{"id":4510,"date":"2025-12-31T14:54:46","date_gmt":"2025-12-31T05:54:46","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4510"},"modified":"2026-01-01T09:48:34","modified_gmt":"2026-01-01T00:48:34","slug":"complete-guide-to-creating-nomograms-implementation-of-cox-regression-models-in-r-and-applications","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/complete-guide-to-creating-nomograms-implementation-of-cox-regression-models-in-r-and-applications\/","title":{"rendered":"\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u4f5c\u6210\u65b9\u6cd5\u5b8c\u5168\u30ac\u30a4\u30c9\uff1aR\u3067\u306eCox\u56de\u5e30\u30e2\u30c7\u30eb\u5b9f\u88c5\u304b\u3089\u6d3b\u7528\u6cd5\u307e\u3067"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u300c\u7d71\u8a08\u89e3\u6790\u306e\u7d50\u679c\u3092\u3001\u3082\u3063\u3068\u76f4\u611f\u7684\u306b\u4f1d\u3048\u305f\u3044\u300d\u3068\u601d\u3063\u305f\u3053\u3068\u306f\u306a\u3044\u3060\u308d\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u8907\u96d1\u306a\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u3092\u3001\u5b9a\u898f1\u672c\u3067\u8a08\u7b97\u3067\u304d\u308b\u30b0\u30e9\u30d5\u306b\u5909\u63db\u3057\u3066\u304f\u308c\u308b\u306e\u304c<span class=\"swl-marker mark_orange\">\u300c\u30ce\u30e2\u30b0\u30e9\u30e0\uff08Nomogram\uff09\u300d<\/span>\u3067\u3042\u308b\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u57fa\u790e\u304b\u3089\u3001R\u3092\u4f7f\u3063\u305f\u5177\u4f53\u7684\u306a\u4f5c\u6210\u65b9\u6cd5\u3001\u3055\u3089\u306b\u306f\u5b9f\u7528\u7684\u306a\u8aad\u307f\u65b9\u307e\u3067\u3001\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u30ce\u30e2\u30b0\u30e9\u30e0\u3068\u306f\u4f55\u304b\uff1f<\/h2>\n\n\n\n<p>\u30ce\u30e2\u30b0\u30e9\u30e0\u3068\u306f\u3001\u7d71\u8a08\u7684\u306a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u8996\u899a\u5316\u3057\u305f\u300c\u8a08\u7b97\u56f3\u8868\u300d\u306e\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u3001Cox\u56de\u5e30\u306a\u3069\u306e\u7d50\u679c\u304b\u3089\u500b\u4eba\u306e\u30ea\u30b9\u30af\u3092\u7b97\u51fa\u3059\u308b\u306b\u306f\u8907\u96d1\u306a\u6570\u5f0f\u304c\u5fc5\u8981\u3060\u304c\u3001\u30ce\u30e2\u30b0\u30e9\u30e0\u3092\u7528\u3044\u308c\u3070\u3001\u5404\u56e0\u5b50\u306e\u30dd\u30a4\u30f3\u30c8\uff08\u70b9\u6570\uff09\u3092\u8db3\u3057\u5408\u308f\u305b\u308b\u3060\u3051\u3067\u3001\u4e88\u6e2c\u78ba\u7387\u3092\u5c0e\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u76ee\u7684\u3068\u5229\u70b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f4\u611f\u7684\u306a\u7406\u89e3<\/strong>: \u3069\u306e\u56e0\u5b50\uff08\u4f8b\uff1a\u5e74\u9f62\u3001\u816b\u760d\u30b5\u30a4\u30ba\uff09\u304c\u7d50\u679c\u306b\u3069\u308c\u304f\u3089\u3044\u5f71\u97ff\u3059\u308b\u304b\u3001\u76ee\u76db\u308a\u306e\u9577\u3055\u3067\u4e00\u76ee\u3067\u5224\u5225\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>\u73fe\u5834\u3067\u306e\u5b9f\u7528\u6027<\/strong>: \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u306a\u3044\u74b0\u5883\u3067\u3082\u3001\u30b0\u30e9\u30d5\u4e0a\u306e\u70b9\u6570\u3092\u5408\u8a08\u3059\u308b\u3060\u3051\u3067\u4e88\u6e2c\u5024\u3092\u7b97\u51fa\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>\u610f\u601d\u6c7a\u5b9a\u306e\u652f\u63f4<\/strong>: \u533b\u5e2b\u3084\u60a3\u8005\u3001\u3042\u308b\u3044\u306f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u5bfe\u3057\u3001\u300c\u3053\u306e\u56e0\u5b50\u306e\u5f71\u97ff\u3067\u30ea\u30b9\u30af\u304c\u3053\u308c\u3060\u3051\u5909\u52d5\u3059\u308b\u300d\u3068\u8996\u899a\u7684\u306b\u8aac\u660e\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-255375389\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\">R\u306b\u3088\u308b\u30ce\u30e2\u30b0\u30e9\u30e0\u4f5c\u6210\uff1aCox\u56de\u5e30\u30e2\u30c7\u30eb\u7de8<\/h2>\n\n\n\n<p>R\u306e<code>rms<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u3001\u751f\u5b58\u6642\u9593\u89e3\u6790\u3067\u6a19\u6e96\u7684\u306a\u300cCox\u56de\u5e30\u30e2\u30c7\u30eb\u300d\u304b\u3089\u30ce\u30e2\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806\u3092\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71\uff1a\u6e96\u5099<\/h3>\n\n\n\n<p>\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u307f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3057\u3066<code>cancer<\/code>\uff08\u80ba\u304c\u3093\u30c7\u30fc\u30bf\uff09\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u672a\u5c0e\u5165\u306e\u5834\u5408\u306e\u307f\u5b9f\u884c\uff09\n# install.packages(\"rms\")\n# install.packages(\"survival\")\n\nlibrary(rms)\nlibrary(survival)\n\n# \u30c7\u30fc\u30bf\u306e\u6e96\u5099\uff08cancer\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\uff09\ndata(cancer)\ndf &lt;- cancer\n\n# \u6027\u5225\u3092\u56e0\u5b50\u578b\u306b\u5909\u63db\uff081:\u7537\u6027, 2:\u5973\u6027\uff09\ndf$sex &lt;- factor(df$sex, levels=c(1,2), labels=c(\"Male\", \"Female\"))\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72\uff1a\u30c7\u30fc\u30bf\u5206\u5e03\u306e\u8a2d\u5b9a<\/h3>\n\n\n\n<p><code>rms<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u30ce\u30e2\u30b0\u30e9\u30e0\u3092\u63cf\u753b\u3059\u308b\u969b\u306f\u3001\u4e8b\u524d\u306b\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u60c5\u5831\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30c7\u30fc\u30bf\u5206\u5e03\u306e\u5b9a\u7fa9\ndd &lt;- datadist(df)\noptions(datadist = \"dd\")\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73\uff1a\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u63cf\u753b<\/h3>\n\n\n\n<p>Cox\u56de\u5e30\u30e2\u30c7\u30eb\uff08<code>cph<\/code>\u95a2\u6570\uff09\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092\u30ce\u30e2\u30b0\u30e9\u30e0\u306b\u5909\u63db\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Cox\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\n# \u751f\u5b58\u671f\u9593(time)\u3068\u30a4\u30d9\u30f3\u30c8(status)\u3092\u3001\u5e74\u9f62\u30fb\u6027\u5225\u30fb\u5168\u8eab\u72b6\u614b(ph.ecog)\u3067\u4e88\u6e2c\nfit &lt;- cph(Surv(time, status) ~ age + sex + ph.ecog, \n           data = df, x=TRUE, y=TRUE, surv=TRUE)\n\n# \u751f\u5b58\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\u306e\u8a2d\u5b9a\uff08\u4f8b\uff1a\u534a\u5e74\uff1d180\u65e5\u30011\u5e74\uff1d365\u65e5\uff09\nsurv &lt;- Survival(fit)\nsurv180 &lt;- function(x) surv(180, x)\nsurv365 &lt;- function(x) surv(365, x)\n\n# \u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u63cf\u753b\nnom &lt;- nomogram(fit, \n                fun = list(surv180, surv365), \n                funlabel = c(\"180-day Survival\", \"365-day Survival\"))\n\nplot(nom)\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"963\" height=\"709\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-9.png\" alt=\"\" class=\"wp-image-4511\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-9.png 963w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-9-300x221.