{"id":750,"date":"2023-04-04T20:30:16","date_gmt":"2023-04-04T12:30:16","guid":{"rendered":"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/?page_id=750"},"modified":"2024-09-03T16:55:31","modified_gmt":"2024-09-03T08:55:31","slug":"computational-biology-bioinformatics-ai-applications-for-healthcare","status":"publish","type":"page","link":"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/computational-biology-bioinformatics-ai-applications-for-healthcare\/","title":{"rendered":"Computational Biology, Bioinformatics, AI Applications for Healthcare"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"750\" class=\"elementor elementor-750\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11c16e0 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"11c16e0\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3e6ed4b\" data-id=\"3e6ed4b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f717e4 elementor-widget elementor-widget-heading\" data-id=\"0f717e4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Areas of Research<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-665c8da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"665c8da\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f58c58\" data-id=\"1f58c58\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7416ca1 elementor-mobile-align-center elementor-widget elementor-widget-breadcrumbs\" data-id=\"7416ca1\" data-element_type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/\">Home<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-2f852f4 e-flex e-con-boxed e-con e-parent\" data-id=\"2f852f4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-96106e2 e-con-full e-flex e-con e-child\" data-id=\"96106e2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-02eae97 elementor-widget elementor-widget-image\" data-id=\"02eae97\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/human-genetics-metabolic-diseases-cohort-studies\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"94\" height=\"97\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/03\/human-genetics-icon.svg\" class=\"attachment-full size-full wp-image-214\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67f9b3e elementor-widget elementor-widget-heading\" data-id=\"67f9b3e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/human-genetics-metabolic-diseases-cohort-studies\/\">Human Genetics,  Metabolic Diseases, &amp;  Cohort Studies<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5479d46 e-con-full e-flex e-con e-child\" data-id=\"5479d46\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37b1920 elementor-widget elementor-widget-image\" data-id=\"37b1920\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/functional-genomics\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"88\" height=\"90\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/03\/functional-genomics-icon.svg\" class=\"attachment-full size-full wp-image-213\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f325f52 elementor-widget elementor-widget-heading\" data-id=\"f325f52\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/functional-genomics\/\">Functional<br>\nGenomics<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aac442d e-con-full e-flex e-con e-child\" data-id=\"aac442d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-97fddf9 elementor-widget elementor-widget-image\" data-id=\"97fddf9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/metabolomics-lipidomics\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"91\" height=\"91\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/03\/molecule-molecular-icon.svg\" class=\"attachment-full size-full wp-image-215\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-908ec55 elementor-widget elementor-widget-heading\" data-id=\"908ec55\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/metabolomics-lipidomics\/\">Metabolomics \/ <br>\nLipidomics<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac61955 e-con-full e-flex e-con e-child\" data-id=\"ac61955\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28e6622 elementor-widget elementor-widget-image\" data-id=\"28e6622\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/computational-biology-bioinformatics-ai-applications-for-healthcare\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"90\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/03\/computational-icon.svg\" class=\"attachment-full size-full wp-image-212\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdf994f elementor-widget elementor-widget-heading\" data-id=\"fdf994f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/computational-biology-bioinformatics-ai-applications-for-healthcare\/\">Computational Biology, Bioinformatics, AI Applications for Healthcare<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ab179d e-con-full e-flex e-con e-child\" data-id=\"3ab179d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c85f441 elementor-widget