<!doctype html>
<html lang="en-US">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1">
    <link rel="profile" href="https://gmpg.org/xfn/11">
                <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_W_Wght.woff2" crossorigin="anonymous">
            <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_Italics_W_Wght.woff2" crossorigin="anonymous">
            <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_W_Wght.woff2" crossorigin="anonymous">
            <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_Italics_W_Wght.woff2" crossorigin="anonymous">
            <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_W_Wght.woff2" crossorigin="anonymous">
            <link rel="preload" as="font" type="font/woff2" href="/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/fonts/InventionVF_Italics_W_Wght.woff2" crossorigin="anonymous">
            <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' />
	<style>img:is([sizes="auto" i], [sizes^="auto," i]) { contain-intrinsic-size: 3000px 1500px }</style>
	
	<!-- This site is optimized with the Yoast SEO plugin v21.9.1 - https://yoast.com/wordpress/plugins/seo/ -->
	<title>Expert Q&amp;A: The role of real-world evidence in lung cancer detection - Merck.com</title>
	<meta name="description" content="The role of real-world evidence in early detection of lung cancer." />
	<link rel="canonical" href="https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/" />
	<meta property="og:locale" content="en_US" />
	<meta property="og:type" content="article" />
	<meta property="og:title" content="Expert Q&amp;A: The role of real-world evidence in lung cancer detection - Merck.com" />
	<meta property="og:description" content="The role of real-world evidence in early detection of lung cancer." />
	<meta property="og:url" content="https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/" />
	<meta property="og:site_name" content="Merck.com" />
	<meta property="article:modified_time" content="2026-04-07T16:11:18+00:00" />
	<meta property="og:image" content="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg" />
	<meta property="og:image:width" content="3370" />
	<meta property="og:image:height" content="2410" />
	<meta property="og:image:type" content="image/jpeg" />
	<meta name="twitter:card" content="summary_large_image" />
	<meta name="twitter:label1" content="Est. reading time" />
	<meta name="twitter:data1" content="3 minutes" />
	<script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/","url":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/","name":"Expert Q&amp;A: The role of real-world evidence in lung cancer detection - Merck.com","isPartOf":{"@id":"https://vip2-msd.com/merckcom-old/#website"},"primaryImageOfPage":{"@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/#primaryimage"},"image":{"@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/#primaryimage"},"thumbnailUrl":"https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg","datePublished":"2026-03-23T13:24:22+00:00","dateModified":"2026-04-07T16:11:18+00:00","description":"The role of real-world evidence in early detection of lung cancer.","breadcrumb":{"@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/#primaryimage","url":"https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg","contentUrl":"https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg","width":3370,"height":2410},{"@type":"BreadcrumbList","@id":"https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Stories","item":"https://www.merck.com/stories-archive/"},{"@type":"ListItem","position":2,"name":"Expert Q&amp;A: The role of real-world evidence in lung cancer detection"}]},{"@type":"WebSite","@id":"https://vip2-msd.com/merckcom-old/#website","url":"https://vip2-msd.com/merckcom-old/","name":"Merck.com","description":"Just another vip-msd.com site","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://vip2-msd.com/merckcom-old/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"}]}</script>
	<!-- / Yoast SEO plugin. -->


<link rel='dns-prefetch' href='//cdn.cookielaw.org' />
<link rel='stylesheet' id='wp-block-library-css' href='https://www.merck.com/wp-includes/css/dist/block-library/style.min.css?ver=6.8.5' media='all' />
<style id='classic-theme-styles-inline-css'>
/*! This file is auto-generated */
.wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none}
</style>
<style id='global-styles-inline-css'>
:root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;}
:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}
:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}
:root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;}
</style>
<link rel='stylesheet' id='qm-object-cache-style-css' href='https://www.merck.com/wp-content/mu-plugins/qm-plugins/qm-object-cache/css/style.css?ver=0.2' media='all' />
<link rel='stylesheet' id='MCC-styles-default-font-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/default-font.min.css?ver=1764577519' media='all' />
<link rel='stylesheet' id='MCC-styles-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/style.min.css?ver=1776849258' media='all' />
<link rel='stylesheet' id='footer-flagship-standard-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/footer-flagship-standard.min.css?ver=1764577519' media='all' />
<link rel='stylesheet' id='mcc_header_style-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/masthead-country-1.min.css?ver=1773234738' media='all' />
<link rel='stylesheet' id='banner-styles-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/bottom-banner.min.css?ver=1764577519' media='all' />
                    

        
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/js/sticky-banner.min.js?ver=1764577519" id="banner-scripts-js"></script>
<script defer="defer" src="//cdn.cookielaw.org/scripttemplates/otSDKStub.js?ver=6.8.5" data-domain-script="fd658a96-8c4a-4c03-973e-fd83f98fa618"></script><script>function OptanonWrapper() { }</script><link rel="https://api.w.org/" href="https://www.merck.com/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://www.merck.com/wp-json/wp/v2/story/3680118" /><link rel='shortlink' href='https://www.merck.com/?p=3680118' />
<link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://www.merck.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fwww.merck.com%2Fstories%2Fexpert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection%2F" />
<link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://www.merck.com/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fwww.merck.com%2Fstories%2Fexpert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection%2F&#038;format=xml" />
<!-- Stream WordPress user activity plugin v4.1.1 -->
<script>
var dataLayer = dataLayer || [];
dataLayer.push({"user":{"role":"visitor","isLoggedIn":false}});
dataLayer.push({"site":[]});
</script>
<script>
(
        function( w, d, s, l, i ) {
            w[l] = w[l] || [];
            w[l].push( {'gtm.start': new Date().getTime(), event: 'gtm.js'} );
					var f = d.getElementsByTagName( s )[0],
						j = d.createElement( s ), dl = l !== 'dataLayer' ? '&l=' + l : '';
					j.async = true;
					j.src = 'https://www.googletagmanager.com/gtm.js?id=' + i + dl;
					f.parentNode.insertBefore( j, f );
				}
        )( window, document, 'script', 'dataLayer', 'GTM-M74WZDM' );
</script>
        <link rel="apple-touch-icon" sizes="180x180" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/apple-touch-icon.png">
    <link rel="icon" type="image/png" sizes="32x32" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/favicon-32x32.png">
    <link rel="icon" type="image/png" sizes="16x16" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/favicon-16x16.png">
    <link rel="manifest" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/site.webmanifest">
    <link rel="mask-icon" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/safari-pinned-tab.svg" color="#ffffff">
    <link rel="shortcut icon" href="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/favicon.ico">
    <meta name="msapplication-TileColor" content="#ffffff">
    <meta name="msapplication-config" content="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/browserconfig.xml">
    <meta name="theme-color" content="#ffffff">
    
<style>
    :root {
        --colorTextPrimary: #000000;
        --colorPrimary: #00857C;
        --colorPrimaryLight: #6ECEB2;
        --colorPrimaryDark: #005C55;
        --colorPrimaryDarkBlue: #0C2340;
        --colorSecondaryLime: #BFED33;
        --colorSecondaryLemon: #FFF063;
        --colorSecondaryPastelBlue: #69B8F7;
        --colorSecondaryVistaBlue: #688CE8;
        --colorSecondaryRichBlue: #5450E4;
        --colorBlack: #000000;
        --colorWhite: #FFFFFF;
        --colorOffWhite: #F7F7F7;
        --colorGray: #757575;
        --colorWarning: #FE0000;
        --colorSuccess: #029A01;
        --colorInfo: #1058A4;
        --colorGrayHRTwenty: #75757533;
        --colorGrayHRTen: #7575751a;
    }
</style></head>

<body class="wp-singular story-template-default single single-story postid-3680118 wp-theme-cex-wpvip-mhh-mhh2-mcc-theme no-sidebar mcc-us-site-type menu-no-hyphens">
<noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-M74WZDM&#038;user%5Brole%5D=visitor&#038;user%5BisLoggedIn%5D=0&#038;" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript><div id="page" class="site">
    <a class="skip-link screen-reader-text" href="#content">Skip to content</a>
        <header id="masthead" class="site-header">
    <div id="site-navigation" class="main-navigation">
        <div class="wrapper header-wrapper">
            
<div class="site-branding">
	<p class="site-title">        <a
            id="micro-site-logo"
            href="https://www.merck.com/"
            rel="home"
            class="site-logo-link"
            title="Merck.com"
            style=""
        >
                            <img
                    class="site-logo"
                    src="https://www.merck.com/wp-content/uploads/sites/124/2025/08/site-logo.svg"
                    alt="Site logo"
                    style=""
                />
                    </a>
    </p></div><!-- .site-branding -->
            <div id="mastheadMenu">
            <button id="siteSearchToggle" class="btn" aria-controls="site-search">
            <span class="menu-toggle-text-open">
                <img src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/search-white.svg" alt="" />
                <span>Search everything</span>
            </span>
            <span class="menu-toggle-text-close">
                <img class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/close.svg" alt="" />Close            </span>
        </button>
    
