CINXE.COM
Bulk RNAseq Quantification Walkthrough - LatchBio
<!DOCTYPE html><html lang="en" class="dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><link rel="apple-touch-icon" type="image/png" sizes="180x180" href="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/apple-touch-icon.png?v=3"/><link rel="icon" type="image/png" sizes="32x32" href="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon-32x32.png?v=3"/><link rel="icon" type="image/png" sizes="16x16" href="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon-16x16.png?v=3"/><link rel="shortcut icon" type="image/x-icon" href="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon.ico?v=3"/><meta name="msapplication-config" content="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/browserconfig.xml?v=3"/><meta name="apple-mobile-web-app-title" content="LatchBio"/><meta name="application-name" content="LatchBio"/><meta name="msapplication-TileColor" content="#001AAE"/><meta name="theme-color" content="#ffffff"/><link rel="sitemap" type="application/xml" href="/sitemap.xml"/><meta name="charset" content="utf-8"/><meta name="og:type" content="website"/><meta name="og:site_name" content="LatchBio"/><meta name="twitter:card" content="summary_large_image"/><meta name="og:title" content="Bulk RNAseq Quantification Walkthrough - LatchBio"/><meta name="twitter:title" content="Bulk RNAseq Quantification Walkthrough - LatchBio"/><meta name="og:image" content="https://mintlify.com/docs/api/og?division=Documentation&title=Bulk+RNAseq+Quantification+Walkthrough&logoLight=https%3A%2F%2Fmintlify.s3-us-west-1.amazonaws.com%2Flatchbio%2Flogo%2Flight.svg&logoDark=https%3A%2F%2Fmintlify.s3-us-west-1.amazonaws.com%2Flatchbio%2Flogo%2Fdark.svg&primaryColor=%23001AAE&lightColor=%2392A2FF&darkColor=%2392A2FF"/><meta name="twitter:image" content="https://mintlify.com/docs/api/og?division=Documentation&title=Bulk+RNAseq+Quantification+Walkthrough&logoLight=https%3A%2F%2Fmintlify.s3-us-west-1.amazonaws.com%2Flatchbio%2Flogo%2Flight.svg&logoDark=https%3A%2F%2Fmintlify.s3-us-west-1.amazonaws.com%2Flatchbio%2Flogo%2Fdark.svg&primaryColor=%23001AAE&lightColor=%2392A2FF&darkColor=%2392A2FF"/><title>Bulk RNAseq Quantification Walkthrough - LatchBio</title><meta name="og:url" content="/workflows/bulk-rna-seq"/><link rel="canonical" href="/workflows/bulk-rna-seq"/><meta name="next-head-count" content="23"/><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.16.0/dist/katex.min.css" integrity="sha384-Xi8rHCmBmhbuyyhbI88391ZKP2dmfnOl4rT9ZfRI7mLTdk1wblIUnrIq35nqwEvC" crossorigin="anonymous"/><link rel="preload" href="/_next/static/media/a34f9d1faa5f3315-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/media/bb3ef058b751a6ad-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><script id="mode-toggle" data-nscript="beforeInteractive"> try { if (localStorage.isDarkMode === 'true') { document.documentElement.classList.add('dark'); } else if (localStorage.isDarkMode === 'false') { document.documentElement.classList.remove('dark'); } else if ((true && !('isDarkMode' in localStorage) && window.matchMedia('(prefers-color-scheme: dark)').matches) || false) { document.documentElement.classList.add('dark'); } else { document.documentElement.classList.remove('dark'); } } catch (_) {} </script><link rel="preload" href="/_next/static/css/1b0bee2a213c6d45.css" as="style"/><link rel="stylesheet" href="/_next/static/css/1b0bee2a213c6d45.css" data-n-g=""/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-42372ed130431b0a.js"></script><script src="/_next/static/chunks/webpack-bf3c4f880e1dcd79.js" defer=""></script><script src="/_next/static/chunks/framework-d17a13b7014ce556.js" defer=""></script><script src="/_next/static/chunks/main-6f86f9a153903fae.js" defer=""></script><script src="/_next/static/chunks/pages/_app-d7664e96f6979e7c.js" defer=""></script><script src="/_next/static/chunks/2edb282b-7fa355f49eaeb230.js" defer=""></script><script src="/_next/static/chunks/e893f787-54a006ae51267903.js" defer=""></script><script src="/_next/static/chunks/086d643d-3aa1cf46914548d9.js" defer=""></script><script src="/_next/static/chunks/9097-75a5bfb192203d09.js" defer=""></script><script src="/_next/static/chunks/6430-16e004706658d885.js" defer=""></script><script src="/_next/static/chunks/2073-a80af447b2775d64.js" defer=""></script><script src="/_next/static/chunks/pages/_sites/%5Bsubdomain%5D/%5B%5B...slug%5D%5D-7d0e3c1d0f130c24.js" defer=""></script><script src="/_next/static/Een-WiNRwYtikoUb8u0AO/_buildManifest.js" defer=""></script><script src="/_next/static/Een-WiNRwYtikoUb8u0AO/_ssgManifest.js" defer=""></script><style id="__jsx-4145347147">:root{--font-inter:'__Inter_e5ab12', '__Inter_Fallback_e5ab12';--font-jetbrains-mono:'__JetBrains_Mono_3c557b', '__JetBrains_Mono_Fallback_3c557b'}</style></head><div