elementor-widget-image\" data-id=\"c85f441\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/nucleic-acid-technologies\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"103\" height=\"98\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/03\/nucleic-icon.svg\" class=\"attachment-full size-full wp-image-216\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efe5a23 elementor-widget elementor-widget-heading\" data-id=\"efe5a23\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/nucleic-acid-technologies\/\">Nucleic Acid <br>\nTechnologies 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elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d2120b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94a362d\" data-id=\"94a362d\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d552965 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d552965\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"637\" height=\"726\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Ban-Hon-Kim-Kenneth-.png\" class=\"attachment-full size-full wp-image-866\" alt=\"\" srcset=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Ban-Hon-Kim-Kenneth-.png 637w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Ban-Hon-Kim-Kenneth--263x300.png 263w\" sizes=\"(max-width: 637px) 100vw, 637px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-059b848 elementor-widget elementor-widget-spacer\" data-id=\"059b848\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fcb9f1 elementor-widget elementor-widget-heading\" data-id=\"5fcb9f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Ban Hon Kim, Kenneth<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77c5b8 elementor-widget elementor-widget-heading\" data-id=\"f77c5b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Senior Lecturer<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3668535 elementor-widget elementor-widget-spacer\" data-id=\"3668535\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b8ed5e elementor-widget elementor-widget-heading\" data-id=\"9b8ed5e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Area of Research<br><ul>\n<li>Functional ageing: cellular &amp; molecular engineering, health care &amp; others.<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b830b elementor-widget elementor-widget-heading\" data-id=\"c3b830b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Research Interests<br><ul>\n<li>Prostate cancer<\/li>\n<li>Breast cancer<\/li>\n<li>Transposon screens<\/li>\n<li>High performance computing<\/li>\n<li>Mouse models<\/li>\n<li>Translational bioinformatics<\/li>\n<li>Technology-enhance medical education<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4005c1 elementor-widget elementor-widget-shortcode\" data-id=\"a4005c1\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><a href=\"https:\/\/medicine.nus.edu.sg\/bch\/faculty\/ban-hon-kim-kenneth\" target=\"_blank\" class=\"elementor-button-link  elementor-size-sm\" role=\"button\"  style=\"background: transparent\">\n<span class=\"elementor-button-content-wrapper\" style=\"justify-content: left; padding: 0 20px;\" >\n<span class=\"elementor-button-icon elementor-align-icon-right\">\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"27.901\" height=\"14.528\" viewBox=\"0 0 27.901 14.528\"><path id=\"Icon_ionic-ios-arrow-round-forward\" data-name=\"Icon ionic-ios-arrow-round-forward\" d=\"M19.884,11.53a.989.989,0,0,0-.008,1.392l4.6,4.608H.851a.984.984,0,0,0,0,1.967H24.47l-4.6,4.608a1,1,0,0,0,.008,1.392.98.98,0,0,0,1.385-.008L27.5,19.21h0a1.1,1.1,0,0,0,.2-.31.939.939,0,0,0,.076-.378.986.986,0,0,0-.28-.689l-6.235-6.28A.964.964,0,0,0,19.884,11.53Z\" transform=\"translate(0.125 -11.252)\" fill=\"#ee6c4d\"><\/path><\/svg> <\/span>\n<span class=\"\" style=\"padding-right: 10px;\">PROFILE<\/span>\n<\/span>\n<\/a>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c705559 elementor-widget elementor-widget-shortcode\" data-id=\"c705559\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-1309d7a\" style=\"background: transparent\"\nhref=\"https:\/\/www.linkedin.com\/in\/kenneth-ban-44323638\" target=\"_blank\">\n<span class=\"elementor-screen-only\"><\/span>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"19\" height=\"19\" viewBox=\"0 0 19 19\" style=\"height: 16px; margin-left: 8px;\"><path id=\"Icon_awesome-linkedin-in\" data-name=\"Icon awesome-linkedin-in\" d=\"M4.253,19H.314V6.315H4.253ZM2.281,4.585a2.292,2.292,0,1,1,2.281-2.3A2.3,2.3,0,0,1,2.281,4.585ZM19,19H15.065V12.826c0-1.472-.03-3.359-2.048-3.359-2.048,0-2.362,1.6-2.362,3.253V19H6.72V6.315H10.5v1.73h.055A4.139,4.139,0,0,1,14.281,6C18.267,6,19,8.623,19,12.032V19Z\" transform=\"translate(0 -0.001)\" fill=\"#ee6c4d\"><\/path><\/svg> \n<\/a>\n\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74230d6 elementor-widget elementor-widget-spacer\" data-id=\"74230d6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"797\" class=\"elementor elementor-797 e-loop-item e-loop-item-869 post-869 theme_members type-theme_members status-publish format-standard has-post-thumbnail hentry theme_categories-computational-biology-bioinformatics-ai-applications-for-healthcare