        <button id="siteNavigationToggle" class="btn menu-toggle" aria-controls="menuMain"  >
        <span class="menu-toggle-text-open">
            <img src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/burger-white.svg" alt="" />Menu        </span>
        <span class="menu-toggle-text-close">
            <img class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/close.svg" alt="" />Close        </span>
    </button>
</div>
        </div><!-- .header-wrapper -->
    </div><!-- #site-navigation -->
    <div id="site-menu" class="main-menu menu-header-template">
	<div class="wrapper">
		<a class="menucrumb" href="#">Main menu</a>
		<nav class="menu-main-menu-container"><ul id="menuMain" class="menu-main level-0 menu-open"><li id="menu-item-666469" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-666469"><a aria-expanded="false" role="button" href="https://www.merck.com/company-overview/">Company</a>
<ul class="level-1">
	<li id="menu-item-666471" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666471"><a href="https://www.merck.com/company-overview/">Who we are</a></li>
	<li id="menu-item-3640275" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3640275"><a href="https://www.merck.com/what-we-do/">What we do</a></li>
	<li id="menu-item-667007" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-667007"><a href="https://www.merck.com/stories/">Stories</a></li>
	<li id="menu-item-2773656" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2773656"><a href="https://www.merck.com/company-overview/history/">History</a></li>
	<li id="menu-item-666473" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-666473"><a aria-expanded="false" role="button" href="https://www.merck.com/company-overview/sustainability/">Sustainability</a>
	<ul class="level-2">
		<li id="menu-item-2388650" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2388650"><a href="https://www.merck.com/company-overview/sustainability/">Sustainability overview</a></li>
		<li id="menu-item-2388653" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2388653"><a href="https://www.merck.com/company-overview/sustainability/philanthropy/">Philanthropy</a></li>
		<li id="menu-item-3670900" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3670900"><a href="https://www.merck.com/company-overview/sustainability/merck-medical-outreach-program/">Merck Medical Outreach Program</a></li>
		<li id="menu-item-3666247" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3666247"><a href="https://www.merck.com/company-overview/sustainability/impact-venture-fund/">Impact Venture Fund</a></li>
		<li id="menu-item-2804132" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2804132"><a href="https://www.merck.com/company-overview/sustainability/transparency-disclosures/">Transparency disclosures</a></li>
		<li id="menu-item-2808199" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2808199"><a href="https://www.merck.com/company-overview/sustainability/sustainability-resources/">Sustainability resources</a></li>
	</ul>
</li>
	<li id="menu-item-666474" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-666474"><a aria-expanded="false" role="button" href="https://www.merck.com/company-overview/leadership/">Leadership</a>
	<ul class="level-2">
		<li id="menu-item-666483" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666483"><a href="https://www.merck.com/company-overview/leadership/">Leadership overview</a></li>
		<li id="menu-item-666484" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666484"><a href="https://www.merck.com/company-overview/leadership/board-of-directors/">Board of directors</a></li>
		<li id="menu-item-666485" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666485"><a href="https://www.merck.com/company-overview/leadership/executive-team/">Executive team</a></li>
	</ul>
</li>
	<li id="menu-item-666475" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-666475"><a aria-expanded="false" role="button" href="https://www.merck.com/company-overview/culture-and-values/">Culture &amp; values</a>
	<ul class="level-2">
		<li id="menu-item-666488" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666488"><a href="https://www.merck.com/company-overview/culture-and-values/">Culture &#038; values overview</a></li>
		<li id="menu-item-666489" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666489"><a href="https://www.merck.com/company-overview/culture-and-values/code-of-conduct/">Code of conduct, ethics &amp; compliance</a></li>
	</ul>
</li>
	<li id="menu-item-666476" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666476"><a href="https://www.merck.com/company-overview/diversity-and-inclusion/">Diversity and inclusion</a></li>
	<li id="menu-item-666477" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666477"><a href="https://www.merck.com/company-overview/policies-and-positions/">Policies and positions</a></li>
	<li id="menu-item-666479" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-666479"><a aria-expanded="false" role="button" href="https://www.merck.com/company-overview/suppliers/">Suppliers</a>
	<ul class="level-2">
		<li id="menu-item-667793" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-667793"><a href="https://www.merck.com/company-overview/suppliers/">Suppliers overview</a></li>
		<li id="menu-item-667792" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-667792"><a target="_blank" rel="noopener" href="https://msd.quantumsds.com/">Supplier registration</a></li>
		<li id="menu-item-3601080" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-3601080"><a href="https://suppliers.msd.com/">Supplier help for Ariba</a></li>
	</ul>
</li>
</ul>
</li>
<li id="menu-item-14540" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-14540"><a aria-expanded="false" role="button" href="https://www.merck.com/research/">Research</a>
<ul class="level-1">
	<li id="menu-item-666505" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666505"><a href="https://www.merck.com/research/">Research overview</a></li>
	<li id="menu-item-666527" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-666527"><a target="_blank" rel="noopener" aria-expanded="false" role="button" href="#">Areas of focus</a>
	<ul class="level-2">
		<li id="menu-item-666509" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666509"><a href="https://www.merck.com/research/oncology/">Oncology</a></li>
		<li id="menu-item-666507" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666507"><a href="https://www.merck.com/research/vaccines/">Vaccines</a></li>
		<li id="menu-item-3665482" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3665482"><a href="https://www.merck.com/research/infectious-diseases/">Infectious diseases</a></li>
		<li id="menu-item-3677233" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3677233"><a href="https://www.merck.com/research/cardiometabolic-and-respiratory-diseases/">Cardiometabolic and respiratory diseases </a></li>
		<li id="menu-item-3641210" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3641210"><a href="https://www.merck.com/research/immunology/">Immunology</a></li>
		<li id="menu-item-3668390" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3668390"><a href="https://www.merck.com/research/neuroscience/">Neuroscience</a></li>
		<li id="menu-item-3664805" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3664805"><a href="https://www.merck.com/research/ophthalmology/">Ophthalmology</a></li>
	</ul>
</li>
	<li id="menu-item-3667369" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-3667369"><a aria-expanded="false" role="button" href="#">Areas of innovation</a>
	<ul class="level-2">
		<li id="menu-item-3667372" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3667372"><a href="https://www.merck.com/research/areas-of-innovation/data-science-and-artificial-intelligence/">Data science and artificial intelligence </a></li>
		<li id="menu-item-3667373" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3667373"><a href="https://www.merck.com/research/areas-of-innovation/green-and-sustainable-science/">Green and sustainable science</a></li>
		<li id="menu-item-3680012" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3680012"><a href="https://www.merck.com/research/areas-of-innovation/our-therapeutic-modalities/">Our therapeutic modalities</a></li>
		<li id="menu-item-3672756" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3672756"><a href="https://www.merck.com/research/areas-of-innovation/translational-medicine/">Translational medicine</a></li>
	</ul>
</li>
	<li id="menu-item-666511" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666511"><a href="https://www.merck.com/research/product-pipeline/">Pipeline</a></li>
	<li id="menu-item-3662444" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3662444"><a href="https://www.merck.com/research/business-development-and-licensing/">Business development and licensing (BD&amp;L)</a></li>
	<li id="menu-item-3624062" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-3624062"><a aria-expanded="false" role="button" href="https://www.merck.com/research/clinical-trials/">Clinical trials</a>
	<ul class="level-2">
		<li id="menu-item-3624063" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3624063"><a href="https://www.merck.com/research/clinical-trials/">Clinical trials overview</a></li>
		<li id="menu-item-666672" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-666672"><a target="_blank" rel="noopener" href="https://www.merckclinicaltrials.com/">Find a trial</a></li>
		<li id="menu-item-2805336" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2805336"><a href="https://www.merck.com/research/clinical-trials/diversity-in-clinical-trials/">Diversity in clinical trials</a></li>
	</ul>
</li>
	<li id="menu-item-3600289" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3600289"><a href="https://www.merck.com/research/rd-locations/">R&#038;D locations</a></li>
	<li id="menu-item-666512" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666512"><a href="https://www.merck.com/research/discovery-development/">How we invent</a></li>
	<li id="menu-item-3636441" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3636441"><a href="https://www.merck.com/research/meet-our-scientists/">Meet our scientists</a></li>
	<li id="menu-item-3650167" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3650167"><a href="https://www.merck.com/research/publications/">Publications</a></li>
</ul>
</li>
<li id="menu-item-3600254" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-3600254"><a aria-expanded="false" role="button" href="https://www.merck.com/products/">Products</a>
<ul class="level-1">
	<li id="menu-item-666506" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666506"><a href="https://www.merck.com/products/">Products list</a></li>
	<li id="menu-item-3607502" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-3607502"><a href="https://www.merck.com/products/safety-data-sheets/">Safety data sheets</a></li>
	<li id="menu-item-666515" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666515"><a href="https://www.merck.com/products/patent/">Product patents</a></li>
	<li id="menu-item-3624065" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3624065"><a href="https://www.merck.com/products/distributors/">Merck authorized distributors</a></li>
</ul>
</li>
<li id="menu-item-628574" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-628574"><a aria-expanded="false" role="button" href="https://www.merck.com/patients/">Patients</a>
<ul class="level-1">
	<li id="menu-item-2784133" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-2784133"><a href="https://www.merck.com/patients/">Patients overview</a></li>
	<li id="menu-item-3648543" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3648543"><a href="https://www.merck.com/patients/patient-support-programs/">Patient support programs</a></li>
	<li id="menu-item-3648542" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3648542"><a href="https://www.merck.com/patients/play-an-active-role-in-your-health-care/">Play an active role in your health care</a></li>
	<li id="menu-item-3680564" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3680564"><a href="https://www.merck.com/patients/fighting-counterfeit-medicine/">Fighting counterfeit medicine</a></li>
</ul>
</li>
<li id="menu-item-137022" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-137022"><a aria-expanded="false" role="button" href="https://www.merck.com/investor-relations/">Investors</a>
<ul class="level-1">
	<li id="menu-item-223087" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-223087"><a href="https://www.merck.com/investor-relations/">Investors overview</a></li>
	<li id="menu-item-220674" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-220674"><a href="https://www.merck.com/investor-relations/events-and-presentations/">Events &amp; presentations</a></li>
	<li id="menu-item-220673" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-220673"><a aria-expanded="false" role="button" href="https://www.merck.com/investor-relations/financial-information/">Financial information</a>
	<ul class="level-2">
		<li id="menu-item-666494" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666494"><a href="https://www.merck.com/investor-relations/financial-information/">Financial information overview</a></li>
		<li id="menu-item-666495" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-666495"><a href="https://www.merck.com/investor-relations/financial-information/sec-filings/">SEC filings</a></li>
	</ul>
</li>
	<li id="menu-item-220672" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-220672"><a href="https://www.merck.com/investor-relations/stock-info/">Stock information</a></li>
	<li id="menu-item-220671" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-220671"><a href="https://www.merck.com/investor-relations/investor-resources/">Investor resources</a></li>
</ul>
</li>
<li id="menu-item-3609026" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-3609026"><a aria-expanded="false" role="button" href="https://www.merck.com/media/">Media</a>
<ul class="level-1">
	<li id="menu-item-3609027" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3609027"><a href="https://www.merck.com/media/">Media overview</a></li>
	<li id="menu-item-650878" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-650878"><a href="https://www.merck.com/media/news/">News releases</a></li>
	<li id="menu-item-650884" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-650884"><a href="https://www.merck.com/media/company-statements/">Company statements</a></li>
	<li id="menu-item-3609031" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3609031"><a href="https://www.merck.com/media/media-library/">Media library &amp; contacts</a></li>
	<li id="menu-item-3641978" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-3641978"><a href="https://www.merck.com/media/company-fact-sheet/">Company fact sheet</a></li>
</ul>
</li>
<li id="menu-item-666493" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-666493"><a target="_blank" rel="noopener" href="https://jobs.merck.com/us/en">Careers</a></li>
</ul></nav>

