{"id":190359,"date":"2026-02-24T18:34:00","date_gmt":"2026-02-24T23:34:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/24\/using-artificial-intelligence-to-predict-chronic-disease-through-diet-and-multi-omics-data\/"},"modified":"2026-02-24T18:50:15","modified_gmt":"2026-02-24T23:50:15","slug":"using-artificial-intelligence-to-predict-chronic-disease-through-diet-and-multi-omics-data","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/02\/24\/using-artificial-intelligence-to-predict-chronic-disease-through-diet-and-multi-omics-data\/","title":{"rendered":"Using Artificial Intelligence to Predict Chronic Disease Through Diet and Multi-Omics Data"},"content":{"rendered":"<p><a href=\"https:\/\/www.news-medical.net\/health\/Using-Artificial-Intelligence-to-Predict-Chronic-Disease-Through-Diet-and-Multi-Omics-Data.aspx\">Using Artificial Intelligence to Predict Chronic Disease Through Diet and Multi-Omics Data<\/a><\/p>\n<p><a href=\"https:\/\/www.news-medical.net\/health\/Using-Artificial-Intelligence-to-Predict-Chronic-Disease-Through-Diet-and-Multi-Omics-Data.aspx\">https:\/\/www.news-medical.net\/health\/Using-Artificial-Intelligence-to-Predict-Chronic-Disease-Through-Diet-and-Multi-Omics-Data.aspx<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-02-24 18:34:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.news-medical.net\">www.news-medical.net<\/a><\/p>\n<ul>\n<li>Artificial intelligence (AI) involves computer systems designed to mimic human intelligence, while machine learning (ML) allows software to learn and improve predictions from data.<\/li>\n<li>Traditional dietary assessment methods like food frequency questionnaires (FFQs) are limited by inaccuracies and recall bias, often distorting diet-disease relationships.<\/li>\n<li>AI employs ML techniques to analyze complex diet-disease links in nutritional data, surpassing traditional regression-based models by handling nonlinear and nonadditive associations.<\/li>\n<li>Multi-omics integrations, combining genomics, metabolomics, proteomics, and microbiome profiles using AI, help in identifying biomarkers to predict disease risks associated with diet.<\/li>\n<li>AI applications in chronic disease prediction and management use ML to analyze patient diets, clinical reports, and biomarkers to create personalized diet plans that improve health outcomes.<\/li>\n<li>Ethical and methodological challenges in AI-driven personalized nutrition include data privacy concerns, algorithmic bias, and the need for explainable AI, along with the necessity for validation and transparency before broad clinical implementation.<\/li>\n<li>Ongoing research emphasizes the need for evaluating AI tools across diverse populations and ensuring their integration into routine nutritional practice for scalable and effective chronic disease prevention and management.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using Artificial Intelligence to Predict Chronic Disease Through Diet and Multi-Omics Data https:\/\/www.news-medical.net\/health\/Using-Artificial-Intelligence-to-Predict-Chronic-Disease-Through-Diet-and-Multi-Omics-Data.aspx Publish Date:&#8230;<\/p>\n","protected":false},"author":1,"featured_media":190360,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.news-medical.net\/images\/Article_Images\/ImageForArticle_27248_17716938690722521.jpg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-190359","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/190359"}],"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=190359"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/190359\/revisions"}],"predecessor-version":[{"id":190361,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/190359\/revisions\/190361"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/190360"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=190359"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=190359"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=190359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}