id="__next"><main class="jsx-4145347147"><style>:root { --primary: 0 26 174; --primary-light: 146 162 255; --primary-dark: 146 162 255; --background-light: 255 255 255; --background-dark: 12 12 16; --gray-50: 241 243 249; --gray-100: 236 237 244; --gray-200: 222 225 233; --gray-300: 203 207 218; --gray-400: 151 159 175; --gray-500: 104 111 129; --gray-600: 73 83 101; --gray-700: 53 64 84; --gray-800: 30 41 59; --gray-900: 16 24 43; --gray-950: 3 8 23; }</style><div class="relative antialiased text-gray-500 dark:text-gray-400"><span class="fixed inset-0 bg-background-light dark:bg-background-dark -z-10"></span><div id="navbar" class="z-30 fixed lg:sticky top-0 w-full"><div id="navbar-transition" class="absolute w-full h-full backdrop-blur flex-none transition-colors duration-500 border-b border-gray-500/5 dark:border-gray-300/[0.06] supports-backdrop-blur:bg-background-light/60 dark:bg-transparent"></div><div class="max-w-8xl mx-auto relative"><div class=""><div class="relative"><div class="flex items-center lg:px-12 h-16 min-w-0 mx-4 lg:mx-0"><div class="h-full relative flex-1 flex items-center gap-x-4 min-w-0 border-b border-gray-500/5 dark:border-gray-300/[0.06]"><div class="flex-1 flex items-center gap-x-4"><a href="/"><span class="sr-only">LatchBio<!-- --> home page</span><img class="w-auto h-7 relative object-contain block dark:hidden" src="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/light.svg" alt="light logo"/><img class="w-auto h-7 relative object-contain hidden dark:block" src="https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/dark.svg" alt="dark logo"/></a><div class="flex items-center gap-x-2"></div></div><div class="hidden lg:block mx-px relative flex-1 bg-white dark:bg-gray-900 pointer-events-auto rounded-lg min-w-0"><button type="button" class="w-full flex items-center text-sm leading-6 rounded-lg py-1.5 pl-3.5 pr-3 shadow-sm text-gray-400 dark:text-white/50 bg-background-light dark:bg-background-dark dark:brightness-[1.1] dark:ring-1 dark:hover:brightness-[1.25] ring-1 ring-gray-400/20 hover:ring-gray-600/25 dark:ring-gray-600/30 dark:hover:ring-gray-500/30 focus:outline-primary justify-between truncate gap-2 min-w-[43px]" id="search-bar-entry"><div class="flex items-center gap-3 min-w-[42px]"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-search min-w-4 flex-none text-gray-700 hover:text-gray-800 dark:text-gray-300 hover:dark:text-gray-200"><circle cx="11" cy="11" r="8"></circle><path d="m21 21-4.3-4.3"></path></svg><div class="truncate min-w-0">Search or ask...</div></div></button></div><div class="flex-1 relative hidden lg:flex items-center ml-auto justify-end space-x-4"><nav class="text-sm"><ul class="flex space-x-6 items-center"><li class="block lg:hidden"><a class="whitespace-nowrap font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="https://console.latch.bio/signup">Sign Up</a></li><li><a href="mailto:support@latch.bio" class="whitespace-nowrap font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" target="_blank">Contact Us</a></li><li><a href="https://console.latch.bio/" class="whitespace-nowrap font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" target="_blank">Log In</a></li><li class="whitespace-nowrap hidden lg:flex" id="topbar-cta-button"><a target="_blank" class="group px-4 py-1.5 relative inline-flex items-center text-sm font-medium" href="https://console.latch.bio/signup"><span class="absolute inset-0 bg-primary-dark dark:bg-primary-light/10 border-primary-light/30 rounded-full dark:border group-hover:opacity-[0.9] dark:group-hover:border-primary-light/60"></span><div class="mr-0.5 space-x-2.5 flex items-center"><span class="z-10 text-white dark:text-primary-light">Sign Up</span><svg width="3" height="24" viewBox="0 -9 3 24" class="h-5 rotate-0 overflow-visible text-white/90 dark:text-primary-light"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></a></li></ul></nav><div class="flex items-center"><button class="group p-2 flex items-center justify-center" aria-label="Toggle dark mode"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" xmlns="http://www.w3.org/2000/svg" class="h-4 w-4 block text-gray-400 dark:hidden group-hover:text-gray-600"><g clip-path="url(#clip0_2880_7340)"><path d="M8 1.11133V2.00022" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M12.8711 3.12891L12.2427 3.75735" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M14.8889 8H14" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M12.8711 12.8711L12.2427 12.2427" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M8 14.8889V14" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M3.12891 12.8711L3.75735 12.2427" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M1.11133 8H2.00022" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M3.12891 3.12891L3.75735 