		<div class="side-section">
																				<div class="image">
						<picture>
							<source media="(max-width: 1199px)"
								data-srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/03/B2-We-are-driven-by-a-shared-purpose-that-is-to_-Invent-for-Life.jpg?resize=370%2C418&#038;quality=70&#038;allow_lossy=1">
							<source media="(min-width: 1200px)"
								data-srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/03/B2-We-are-driven-by-a-shared-purpose-that-is-to_-Invent-for-Life.jpg?resize=486%2C432&#038;quality=70&#038;allow_lossy=1">
							<img class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/uploads/sites/124/2020/03/B2-We-are-driven-by-a-shared-purpose-that-is-to_-Invent-for-Life.jpg?resize=486%2C432&#038;quality=70&#038;allow_lossy=1" alt="Scientist reviewing test tubes">
						</picture>
					</div>
													<div class="tagline"></div>
													<h4>Who we are</h4>
													<a class="btn" href="https://www.merck.com/company-overview/"  title="Learn more" target="">Learn more</a>
									</div>
		<div class="bottom-section">
													<a
				class="btn"
				href="/contact-us/"
				title="Contact us"
				target="_self"
				rel="noopener"
				>Contact us</a>
											</div>
	</div>
</div><!-- #site-menu -->
                <form id="site-search" role="search" method="get" class="search-form" action="https://www.merck.com" autocomplete="off">
	<h2 class="search-header">What can we help you find?</h2>
	<div id="site-search-box" class="input-box">
		<span class="screen-reader-text">Search for:</span>
		<input type="text" class="search-field" placeholder="Search here …" value="" name="s" aria-label="Search site">
		<button type="submit" class="submit search-submit" aria-label="Search"></button>
	</div>
    <div id="search_suggestion_result"></div>
</form>


    <script>
        theme_directory = "https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme";
    </script>

    </header><!-- #masthead -->
    <div id="content" class="site-content">

	<div id="primary" class="content-area">
		<main id="main" class="site-main">

			
<article id="post-3680118" class="post-3680118 story type-story status-publish has-post-thumbnail hentry tag-oncology tag-research-and-development content_topic-innovation AdminField-oncology AdminField-research-development">
	<div class="entry-content story">
		
<div id="mco-f1-article-hero-block_101933db45d426c454ea37efafd8d070" class="mco-f1-article-hero mccberg-block">
    <div class="mco-f1-article-hero-content-container">
        
                            <a href="https://www.merck.com/content_topic/innovation/">
                    <small class="tagline">Innovation</small>
                </a>
            
        
                    <h1>
                Expert Q&amp;A: The role of real-world evidence in lung cancer detection
            </h1>
                            <p> Shuvayu Sen, Ph.D., shared how our real-world evidence research uses data to analyze patient journeys and risk prediction models for early lung cancer detection</p>
            </div>

    <div class="mco-f1-article-hero-date-container">
                    <p class="mco-f1-article-hero-date text-descriptive">March 23, 2026</p>
                <div class="mco-f1-article-share-btn-container">
                            <p class="text-descriptive">Share this article</p>
                                        <p><a href="https://www.facebook.com/sharer/sharer.php?u=https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/" target="_blank" aria-label="Share on Facebook"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16">
    <path fill="#00857C" fill-rule="nonzero" d="M6.023 16L6 9H3V6h3V4c0-2.7 1.672-4 4.08-4 1.153 0 2.144.086 2.433.124v2.821h-1.67c-1.31 0-1.563.623-1.563 1.536V6H13l-1 3H9.28v7H6.023z" />
<title>Facebook icon</title></svg>
</a></p>
                <p><a href="https://twitter.com/intent/tweet?text=https%3A%2F%2Fwww.merck.com%2Fstories%2Fexpert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection%2F Expert Q&amp;A: The role of real-world evidence in lung cancer detection" target="_blank" aria-label="Share on X">
<!-- Generator: Adobe Illustrator 27.7.0, SVG Export Plug-In . SVG Version: 6.00 Build 0)  -->
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16">

	.st0{fill:#00857C;}

<path class="st0" fill="#00857C" d="M9.5,6.8l5.7-6.6h-1.4L8.8,6l-4-5.8H0.3l6,8.7l-6,7h1.4l5.2-6.1l4.2,6.1h4.6L9.5,6.8L9.5,6.8z M7.6,9L7,8.1
	L2.2,1.2h2.1l3.9,5.6l0.6,0.9l5.1,7.3h-2.1L7.6,9L7.6,9z" />
<title>X icon</title></svg>
</a></p>
                <p><a href="https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fwww.merck.com%2Fstories%2Fexpert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection%2F" target="_blank" aria-label="Share on LinkedIn"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16">
    <path fill="#00857C" fill-rule="evenodd" d="M15.205 0H.695C.299 0 0 .3 0 .7v14.7c0 .3.298.6.696.6h14.608c.398 0 .696-.3.696-.7V.7c-.1-.4-.398-.7-.795-.7zM4.671 13.6H2.385V6H4.77v7.6h-.1zM3.578 5c-.795 0-1.392-.7-1.392-1.4 0-.8.597-1.4 1.392-1.4.795 0 1.39.6 1.39 1.4-.098.7-.695 1.4-1.39 1.4zm9.938 8.6H11.13V9.9c0-.9 0-2-1.192-2-1.193 0-1.391 1-1.391 2v3.8H6.16V6h2.286v1c.298-.6 1.093-1.2 2.187-1.2 2.385 0 2.782 1.6 2.782 3.6v4.2h.1z" />
<title>Linkedin icon</title></svg>
</a></p>
                <p><a href="mailto:?subject=Expert Q&amp;A: The role of real-world evidence in lung cancer detection&#038;body=https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/  Shuvayu Sen, Ph.D., shared how our real-world evidence research uses data to analyze patient journeys and risk prediction models for early lung cancer detection" target="_blank" aria-label="Share via email"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16">
    <path fill="#00857C" fill-rule="nonzero" d="M16 5.7V14c0 .6-.4 1-1 1H1c-.6 0-1-.4-1-1V5.7l7.5 4.2c.28.14.72.14 1 0L16 5.7zM15 1c.6 0 1 .4 1 1v1.5L8 7.9 0 3.4V2c0-.6.4-1 1-1z" />
<title>Email icon</title></svg>
</a></p>
                    </div>
    </div>

    <div class="mco-f1-article-hero-image-container">
        <div class="mco-f1-article-image-parent ">
                            <figure class="mccberg-figure">
                    <picture>
                        <source
                                media="(max-width: 767px)"
                                srcset="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=321&#038;quality=70&#038;allow_lossy=1 1x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=642&#038;quality=70&#038;allow_lossy=1 2x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=963&#038;quality=70&#038;allow_lossy=1 3x">
                        <source
                                media="(min-width: 768px) and (max-width: 1199px)"
                                srcset="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=656&#038;quality=70&#038;allow_lossy=1 1x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=1312&#038;quality=80&#038;allow_lossy=1 2x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=1968&#038;quality=80&#038;allow_lossy=1 3x">
                        <source
                                media="(min-width: 1200px)"
                                srcset="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=1188&#038;quality=70&#038;allow_lossy=1 1x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=2376&#038;quality=80&#038;allow_lossy=1 2x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=3564&#038;quality=80&#038;allow_lossy=1 3x">
                        <img decoding="async"
                                src="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=1188&#038;quality=70&#038;allow_lossy=1"
                                srcset="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=1188&#038;quality=70&#038;allow_lossy=1 1x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=2376&#038;quality=80&#038;allow_lossy=1 2x,
                                https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-06-e1768937857705.jpg?w=3564&#038;quality=80&#038;allow_lossy=1 3x"
                                alt=""
                                loading="eager" fetchpriority="high"
                        />
                    </picture>

                                    </figure>
            
                    </div>
    </div>

    </div>



<p>In the fight against lung cancer, early detection can be critical.&nbsp;While&nbsp;some countries have previously rolled out national lung cancer screening programs,&nbsp;in many cases,&nbsp;participation was low.&nbsp;This reality&nbsp;is one of the drivers behind&nbsp;<a href="https://www.merck.com/research/oncology/mission-lung-cancer/" target="_blank" rel="noreferrer noopener">Mission Lung Cancer</a>,&nbsp;our&nbsp;collective&nbsp;effort to&nbsp;break down the barriers that stand in the way of early detection of lung cancer.&nbsp;</p>



<p>At the&nbsp;heart of our commitment to&nbsp;early&nbsp;lung cancer detection is one of our powerful contributions: scientific insights. Our real-world evidence (RWE) research uses&nbsp;patient-level&nbsp;data to analyze patient journeys and risk prediction models. This enables us to better understand diagnostic pathways and&nbsp;identify&nbsp;opportunities that may help&nbsp;facilitate&nbsp;early&nbsp;detection and diagnosis of&nbsp;lung cancer.&nbsp;</p>