theme_categories-precision-medicine-trp-primary-basic-sciences-members\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d2120b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d2120b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94a362d\" data-id=\"94a362d\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d552965 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d552965\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"951\" height=\"1189\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Lee-Guat-Lay-Caroline.png\" class=\"attachment-full size-full wp-image-870\" alt=\"\" srcset=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Lee-Guat-Lay-Caroline.png 951w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Lee-Guat-Lay-Caroline-240x300.png 240w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Lee-Guat-Lay-Caroline-819x1024.png 819w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Lee-Guat-Lay-Caroline-768x960.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-059b848 elementor-widget elementor-widget-spacer\" data-id=\"059b848\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fcb9f1 elementor-widget elementor-widget-heading\" data-id=\"5fcb9f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Lee Guat Lay, Caroline<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77c5b8 elementor-widget elementor-widget-heading\" data-id=\"f77c5b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Associate Professor<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3668535 elementor-widget elementor-widget-spacer\" data-id=\"3668535\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b8ed5e elementor-widget elementor-widget-heading\" data-id=\"9b8ed5e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Area of Research<br><ul>\n<li>Functional Ageing: Cellular &amp; Molecular Mechanisms<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b830b elementor-widget elementor-widget-heading\" data-id=\"c3b830b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Research Interests<br><ul>\n<li>Next-Generation Sequencing<\/li>\n<li>Metagenomics<\/li>\n<li>Hepatocellular Carcinoma<\/li>\n<li>Cancer Genomics<\/li>\n<li>Pharmacogenomics<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4005c1 elementor-widget elementor-widget-shortcode\" data-id=\"a4005c1\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><a href=\"https:\/\/medicine.nus.edu.sg\/bch\/faculty\/lee-guat-lay-caroline\" target=\"_blank\" class=\"elementor-button-link  elementor-size-sm\" role=\"button\"  style=\"background: transparent\">\n<span class=\"elementor-button-content-wrapper\" style=\"justify-content: left; padding: 0 20px;\" >\n<span class=\"elementor-button-icon elementor-align-icon-right\">\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"27.901\" height=\"14.528\" viewBox=\"0 0 27.901 14.528\"><path id=\"Icon_ionic-ios-arrow-round-forward\" data-name=\"Icon ionic-ios-arrow-round-forward\" d=\"M19.884,11.53a.989.989,0,0,0-.008,1.392l4.6,4.608H.851a.984.984,0,0,0,0,1.967H24.47l-4.6,4.608a1,1,0,0,0,.008,1.392.98.98,0,0,0,1.385-.008L27.5,19.21h0a1.1,1.1,0,0,0,.2-.31.939.939,0,0,0,.076-.378.986.986,0,0,0-.28-.689l-6.235-6.28A.964.964,0,0,0,19.884,11.53Z\" transform=\"translate(0.125 -11.252)\" fill=\"#ee6c4d\"><\/path><\/svg> <\/span>\n<span class=\"\" style=\"padding-right: 10px;\">PROFILE<\/span>\n<\/span>\n<\/a>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c705559 elementor-widget elementor-widget-shortcode\" data-id=\"c705559\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-1309d7a\" style=\"background: transparent\"\nhref=\"https:\/\/www.linkedin.com\/in\/carol-lee-8b102418\" target=\"_blank\">\n<span class=\"elementor-screen-only\"><\/span>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"19\" height=\"19\" viewBox=\"0 0 19 19\" style=\"height: 16px; margin-left: 8px;\"><path id=\"Icon_awesome-linkedin-in\" data-name=\"Icon awesome-linkedin-in\" d=\"M4.253,19H.314V6.315H4.253ZM2.281,4.585a2.292,2.292,0,1,1,2.281-2.3A2.3,2.3,0,0,1,2.281,4.585ZM19,19H15.065V12.826c0-1.472-.03-3.359-2.048-3.359-2.048,0-2.362,1.6-2.362,3.253V19H6.72V6.315H10.5v1.73h.055A4.139,4.139,0,0,1,14.281,6C18.267,6,19,8.623,19,12.032V19Z\" transform=\"translate(0 -0.001)\" fill=\"#ee6c4d\"><\/path><\/svg> \n<\/a>\n\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74230d6 elementor-widget elementor-widget-spacer\" data-id=\"74230d6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"797\" class=\"elementor elementor-797 e-loop-item e-loop-item-872 post-872 theme_members type-theme_members status-publish format-standard has-post-thumbnail hentry theme_categories-computational-biology-bioinformatics-ai-applications-for-healthcare theme_categories-metabolomics-lipidomics theme_categories-precision-medicine-trp-primary-basic-sciences-members\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d2120b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d2120b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94a362d\" data-id=\"94a362d\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d552965 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d552965\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"1080\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2024\/09\/Choi-Hyung-Won-e1725244177173.jpg\" class=\"attachment-full