3.75735" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path><path d="M8.00043 11.7782C10.0868 11.7782 11.7782 10.0868 11.7782 8.00043C11.7782 5.91402 10.0868 4.22266 8.00043 4.22266C5.91402 4.22266 4.22266 5.91402 4.22266 8.00043C4.22266 10.0868 5.91402 11.7782 8.00043 11.7782Z" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"></path></g><defs><clipPath id="clip0_2880_7340"><rect width="16" height="16" fill="white"></rect></clipPath></defs></svg><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-moon h-4 w-4 hidden dark:block text-gray-500 dark:group-hover:text-gray-300"><path d="M12 3a6 6 0 0 0 9 9 9 9 0 1 1-9-9Z"></path></svg></button></div></div><div class="flex lg:hidden items-center gap-2"><button type="button" class="text-gray-500 w-8 h-8 flex items-center justify-center hover:text-gray-600 dark:text-gray-400 dark:hover:text-gray-300" id="search-bar-entry-mobile"><span class="sr-only">Search...</span><svg class="h-4 w-4 bg-gray-500 dark:bg-gray-400 hover:bg-gray-600 dark:hover:bg-gray-300" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/magnifying-glass.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></button><button aria-label="More actions" class="h-7 w-5 flex items-center justify-end"><svg class="h-4 w-4 bg-gray-500 dark:bg-gray-400 hover:bg-gray-600 dark:hover:bg-gray-300" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/ellipsis-vertical.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></button></div></div></div><div class="flex items-center h-14 py-4 px-5 lg:hidden"><button type="button" class="text-gray-500 hover:text-gray-600 dark:text-gray-400 dark:hover:text-gray-300"><span class="sr-only">Navigation</span><svg class="h-4" fill="currentColor" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><path d="M0 96C0 78.3 14.3 64 32 64H416c17.7 0 32 14.3 32 32s-14.3 32-32 32H32C14.3 128 0 113.7 0 96zM0 256c0-17.7 14.3-32 32-32H416c17.7 0 32 14.3 32 32s-14.3 32-32 32H32c-17.7 0-32-14.3-32-32zM448 416c0 17.7-14.3 32-32 32H32c-17.7 0-32-14.3-32-32s14.3-32 32-32H416c17.7 0 32 14.3 32 32z"></path></svg></button><div class="ml-4 flex text-sm leading-6 whitespace-nowrap min-w-0 space-x-3"><div class="flex items-center space-x-3"><span>Bulk RNA-seq</span><svg width="3" height="24" viewBox="0 -9 3 24" class="h-5 rotate-0 overflow-visible fill-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div><div class="font-semibold text-gray-900 truncate dark:text-gray-200">Bulk RNAseq Quantification Walkthrough</div></div></div></div><div class="hidden lg:flex px-12 h-12"><div class="h-full flex text-sm space-x-6"><a class="group relative h-full flex items-center text-gray-800 dark:text-gray-200 font-semibold" href="/start/introduction">Documentation<div class="absolute bottom-0 h-[1.5px] w-full bg-primary dark:bg-primary-light"></div></a><a href="https://docs.latch.bio/api/modules.html" target="_blank" rel="noreferrer" class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300">API References<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a href="https://latchbio.substack.com/" target="_blank" rel="noreferrer" class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300">Blog<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a href="https://latch.bio/" target="_blank" rel="noreferrer" class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300">Website<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a href="https://latchbio.notion.site/LatchBio-Product-Change-Logs-ca76a6ae05a74a4daf78cb4006ad80ac" target="_blank" rel="noreferrer" class="group relative h-full flex items-center font-medium text-gray-600 dark:text-gray-400 group-hover:text-gray-800 dark:group-hover:text-gray-300">Change Log<div class="absolute bottom-0 h-[1.5px] w-full group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a></div></div></div></div></div><div class="px-4 mx-auto max-w-8xl lg:px-8 min-h-screen"><div class="z-20 hidden lg:block fixed bottom-0 right-auto w-[18rem] top-[7.1rem]" id="sidebar"><div class="absolute inset-0 z-10 stable-scrollbar-gutter overflow-auto pr-8 pb-10" id="sidebar-content"><div class="relative lg:text-sm lg:leading-6"><div class="sticky top-0 h-8 bg-gradient-to-b from-background-light dark:from-background-dark"></div><div id="navigation-items"><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/start/introduction"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/house.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Introduction</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/data/overview"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/file-chart-column.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Data</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/registry/what-is-a-registry"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/table.