<p>We spoke with Shuvayu Sen, Ph.D., vice president and head of oncology value and implementation outcomes research, about the importance of using RWE.</p>



<h2 class="wp-block-heading">What is RWE and&nbsp;why does it matter?&nbsp;</h2>



<p><strong>Sen:&nbsp;</strong>RWE is generated through the analysis of real-world data&nbsp;or&nbsp;health information routinely collected from sources such as&nbsp;electronic health records (EHR),&nbsp;registries&nbsp;and insurance claims.&nbsp;Alongside data from clinical trials, real-world data matters because it may provide contextual insights that are not possible in a controlled setting.</p>



<h2 class="wp-block-heading">How is your team using RWE in lung cancer research?</h2>



<p><strong>Sen:</strong> Our applicable areas of research include continuing to address smoking as the leading risk factor for lung cancer while identifying additional contributing risk factors — pinpointing moments to engage at-risk individuals and building explainable risk prediction models, including for non-small cell lung cancer. Our research on the patient journey can help show where delays in care may occur, such as low screening uptake, missed follow-ups on imaging or coordination gaps between care teams.</p>



<h2 class="wp-block-heading">What have you learned from RWE in lung cancer?</h2>



<div class="wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex">
<div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow">
<figure class="wp-block-image size-large"><img fetchpriority="high" decoding="async" width="4240" height="2832" src="https://www.merck.com/wp-content/uploads/sites/124/2026/01/Shuvayu-MLC-Story-19-1.jpg?w=1024" alt="Photo of Merck colleagues Shuvayu Sen and Melissa Santorelli walking in the office" class="wp-image-3680130"/><figcaption class="wp-element-caption">Sen (left) with colleague Melissa Santorelli, Ph.D., MPH, at our global headquarters. </figcaption></figure>
</div>



<div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow">
<p><strong>Sen: </strong>As part of our analysis of one institution’s EHR database, we identified underutilization of low-dose computed tomography (CT) scans as an unmet need in the diagnostic pathway. Our research also showed potential for electronic medical record data to help identify patients who may be at risk of developing lung cancer. Looking ahead, we aim to explore options that could support earlier detection by leveraging this data. These insights point to potentially meaningful opportunities across the oncology ecosystem and beyond.</p>
</div>
</div>



<h2 class="wp-block-heading">How else are we helping to advance research in this space?</h2>



<p><strong>Sen:</strong> We believe it&#8217;s critical to advance this work through research outside our company, as shared insights and investigator-led research are equally essential to accelerating innovation. That’s why we expanded our <a href="https://misp-investigator-studies.com/">Merck Investigator Studies Program</a> (MISP) to support independent research.</p>



<p>The MISP program evaluates tools and methods for lung cancer risk assessment and explores new technologies, like artificial intelligence (AI) and digital diagnostics, with the goal of improving early detection and diagnosis of lung cancer. </p>



<p>Together, our real-world evidence and MISP-supported research have the potential to reshape how and when lung cancer may be detected.</p>



<p>Learn more about <a href="https://www.merck.com/research/oncology/mission-lung-cancer/">Mission Lung Cancer</a>.</p>



<div style="height:60px" aria-hidden="true" class="wp-block-spacer"></div>


<div id="mco-f3-more-stories-block-block_976a2248f2638691e7019e33e8df01c5" class="mco-f3-more-stories-block negative mccberg-block">
    <div class="mco-f3-stories-container">
        <small class="tagline">Discover more stories</small>                    <div class="mco-f3-stories-slider-container">
                                                        <div class="mco-f3-story">
                        <p><a href="https://www.merck.com/stories/how-merck-scientists-are-driving-next-generation-cancer-research/">How Merck scientists are driving next-generation cancer research</a></p>
                    </div>
                                                        <div class="mco-f3-story">
                        <p><a href="https://www.merck.com/stories/rob-davis-on-strengthening-our-pipeline-through-business-development/">Rob Davis on strengthening our pipeline through business development</a></p>
                    </div>
                                                        <div class="mco-f3-story">
                        <p><a href="https://www.merck.com/stories/expert-qa-the-role-of-real-world-evidence-in-lung-cancer-detection/">Expert Q&amp;A: The role of real-world evidence in lung cancer detection</a></p>
                    </div>
                                            </div>
            <div class="mco-f3-stories-slider-controls-container slider-nav">
                                    <div class='slider-nav-item active'></div>
                                    <div class='slider-nav-item '></div>
                                    <div class='slider-nav-item '></div>
                            </div>
            </div>
            <div class="mco-f3-content-container">
            <a class="btn secondary" href="https://www.merck.com/stories/">View all stories</a>
        </div>
    </div>	</div><!-- .entry-content -->
</article><!-- #post-3680118 -->
				<h3 class="wrapper-story-narrower story-tags-label">Explore more in</h3>
				<div class="story-tags-container">
											<div class="story-tag-outer">
							<a href="https://www.merck.com/tag/oncology">
								<div class="story-tag-inner">
									<span>Oncology</span>
								</div>
							</a>
						</div>
											<div class="story-tag-outer">
							<a href="https://www.merck.com/tag/research-and-development">
								<div class="story-tag-inner">
									<span>Research and development</span>
								</div>
							</a>
						</div>
									</div>
					</main><!-- #main -->
	</div><!-- #primary -->

</div><!-- #content -->
<div class="related-content-container" id="related-content-main">
    <h2>Related links</h2>
    <div class="related-content-section">
        <div class="related-content-item">
                        <a href="https://www.merck.com/research/" target=""  title="Research">
                                <div class="related-content-item-image-contianer">
                    <picture>
                        <source media="(max-width: 767px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2025/02/Web-image-2-e1774444008736.png?resize=321%2C196&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 768px) and (max-width: 1199px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2025/02/Web-image-2-e1774444008736.png?resize=314%2C280&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 1200px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2025/02/Web-image-2-e1774444008736.png?resize=404%2C268&#038;quality=70&#038;allow_lossy=1">
                        <img  class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/uploads/sites/124/2025/02/Web-image-2-e1774444008736.png?resize=404%2C268&#038;quality=70&#038;allow_lossy=1" alt="scientist working in a lab">
                    </picture>
                </div>
                <div class="related-content-content-container">
                    <p><strong class="heading">Research</p></strong>                    <p class="realted-content-excerpt">We believe research is the will to conquer the impossible and that science will lead the way.</p>
                </div>
                            </a>
                </div>

        <div class="related-content-item">
                        <a href="https://www.merck.com/research/oncology/" target=""  title="Oncology">
                                <div class="related-content-item-image-contianer">
                    <picture>
                        <source media="(max-width: 767px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/02/oncology.jpeg?resize=321%2C196&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 768px) and (max-width: 1199px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/02/oncology.jpeg?resize=314%2C280&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 1200px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/02/oncology.jpeg?resize=404%2C268&#038;quality=70&#038;allow_lossy=1">
                        <img  class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/uploads/sites/124/2020/02/oncology.jpeg?resize=404%2C268&#038;quality=70&#038;allow_lossy=1" alt="computer rendering of cancerous tissue at micro scale">
                    </picture>
                </div>
                <div class="related-content-content-container">
                    <p><strong class="heading">Oncology</p></strong>                    <p class="realted-content-excerpt">Our teams of researchers and scientists are pushing the boundaries of cancer research to discover more effective anticancer therapies.</p>
                </div>
                            </a>
                </div>

