meta 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