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Registry</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-semibold text-primary dark:text-primary-light" href="/workflows/overview"><div class="mr-4 rounded-md p-1 group-hover:bg-primary bg-primary"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-white" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/screwdriver-wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Workflows & SDK</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/pods/overview"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/hexagon.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Pods</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/plots/overview"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/chart-scatter-bubble.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Plots</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/admin/overview"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/screen-users.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Administration</a></li><li class="list-none"><a class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" href="/resources/faq"><div class="mr-4 rounded-md p-1 group-hover:bg-primary zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/clipboard-question.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></div>Resources</a></li><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Overview</h5><ul><li id="/workflows/overview" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/overview"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/magnifying-glass.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Workflows & SDK</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Workflows</h5><ul><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Verified Workflows</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 duration-75 rotate-90"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div><ul><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem"><div>Bulk RNA-seq</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 duration-75 rotate-90"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div><ul><li id="/workflows/bulk-rna-seq-deep-dive" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:2.5rem" href="/workflows/bulk-rna-seq-deep-dive"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/flask-gear.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Bulk RNA Seq Overview</div></div></a></li><li id="/workflows/bulk-rna-seq" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10" style="padding-left:2.5rem" href="/workflows/bulk-rna-seq"><svg class="h-4 w-4 bg-primary dark:bg-primary-light" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/screwdriver-wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Bulk RNA Seq</div></div></a></li></ul></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem"><div>ATAC-seq</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/workflows/crispresso2" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem" href="/workflows/crispresso2"><div class="flex-1 flex items-center space-x-2.5"><div>CRISPResso2</div></div></a></li><li id="/workflows/cas-offinder" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem" href="/workflows/cas-offinder"><div class="flex-1 flex items-center space-x-2.5"><div>CAS-OFFinder</div></div></a></li><li id="/workflows/crispor" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem" href="/workflows/crispor"><div class="flex-1 flex items-center space-x-2.5"><div>CRISPOR</div></div></a></li><li id="/workflows/alphafold" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem" href="/workflows/alphafold"><div class="flex-1 flex items-center space-x-2.5"><div>AlphaFold</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem"><div>MAGeCK</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></li><li id="/workflows/csv-import" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/csv-import"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/file-import.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>CSV Parameter Import</div></div></a></li><li id="/workflows/resource-monitoring" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/resource-monitoring"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/memory.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Resource Monitoring</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Python SDK</h5><ul><li id="/workflows/sdk/getting-started/quick-start" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/getting-started/quick-start"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/play.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Quick Start</div></div></a></li><li id="/workflows/sdk/getting-started/authorizing-your-own-workflow" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/getting-started/authorizing-your-own-workflow"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/arrow-progress.