{"id":609057,"date":"2026-09-23T09:10:11","date_gmt":"2026-09-23T09:10:11","guid":{"rendered":"https:\/\/www.newsbeep.com\/nz\/609057\/"},"modified":"2026-09-23T09:10:11","modified_gmt":"2026-09-23T09:10:11","slug":"new-mathematical-modeling-breakthrough-in-cancer-radiotherapy","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/nz\/609057\/","title":{"rendered":"New Mathematical Modeling Breakthrough in Cancer Radiotherapy"},"content":{"rendered":"<p dir=\"ltr\">Newswise \u2014 SACRAMENTO, Calif. \u2014 Ionizing radiation is one of our oldest and most valuable tools in the fight against cancer, and is still employed as a treatment in approximately half of all new cancer cases. Traditionally administered in small daily doses (&#8220;fractions&#8221;) of 2 Grays over several weeks, the field of radiation oncology has increasingly shifted toward alternative dosing schemes in which very-large-dose fractions are used. These are stereotactic radiosurgery (SRS) and stereotactic body radiation therapy (SBRT). In these modalities, an ultra-large fraction (possibly 10+ Grays) is delivered to a tumor within a single day, and treatment only occurs on one or a handful of days.\u00a0<\/p>\n<p dir=\"ltr\">However, a major obstacle to optimizing the success of SRS and SBRT has been an inability to predict, with acceptable accuracy, how effective a very-large-dose fraction will be at killing cancer cells. That is because the mathematical model most commonly used for predicting cell survival at a given dose\u2014the linear-quadratic (LQ) model\u2014is known to become inaccurate at very large doses.\u00a0<\/p>\n<p dir=\"ltr\">A recently published paper by mathematical biologist Dr. Lydia Bilinsky, formerly of Duke University and the U.S. Food and Drug Administration (FDA), and currently a Research Fellow at the Ronin Institute for Independent\u00a0<\/p>\n<p dir=\"ltr\">Scholarship 2.0, offers a powerful solution to this problem.\u00a0<\/p>\n<p dir=\"ltr\">Published in BIOMATH, a journal of the Bulgarian Academy of Sciences, Dr. Bilinsky\u2019s peer-reviewed paper introduces a novel dose-survival equation which accurately predicts cell survival across the entire clinically relevant dose range\u2014including the very high end utilized in SRS and SBRT.\u00a0<\/p>\n<p dir=\"ltr\">The new equation also helps with another critical hurdle for the success of SRS and SBRT, which is that some cell-cycle phases are more radiosensitive than others. In conventional multi-week fractionation, cancer cells are naturally caught on some days in their more radiosensitive phases, a fact which is relied upon for treatment success (&#8220;redistribution\u201d). This effect is not present in SRS and SBRT, since radiation is only administered on one or a handful of days.\u00a0<\/p>\n<p dir=\"ltr\"><img loading=\"lazy\" decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"566\" height=\"570\"\/><\/p>\n<p dir=\"ltr\">Figure: Sample fits of the new dose-survival equation to various in vitro data sets (black is the fit to data, red is the theoretical dose-survival curve for cells in their most radiosensitive cell cycle phases, blue is the theoretical dose-survival curve for cells in their less radiosensitive cell cycle phases). The black dose-survival curve represents the &#8220;average radiation response\u201dthat is observed for an asynchronously replicating population of cancer cells, as in an in vitro set-up. It is an average of the theoretical red and blue dose-survival curves, reflecting the fact that some of the cells were in the most radiosensitive phases, while others in the less radiosensitive phases, of the cell cycle when ionizing radiation was administered.\u00a0<\/p>\n<p dir=\"ltr\">Dr. Bilinsky\u2019s model addresses this problem by uncovering the dose-survival relationship which governs cells while they are in their less-radiosensitive phases (shown in blue in the figure). By utilizing this relationship rather than the phase-averaged one (shown in black in the figure) to select fraction size, clinicians could theoretically do away with the need for radiation to catch cells in their more radiosensitive phases.\u00a0<\/p>\n<p dir=\"ltr\">Although conventional fractionation suffices for the successful treatment of many types of tumor, a large number of clinic visits are required, increasing costs and inconveniencing patients. Furthermore, some tumors are known to be treated more successfully using larger fraction sizes. Incorporating Dr. Bilinsky\u2019s equation into the design of future clinical trials investigating SRS and SBRT should do much to increase their success rates, ultimately improving the treatment options available to cancer patients.\u00a0<\/p>\n<p dir=\"ltr\">About the Article\u00a0<\/p>\n<p dir=\"ltr\">The research was conducted by Dr. Lydia Bilinsky, a Fellow at the Ronin Institute for Independent Scholarship 2.0, a distributed research organization supporting independent scholars. Full computational materials and reproducibility protocols have been archived for independent verification. The views, findings, and conclusions expressed in the paper and this release are those of the author, Dr. Bilinsky, and do not necessarily represent the views or positions of the Ronin Institute for Independent Scholarship 2.0.\u00a0<\/p>\n<p class=\"text-center\" dir=\"ltr\">###\u00a0<\/p>\n<p dir=\"ltr\">About the Ronin Institute for Independent Scholarship 2.0\u00a0<\/p>\n<p dir=\"ltr\">The Ronin Institute for Independent Scholarship 2.0 supports a global community of scholars pursuing research outside of traditional academic institutions. By providing infrastructure, collaboration networks, and scholarly identity, the Institute enables rigorous, independent inquiry across the sciences and humanities. Website: ronininstitute.org\/\u00a0<\/p>\n<p dir=\"ltr\">Note to editors:\u00a0<\/p>\n<p dir=\"ltr\">The article is available online at:\u00a0<\/p>\n<p dir=\"ltr\">https:\/\/biomath.math.bas.bg\/biomath\/index.php\/biomath\/article\/view\/j.biomath.2025.07.035<\/p>\n<p dir=\"ltr\">The author welcomes inquiries regarding the framework&#8217;s methodology and implications.\u00a0<\/p>\n<p dir=\"ltr\">www.ronininstitute.org Sacramento, CA 95816 USA <a href=\"https:\/\/www.newswise.com\/cdn-cgi\/l\/email-protection\" class=\"__cf_email__\" data-cfemail=\"7d0d0f180e0e3d0f1213141314130e09140908091853120f1a\" rel=\"nofollow noopener\" target=\"_blank\">[email\u00a0protected]<\/a><\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"Newswise \u2014 SACRAMENTO, Calif. \u2014 Ionizing radiation is one of our oldest and most valuable tools in the&hellip;\n","protected":false},"author":2,"featured_media":609058,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[2057,5299,2534,300134,12690,28363,111,2055,139,69,300135,147],"class_list":["post-609057","post","type-post","status-publish","format-standard","has-post-thumbnail","category-science","tag-all-journal-news","tag-biotech","tag-cancer","tag-cancer-radiotherapymathematical-modelingdose-survival-equationstereotactic-radiosurgeryradiation-oncologycell-cycle-phasesclinical-trialstumor-treatment","tag-clinical-trials","tag-mathematics","tag-new-zealand","tag-newswise","tag-newzealand","tag-nz","tag-ronin-institute-for-independent-scholarship","tag-science"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts\/609057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/comments?post=609057"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts\/609057\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/media\/609058"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/media?parent=609057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/categories?post=609057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/tags?post=609057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}