        <div class="related-content-item">
                        <a href="https://www.merck.com/patients/" target=""  title="Patients ">
                                <div class="related-content-item-image-contianer">
                    <picture>
                        <source media="(max-width: 767px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/06/Patients-People-Older-Couple-GettyImages-949417216_HI_142_high.jpg?resize=321%2C196&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 768px) and (max-width: 1199px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/06/Patients-People-Older-Couple-GettyImages-949417216_HI_142_high.jpg?resize=314%2C280&#038;quality=70&#038;allow_lossy=1">
                        <source media="(min-width: 1200px)"
                            srcset="https://www.merck.com/wp-content/uploads/sites/124/2020/06/Patients-People-Older-Couple-GettyImages-949417216_HI_142_high.jpg?resize=404%2C268&#038;quality=70&#038;allow_lossy=1">
                        <img  class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/uploads/sites/124/2020/06/Patients-People-Older-Couple-GettyImages-949417216_HI_142_high.jpg?resize=404%2C268&#038;quality=70&#038;allow_lossy=1" alt="happy mature couple spending quality time together at home">
                    </picture>
                </div>
                <div class="related-content-content-container">
                    <p><strong class="heading">Patients </p></strong>                    <p class="realted-content-excerpt">We’re here to help you get the information you need to guide you on your health journey.</p>
                </div>
                            </a>
                </div>
    </div>
</div>
<footer id="footerMain" class="footer">
        <div id="footerSocial">
        <div class="wrapper">
            <h3>Connect with us on social</h3>
            <div class="social-icons-rows">
                                    <div class="social-icons-row">
                                                <div class="social-icons">
                                                            <a
                                        href="https://twitter.com/Merck"
                                        target="_blank"
                                        rel="noopener noreferer"
                                        aria-label="Twitter icon "                                >
                                    <img
                                        class="lazyload"
                                        loading="lazy"
                                        data-srcset="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/twitter-brands.svg 1x, https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/twitter-brands.svg 2x"
                                        data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/twitter-brands.svg"
                                        alt="Twitter icon "
                                        aria-label="Twitter icon "                                    />
                                </a>
                                                            <a
                                        href="https://www.facebook.com/MerckInvents"
                                        target="_blank"
                                        rel="noopener noreferer"
                                        aria-label="Facebook icon "                                >
                                    <img
                                        class="lazyload"
                                        loading="lazy"
                                        data-srcset="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/facebook-f-brands.svg 1x, https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/facebook-f-brands.svg 2x"
                                        data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/facebook-f-brands.svg"
                                        alt="Facebook icon "
                                        aria-label="Facebook icon "                                    />
                                </a>
                                                            <a
                                        href="https://www.linkedin.com/company/merck"
                                        target="_blank"
                                        rel="noopener noreferer"
                                        aria-label="Linkedin icon "                                >
                                    <img
                                        class="lazyload"
                                        loading="lazy"
                                        data-srcset="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/linkedin-brands.svg 1x, https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/linkedin-brands.svg 2x"
                                        data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/linkedin-brands.svg"
                                        alt="Linkedin icon "
                                        aria-label="Linkedin icon "                                    />
                                </a>
                                                            <a
                                        href="https://www.instagram.com/merck"
                                        target="_blank"
                                        rel="noopener noreferer"
                                        aria-label="Instagram icon "                                >
                                    <img
                                        class="lazyload"
                                        loading="lazy"
                                        data-srcset="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/instagram-brands.svg 1x, https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/instagram-brands.svg 2x"
                                        data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/instagram-brands.svg"
                                        alt="Instagram icon "
                                        aria-label="Instagram icon "                                    />
                                </a>
                                                            <a
                                        href="https://www.youtube.com/user/Merck"
                                        target="_blank"
                                        rel="noopener noreferer"
                                        aria-label="YouTube icon "                                >
                                    <img
                                        class="lazyload"
                                        loading="lazy"
                                        data-srcset="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/youtube-brands.svg 1x, https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/youtube-brands.svg 2x"
                                        data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/youtube-brands.svg"
                                        alt="YouTube icon "
                                        aria-label="YouTube icon "                                    />
                                </a>
                                                    </div>
                    </div>
                            </div>
        </div>
    </div>
    <div class="wrapper">
            <div id="footerPrograms">
                    <div class="column col-one">
                <input type="checkbox" name ="one" id="columnOne" class="checkbox-toggle" aria-hidden="true" tabindex="-1">
                <label for="columnOne" class="column-header">For patients and health care professionals</label>
                <ul>
                                            <li>
                            <a href="https://www.merckhelps.com/" target="_blank" rel="noopener">MerckHelps</a>
                                                            <br />
                                Merck Patient Assistance Program provides certain Merck medicines and adult vaccines for free to qualified patients.                                                    </li>
                                            <li>
                            <a href="https://www.merckaccessprogram.com/" target="_blank" rel="noopener">Merck Access Program</a>
                                                            <br />
                                Information about insurance coverage and financial assistance options for eligible patients.                                                    </li>
                                            <li>
                            <a href="https://www.merckclinicaltrials.com/" target="_blank" rel="noopener">Clinical trials</a>
                                                            <br />
                                Learn about our clinical trials and find available studies.                                                    </li>
                                            <li>
                            <a href="https://www.merckmanuals.com/" target="_blank" rel="noopener">Merck Manuals</a>
                                                            <br />
                                Medical information source covering thousands of topics in all fields of medicine.                                                    </li>
                                    </ul>
            </div>
                            <div class="column col-two">
                <input type="checkbox" name ="two" id="columnTwo" class="checkbox-toggle" aria-hidden="true" tabindex="-1">
                <label for="columnTwo" class="column-header">Sustainability</label>
                <ul>
                                            <li>
                            <a href="https://www.merck.com/company-overview/sustainability/" target="_blank" rel="noopener">Impact Report</a>
                                                            <br />
                                Reporting on our commitment to operating responsibly to benefit society.                                                    </li>
                                            <li>
                            <a href="https://www.merckformothers.com/" target="_blank" rel="noopener">Merck for Mothers</a>
                                                            <br />
                                An initiative to create a world where no woman has to die giving life.                                                    </li>
                                    </ul>
            </div>
                            <div class="column col-three">
                <input type="checkbox" name ="three" id="columnThree" class="checkbox-toggle" aria-hidden="true" tabindex="-1">
                <label for="columnThree" class="column-header">About Merck</label>
                <ul>
                                            <li>
                            <a href="https://www.merck-animal-health.com/" target="_blank" rel="noopener">Merck Animal Health</a>
                                                            <br />
                                The global animal health business unit of Merck.                                                    </li>
                                            <li>
                            <a href="https://horizonblue.sapphiremrfhub.com/tocs/current/merck-co-inc" target="_blank" rel="noopener">Health Plan - Transparency in Coverage</a>
                                                            <br />
                                In compliance with the Consolidated Appropriations Act, learn more about our health plan’s pricing information.                                                    </li>
                                            <li>
                            <a href="https://www.merck.com/contact-us/" target="_blank" rel="noopener">Contact Us</a>
                                                            <br />
                                If you have a question or need more information about us, find out who you should contact.                                                    </li>
                                    </ul>
            </div>
            </div>
        <div id="footerCopyrightLogos">
    <div id="footerCopyright">
        		<div class="menu-footer-menu-container"><ul id="menuFooter" class="footer-links"><li id="menu-item-674051" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-674051"><a href="https://www.merck.com/forward-looking-statement/">Forward-looking statement</a></li><li id="menu-item-137027" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-137027"><a target="_blank" href="https://www.msdprivacy.com/us/en/cookie-privacy-policy.html">Cookie policy</a></li><li class="menu-item"><button id="menu-item-763862" class="ot-sdk-show-settings menu-item menu-item-type-custom menu-item-object-custom menu-item-763862"><a href="#">Cookie Preferences</a></button></li><li id="menu-item-137025" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-137025"><a target="_blank" href="https://www.msdprivacy.com/us/en/">Privacy</a></li><li id="menu-item-137028" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-137028"><a target="_blank" href="https://www.msdprivacy.com/us/en/transparency-and-privacy.html">Transparency disclosure</a></li><li id="menu-item-669400" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-669400"><a href="https://www.merck.com/terms-of-use/">Terms of use</a></li><li id="menu-item-3374425" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-3374425"><a href="https://www.msdaccessibility.com/">Accessibility</a></li><li id="menu-item-669401" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-669401"><a href="https://www.merck.com/sitemap/">Sitemap</a></li><li id="menu-item-3646896" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-3646896"><a href="https://www.msdprivacy.com/us/en/chd-policy/">Consumer Health Data Privacy Policy</a></li><li id="menu-item-3646897" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-3646897"><a href="https://dsr.msd.com/DSR/United_States/English/">Your Privacy Choices <svg width="30" height="14" viewBox="0 0 30 14" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M22.1 7L24.2 4.8C24.4 4.6 24.4 4.2 24.2 4C24 3.8 23.6 3.8 23.4 4L21.2 6.2L19 4C18.8 3.8 18.4 3.8 18.2 4C18 4.2 18 4.6 18.2 4.8L20.4 7L18.3 9.2C18.1 9.4 18.1 9.8 18.3 10C18.5 10.2 18.9 10.2 19.1 10L21.3 7.8L23.5 10C23.7 10.2 24.1 10.2 24.3 10C24.5 9.8 24.5 9.4 24.3 9.2L22.1 7Z" fill="white"/> <path d="M22.2 0H7C3.1 0 0 3.1 0 7C0 10.9 3.1 14 7 14H22.2C26.1 14 29.2 10.9 29.2 7C29.2 3.1 26 0 22.2 0ZM13.8 12.8H7C3.8 12.8 1.2 10.2 1.2 7C1.2 3.8 3.8 1.2 7 1.2H16.9L13.8 12.8ZM24.3 10C24.1 10.2 23.7 10.2 23.5 10L21.3 7.8L19.1 10C18.9 10.2 18.5 10.2 18.3 10C18.1 9.8 18.1 9.4 18.3 9.2L20.4 7L18.2 4.8C18 4.6 18 4.2 18.2 4C18.4 3.8 18.8 3.8 19 4L21.2 6.2L23.4 4C23.6 3.8 24 3.8 24.2 4C24.4 4.2 24.4 4.6 24.2 4.8L22.1 7L24.3 9.2C24.5 9.4 24.5 9.8 24.3 10Z" fill="#00857C"/> <path d="M12.3 4.1C12.5 4.3 12.6 4.7 12.4 4.9L8.2 9.8C8.1 9.9 8 10 7.9 10C7.7 10.1 7.4 10.1 7.2 9.9L5 7.7C4.8 7.5 4.8 7.1 5 6.9C5.2 6.7 5.6 6.7 5.8 6.9L7.6 8.6L11.4 4.1C11.6 3.9 12 3.9 12.3 4.1Z" fill="#00857C"/> </svg></a></li></ul></div>        <small>
                            Copyright © 2026 Merck &amp; Co., Inc., Rahway, NJ, USA and its affiliates. All rights reserved. | This site is intended only for residents of the United States and Canada.                    </small>
    </div>
    <div id="footerLogos">
                            <div id="footerLogosTrusteBadges">
                                    <a href="https://www.essentialaccessibility.com/merck" target="_blank" rel="noopener" class="accessibility" aria-label="Accessibility icon">
                        <img class="lazyload" loading="lazy" data-src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/images/accessibility.png" alt="" data-design-category="accessibility_icon" />
                    </a>
                                                            </div>
            </div>
</div>
    </div>
</footer><!-- #footerMain -->

<div id="fowardGuidanceModel" class="popup" style="display: none;">
    <div class="popup-wrapper">
        <div class="popup-content foward-guide-modal-content">