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Authoring your Own Workflow</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Workflow Concepts</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Testing and Debugging a Workflow</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Nextflow</h5><ul><li id="/workflows/sdk/nextflow/overview" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/overview"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/magnifying-glass.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Overview</div></div></a></li><li id="/workflows/sdk/nextflow/tutorial" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/tutorial"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/book.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Tutorial</div></div></a></li><li id="/workflows/sdk/nextflow/profiles" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/profiles"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Execution Profiles</div></div></a></li><li id="/workflows/sdk/nextflow/caching" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/caching"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/window-restore.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Caching and Resuming</div></div></a></li><li id="/workflows/sdk/nextflow/registries" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/registries"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/lock.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Private Registries</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Customizing Your Interface</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/workflows/sdk/nextflow/dependencies" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/dependencies"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/arrow-progress.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Dependencies</div></div></a></li><li id="/workflows/sdk/nextflow/gpus" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/nextflow/gpus"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/microchip.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Using GPU Accelerators</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Snakemake</h5><ul><li id="/workflows/sdk/snakemake/quickstart" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/quickstart"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/play.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Quick Start</div></div></a></li><li id="/workflows/sdk/snakemake/cloud" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/cloud"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/cloud.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Snakemake Workflow Cloud Compatibility</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><div>Advanced Configuration</div><svg width="3" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li><li id="/workflows/sdk/snakemake/tutorial" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/tutorial"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/book.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Tutorial</div></div></a></li><li id="/workflows/sdk/snakemake/debugging" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/debugging"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/bug-slash.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Debugging Snakemake</div></div></a></li><li id="/workflows/sdk/snakemake/troubleshooting" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/troubleshooting"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/bugs.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Troubleshooting</div></div></a></li><li id="/workflows/sdk/snakemake/backend" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/snakemake/backend"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/archway.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Architecture Overview</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Automation</h5><ul><li id="/workflows/sdk/automation/overview" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/automation/overview"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/robot.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Workflows Automations</div></div></a></li><li id="/workflows/sdk/automation/example-data-addition" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/automation/example-data-addition"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/table.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Example Data Addition Trigger</div></div></a></li><li id="/workflows/sdk/automation/example-interval" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light space-x-3 rounded-lg hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/workflows/sdk/automation/example-interval"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/solid/alarm-snooze.