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Biomedical Data Science < Yale School of Medicine

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With new tools to transform that data into knowledge, we are making discoveries that were out of reach just a few years ago. Such extraordinary promise makes biomedical data science a field of almost universal importance in tackling the most pressing issues of our time, including urgent challenges in medicine and health care.</p> <p>With our profound expertise in biomedical data science, Yale is an ideal place for this work. Our porous disciplinary boundaries allow for multidisciplinary collaborations, bringing together clinicians, statisticians, computer scientists, economists, and epidemiologists to evaluate and improve health care quality and clinical decision making.</p> <p>By leveraging algorithms, machine learning, and artificial intelligence, researchers are discovering new approaches for previously unsolvable issues in diagnosing and treating cancer, cardiovascular disease, viral infections, genetic diseases, and neurological disorders. Yale鈥檚 campus-wide biomedical data science initiative is poised to secure a preeminent leadership role in defining the full breadth of this new frontier.</p></div></div></div> </section></div><div class="component-wrapper component-wrapper--all"><article class="featured-article-post" aria-label="Yale School of Medicine - For Humanity: Biomedical Data Science Pillar"><div class="featured-article-post__thumbnail-container"><a href="/media-player/biomedical-data-science/" class="featured-article-post__details-link" aria-label="Yale School of Medicine - For Humanity: Biomedical Data Science Pillar" tabindex="-1"><span class="" style="display:inline-block"></span><span class="featured-article-post-thumbnail__icon-container"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" focusable="false" class="featured-media__icon"><circle cx="12" cy="11.998" r="11.25" style="fill:none;stroke:currentColor;stroke-linecap:round;stroke-linejoin:round;stroke-width:1.5px"></circle><path d="M9 15.613a1.636 1.636 0 0 0 2.712 1.231L17.25 12l-5.538-4.847A1.635 1.635 0 0 0 9 8.384Z" style="fill:none;stroke:currentColor;stroke-linecap:round;stroke-linejoin:round;stroke-width:1.5px"></path></svg></span></a></div><div class="featured-article-post__content-container featured-article-post__content-container--background--blue"><div class="featured-article-post__content"><div class="featured-article-post__content-element"><a href="/media-player/biomedical-data-science/" class="featured-article-post__details-link" aria-label="Yale School of Medicine - For Humanity: Biomedical Data Science Pillar" tabindex="-1"><h2 class="featured-article-post__title">Yale School of Medicine - For Humanity: Biomedical Data Science Pillar</h2></a></div><div class="featured-article-post__content-element"><div class="featured-article-post__link-details"><a href="/media-player/biomedical-data-science/" tabindex="0" class="hyperlink" aria-label="Watch video: Yale School of Medicine - For Humanity: Biomedical Data Science Pillar">Watch video</a></div></div></div></div></article></div><div class="component-wrapper component-wrapper--all"><section class="banner banner--size--xs banner--align--center" aria-label="Investing for Impact"><div class="banner__parallax-wrapper" style="transform:scale(1)" aria-hidden="true"><div class="banner__background-wrapper" style="background:#1271E3"></div></div><div class="banner__content-wrapper"><div class="cta-banner cta-banner--component-size--null cta-banner--size--xs" style="color:#FFFFFF"><div class="cta-banner__content"><div class="banner-content banner-content--size--xs"><div class="LinesEllipsis text-overflow banner-content__title">Investing for Impact<wbr/></div><div class="LinesEllipsis text-overflow banner-content__descriptor">Make a gift toward biomedical data science today.<wbr/></div></div></div><div class="cta-banner__cta-container"><a href="https://secure.yale.imodules.com/s/1667/52/cart/form.aspx?sid=1667&amp;gid=52&amp;pgid=5594&amp;cid=14277&amp;bledit=1&amp;dids=713.