{"id":811,"date":"2025-01-03T10:38:44","date_gmt":"2025-01-03T15:38:44","guid":{"rendered":"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/?page_id=811"},"modified":"2025-01-03T11:58:50","modified_gmt":"2025-01-03T16:58:50","slug":"ai","status":"publish","type":"page","link":"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/ai\/","title":{"rendered":"Concentration in Applied AI in Systems Medicine"},"content":{"rendered":"<div class=\"gu-block gu-container gu-cards gu-block-grid-icon gu-block-full      \"><div class=\"gu-block gu-container gu-container-inner gu-cards-inner gu-block-grid-icon-inner gu-block-wide \"><div class=\"gu-block gu-block-wide gu-cards-content gu-block-grid-icon-content is-style-with-border\"><div class=\"gu-block gu-cards-card gu-block-grid-icon-card has-text-align-center \"><span class=\"fa-icon fa-solid fa-4x fa-users gu-block-grid-icon-icon \" aria-hidden=\"true\"><\/span><span class=\"gu-block-grid-icon-title  h3\">Learn With the Experts<\/span><span class=\"gu-block-grid-icon-description\">Connection to Georgetown and MedStar research groups<\/span><\/div><div class=\"gu-block gu-cards-card gu-block-grid-icon-card has-text-align-center \"><span class=\"fa-icon fa-regular fa-4x fa-calendar-alt gu-block-grid-icon-icon \" aria-hidden=\"true\"><\/span><span class=\"gu-block-grid-icon-title  h3\">2 Semesters<\/span><span class=\"gu-block-grid-icon-description\">Same as standard M.S.<\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">The Concentration in Applied AI in Systems Medicineprepares students to enhance and expand the impact of systems medicine using artificial intelligence (AI) tools.<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">Systems medicine relies on large-scale data from various sources to gain a comprehensive understanding of the molecular mechanisms underlying complex diseases. AI has shown immense potential for analyzing and interpreting these multi-omics data, enabling the development of personalized and precision medicine approaches &#8211; while also raising new risks for clinicians and researchers. Students who master the use of AI will be ready to take the lead at the intersection of data-driven healthcare and biomedical research.<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">Georgetown&#8217;s Systems Medicine Program has a long history of collaboration and student internships with the research group of <a href=\"https:\/\/www.medstarhealth.org\/innovation-and-research\/medstar-health-research-institute\/principal-investigators\/nawar-shara\">Dr. Nawar Shara<\/a>, chief of research data science for the <a href=\"https:\/\/www.medstarhealth.org\/innovation-and-research\/medstar-health-research-institute\">MedStar Health Research Institute<\/a> and founding co-director Georgetown&#8217;s <a href=\"https:\/\/aicolab.georgetown.edu\/\">AI CoLab<\/a>. Dr. Shara is a trailblazer in AI and health, having published several seminal papers on the application of AI to improve patient care. Students in our AI concentration are uniquely positioned to to get hands-on experience with real-world data through Dr. Shara&#8217;s group.<\/p>\n\n\n<div class=\"gu-block gu-container  gu-block-highlight        \"><div class=\"gu-block gu-container gu-container-inner gu-block-highlight-inner \"><h2 class=\"gu-block body-text-heading gu-heading  gu-block-highlight-heading  \">How to Apply<\/h2>\n<div class=\"gu-block-highlight-paragraphs\"><p class=\"gu-block gu-paragraph body-text  gu-block-highlight-paragraph \">Apply for the M.S. in Systems Medicine: Applied AI in Systems Medicine Concentration via our master&#8217;s admissions page. You will designate the concentration option as part of your application.<\/p>\n<\/div>\n<div class=\"gu-block-highlight-links\"><a class=\"gu-link gu-block gu-block-link-cta  gu-block-link-cta-btn gu-block-highlight-link \" href=\"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/admissions\/\">Admissions<\/a><\/div>\n<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading body-text-heading\">Courses<\/h2>\n\n\n\n<p class=\"is-style-with-no-margin-bottom wp-block-paragraph wp-block-paragraph body-text\">In addition to the <a href=\"https:\/\/systemsmedicine.georgetown.edu\/ms\/courses\/#required-courses\">core courses of the Systems Medicine program<\/a>, concentration students take three courses on the capabilities and applications of AI.