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Example Interval Trigger</div></div></a></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="eyebrow h-5 text-primary dark:text-primary-light text-sm font-semibold">Bulk RNA-seq</div><div class="flex items-center"><h1 class="inline-block text-2xl sm:text-3xl font-extrabold text-gray-900 tracking-tight dark:text-gray-200">Bulk RNAseq Quantification Walkthrough</h1></div></div></header><div class="flex flex-col gap-8"><div class="flex flex-col gap-6 xl:hidden [&:not(:empty)]:mt-8"></div></div><div class="relative mt-8 prose prose-gray dark:prose-invert"><h2 class="flex whitespace-pre-wrap group" id="upload-your-rnaseq-data"><div class="absolute"><a href="#upload-your-rnaseq-data" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Upload your RNAseq data</span></h2> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Data tab on the left panel.</p><div><p>Use the ‘Upload’ modal found on the top right, and upload your raw .fastq or .fastq.gz files to Latch Data with the upload modal.</p></div></div></div></div> <h3 class="flex whitespace-pre-wrap group" id="set-up-samplesheet-on-latch-registry"><div class="absolute"><a href="#set-up-samplesheet-on-latch-registry" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Set up samplesheet on Latch Registry</span></h3> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Registry tab on the left panel.</p><div><p>Create new Project (if needed) and a new Sheet under that Project for the experiment being run.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Select the ‘Import -> Bulk Import Sequencing Data’ modal on the top right of the screen.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose the folder containing your raw RNAseq data and click ‘Select’.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Confirm or modify name parsing method used to auto-group your samples and click ‘Next’.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">5</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Fill in ‘fastq_1’ and ‘fastq_2’ for your forward and reverse read file respectively and click ‘Import’.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">6</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">This will generate a samplesheet on Latch Registry for your data.</p><div></div></div></div></div> <h3 class="flex whitespace-pre-wrap group" id="launch-nf-core-rnaseq-latch-workflow"><div class="absolute"><a href="#launch-nf-core-rnaseq-latch-workflow" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Launch ‘nf-core/rnaseq’ Latch Workflow</span></h3> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Workflows tab on the left panel.</p><div><p>Choose the ‘nf-core/rnaseq’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Import samplesheet with ‘Import Rows from Registry’.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose needed samplesheet, followed by needed samples (select all on top left if needed.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Map samplesheet columns to workflow parameters and click ‘Import’.</p><div><div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.</div></div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">5</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose ‘Reference Genome’ from ‘Latch Verified Reference Genome’ tab.</p><div><p>Or choose your own Reference FASTA and GTF in the ‘Custom Reference Genome’ tab.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">6</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">[Optional - Advanced] Choose alignment method or pseudoalignment method.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">7</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">[Fill in a ‘Run Name’ and hit ‘Launch Execution’.</p><div><p>Do not use spaces in the Run Name.</p><div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">We recommend leaving the Output Directory to its default location.</div></div><p>(Optional - Advanced) Choose other parameters in ‘Optional Arguments’. <div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">There are descriptions for every parameter available when you hover above the (i) symbol on a parameter name.</div></div></p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">8</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">[Optional] Monitor the execution under ‘All Executions’.</p><div><p>Double click the execution to be taken to detailed logs.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">9</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Once complete, the output will be found in the output directory under your provided run name.