&amp;_ga=2.54118568.1241680597.1700072717-1189938906.1699469737" tabindex="0" class="button button--large button--primary-inverse button--color-mode--blue button--link button-with-icon" aria-label="Find out more about Investing for Impact"><span class="button__label">Give Now</span><span class="button__icon" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" focusable="false" class="cta-banner__link-icon"><path d="M23.25 12.497H.75M19.5 16.247l3.75-3.75-3.75-3.75" style="fill:none;stroke:currentColor;stroke-linecap:round;stroke-linejoin:round;stroke-width:1.5px"></path></svg></span></a></div></div></div></section></div><div class="component-wrapper component-wrapper--all"><div class="quote"><blockquote class="quote__block-quote quote__block-quote--long"><p class="quote__text">I think this is one of the most exciting moments in the history of medicine. We鈥檙e about to have an immense increase of capability that we鈥檝e never had before.</p><footer class="quote__author">Harlan Krumholz, MD, SM</footer></blockquote></div></div><div class="component-wrapper component-wrapper--all"><article class="article-widget" aria-label="Latest News"><div class="article-widget__title-container"><div class="heading__container"><h2 class="article-widget__title" id="latest-news">Latest News</h2><div class="heading__anchor-copy-button-container"><button type="button" aria-label="Copy Link" class="anchor-copy-button anchor-copy-button--color-mode--dark"><span class="anchor-copy-button__content"><span class="anchor-copy-button__text">Copy Link</span><svg xmlns="http://www.w3.org/2000/svg" xml:space="preserve" viewBox="0 0 24 24" focusable="false" class="anchor-copy-button__icon"><path d="M5.253 21.497a5.21 5.21 0 0 1-3.712-1.535A5.21 5.21 0 0 1 .006 16.25c0-1.404.545-2.722 1.535-3.712l4.773-4.774a5.22 5.22 0 0 1 3.716-1.539c1.402 0 2.719.544 3.708 1.531a5.225 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She is looking forward to creating a program that not only provides a quality education and sets a foundation for groundbreaking research, but also serves the community and addresses health equity issues. &quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/305f6fb9-64ba-41df-b860-16715632b932&quot;,&quot;altText&quot;:&quot;Lucila-Ohno-Machado MD, PhD, MBA&quot;,&quot;width&quot;:1920,&quot;height&quot;:1080,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_420,y_0,w_1080,h_1080/v1/yms/prod/305f6fb9-64ba-41df-b860-16715632b932&quot;,&quot;width&quot;:1080,&quot;height&quot;:1080,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_1920,h_1080/v1/yms/prod/305f6fb9-64ba-41df-b860-16715632b932&quot;,&quot;width&quot;:1920,&quot;height&quot;:1080,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;/ysm/news-article/building-a-program-at-the-intersection-of-computer-science-and-medicine-meet-lucila-ohno-machado/&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;48704&quot;,&quot;bylineDate&quot;:&quot;2022-12-05T04:00:00&#x2B;00:00&quot;,&quot;title&quot;:&quot;Steven H. Kleinstein Appointed Anthony N. Brady Professor of Pathology&quot;,&quot;summary&quot;:&quot;Kleinstein has made fundamental contributions to immunology through the development and application of innovative computational methods.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/7f3a5743-382c-461b-832a-5f9d450d281e&quot;,&quot;altText&quot;:&quot;Kleinstein b7e109fe-1561-4d81-86fc-35432f2858c7&quot;,&quot;width&quot;:2848,&quot;height&quot;:2848,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_2848,h_2848/v1/yms/prod/7f3a5743-382c-461b-832a-5f9d450d281e&quot;,&quot;width&quot;:2848,&quot;height&quot;:2848,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_227,w_2848,h_1602/v1/yms/prod/7f3a5743-382c-461b-832a-5f9d450d281e&quot;,&quot;width&quot;:2848,&quot;height&quot;:1602,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;https://news.yale.edu/2022/12/05/steven-h-kleinstein-appointed-anthony-n-brady-professor-pathology&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:&quot;YaleNews&quot;},{&quot;id&quot;:&quot;47778&quot;,&quot;bylineDate&quot;:&quot;2022-10-25T04:00:00&#x2B;00:00&quot;,&quot;title&quot;:&quot;Biomedical Data Science Program Accepts Four New Fellows&quot;,&quot;summary&quot;:&quot;Four new post-doctoral researchers enter Yale&#x27;s Biomedical Data Science Fellowship program.