<\/p>\n\n\n<div class=\"gu-block gu-container  gu-block-expand-content-group       \"><button class=\"btn expand-group-control to-expand btn-link \" aria-label=\"Expand all of the following collapsed content\">Expand All<\/button>\n\n<div class=\"expandable-block wp-block-gu-expand-content \"><h3 class=\"expand-control\"><a href=\"#\" aria-expanded=\"false\" data-toggle=\"collapse\"><span class=\"fa fa-chevron-up\" aria-hidden=\"true\">\u00a0<\/span><span class=\"fa fa-chevron-down\" aria-hidden=\"true\">\u00a0<\/span>SYSM 5790 Ethics &amp; Policy in Systems Medicine<\/a><\/h3><div class=\"expand-content collapse\">\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">3 Credits | Fall Semester<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">This 3-credit seminar course explores how applying ethical frameworks can promote best practices and policies in systems medicine. We will analyze key components of systems medicine, including genomics, personalized\/precision medicine, public health, drug development, big data, and artificial intelligence, including machine learning and natural language processing. We will also assess implementation considerations for various stakeholders, including patients, consumers, industry, research participants, underserved populations, and healthcare systems. Finally, we will consider how systems medicine approaches can be effectively leveraged to reduce health disparities and improve health equity. Students will participate in scholarly discussions, prepare brief presentations, and provide short written commentaries on several topics.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"expandable-block wp-block-gu-expand-content \"><h3 class=\"expand-control\"><a href=\"#\" aria-expanded=\"false\" data-toggle=\"collapse\"><span class=\"fa fa-chevron-up\" aria-hidden=\"true\">\u00a0<\/span><span class=\"fa fa-chevron-down\" aria-hidden=\"true\">\u00a0<\/span>SYSM 5800 AI Applications in Systems Medicine<\/a><\/h3><div class=\"expand-content collapse\">\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">3 Credits | Fall Semester<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">This comprehensive 3-credit course delves into the interdisciplinary field of Systems Medicine and explores its integration with Artificial Intelligence (AI) in the context of healthcare. Students will learn how AI techniques, including machine learning, deep learning, and data analytics, can be leveraged to analyze complex biological systems, decipher disease mechanisms, and personalize medical treatments. The course covers foundational concepts in systems medicine, including omics technologies, network biology, and personalized medicine, while examining how AI methodologies can enhance our understanding of health and disease.<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">Throughout the course, students will explore the interdisciplinary intersection of Systems Medicine and AI within healthcare. Through engaging lectures, interactive discussions, illuminating case studies, and hands-on projects, they will delve into AI techniques such as machine learning, deep learning, and data analytics. These techniques will be applied to analyze complex biological systems and personalize medical treatments, with a particular focus on integrating real-world data extracted from Electronic Health Record (EHR) systems. By the end of the course, students will have gained practical skills in AI-enabled systems medicine and developed the ability to apply these techniques to real-world biomedical problems, leveraging EHR data to enhance their understanding and impact in healthcare.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"expandable-block wp-block-gu-expand-content \"><h3 class=\"expand-control\"><a href=\"#\" aria-expanded=\"false\" data-toggle=\"collapse\"><span class=\"fa fa-chevron-up\" aria-hidden=\"true\">\u00a0<\/span><span class=\"fa fa-chevron-down\" aria-hidden=\"true\">\u00a0<\/span>SYSM 5410 AI Applications in Structural Biology<\/a><\/h3><div class=\"expand-content collapse\">\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">3 Credits | Spring Semester<\/p>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">This course will cover key concepts in structural biology to provide students with a comprehensive understanding of the molecular basis of protein structure and function. Methodologies of structural determination such as X-ray crystallography, Nuclear Magnetic Resonance Spectroscopy, and Electron Microscopy will be covered. In addition, the course delves into the intersection of artificial intelligence (AI), drug design, and structural biology, exploring how advanced computational methods are revolutionizing the process of drug discovery. Through a blend of theoretical lectures and hands-on practical sessions, students will learn how AI techniques such as machine learning and molecular modeling are leveraged to analyze molecular structures, predict ligand-receptor interactions, and accelerate the identification of novel therapeutic compounds.