size-full wp-image-1952\" alt=\"\" srcset=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2024\/09\/Choi-Hyung-Won-e1725244177173.jpg 720w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2024\/09\/Choi-Hyung-Won-e1725244177173-200x300.jpg 200w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2024\/09\/Choi-Hyung-Won-e1725244177173-683x1024.jpg 683w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-059b848 elementor-widget elementor-widget-spacer\" data-id=\"059b848\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fcb9f1 elementor-widget elementor-widget-heading\" data-id=\"5fcb9f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Hyungwon Choi<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77c5b8 elementor-widget elementor-widget-heading\" data-id=\"f77c5b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Associate Professor<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3668535 elementor-widget elementor-widget-spacer\" data-id=\"3668535\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b8ed5e elementor-widget elementor-widget-heading\" data-id=\"9b8ed5e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Area of Research<br><ul>\n<li>Computational Biology<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b830b elementor-widget elementor-widget-heading\" data-id=\"c3b830b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Research Interests<br><ul>\n<li>Multi-omics Integration<\/li>\n<li>Mass Spectrometry Informatics<\/li>\n<li>Biomarker Discovery &amp; Characterization<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4005c1 elementor-widget elementor-widget-shortcode\" data-id=\"a4005c1\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><a href=\"https:\/\/discovery.nus.edu.sg\/2822-hyung-won-choi\" target=\"_blank\" class=\"elementor-button-link  elementor-size-sm\" role=\"button\"  style=\"background: transparent\">\n<span class=\"elementor-button-content-wrapper\" style=\"justify-content: left; padding: 0 20px;\" >\n<span class=\"elementor-button-icon elementor-align-icon-right\">\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"27.901\" height=\"14.528\" viewBox=\"0 0 27.901 14.528\"><path id=\"Icon_ionic-ios-arrow-round-forward\" data-name=\"Icon ionic-ios-arrow-round-forward\" d=\"M19.884,11.53a.989.989,0,0,0-.008,1.392l4.6,4.608H.851a.984.984,0,0,0,0,1.967H24.47l-4.6,4.608a1,1,0,0,0,.008,1.392.98.98,0,0,0,1.385-.008L27.5,19.21h0a1.1,1.1,0,0,0,.2-.31.939.939,0,0,0,.076-.378.986.986,0,0,0-.28-.689l-6.235-6.28A.964.964,0,0,0,19.884,11.53Z\" transform=\"translate(0.125 -11.252)\" fill=\"#ee6c4d\"><\/path><\/svg> <\/span>\n<span class=\"\" style=\"padding-right: 10px;\">PROFILE<\/span>\n<\/span>\n<\/a>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c705559 elementor-widget elementor-widget-shortcode\" data-id=\"c705559\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-1309d7a\" style=\"background: transparent\"\nhref=\"https:\/\/www.linkedin.com\/in\/hyungwon-choi-aa799a213\" target=\"_blank\">\n<span class=\"elementor-screen-only\"><\/span>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"19\" height=\"19\" viewBox=\"0 0 19 19\" style=\"height: 16px; margin-left: 8px;\"><path id=\"Icon_awesome-linkedin-in\" data-name=\"Icon awesome-linkedin-in\" d=\"M4.253,19H.314V6.315H4.253ZM2.281,4.585a2.292,2.292,0,1,1,2.281-2.3A2.3,2.3,0,0,1,2.281,4.585ZM19,19H15.065V12.826c0-1.472-.03-3.359-2.048-3.359-2.048,0-2.362,1.6-2.362,3.253V19H6.72V6.315H10.5v1.73h.055A4.139,4.139,0,0,1,14.281,6C18.267,6,19,8.623,19,12.032V19Z\" transform=\"translate(0 -0.001)\" fill=\"#ee6c4d\"><\/path><\/svg> \n<\/a>\n\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74230d6 elementor-widget elementor-widget-spacer\" data-id=\"74230d6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"797\" class=\"elementor elementor-797 e-loop-item e-loop-item-827 post-827 theme_members type-theme_members status-publish format-standard has-post-thumbnail hentry theme_categories-computational-biology-bioinformatics-ai-applications-for-healthcare theme_categories-human-genetics-metabolic-diseases-cohort-studies theme_categories-precision-medicine-trp-primary-basic-sciences-members\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d2120b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d2120b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94a362d\" data-id=\"94a362d\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d552965 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"d552965\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2047\" height=\"2560\" src=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1.jpg\" class=\"attachment-full size-full wp-image-1954\" alt=\"\" srcset=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1.jpg 2047w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1-240x300.jpg 240w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1-819x1024.jpg 819w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1-768x960.jpg 768w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1-1228x1536.jpg 