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-9-768x565.png 768w\" sizes=\"(max-width: 963px) 100vw, 963px\" \/><figcaption class=\"wp-element-caption\">\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u4f8b<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u4f5c\u6210\u3057\u305f\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u8aad\u307f\u65b9\uff1a\u5b9f\u8df5\u30ac\u30a4\u30c9<\/h2>\n\n\n\n<p>\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u8aad\u307f\u65b9\u306e\u30eb\u30fc\u30eb\u306f\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308b\u3002\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u9032\u3081\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \u5404\u56e0\u5b50\u304b\u3089\u300cPoints\u300d\u3092\u5272\u308a\u51fa\u3059<\/h3>\n\n\n\n<p>\u4e00\u756a\u4e0a\u306b\u3042\u308b<strong>Points<\/strong>\u3068\u3044\u3046\u6570\u76f4\u7dda\uff080\u301c100\u70b9\uff09\u3092\u57fa\u6e96\u306b\u3059\u308b\u3002\u5404\u56e0\u5b50\u306e\u76ee\u76db\u308a\u304b\u3089\u771f\u4e0a\u306b\u5782\u76f4\u306a\u7dda\u3092\u96a0\u3057\u3001\u305d\u306e\u4ea4\u70b9\u306e\u70b9\u6570\u3092\u8aad\u307f\u53d6\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>age\uff08\u5e74\u9f62\uff09<\/strong>: \u4f8b\u3048\u3070\u300c75\u6b73\u300d\u306e\u5834\u5408\u3001age\u306e75\u304b\u3089\u4e0a\u306b\u7dda\u3092\u5f15\u304f\u3068\u3001Points\u4e0a\u3067<strong>\u7d0432\u70b9<\/strong>\u3068\u306a\u308b\u3002<\/li>\n\n\n\n<li><strong>sex\uff08\u6027\u5225\uff09<\/strong>: \u7537\u6027\u306e\u5834\u5408\u306f\u300cMale\u300d\u306e\u4f4d\u7f6e\u304b\u3089\u4e0a\u3078\u7dda\u3092\u5f15\u304f\u3068<strong>\u7d0440\u70b9<\/strong>\u3001\u5973\u6027\uff08Female\uff09\u306a\u30890\u70b9\u3068\u306a\u308b\u3002<\/li>\n\n\n\n<li><strong>ph.ecog\uff08\u5168\u8eab\u72b6\u614b\uff09<\/strong>: ECOG Performance Status\u304c\u300c2\u300d\u3067\u3042\u308c\u3070\u3001<strong>\u7d0467\u70b9<\/strong>\u3092\u7372\u5f97\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u5408\u8a08\u70b9\u3092\u300cTotal Points\u300d\u306b\u5408\u308f\u305b\u308b<\/h3>\n\n\n\n<p>\u7b97\u51fa\u3057\u305f\u5404\u56e0\u5b50\u306e\u70b9\u6570\u3092\u3059\u3079\u3066\u5408\u8a08\u3059\u308b\u3002\uff08\u4f8b\uff1a32\u70b9 + 40\u70b9 + 67\u70b9 = 139\u70b9\uff09<\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u4e2d\u307b\u3069\u306b\u3042\u308bTotal Points\u306e\u6570\u76f4\u7dda\u4e0a\u3067\u300c139\u300d\u306e\u5730\u70b9\u3092\u63a2\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2462 \u5782\u76f4\u7dda\u3092\u4e0b\u308d\u3057\u3001\u751f\u5b58\u78ba\u7387\u3092\u8aad\u307f\u53d6\u308b<\/h3>\n\n\n\n<p>Total Points\u306e\u300c139\u300d\u304b\u3089\u3001<strong>\u5782\u76f4\u306b\u771f\u4e0b\u3078<\/strong>\u7dda\u3092\u5f15\u304f\u3002\u305d\u306e\u7dda\u304c\u4e0b\u90e8\u306e\u6570\u76f4\u7dda\u305f\u3061\u3068\u4ea4\u308f\u308b\u70b9\u304c\u4e88\u6e2c\u5024\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>180-day Survival<\/strong>: \u4ea4\u70b9\u306f<strong>\u7d040.48<\/strong>\u3068\u306a\u308a\u3001\u300c180\u65e5\u751f\u5b58\u78ba\u7387\u306f\u7d0448%\u300d\u3068\u5224\u65ad\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>365-day Survival<\/strong>: \u4e00\u756a\u4e0b\u306e\u76ee\u76db\u308a\u3092\u898b\u308b\u3068\u30011\u5e74\u5f8c\u306e\u751f\u5b58\u78ba\u7387\u306f<strong>\u7d040.125<\/strong>\uff0812.5%\uff09\u3068\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u88dc\u8db3\uff1aLinear Predictor\uff08\u7dda\u5f62\u4e88\u6e2c\u5b50\uff09\u3068\u306f\u4f55\u304b\uff1f<\/h3>\n\n\n\n<p>\u30ce\u30e2\u30b0\u30e9\u30e0\u306b\u73fe\u308c\u308b<strong>Linear Predictor<\/strong>\u3068\u306f\u3001\u56de\u5e30\u65b9\u7a0b\u5f0f\u306b\u3088\u3063\u3066\u8a08\u7b97\u3055\u308c\u305f\u751f\u306e\u5024\u306e\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f79\u5272<\/strong>: \u7d71\u8a08\u5b66\u7684\u306a\u300c\u30ea\u30b9\u30af\u306e\u30b9\u30b3\u30a2\u300d\u305d\u306e\u3082\u306e\u3002<\/li>\n\n\n\n<li><strong>\u8aad\u307f\u65b9<\/strong>: \u3053\u308c\u304c\u53f3\uff08\u30d7\u30e9\u30b9\u5074\uff09\u306b\u884c\u304f\u307b\u3069\u30a4\u30d9\u30f3\u30c8\uff08\u6b7b\u4ea1\u306a\u3069\uff09\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u304f\u3001\u751f\u5b58\u78ba\u7387\u304c\u4f4e\u304f\u306a\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li><strong>\u610f\u7fa9<\/strong>: \u7279\u5b9a\u306e\u6642\u70b9\u306e\u4e88\u6e2c\uff08\u751f\u5b58\u78ba\u7387\uff09\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u4eba\u306e\u5168\u4f53\u7684\u306a\u30ea\u30b9\u30af\u5f37\u5ea6\u3092\u6570\u5024\u5316\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3089\u306b\u9032\u3093\u3060\u6d3b\u7528\u6cd5\uff1aShiny\u306b\u3088\u308bWeb\u30a2\u30d7\u30ea\u5316<\/h2>\n\n\n\n<p>\u30ce\u30e2\u30b0\u30e9\u30e0\u306f\u7d19\u30d9\u30fc\u30b9\u3067\u3082\u4fbf\u5229\u3060\u304c\u3001\u3055\u3089\u306b\u5229\u4fbf\u6027\u3092\u9ad8\u3081\u308b\u65b9\u6cd5\u3068\u3057\u3066<span class=\"swl-marker mark_orange\">\u300cShiny\uff08\u30b7\u30e3\u30a4\u30cb\u30fc\uff09\u300d<\/span>\u3092\u7528\u3044\u305fWeb\u30a2\u30d7\u30ea\u5316\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Shiny\u3068\u306f\uff1f<\/h3>\n\n\n\n<p>R\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306aWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30e9\u30a4\u30c0\u30fc\u64cd\u4f5c<\/strong>: \u753b\u9762\u4e0a\u3067\u5e74\u9f62\u306a\u3069\u306e\u6570\u5024\u3092\u52d5\u304b\u3059\u3068\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u751f\u5b58\u78ba\u7387\u306e\u30b0\u30e9\u30d5\u304c\u5909\u5316\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u7cbe\u7dfb\u306a\u8a08\u7b97<\/strong>: \u76ee\u5206\u91cf\u3067\u306f\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u77ac\u6642\u306b\u6b63\u78ba\u306a\u6570\u5024\u3092\u7b97\u51fa\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u5171\u6709\u306e\u5bb9\u6613\u3055<\/strong>: URL\u3072\u3068\u3064\u3067\u3001\u30c1\u30fc\u30e0\u306e\u8ab0\u3082\u304c\u540c\u3058\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u9650\u754c\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u904e\u5b66\u7fd2\u306e\u61f8\u5ff5<\/strong>: \u4f5c\u6210\u306b\u7528\u3044\u305f\u30c7\u30fc\u30bf\u306b\u306f\u9069\u5408\u3057\u3066\u3082\u3001\u5225\u306e\u96c6\u56e3\uff08\u5916\u90e8\u30c7\u30fc\u30bf\uff09\u3067\u306f\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u5916\u90e8\u59a5\u5f53\u6027\u306e\u691c\u8a3c\u306f\u5fc5\u9808\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u5909\u6570\u306e\u9078\u5b9a<\/strong>: \u9805\u76ee\u304c\u591a\u3059\u304e\u308b\u3068\u56f3\u304c\u8907\u96d1\u306b\u306a\u308a\u3001\u76f4\u611f\u6027\u304c\u5931\u308f\u308c\u308b\u3002\u91cd\u8981\u306a\u56e0\u5b50\u3092\u7d5e\u308a\u8fbc\u3080\u30bb\u30f3\u30b9\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u30ce\u30e2\u30b0\u30e9\u30e0\u306f\u3001\u9ad8\u5ea6\u306a\u7d71\u8a08\u30e2\u30c7\u30eb\u3092\u300c\u8ab0\u3082\u304c\u4f7f\u3048\u308b\u5b9f\u7528\u7684\u306a\u9053\u5177\u300d\u3078\u3068\u5909\u63db\u3059\u308b\u512a\u308c\u305f\u624b\u6cd5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u76ee\u7684<\/strong>: \u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u53ef\u8996\u5316\u3068\u5171\u6709\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5<\/strong>: Cox \u56de\u5e30\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001R\u306e<code>rms<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u751f\u5b58\u6642\u9593\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5bb9\u6613\u306b\u5b9f\u88c5\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u767a\u5c55<\/strong>: \u3088\u308a\u9ad8\u5ea6\u306a\u5171\u6709\u306b\u306fShiny\u306b\u3088\u308b\u30a2\u30d7\u30ea\u5316\u304c\u6709\u52b9\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7d71\u8a08\u89e3\u6790\u306e\u7d50\u679c\u304c\u3044\u304b\u306b\u73fe\u5834\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u8ca2\u732e\u3067\u304d\u308b\u304b\u3002\u305d\u306e\u300c\u6a4b\u6e21\u3057\u300d\u3068\u3057\u3066\u3001\u305c\u3072\u30ce\u30e2\u30b0\u30e9\u30e0\u3092\u6d3b\u7528\u3057\u3066\u307f\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p><a href=\"https:\/\/amzn.to\/49lsQ6R\">\u8ab0\u3082\u6559\u3048\u3066\u304f\u308c\u306a\u304b\u3063\u305f\u3000\u533b\u7642\u7d71\u8a08\u306e\u4f7f\u3044\u5206\u3051\u301c\u8ff7\u3044\u3084\u3059\u3044\u89e3\u6790\u624b\u6cd5\u306e\u9078\u3073\u65b9\u304c\uff0cR\u3067\u5b9f\u611f\u3057\u306a\u304c\u3089\u308f\u304b\u308b\uff01<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u7d71\u8a08\u89e3\u6790\u306e\u7d50\u679c\u3092\u3001\u3082\u3063\u3068\u76f4\u611f\u7684\u306b\u4f1d\u3048\u305f\u3044\u300d\u3068\u601d\u3063\u305f\u3053\u3068\u306f\u306a\u3044\u3060\u308d\u3046\u304b\u3002 \u8907\u96d1\u306a\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u3092\u3001\u5b9a\u898f1\u672c\u3067\u8a08\u7b97\u3067\u304d\u308b\u30b0\u30e9\u30d5\u306b\u5909\u63db\u3057\u3066\u304f\u308c\u308b\u306e\u304c\u300c\u30ce\u30e2\u30b0\u30e9\u30e0\uff08Nomogram\uff09\u300d\u3067\u3042\u308b\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ce\u30e2\u30b0\u30e9\u30e0\u306e\u57fa\u790e\u304b\u3089\u3001 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4511,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[151],"tags":[],"class_list":["post-4510","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-151"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-9.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4510","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=4510"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4510\/revisions"}],"predecessor-version":[{"id":4512,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4510\/revisions\/4512"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/4511"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4510"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4510"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4510"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}