                            <h3> Forward-Looking Statement of Merck &amp; Co., Inc., Rahway, N.J., USA</h3>
            
            <div class="forward-guidance-content">
                <p>This website of Merck &amp; Co., Inc., Rahway, N.J., USA (the “company”) includes “forward-looking statements” within the meaning of the safe harbor provisions of the U.S. Private Securities Litigation Reform Act of 1995. These statements are based upon the current beliefs and expectations of the company’s management and are subject to significant risks and uncertainties. There can be no guarantees with respect to pipeline candidates that the candidates will receive the necessary regulatory approvals or that they will prove to be commercially successful. If underlying assumptions prove inaccurate or risks or uncertainties materialize, actual results may differ materially from those set forth in the forward-looking statements.</p><p>Risks and uncertainties include but are not limited to, general industry conditions and competition; general economic factors, including interest rate and currency exchange rate fluctuations; the impact of pharmaceutical industry regulation and health care legislation in the United States and internationally; global trends toward health care cost containment; technological advances, new products and patents attained by competitors; challenges inherent in new product development, including obtaining regulatory approval; the company’s ability to accurately predict future market conditions; manufacturing difficulties or delays; financial instability of international economies and sovereign risk; dependence on the effectiveness of the company’s patents and other protections for innovative products; and the exposure to litigation, including patent litigation, and/or regulatory actions.</p><p>The company undertakes no obligation to publicly update any forward-looking statement, whether as a result of new information, future events or otherwise. Additional factors that could cause results to differ materially from those described in the forward-looking statements can be found in the company’s Annual Report on Form 10-K for the year ended December 31, 2025 and the company’s other filings with the Securities and Exchange Commission (SEC) available at the SEC’s Internet site (<a class="external-link-with-popup" style="font-family: Invention, sans-serif;font-size: 14px" role="button" href="http://www.sec.gov/" aria-haspopup="true"><span style="font-size: 11pt;line-height: 16.8667px;font-family: Arial, sans-serif;color: #01877c">www.sec.gov</span></a>).</p><p><strong>No Duty to Update</strong></p><p>The information contained in this website was current as of the date presented. The company assumes no duty to update the information to reflect subsequent developments. Consequently, the company will not update the information contained in the website and investors should not rely upon the information as current or accurate after the presentation date. </p>            </div>

            <div class="btn-container text-center">
                <a href="https://www.merck.com/" class="btn tertiary">Decline</a>
                <a href="javascript:void()" class="btn tertiary negative" title="" onclick="sessionStorage.setItem('guidance-accepted', JSON.stringify(true)); document.getElementById('fowardGuidanceModel').style.display = 'none';">Accept</a>
            </div>

        </div>
    </div>
</div>
    <script>
        var utag_data = { 
 page_type : "research",
page_audience : "employees, consumers, customers",
page_therapeuticarea : "other",
page_reputationdriver : "innovation",
page_contenttopic : "innovation",
page_secondarycontenttag : "research &amp; development",
page_theme : "r&amp;d",
page_milestone : "none"
} ;        utag_data.page_datepublished = "2026-03-23 09:24:22";
        utag_data.page_datemodified = "2026-04-07 12:11:18";
        dataLayer.push(utag_data);
    </script>

<script type="text/javascript">
                        /*
* FileSaver.js
* A saveAs() FileSaver implementation.
*
* By Eli Grey, http://eligrey.com
*
* License : https://github.com/eligrey/FileSaver.js/blob/master/LICENSE.md (MIT)
* source  : http://purl.eligrey.com/github/FileSaver.js
*/

// The one and only way of getting global scope in all environments
// https://stackoverflow.com/q/3277182/1008999
var _global = typeof window === 'object' && window.window === window
  ? window : typeof self === 'object' && self.self === self
  ? self : typeof global === 'object' && global.global === global
  ? global
  : this

function bom (blob, opts) {
  if (typeof opts === 'undefined') opts = { autoBom: false }
  else if (typeof opts !== 'object') {
    console.warn('Deprecated: Expected third argument to be a object')
    opts = { autoBom: !opts }
  }

  // prepend BOM for UTF-8 XML and text/* types (including HTML)
  // note: your browser will automatically convert UTF-16 U+FEFF to EF BB BF
  if (opts.autoBom && /^\s*(?:text\/\S*|application\/xml|\S*\/\S*\+xml)\s*;.*charset\s*=\s*utf-8/i.test(blob.type)) {
    return new Blob([String.fromCharCode(0xFEFF), blob], { type: blob.type })
  }
  return blob
}

function download (url, name, opts) {
  var xhr = new XMLHttpRequest()
  xhr.open('GET', url)
  xhr.responseType = 'blob'
  xhr.onload = function () {
    saveAs(xhr.response, name, opts)
  }
  xhr.onerror = function () {
    console.error('could not download file')
  }
  xhr.send()
}

function corsEnabled (url) {
  var xhr = new XMLHttpRequest()
  // use sync to avoid popup blocker
  xhr.open('HEAD', url, false)
  try {
    xhr.send()
  } catch (e) {}
  return xhr.status >= 200 && xhr.status <= 299
}

// `a.click()` doesn't work for all browsers (#465)
function click (node) {
  try {
    node.dispatchEvent(new MouseEvent('click'))
  } catch (e) {
    var evt = document.createEvent('MouseEvents')
    evt.initMouseEvent('click', true, true, window, 0, 0, 0, 80,
                          20, false, false, false, false, 0, null)
    node.dispatchEvent(evt)
  }
}

// Detect WebView inside a native macOS app by ruling out all browsers
// We just need to check for 'Safari' because all other browsers (besides Firefox) include that too
// https://www.whatismybrowser.com/guides/the-latest-user-agent/macos
var isMacOSWebView = /Macintosh/.test(navigator.userAgent) && /AppleWebKit/.test(navigator.userAgent) && !/Safari/.test(navigator.userAgent)

var saveAs = _global.saveAs || (
  // probably in some web worker
  (typeof window !== 'object' || window !== _global)
    ? function saveAs () { /* noop */ }

  // Use download attribute first if possible (#193 Lumia mobile) unless this is a macOS WebView
  : ('download' in HTMLAnchorElement.prototype && !isMacOSWebView)
  ? function saveAs (blob, name, opts) {
    var URL = _global.URL || _global.webkitURL
    var a = document.createElement('a')
    name = name || blob.name || 'download'

    a.download = name
    a.rel = 'noopener' // tabnabbing

    // TODO: detect chrome extensions & packaged apps
    // a.target = '_blank'

    if (typeof blob === 'string') {
      // Support regular links
      a.href = blob
      if (a.origin !== location.origin) {
        corsEnabled(a.href)
          ? download(blob, name, opts)
          : click(a, a.target = '_blank')
      } else {
        click(a)
      }
    } else {
      // Support blobs
      a.href = URL.createObjectURL(blob)
      setTimeout(function () { URL.revokeObjectURL(a.href) }, 4E4) // 40s
      setTimeout(function () { click(a) }, 0)
    }
  }

  // Use msSaveOrOpenBlob as a second approach
  : 'msSaveOrOpenBlob' in navigator
  ? function saveAs (blob, name, opts) {
    name = name || blob.name || 'download'

    if (typeof blob === 'string') {
      if (corsEnabled(blob)) {
        download(blob, name, opts)
      } else {
        var a = document.createElement('a')
        a.href = blob
        a.target = '_blank'
        setTimeout(function () { click(a) })
      }
    } else {
      navigator.msSaveOrOpenBlob(bom(blob, opts), name)
    }
  }

  // Fallback to using FileReader and a popup
  : function saveAs (blob, name, opts, popup) {
    // Open a popup immediately do go around popup blocker
    // Mostly only available on user interaction and the fileReader is async so...
    popup = popup || open('', '_blank')
    if (popup) {
      popup.document.title =
      popup.document.body.innerText = 'downloading...'
    }

    if (typeof blob === 'string') return download(blob, name, opts)

    var force = blob.type === 'application/octet-stream'
    var isSafari = /constructor/i.test(_global.HTMLElement) || _global.safari
    var isChromeIOS = /CriOS\/[\d]+/.test(navigator.userAgent)

    if ((isChromeIOS || (force && isSafari) || isMacOSWebView) && typeof FileReader !== 'undefined') {
      // Safari doesn't allow downloading of blob URLs
      var reader = new FileReader()
      reader.onloadend = function () {
        var url = reader.result
        url = isChromeIOS ? url : url.replace(/^data:[^;]*;/, 'data:attachment/file;')
        if (popup) popup.location.href = url
        else location = url
        popup = null // reverse-tabnabbing #460
      }
      reader.readAsDataURL(blob)
    } else {
      var URL = _global.URL || _global.webkitURL
      var url = URL.createObjectURL(blob)
      if (popup) popup.location = url
      else location.href = url
      popup = null // reverse-tabnabbing #460
      setTimeout(function () { URL.revokeObjectURL(url) }, 4E4) // 40s
    }
  }
)