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/8afca367-60a9-44a0-9e1f-255c38366c84&quot;,&quot;altText&quot;:&quot;horizontal faculty collages (2)&quot;,&quot;width&quot;:2000,&quot;height&quot;:1123,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_25,w_2000,h_1073/v1/yms/prod/8afca367-60a9-44a0-9e1f-255c38366c84&quot;,&quot;width&quot;:2000,&quot;height&quot;:1073,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;},{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_110,w_1008,h_1008/v1/yms/prod/8afca367-60a9-44a0-9e1f-255c38366c84&quot;,&quot;width&quot;:1008,&quot;height&quot;:1008,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;}]},&quot;url&quot;:&quot;/ysm/news-article/biomedical-data-science-program-accepts-four-new-fellows/&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;24910&quot;,&quot;bylineDate&quot;:&quot;2022-05-10T04:00:00&#x2B;00:00&quot;,&quot;title&quot;:&quot;The Role of Machine Learning Algorithms in Biomedical Discovery&quot;,&quot;summary&quot;:&quot;Machine learning algorithms accelerate biomedical research in viral infection, cardiovascular disease, breast cancer and more at Yale&#x2019;s van Dijk Lab.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/ddbc9d46-3a3f-4914-91f8-25a5d0812394&quot;,&quot;altText&quot;:&quot;GettyImages-1072325472_2000x1500&quot;,&quot;width&quot;:2000,&quot;height&quot;:1500,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/d851b4fa-c95b-43bc-b493-ff7802537d14&quot;,&quot;width&quot;:1500,&quot;height&quot;:1500,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/f0824443-140e-4852-b4dc-393a9fe545b9&quot;,&quot;width&quot;:2000,&quot;height&quot;:1073,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;/ysm/news-article/david-van-dijk-the-role-of-machine-learning-in-biomedical-discovery/&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;23566&quot;,&quot;bylineDate&quot;:&quot;2022-05-10T04:00:00&#x2B;00:00&quot;,&quot;title&quot;:&quot;Using AI and Machine Learning for a More Accurate Prostate Biopsy&quot;,&quot;summary&quot;:&quot;AI and machine learning allow a Yale researcher to make prostate biopsies more accurate by ending the game of chance that comes with imaging.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/480f9d68-d395-4dde-a583-10b37359bf05&quot;,&quot;altText&quot;:&quot;Urology_2020_AI_378097_14440_v1-1&quot;,&quot;width&quot;:2251,&quot;height&quot;:1399,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/f2519f18-baa9-441b-a16e-8e3d5825c1cc&quot;,&quot;width&quot;:2251,&quot;height&quot;:1208,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;},{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/3d5853e6-f1ed-4c1a-8fd9-821d040022c2&quot;,&quot;width&quot;:1399,&quot;height&quot;:1399,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;}]},&quot;url&quot;:&quot;/ysm/news-article/using-ai-and-machine-learning-for-a-more-accurate-prostate-biopsy/&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;42866&quot;,&quot;bylineDate&quot;:&quot;2022-02-04T04:00:00&#x2B;00:00&quot;,&quot;title&quot;:&quot;Using Machine Learning Algorithms to Manage Diabetes and ASCVD Risk&quot;,&quot;summary&quot;:&quot;Using machine learning algorithms, Yale researchers created a tool to determine when to prescribe canagliflozin to manage ASCVD in Type 2 diabetes patients.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/6dbcf62f-ebeb-4d8e-ab33-71422b5d8236&quot;,&quot;altText&quot;:&quot;Profile (5)&quot;,&quot;width&quot;:920,&quot;height&quot;:494,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_494,h_494/v1/yms/prod/6dbcf62f-ebeb-4d8e-ab33-71422b5d8236&quot;,&quot;width&quot;:494,&quot;height&quot;:494,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_920,h_494/v1/yms/prod/6dbcf62f-ebeb-4d8e-ab33-71422b5d8236&quot;,&quot;width&quot;:920,&quot;height&quot;:494,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;/ysm/news-article/using-machine-learning-algorithms-to-manage-diabetes-and-ascvd-risk/&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;40614&quot;,&quot;bylineDate&quot;:&quot;2021-03-24T14:10:15&#x2B;00:00&quot;,&quot;title&quot;:&quot;Teaching Medicine to Machines: Using AI and Machine Learning to Improve Health Care&quot;,&quot;summary&quot;:&quot;AI and machine learning are shaping research and patient care at Yale one algorithm at a time, from medical imaging to predictive models.