</p><div><p>Useful outputs are the run HTML report and all the computational outputs in the folder that matches the name of the aligner you used.</p></div></div></div></div> <h2 class="flex whitespace-pre-wrap group" id="differential-gene-expression"><div class="absolute"><a href="#differential-gene-expression" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Differential Gene Expression</span></h2> <h3 class="flex whitespace-pre-wrap group" id="launch-deseq2-differential-expression-latch-workflow"><div class="absolute"><a href="#launch-deseq2-differential-expression-latch-workflow" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Launch ‘DESeq2 (Differential Expression)’ Latch Workflow</span></h3> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Workflows tab on the left panel.</p><div><p>Choose the ‘DESeq2 (Differential Expression)’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose your input counts file from the outputs of ‘nf-core/rnaseq’.</p><div><div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">All outputs from ‘nf-core/rnaseq’ have an output folder called ‘deseq2_counts’ with a TSV file that is the optimal input for DESeq2.</div></div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose your conditions for your samples in the ‘Manual Input’ design matrix tab.</p><div><p>Or choose advanced conditions for your samples in the ‘File/Registry’ tab through Latch Data or Latch Registry.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose ‘Report Name’ and hit ‘Launch Workflow’.</p><div><div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">We recommend leaving the Output to its default location.</div></div></div></div></div></div> <h3 class="flex whitespace-pre-wrap group" id="visualize-differential-gene-expression-outputs-in-latch-plots"><div class="absolute"><a href="#visualize-differential-gene-expression-outputs-in-latch-plots" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Visualize differential gene expression outputs in Latch Plots</span></h3> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Plots tab on the left panel.</p><div><p>Choose the ‘Differential Gene Expression Visualizer (0.0.6)’ template.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Once the DESeq2 run is done, choose your outputted run (or select from Latch Data if a custom output location was used) and scroll through for QC graphs and heatmaps.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose ‘Contrast Conditions’ and ‘Genes of Interest’ for comparison and visualize Volcano and MA Plots.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">If needed, turn on ‘Dev Mode’ in the top right and add more plots or code blocks <Redirect to Plots Wiki>.</p><div><div class="my-4 px-5 py-4 overflow-hidden rounded-xl flex gap-3 border border-sky-500/20 bg-sky-50/50 dark:border-sky-500/30 dark:bg-sky-500/10"><div class="mt-0.5 w-4"><svg width="14" height="14" viewBox="0 0 14 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="w-4 h-4 text-sky-500" aria-label="Note"><path fill-rule="evenodd" clip-rule="evenodd" d="M7 1.3C10.14 1.3 12.7 3.86 12.7 7C12.7 10.14 10.14 12.7 7 12.7C5.48908 12.6974 4.0408 12.096 2.97241 11.0276C1.90403 9.9592 1.30264 8.51092 1.3 7C1.3 3.86 3.86 1.3 7 1.3ZM7 0C3.14 0 0 3.14 0 7C0 10.86 3.14 14 7 14C10.86 14 14 10.86 14 7C14 3.14 10.86 0 7 0ZM8 3H6V8H8V3ZM8 9H6V11H8V9Z"></path></svg></div><div class="text-sm prose min-w-0 text-sky-900 dark:text-sky-200">Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.</div></div></div></div></div></div> <h2 class="flex whitespace-pre-wrap group" id="pathway-enrichment"><div class="absolute"><a href="#pathway-enrichment" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Pathway Enrichment</span></h2> <h3 class="flex whitespace-pre-wrap group" id="launch-pathway-enrichment-analysis-latch-workflow"><div class="absolute"><a href="#launch-pathway-enrichment-analysis-latch-workflow" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Launch ‘Pathway Enrichment Analysis’ Latch Workflow</span></h3> <div role="list" class="ml-3.5 mt-10 mb-6"><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">1</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Navigate to the Latch Workflows tab on the left panel.</p><div><p>Choose the ‘Pathway Enrichment Analysis’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">2</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose your needed contrast file from the DESeq2 run output.</p><div><p>Each run will have a ‘Data/Contrast’ folder with a file for every comparison created in DESeq2.</p></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-gray-200/70 dark:bg-white/10"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">3</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200">Choose your ‘Species’ and ‘Run Name’ and hit ‘Launch Workflow’.