<\/p>\n<\/div><\/div>\n\n<\/div>\n\n<div class=\"gu-block gu-container  gu-block-highlight      has-healylawn-background-color is-style-solid  \"><div class=\"gu-block gu-container gu-container-inner gu-block-highlight-inner  has-healylawn-background-color is-style-solid-inner \"><h2 class=\"gu-block body-text-heading gu-heading  gu-block-highlight-heading has-light-color \">Career Advancement<\/h2>\n<div class=\"gu-block-highlight-paragraphs\"><p class=\"gu-block gu-paragraph body-text  gu-block-highlight-paragraph has-light-color\">Our students benefit from the services of the Biomedical Graduate Education career office, including one-on-one advising, skills workshops, leadership programs and more to help them take the next step in their professions.<\/p>\n<\/div>\n<div class=\"gu-block-highlight-links\"><a class=\"gu-link gu-block gu-block-link-cta  gu-block-highlight-link gu-block-link-cta-light has-light-color\" href=\"https:\/\/biomedicalprograms.georgetown.edu\/career\/masters-students\/\">Master&#8217;s Student Career Services<\/a><a class=\"gu-link gu-block gu-block-link-cta  gu-block-highlight-link gu-block-link-cta-light has-light-color\" href=\"https:\/\/systemsmedicine.georgetown.edu\/alumni\/\">Alumni Outcomes<\/a><\/div>\n<\/div><\/div>\n\n\n<h2 class=\"wp-block-heading body-text-heading\" id=\"degree-plan\">Degree Plan<\/h2>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">View an example course schedule for the concentration on the <a href=\"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/degree-plans\/\">Degree Plans<\/a> page.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<div class=\"gu-block gu-container gu-cards gu-block-grid-info gu-block-full       \"><div class=\"gu-block gu-container gu-container-inner gu-cards-inner gu-block-grid-info-inner gu-block-wide \"><div class=\"gu-block gu-block-inner gu-cards-content gu-block-grid-info-content\"><div class=\"gu-block gu-cards-card gu-block-grid-info-card \"><h3 class=\"gu-block body-text-heading gu-heading  gu-block-grid-info-heading \">Admissions<\/h3>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">View prerequisites and available financial assistance, and begin your application.<\/p>\n\n\n\n<div class=\"gu-block gu-block-link-cta-block \"><a class=\"gu-link gu-block gu-block-link-cta gu-block-grid-info-item-link  \" href=\"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/admissions\/\">Admissions<\/a><\/div>\n<\/div><div class=\"gu-block gu-cards-card gu-block-grid-info-card \"><h3 class=\"gu-block body-text-heading gu-heading  gu-block-grid-info-heading \">Degree Plans<\/h3>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">View example two-semester course schedules for full-time students.<\/p>\n\n\n\n<div class=\"gu-block gu-block-link-cta-block \"><a class=\"gu-link gu-block gu-block-link-cta gu-block-grid-info-item-link  \" href=\"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/degree-plans\/\">Degree Plans<\/a><\/div>\n<\/div><div class=\"gu-block gu-cards-card gu-block-grid-info-card \"><h3 class=\"gu-block body-text-heading gu-heading  gu-block-grid-info-heading \">Courses<\/h3>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">Browse required and elective courses for the Master of Science program.<\/p>\n\n\n\n<div class=\"gu-block gu-block-link-cta-block \"><a class=\"gu-link gu-block gu-block-link-cta gu-block-grid-info-item-link  \" href=\"https:\/\/sites.georgetown.edu\/bge-1789-sandbox\/sysm-ai\/courses\/\">Courses<\/a><\/div>\n<\/div><div class=\"gu-block gu-cards-card gu-block-grid-info-card \"><h3 class=\"gu-block body-text-heading gu-heading  gu-block-grid-info-heading \">Current Students<\/h3>\n\n\n\n<p class=\"wp-block-paragraph wp-block-paragraph body-text\">Find resources that help our students succeed inside and outside the classroom.<\/p>\n\n\n\n<div class=\"gu-block gu-block-link-cta-block \"><a class=\"gu-link gu-block gu-block-link-cta gu-block-grid-info-item-link  \" href=\"https:\/\/systemsmedicine.georgetown.edu\/students\/\">Current Students<\/a><\/div>\n<\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>The Concentration in Applied AI in Systems Medicineprepares students to enhance and expand the impact of systems medicine using artificial intelligence (AI) tools. 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