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/1231a0df-9f2a-4be8-a4c5-cae1584a9904&quot;,&quot;altText&quot;:&quot;GettyImages-1163500535-Converted-01_410635&quot;,&quot;width&quot;:0,&quot;height&quot;:0,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_5001,h_5001/v1/yms/prod/1231a0df-9f2a-4be8-a4c5-cae1584a9904&quot;,&quot;width&quot;:5001,&quot;height&quot;:5001,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_1157,w_5001,h_2685/v1/yms/prod/1231a0df-9f2a-4be8-a4c5-cae1584a9904&quot;,&quot;width&quot;:5001,&quot;height&quot;:2685,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;https://medicine.yale.edu/news/yale-medicine-magazine/article/teaching-medicine-to-machines1&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;40617&quot;,&quot;bylineDate&quot;:&quot;2021-03-24T14:10:15&#x2B;00:00&quot;,&quot;title&quot;:&quot;Mapping the COVID-19 Pandemic in Connecticut&quot;,&quot;summary&quot;:&quot;Geospatial information experts at Yale joined forces to create data maps showing the impact of COVID-19 in Connecticut on a state and town level.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/4e58f0c6-62cf-4a61-ae2c-131e70d303f1&quot;,&quot;altText&quot;:&quot;GettyImages-1044207494 [Converted]-01-01_410629&quot;,&quot;width&quot;:5001,&quot;height&quot;:5000,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_694,w_3000,h_1611/v1/yms/prod/4e58f0c6-62cf-4a61-ae2c-131e70d303f1&quot;,&quot;width&quot;:3000,&quot;height&quot;:1611,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;},{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_0,y_0,w_2999,h_2999/v1/yms/prod/4e58f0c6-62cf-4a61-ae2c-131e70d303f1&quot;,&quot;width&quot;:2999,&quot;height&quot;:2999,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;}]},&quot;url&quot;:&quot;https://medicine.yale.edu/news/yale-medicine-magazine/article/mapping-the-covid19-pandemic-in-connecticut&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;40584&quot;,&quot;bylineDate&quot;:&quot;2020-09-28T11:15:52.16&#x2B;00:00&quot;,&quot;title&quot;:&quot;Biostatistics Leadership Allows YCAS to Improve Clinical Investigations&quot;,&quot;summary&quot;:&quot;As advances in biostatistics help improve the reach and transparency of clinical investigations, Yale&#x2019;s Center for Analytical Sciences takes the lead.&quot;,&quot;thumbnail&quot;:{&quot;imageId&quot;:0,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/v1/yms/prod/70f9e790-fed9-4945-a3bd-4749b9695347&quot;,&quot;altText&quot;:&quot;398429&quot;,&quot;width&quot;:0,&quot;height&quot;:0,&quot;imageVariants&quot;:[{&quot;dimension&quot;:&quot;Square&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_320,y_0,w_734,h_734/v1/yms/prod/70f9e790-fed9-4945-a3bd-4749b9695347&quot;,&quot;width&quot;:734,&quot;height&quot;:734,&quot;aspectRatio&quot;:&quot;ratio1x1&quot;},{&quot;dimension&quot;:&quot;Rectangle&quot;,&quot;url&quot;:&quot;https://ysm-res.cloudinary.com/image/upload/c_crop,x_3,y_0,w_1366,h_734/v1/yms/prod/70f9e790-fed9-4945-a3bd-4749b9695347&quot;,&quot;width&quot;:1366,&quot;height&quot;:734,&quot;aspectRatio&quot;:&quot;ratio16x9&quot;}]},&quot;url&quot;:&quot;https://medicine.yale.edu/news/yale-medicine-magazine/article/biostatistics-leadership-allows-ycas-to-improve-clinical-investigations&quot;,&quot;isFeatured&quot;:false,&quot;source&quot;:null},{&quot;id&quot;:&quot;40523&quot;,&quot;bylineDate&quot;:&quot;2019-07-01T15:02:30.897&#x2B;00:00&quot;,&quot;title&quot;:&quot;The New Machinery of Medicine: How Gene Sequencing and High-Performance Computing Are Revolutionizing Care&quot;,&quot;summary&quot;:&quot;Gene sequencing and high-performance computing are poised to improve patient care through precision 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