_global.saveAs = saveAs.saveAs = saveAs

if (typeof module !== 'undefined') {
  module.exports = saveAs;
}

/*! ics.js Wed Sept 14 2017 */
var ics=function(e,t){"use strict";{if(!(navigator.userAgent.indexOf("MSIE")>-1&&-1==navigator.userAgent.indexOf("MSIE 10"))){void 0===e&&(e="default"),void 0===t&&(t="Calendar");var r=-1!==navigator.appVersion.indexOf("Win")?"\r\n":"\n",n=[],i=["BEGIN:VCALENDAR","PRODID:"+t,"VERSION:2.0"].join(r),o=r+"END:VCALENDAR",a=["SU","MO","TU","WE","TH","FR","SA"];return{events:function(){return n},calendar:function(){return i+r+n.join(r)+o},addEvent:function(t,i,o,l,u,s){if(void 0===t||void 0===i||void 0===o||void 0===l||void 0===u)return!1;if(s&&!s.rrule){if("YEARLY"!==s.freq&&"MONTHLY"!==s.freq&&"WEEKLY"!==s.freq&&"DAILY"!==s.freq)throw"Recurrence rrule frequency must be provided and be one of the following: 'YEARLY', 'MONTHLY', 'WEEKLY', or 'DAILY'";if(s.until&&isNaN(Date.parse(s.until)))throw"Recurrence rrule 'until' must be a valid date string";if(s.interval&&isNaN(parseInt(s.interval)))throw"Recurrence rrule 'interval' must be an integer";if(s.count&&isNaN(parseInt(s.count)))throw"Recurrence rrule 'count' must be an integer";if(void 0!==s.byday){if("[object Array]"!==Object.prototype.toString.call(s.byday))throw"Recurrence rrule 'byday' must be an array";if(s.byday.length>7)throw"Recurrence rrule 'byday' array must not be longer than the 7 days in a week";s.byday=s.byday.filter(function(e,t){return s.byday.indexOf(e)==t});for(var c in s.byday)if(a.indexOf(s.byday[c])<0)throw"Recurrence rrule 'byday' values must include only the following: 'SU', 'MO', 'TU', 'WE', 'TH', 'FR', 'SA'"}}var g=new Date(l),d=new Date(u),f=new Date,S=("0000"+g.getFullYear().toString()).slice(-4),E=("00"+(g.getMonth()+1).toString()).slice(-2),v=("00"+g.getDate().toString()).slice(-2),y=("00"+g.getHours().toString()).slice(-2),A=("00"+g.getMinutes().toString()).slice(-2),T=("00"+g.getSeconds().toString()).slice(-2),b=("0000"+d.getFullYear().toString()).slice(-4),D=("00"+(d.getMonth()+1).toString()).slice(-2),N=("00"+d.getDate().toString()).slice(-2),h=("00"+d.getHours().toString()).slice(-2),I=("00"+d.getMinutes().toString()).slice(-2),R=("00"+d.getMinutes().toString()).slice(-2),M=("0000"+f.getFullYear().toString()).slice(-4),w=("00"+(f.getMonth()+1).toString()).slice(-2),L=("00"+f.getDate().toString()).slice(-2),O=("00"+f.getHours().toString()).slice(-2),p=("00"+f.getMinutes().toString()).slice(-2),Y=("00"+f.getMinutes().toString()).slice(-2),U="",V="";y+A+T+h+I+R!=0&&(U="T"+y+A+T,V="T"+h+I+R);var B,C=S+E+v+U,j=b+D+N+V,m=M+w+L+("T"+O+p+Y);if(s)if(s.rrule)B=s.rrule;else{if(B="rrule:FREQ="+s.freq,s.until){var x=new Date(Date.parse(s.until)).toISOString();B+=";UNTIL="+x.substring(0,x.length-13).replace(/[-]/g,"")+"000000Z"}s.interval&&(B+=";INTERVAL="+s.interval),s.count&&(B+=";COUNT="+s.count),s.byday&&s.byday.length>0&&(B+=";BYDAY="+s.byday.join(","))}(new Date).toISOString();var H=["BEGIN:VEVENT","UID:"+n.length+"@"+e,"CLASS:PUBLIC","DESCRIPTION:"+i,"DTSTAMP;VALUE=DATE-TIME:"+m,"DTSTART;VALUE=DATE-TIME:"+C,"DTEND;VALUE=DATE-TIME:"+j,"LOCATION:"+o,"SUMMARY;LANGUAGE=en-us:"+t,"TRANSP:TRANSPARENT","END:VEVENT"];return B&&H.splice(4,0,B),H=H.join(r),n.push(H),H},download:function(e,t){if(n.length<1)return!1;t=void 0!==t?t:".ics",e=void 0!==e?e:"calendar";var a,l=i+r+n.join(r)+o;if(-1===navigator.userAgent.indexOf("MSIE 10"))a=new Blob([l]);else{var u=new BlobBuilder;u.append(l),a=u.getBlob("text/x-vCalendar;charset="+document.characterSet)}return saveAs(a,e+t),l},build:function(){return!(n.length<1)&&i+r+n.join(r)+o}}}console.log("Unsupported Browser")}};


function GenerateICS(title, description, start, end) {
    let cal = new ics();
    cal.addEvent(decodeURIComponent(title), decodeURIComponent(description), "", start, end);
    cal.download(decodeURIComponent(title));
}
</script></div><!-- #page -->
<script type="speculationrules">
{"prefetch":[{"source":"document","where":{"and":[{"href_matches":"\/*"},{"not":{"href_matches":["\/wp-*.php","\/wp-admin\/*","\/wp-content\/uploads\/sites\/124\/*","\/wp-content\/*","\/wp-content\/plugins\/*","\/wp-content\/themes\/cex-wpvip-mhh-mhh2-mcc-theme\/*","\/*\\?(.+)"]}},{"not":{"selector_matches":"a[rel~=\"nofollow\"]"}},{"not":{"selector_matches":".no-prefetch, .no-prefetch a"}}]},"eagerness":"conservative"}]}
</script>
<link rel='stylesheet' id='search-form-style-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/search-form.min.css?ver=1764577519' media='all' />
<link rel='stylesheet' id='mco-article-hero-block-css-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/blocks/mccberg/article-hero-block/css/style.min.css?ver=1768402733' media='all' />
<link rel='stylesheet' id='tiny-slider-css-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/tinyslider.min.css?ver=1764577519' media='all' />
<link rel='stylesheet' id='mco-f3-more-stories-block-css-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/blocks/mccberg/f3-more-stories/css/style.min.css?ver=1764577519' media='all' />
<link rel='stylesheet' id='related-content-styles-css' href='https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/css/related-content-section.min.css?ver=1764577519' media='all' />
<style id='core-block-supports-inline-css'>
.wp-container-core-columns-is-layout-9d6595d7{flex-wrap:nowrap;}
</style>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/js/plugins.min.js?ver=1764577519" id="MCC-plugins-js"></script>
<script id="MCC-scripts-js-extra">
var MCC_scripts_vars = {"format":["F"," ","j",","," ","Y"],"pageIsRtl":"","breakpoints":{"smallA":375,"smallB":374,"mobileA":768,"mobileB":767,"tabletA":1200,"tabletB":1199,"large":1600,"fullHdB":1919,"fullHd":1920,"fourK":2400},"youtubeLink":"https:\/\/www.youtube-nocookie.com"};
</script>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/js/scripts.min.js?ver=1776849258" id="MCC-scripts-js"></script>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/js/search_suggestions.min.js?ver=1764577519" id="search_suggestion-js"></script>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/js/tinyslider.min.js?ver=1764577519" id="tiny-slider-js-js"></script>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/blocks/mccberg/article-hero-block/js/index.js?ver=1768402733" id="mco-article-hero-block-js-js"></script>
<script defer="defer" src="https://www.merck.com/wp-content/themes/cex-wpvip-mhh-mhh2-mcc-theme/blocks/mccberg/f3-more-stories/js/index.js?ver=1764577519" id="mco-f3-more-stories-block-js-js"></script>

<div id="externalLinkModal" class="popup" style="display: none;">
    <div class="popup-wrapper">
        <div class="popup-content forward-guide-modal-content" role="dialog" aria-labelledby="externalLinkModalTitle">
            <h3 id="externalLinkModalTitle"></h3>

            <div class="forward-guidance-content">
                <p id="externalLinkModalMessage" style="max-width: 31.25rem;"></p>
            </div>

            <div class="btn-container text-center">
                <button class="btn tertiary" id="externalLinkCancelBtn" title=""></button>
                <a href="#" target="_blank" class="btn tertiary negative" id="externalLinkModalBtn" onclick="closeExternalLinkModal()"></a>
            </div>
        </div>
    </div>
</div>

<script>
    var linkedContainers = [].slice.call(document.querySelectorAll('[role="link"]'));
    var anchorLinks = [].slice.call(document.links);
    var documentLinks = linkedContainers.concat(anchorLinks);

    var allowedDomains = ([".local","merck-go-vip","merck-develop.go-vip.co\/merck","merck-preprod.go-vip.co\/merck","vip-msd.com\/merck","merck.com","q4cdn.com","cloudfront.net","wpvip-safety-data-sheets.s3.amazonaws.com","google.com\/calendar","outlook.live.com\/calendar","calendar.yahoo.com","merckhelps.com","merckaccessprogram.com","merckmanuals.com","merckconnect.com","merckclinicaltrials.com","merck-animal-health.com","merckformothers.com","mrknewsroom.com","facebook.com","twitter.com","linkedin.com","mailto:","javascript:","tel:","REGEXP:cts.businesswire.com.*url=http%3A%2F%2Fwww.merck.com","REGEXP:cts.businesswire.com.*url=https%3A%2F%2Fwww.merck.com","REGEXP:protect.checkpoint.com.*___http(s)?:\/www.merck.com","REGEXP:cts.businesswire.com.*url%3Dhttps%253A%252F%252Fwww.merck.com"] || []).filter(function(domain) {
        return stripHttpsWWW(domain) !== stripHttpsWWW(document.location.hostname) && Boolean(domain);
    });
    var configuredExternalLinks = ([{"title":"You are leaving Merck.com","message":"The link you have selected will direct you to a site outside of www.merck.com. We are Merck & Co. Inc., Rahway, NJ, USA known as MSD outside the United States and Canada. ","cancelBtnText":"Cancel","continueBtnText":"Proceed","domains":["*"]}] || []);