1228w, https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/wp-content\/uploads\/sites\/11\/2023\/04\/Liu-Boxiang-1c-scaled-1-1638x2048.jpg 1638w\" sizes=\"(max-width: 2047px) 100vw, 2047px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-059b848 elementor-widget elementor-widget-spacer\" data-id=\"059b848\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fcb9f1 elementor-widget elementor-widget-heading\" data-id=\"5fcb9f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Liu Boxiang<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77c5b8 elementor-widget elementor-widget-heading\" data-id=\"f77c5b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Assistant Professor<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3668535 elementor-widget elementor-widget-spacer\" data-id=\"3668535\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b8ed5e elementor-widget elementor-widget-heading\" data-id=\"9b8ed5e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Area of Research<br><ul>\n<li>GWAS, Statistical method development, Machine Learning models, Natural Language Processing (NLP),<br \/>\nComputer Vision, Deep Learning<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b830b elementor-widget elementor-widget-heading\" data-id=\"c3b830b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Research Interests<br><ul>\n<li>GWAS of genetic variants with complex human diseases<\/li>\n<li>Expression Quantitative Trait Loci (eQTL) mapping<\/li>\n<li>Deep learning architecture integrated with cis- &amp; trans-regulators of gene expression<\/li>\n<\/ul>\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4005c1 elementor-widget elementor-widget-shortcode\" data-id=\"a4005c1\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><a href=\"https:\/\/medicine.nus.edu.sg\/dbmi\/faculty\/dr-liu-boxiang\" target=\"_blank\" class=\"elementor-button-link  elementor-size-sm\" role=\"button\"  style=\"background: transparent\">\n<span class=\"elementor-button-content-wrapper\" style=\"justify-content: left; padding: 0 20px;\" >\n<span class=\"elementor-button-icon elementor-align-icon-right\">\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"27.901\" height=\"14.528\" viewBox=\"0 0 27.901 14.528\"><path id=\"Icon_ionic-ios-arrow-round-forward\" data-name=\"Icon ionic-ios-arrow-round-forward\" d=\"M19.884,11.53a.989.989,0,0,0-.008,1.392l4.6,4.608H.851a.984.984,0,0,0,0,1.967H24.47l-4.6,4.608a1,1,0,0,0,.008,1.392.98.98,0,0,0,1.385-.008L27.5,19.21h0a1.1,1.1,0,0,0,.2-.31.939.939,0,0,0,.076-.378.986.986,0,0,0-.28-.689l-6.235-6.28A.964.964,0,0,0,19.884,11.53Z\" transform=\"translate(0.125 -11.252)\" fill=\"#ee6c4d\"><\/path><\/svg> <\/span>\n<span class=\"\" style=\"padding-right: 10px;\">PROFILE<\/span>\n<\/span>\n<\/a>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c705559 elementor-widget elementor-widget-shortcode\" data-id=\"c705559\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-1309d7a\" style=\"background: transparent\"\nhref=\"https:\/\/www.linkedin.com\/in\/boxiang\" target=\"_blank\">\n<span class=\"elementor-screen-only\"><\/span>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"19\" height=\"19\" viewBox=\"0 0 19 19\" style=\"height: 16px; margin-left: 8px;\"><path id=\"Icon_awesome-linkedin-in\" data-name=\"Icon awesome-linkedin-in\" d=\"M4.253,19H.314V6.315H4.253ZM2.281,4.585a2.292,2.292,0,1,1,2.281-2.3A2.3,2.3,0,0,1,2.281,4.585ZM19,19H15.065V12.826c0-1.472-.03-3.359-2.048-3.359-2.048,0-2.362,1.6-2.362,3.253V19H6.72V6.315H10.5v1.73h.055A4.139,4.139,0,0,1,14.281,6C18.267,6,19,8.623,19,12.032V19Z\" transform=\"translate(0 -0.001)\" fill=\"#ee6c4d\"><\/path><\/svg> \n<\/a>\n\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74230d6 elementor-widget elementor-widget-spacer\" data-id=\"74230d6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Areas of Research Human Genetics, Metabolic Diseases, &amp; Cohort Studies Functional Genomics Metabolomics \/ Lipidomics Computational Biology, Bioinformatics, AI Applications for Healthcare Nucleic Acid Technologies Theme Members<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":41,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-750","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Computational Biology, Bioinformatics, AI Applications for Healthcare - Precision Medicine<\/title>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Computational Biology, Bioinformatics, AI Applications for Healthcare - Precision Medicine\" \/>\n<meta property=\"og:description\" content=\"Areas of Research Human Genetics, Metabolic Diseases, &amp; Cohort Studies Functional Genomics Metabolomics \/ Lipidomics Computational Biology, Bioinformatics, AI Applications for Healthcare Nucleic Acid Technologies Theme Members\" \/>\n<meta property=\"og:url\" content=\"https:\/\/medicine.nus.edu.sg\/trp\/precision-medicine\/area-of-research\/computational-biology-bioinformatics-ai-applications-for-healthcare\/\" \/>\n<meta property=\"og:site_name\" content=\"Precision Medicine\" \/>\n<meta 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