{"id":176887,"date":"2025-12-10T01:44:06","date_gmt":"2025-12-10T01:44:06","guid":{"rendered":"https:\/\/www.newsbeep.com\/il\/176887\/"},"modified":"2025-12-10T01:44:06","modified_gmt":"2025-12-10T01:44:06","slug":"ai-driven-method-uncovers-genetic-interactions-that-fuel-cancer-progression","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/il\/176887\/","title":{"rendered":"AI-driven method uncovers genetic interactions that fuel cancer progression"},"content":{"rendered":"<p>University of South Australia scientists have developed a powerful new way to uncover the genetic interactions that fuel cancer progression, paving the way for earlier and more precise treatments.<\/p>\n<p>The AI-driven method, published today in Royal Society Open Science, reveals that tumour progression is driven by cooperating groups of genes, rather than mutated genes acting alone.<\/p>\n<p>Lead researcher Dr. Andres Cifuentes-Bernal says his team used AI tools to identify groups of genes working in concert to push cancer forward.<\/p>\n<p>&#13;<\/p>\n<p>The system assesses how genes influence each other over time, providing a clearer picture of the underlying biological approaches that enable tumours to grow, spread and resist treatment.<\/p>\n<p>&#13;<br \/>\n&#13;<\/p>\n<p>Traditional genome-wide cancer studies typically focus on mutations that appear frequently across patients. While this approach has uncovered many well-known cancer drivers, it overlooks subtle or rare genetic changes. Crucially, it also misses the complex interplay between genes that allow malignant cells to gain momentum.&#8221;<\/p>\n<p>&#13;<br \/>\n&#13;<\/p>\n<p style=\"text-align: right;\">Dr. Andres Cifuentes-Bernal, lead researcher<\/p>\n<p>&#13;<\/p>\n<p>Co-author, UniSA Associate Professor Thuc Le, says the new framework highlights the growing role of artificial intelligence in biomedical discovery, addressing a long-standing gap in cancer biology.<\/p>\n<p>&#8220;Cancer is not static,&#8221; he says. &#8220;It develops through a cascade of dynamic changes. Many genes act together to disrupt normal cell behaviour, but existing methods can struggle to detect that. Our approach is designed to capture that complexity.&#8221;<\/p>\n<p>Using large breast cancer datasets to test their method, the researchers showed that the AI-driven system not only detects well-known cancer genes but also uncovers previously hidden ones.<\/p>\n<p>Many of these are not mutated but still influence other genes, contributing to tumour progression.<\/p>\n<p>The method successfully recognised a significant number of known cancer drivers listed in the Cancer Gene Census \u2013 a respected international reference \u2013 confirming the accuracy of the approach.<\/p>\n<p>It also revealed novel candidates, including several genes involved in cell signalling, immune response and <a href=\"https:\/\/www.news-medical.net\/health\/What-is-Metastasis.aspx\" class=\"linked-term\" rel=\"nofollow noopener\" target=\"_blank\">metastasis<\/a>.<\/p>\n<p>Assoc Prof Le says the technique identifies cooperative networks rather than isolated genes.<\/p>\n<p>&#8220;These networks highlight how genes collaborate to collectively push cancer into more aggressive states,&#8221; he says.<\/p>\n<p>The researchers are hopeful their method could help pinpoint new therapeutic targets, especially for patients whose tumours lack common high-profile mutations.<\/p>\n<p>&#8220;Understanding these dynamics gives us a richer view of how tumours evolve,&#8221; Dr Cifuentes-Bernal says.<\/p>\n<p>&#8220;It moves us beyond thinking about single-cell mutations and towards a better understanding of the broader biological systems at play.&#8221;<\/p>\n<p>The researchers say the framework is adaptable and could be applied to other diseases where regulation changes over time, such as neurodegeneration, autoimmune disorders and chronic inflammatory conditions.<\/p>\n<p>&#8216;Identifying cooperative genes causing cancer progression with dynamic causal inference&#8217; is published in Royal Society Open Science. DOI: 10.1098\/rsos.250442<\/p>\n<p>Source:<\/p>\n<p><a href=\"https:\/\/www.unisa.edu.au\/media-centre\/Releases\/2025\/new-gene-mapping-method-unlocks-hidden-drivers-of-cancer\/\" rel=\"noopener nofollow\" target=\"_blank\">University of South Australia<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"University of South Australia scientists have developed a powerful new way to uncover the genetic interactions that fuel&hellip;\n","protected":false},"author":2,"featured_media":4112,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[165,1353,5352,3718,1356,163,85,46,1360],"class_list":["post-176887","post","type-post","status-publish","format-standard","has-post-thumbnail","category-health","tag-cancer","tag-cell","tag-gene","tag-genes","tag-genetic","tag-health","tag-il","tag-israel","tag-research"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts\/176887","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/comments?post=176887"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts\/176887\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/media\/4112"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/media?parent=176887"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/categories?post=176887"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/tags?post=176887"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}