    /**
     * This function processes internal links for the Three Column Content Block.
     */
    function makeThreeColumnContentClickable(link, href, target) {
        if (link.role !== 'link' || !href) {
            return;
        }

        link.addEventListener('click', function(e) {

            e.preventDefault();
            e.stopPropagation();
            e.stopImmediatePropagation();

            var win = window.open(href, target);

            if (win) {
                win.focus();
            }
        });
    }

    if (typeof Array.prototype.some !== 'function') {
        Array.prototype.some = function(predicate, thisArg) {
            if (typeof predicate !== 'function') {
                throw TypeError('Array.prototype.some(): predicate must be a function.');
            }

            for (var i = 0; i < this.length; i++) {
                if (predicate.call(thisArg, this[i], i, this)) {
                    return true;
                }
            }

            return false;
        };
    }

    function processLink(link) {

        if (!link || ! ['A', 'DIV'].includes(link.nodeName) || link.classList.contains('external-link-with-popup')) {
            return;
        }

        var href = link.dataset.href || link.href;

        if (!href) {
            return;
        }

        var target = link.dataset.target || link.target || '_self';

        if (shouldAllowDomain(href)) {
            //process internal links
            makeThreeColumnContentClickable(link, href, target);
            return;
        }

        link.addEventListener('click', function(e) {
            e.preventDefault();

            e.stopPropagation();

            e.stopImmediatePropagation();

            var modalData = getExternalLinkContent(href);

            if (!modalData) {
                var win = window.open(href, target);

                if (win) {
                    win.focus();
                }

                return;
            }

            var modal = document.getElementById('externalLinkModal');
            var modalTitle = document.getElementById('externalLinkModalTitle');
            var modalCancelBtn = document.getElementById('externalLinkCancelBtn');
            var modalMessage = document.getElementById('externalLinkModalMessage');
            var modalContinueLink = document.getElementById('externalLinkModalBtn');

            if (link.dataset.src === 'karma-release' && !true) {
                modalData.message = 'This content is not available to residents outside the US and Canada';
                modalData.title = '';
                modalData.cancelBtnText = 'Ok';
                modalContinueLink.style.display = 'none';
            }

            if (modalTitle) {
                modalTitle.textContent = modalData.title;
            }

            if (modalMessage) {
                modalMessage.textContent = modalData.message;
            }

            if (modalCancelBtn) {
                modalCancelBtn.textContent = modalData.cancelBtnText || 'Cancel';
            }

            if (modalContinueLink) {
                modalContinueLink.href = href;
                modalContinueLink.target = target;
                modalContinueLink.textContent = modalData.continueBtnText || 'Proceed';
            }

            if (modal) {
                if (modal.style.display === 'none') {
                    modal.style.display = 'block';
                    modalCancelBtn.focus();
                } else {
                    modal.style.display = 'none';
                }
            }

            // Trap focus within the modal
            modal.addEventListener('keydown', (event) => {
                const focusableElements = [modalCancelBtn, modalContinueLink];
                const firstElement = focusableElements[0];
                const lastElement = focusableElements[1];

                if (event.key === 'Tab') {
                    if (event.shiftKey) { // Shift + Tab
                        if (document.activeElement === firstElement) {
                            lastElement.focus();
                            event.preventDefault();
                        }
                    } else { // Tab
                        if (document.activeElement === lastElement) {
                            firstElement.focus();
                            event.preventDefault();
                        }
                    }
                }
            });

            modalCancelBtn.addEventListener('click', () => {
                closeExternalLinkModal();
                link.focus();
            });
        });
        link.setAttribute('role', 'button');
        link.setAttribute('aria-haspopup', 'true');
        link.classList.add('external-link-with-popup');
    }

    for (var i = 0; i < documentLinks.length; i++) {
        processLink(documentLinks[i]);
    }

    function getExternalLinkContent(link) {
        var wildCardLinks = [];

        for (var i = 0; i < configuredExternalLinks.length; i++) {
            var configuredExternalLink = configuredExternalLinks[i];

            for (var j = 0; j < configuredExternalLink.domains.length; j++) {
                var domain = configuredExternalLink.domains[j];

                if (domain === '*') {
                    wildCardLinks.push(configuredExternalLink);
                }

                if (link.indexOf(domain) !== -1) {
                    return configuredExternalLink;
                }
            }
        }

        if (!wildCardLinks.length) {
            return null;
        }

        return wildCardLinks[0];
    }

    function stripHttpsWWW(link){
        return link.replace(/^(https?:\/\/)?(www\.)?/i, '');
    }

    function shouldAllowDomain(link) {
        //get the domain text without the http or https or www.
        var urlParts = stripHttpsWWW(link).split('/');

        if (!urlParts.length) {
            return false;
        }

        var domain = urlParts[0];
        var currentDomain = stripHttpsWWW(document.location.hostname);

        // Allow if the domain matches the current domain
        if (domain === currentDomain) {
            return true;
        }

        // Check if the domain is in the allowed domains
        if (allowedDomains.some(function(allowedDomain) {

            // Check if it's a protocol (e.g., tel:, mailto:, javascript:)
            if (link.startsWith(allowedDomain)) {
                return true;
            }

            if (allowedDomain.startsWith('REGEXP:')) {
                let allowedDomainRegex = new RegExp(allowedDomain.replace('REGEXP:', ''), 'g');
                if (allowedDomainRegex.test(link)) {
                    return true
                }
            }

            allowedDomain = stripHttpsWWW(allowedDomain);
            return domain === allowedDomain || domain.endsWith(`.${allowedDomain}`);
        })) {
            return true;
        }

        return false;
    }

    function isSubdomain(domain) {
        return domain.split('.').length !== 2;
    }

    function closeExternalLinkModal() {
        var modal = document.getElementById('externalLinkModal');

        if (modal) {
            modal.style.display = 'none';
        }
    }

    try {
        // Switching to MutationObserver to apply External Link feature to dynamic DOM.
        // Options for the observer (which mutations to observe)
        const mcc_el_observer_config = { attributes: false, childList: true, subtree: true };

        // Callback function to execute when mutations are observed
        const pageMutatedHandler = function(mutationsList) {
            for(const mutation of mutationsList) {
                mutation?.addedNodes?.forEach(link => processLink(link));
            }
        };

        // Create an observer instance linked to the callback function
        const mcc_el_observer = new MutationObserver(pageMutatedHandler);

        // Start observing the target node for configured mutations
        mcc_el_observer.observe(document.querySelector('#page'), mcc_el_observer_config);
    } catch(err) {
        console.log(err);
    }

</script>
<div id="ukUserModal" class="popup" style="display: none;">
    <div class="popup-wrapper">
        <div class="popup-content foward-guide-modal-content">

            <h3></h3>

            <div class="forward-guidance-content">
                <p style="max-width: 31.25rem;"></p>
            </div>

            <div class="btn-container text-center">
                <a target="_blank" class="btn tertiary negative" id="externalLinkModalBtn" onclick="AcceptUKMessage();">
                                    </a>
            </div>

        </div>
    </div>
</div>

<script type="text/javascript">
    function AcceptUKMessage() {
        try {
            let accepted = {
                expire: new Date(new Date().getTime() + 60 * 60 * 24 * 1000)
            };
            sessionStorage.setItem('uk-messaging', JSON.stringify(accepted));
            document.getElementById('ukUserModal').style.display = 'none';
        } catch (ex) {
            console.log(ex);
        }
    }
</script>



<script>
    removeTopBorderFromSeparatorBlock();

    function removeTopBorderFromSeparatorBlock() {
        let separatorBlock = document.querySelectorAll('.wp-block-separator.is-style-wide');
        for (let i = 0; i < separatorBlock.length; i++) {
            separatorBlock[i].style.borderTop = '0px';
        }
    }
    // Set the offset when entering page with hash present in the url
    document.addEventListener('DOMContentLoaded', (e) => {
        if (location.hash.length !== 0) {
            accordionFocus();
        }

        function accordionFocus() {
            const URL = window.location.href;
            const splittedURL = URL.split('/');
            //accordion id should be at the end
            const possibleAccordionID = splittedURL[splittedURL.length - 1];
            const RegExp = /#[a-zA-Z-\d]+/gi;
            const foundAccordionMatch = RegExp.test(possibleAccordionID);
            //Check if param was found
            if (foundAccordionMatch) {
                setTimeout(function() {
                    let accordionName = possibleAccordionID.match(RegExp).toString();
                    const accordionId = accordionName.replace('#', '');
                    let accordionControl = document.getElementById(accordionId);

                    if (accordionControl && accordionControl.closest('.b6-accordion-list-item-details')) {
                        allA6Tabs = document.querySelectorAll('.mccberg-tab-content');
                        if(allA6Tabs.length > 0){
                            openA6tab(allA6Tabs, accordionControl)
                        }
                        //get the element closest to the collapse handle
                        let accordionDetail = accordionControl.closest('.b6-accordion-list-item-details')
                        accordionDetail.setAttribute('open', " ");
                        accordionDetail.scrollIntoView();
                    }
                }, 500);
            }
        }

    });

    function openA6tab(allA6Tabs, accordionControl)
    {
    //close all A6tabs and Title
    allA6TabsTitle = document.querySelectorAll('.mccberg-tab-title');
    for (let i = 0; i < allA6Tabs.length; i++) {
        allA6Tabs[i].classList.remove('open');
        allA6TabsTitle[i].classList.remove('open');
    }
    let accordionDetailA6 = accordionControl.closest('.mccberg-tab-content')

    // Assuming accordionDetailA6 is the element you are working with
    let matchedClass = Array.from(accordionDetailA6.classList).find(className => 
    className.startsWith('mccberg-tab-content-')
    );
    // Extract the number at the end of the matched class
    let indexNumber = matchedClass ? matchedClass.split('-').pop() : null;

    // Output the number
    allA6TabsTitle[indexNumber-1].classList.add('open')
    accordionDetailA6.classList.add('open');
    }
    function idLinkScrollFix(hash) {
        setTimeout(function() {

            var one_trust_cookie_panel = document.getElementById("onetrust-banner-sdk");
            let wp_admin_bar = document.getElementById('wpadminbar');
            let admin_bar_offset_height = wp_admin_bar ? wp_admin_bar.offsetHeight : 0;
            let cookie_present = one_trust_cookie_panel && !one_trust_cookie_panel.style.visibility;
            let cookie_gone = one_trust_cookie_panel && one_trust_cookie_panel.style.visibility === 'hidden';
            let cookie_height = cookie_present && !cookie_gone ? one_trust_cookie_panel.offsetHeight : 0;
            let mastheadElement = document.getElementById('masthead');
            let masthead = mastheadElement ? mastheadElement.offsetHeight : 0;
            let brand_headerElement = document.getElementsByClassName('brand-header')[0];
            let brand_header = brand_headerElement ? brand_headerElement.offsetHeight : 0;
            let height_to_adjust = admin_bar_offset_height + masthead + brand_header + cookie_height + 16;
            let el_to_scroll_to = document.getElementById(hash.replace("#", ''));
            if (el_to_scroll_to) {
                let position = el_to_scroll_to.getBoundingClientRect();
                window.scrollTo(position.left, position.top - height_to_adjust + window.scrollY);
            }
        }, 500);
    }
</script>
</body>

</html>
