{"id":203591,"date":"2026-04-09T11:55:00","date_gmt":"2026-04-09T15:55:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/04\/09\/mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea\/"},"modified":"2026-04-09T12:00:14","modified_gmt":"2026-04-09T16:00:14","slug":"mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/04\/09\/mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea\/","title":{"rendered":"Mount Sinai Researchers Develop Machine Learning Model to Predict How CPAP Affects Cardiovascular Disease Risk in Patients With Obstructive Sleep Apnea"},"content":{"rendered":"<p><a href=\"https:\/\/www.newswise.com\/articles\/mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea\">Mount Sinai Researchers Develop Machine Learning Model to Predict How CPAP Affects Cardiovascular Disease Risk in Patients With Obstructive Sleep Apnea<\/a><\/p>\n<p><a href=\"https:\/\/www.newswise.com\/articles\/mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea\">https:\/\/www.newswise.com\/articles\/mount-sinai-researchers-develop-machine-learning-model-to-predict-how-cpap-affects-cardiovascular-disease-risk-in-patients-with-obstructive-sleep-apnea<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-04-09 11:55:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.newswise.com\">www.newswise.com<\/a><\/p>\n<ul>\n<li><strong>Machine Learning Model Development<\/strong>: Mount Sinai researchers have developed a machine learning model to predict cardiovascular disease risk in patients with obstructive sleep apnea based on their response to CPAP therapy.<\/li>\n<li><strong>CPAP Therapy Impact<\/strong>: This study, the first of its kind, provides insights into whether CPAP therapy (Continuous Positive Airway Pressure) increases or decreases individual cardiovascular disease risk, marking a significant shift towards personalized medicine.<\/li>\n<li><strong>Clinical Trial Data Usage<\/strong>: The researchers utilized data from the Sleep Apnea Cardiovascular Endpoints (SAVE) trial\u2014a comprehensive global trial with 2,600 participants\u2014to assess individualized treatment outcomes based on a wide range of health and sleep factors.<\/li>\n<li><strong>Subgroup Variations<\/strong>: The model identified subgroups of patients who benefited significantly from CPAP, with a 100-fold improvement in cardiac risk, and others who showed a 100-fold increase in adverse cardiovascular outcomes when receiving CPAP.<\/li>\n<li><strong>Precision Medicine Advancement<\/strong>: These findings highlight the potential for precise, patient-specific treatment plans for obstructive sleep apnea, emphasizing the move away from a universal treatment approach.<\/li>\n<li><strong>Future Clinical Applications<\/strong>: The study underscores the necessity of validating predictive models for clinical use and their role in enhancing personalized care and decision-making in treatment recommendations. <\/li>\n<li><strong>Interdisciplinary Collaboration<\/strong>: Investigators from multiple international centers, including Australia, contributed to the study, reflecting a global effort in advancing sleep apnea and cardiovascular disease research.<\/li>\n<li><strong>Funding and Support<\/strong>: The research was funded by organizations such as the American Academy of Sleep Medicine Foundation and the National Heart, Lung, and Blood Institute, highlighting the importance of sustained support for such data-driven health initiatives.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mount Sinai Researchers Develop Machine Learning Model to Predict How CPAP Affects Cardiovascular Disease Risk&#8230;<\/p>\n","protected":false},"author":1,"featured_media":203592,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.newswise.com\/assets\/new\/img\/Newswise-Logo.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-203591","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/203591"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=203591"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/203591\/revisions"}],"predecessor-version":[{"id":203593,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/203591\/revisions\/203593"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/203592"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=203591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=203591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=203591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}