</p><div></div></div></div><div role="listitem" class="relative flex items-start pb-2"><div class="absolute w-px h-[calc(100%-2.75rem)] top-[2.75rem] bg-transparent bg-gradient-to-b from-gray-200 dark:from-white/10 via-80% to-transparent"></div><div class="absolute ml-[-14px] py-2"><div class="w-7 h-7 shrink-0 rounded-lg bg-gray-100 dark:text-white dark:bg-[#26292E] text-sm text-gray-800 font-semibold flex items-center justify-center">4</div></div><div class="w-full overflow-hidden pl-12 pr-px"><p class="mt-2 font-semibold prose dark:prose-invert text-gray-900 dark:text-gray-200"> Useful outputs are the final ‘Report.html’ generated.</p><div><iframe width="560" height="315" src="https://www.youtube.com/embed/-z7Zb06EM_Y" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"></iframe></div></div></div></div> <br/> <br/> <a class="card block not-prose font-normal group relative my-2 ring-2 ring-transparent rounded-xl bg-white dark:bg-background-dark border border-gray-950/10 dark:border-white/10 overflow-hidden w-full cursor-pointer hover:!border-primary dark:hover:!border-primary-light" href="/workflows/bulk-rna-seq-deep-dive"><div class="px-6 py-5"><div class="h-6 w-6 fill-gray-800 dark:fill-gray-100 text-gray-800 dark:text-gray-100"><svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M15.7433 2.66893C16.1128 2.2584 16.0795 1.62611 15.6689 1.25668C15.2584 0.887241 14.6261 0.920555 14.2567 1.33109C12.3062 3.49856 11.516 5.68827 11.2033 7.84985C11.1242 8.39645 11.5033 8.90365 12.0499 8.98271C12.4718 9.04374 12.8702 8.83183 13.0664 8.4806L13.2929 8.70711C13.6834 9.09763 14.3166 9.09763 14.7071 8.70711C15.0976 8.31658 15.0976 7.68342 14.7071 7.29289L13.7071 6.29289C13.6817 6.26746 13.6552 6.24369 13.6279 6.22158C13.7974 5.71485 14.0132 5.20898 14.2886 4.7028L16.2929 6.70711C16.6834 7.09763 17.3166 7.09763 17.7071 6.70711C18.0976 6.31658 18.0976 5.68342 17.7071 5.29289L15.437 3.02275C15.5351 2.9049 15.6371 2.78697 15.7433 2.66893ZM22.7433 8.33106C23.1128 8.74158 23.0795 9.37387 22.669 9.74332C19.0499 13.0003 15.3804 13.0001 12.0619 13L12 13C10.7696 13 9.58797 13.0028 8.43455 13.1435C8.57049 13.5004 8.49468 13.9195 8.20711 14.2071C7.81659 14.5976 7.18342 14.5976 6.7929 14.2071L6.21542 13.6296C5.70875 13.7993 5.20506 14.0148 4.70249 14.2883L4.70711 14.2929C5.09764 14.6834 5.09764 15.3166 4.70711 15.7071C4.31659 16.0976 3.68343 16.0976 3.2929 15.7071L3.02272 15.4369C2.90486 15.5351 2.78695 15.6371 2.66895 15.7433C2.25844 16.1128 1.62615 16.0795 1.2567 15.669C0.887249 15.2584 0.920543 14.6261 1.33106 14.2567C4.95008 10.9997 8.61965 10.9999 11.9381 11L12 11C13.2304 11 14.412 10.9972 15.5655 10.8565C15.4295 10.4996 15.5053 10.0805 15.7929 9.79289C16.1834 9.40237 16.8166 9.40237 17.2071 9.79289L17.7846 10.3704C18.2913 10.2007 18.795 9.98524 19.2975 9.71174L19.2929 9.70711C18.9024 9.31658 18.9024 8.68342 19.2929 8.29289C19.6834 7.90237 20.3166 7.90237 20.7071 8.29289L20.9773 8.56308C21.0952 8.46496 21.2131 8.36288 21.3311 8.2567C21.7416 7.88725 22.3739 7.92054 22.7433 8.33106ZM11.9502 15.0173C12.4968 15.0964 12.8758 15.6036 12.7967 16.1502C12.484 18.3117 11.6938 20.5014 9.74334 22.6689C9.3739 23.0795 8.74162 23.1128 8.33109 22.7433C7.92055 22.3739 7.88724 21.7416 8.25668 21.3311C8.3629 21.213 8.46497 21.0951 8.56305 20.9773L6.2929 18.7071C5.90238 18.3166 5.90238 17.6834 6.2929 17.2929C6.68342 16.9024 7.31659 16.9024 7.70711 17.2929L9.71142 19.2972C9.98574 18.793 10.201 18.2891 10.3702 17.7844L9.2929 16.7071C8.90238 16.3166 8.90238 15.6834 9.2929 15.2929C9.68342 14.9024 10.3166 14.9024 10.7071 15.2929L10.9336 15.5194C11.1298 15.1682 11.5282 14.9563 11.9502 15.0173ZM2.50001 5C2.50001 3.34315 3.84315 2 5.50001 2H9.50001C10.0523 2 10.5 2.44772 10.5 3C10.5 3.55228 10.0523 4 9.50001 4H5.50001C4.94772 4 4.50001 4.44772 4.50001 5V9.5C4.50001 10.0523 4.05229 10.5 3.50001 10.5C2.94772 10.5 2.50001 10.0523 2.50001 9.5V5ZM19 22C20.6569 22 22 20.6569 22 19V14.5C22 13.9477 21.5523 13.5 21 13.5C20.4477 13.5 20 13.9477 20 14.5V19C20 19.5523 19.5523 20 19 20H14.5C13.9477 20 13.5 20.4477 13.5 21C13.5 21.5523 13.9477 22 14.5 22H19Z" fill="#4B7AF9"></path></svg></div><div><h2 class="font-semibold text-base text-gray-800 dark:text-white mt-4">Bulk RNA-seq Overview</h2><div class="mt-1 font-normal text-sm leading-6 text-gray-600 dark:text-gray-400"><p>For a detailed overview of how Bulk-RNA Seq works, read our article.</p></div></div></div></a></div><div class="leading-6 mt-14"><div class="pb-16 w-full"><div class="flex flex-col gap-y-4 xl:flex-col xl:gap-6 min-[1400px]:flex-row md:flex-row md:justify-end"><div class="flex flex-row gap-5 items-center grow justify-between md:justify-start xl:justify-between min-[1400px]:justify-start"><p class="text-sm text-gray-600 dark:text-gray-400">Was this page helpful?</p><div class="flex flex-row gap-3 items-center"><button class="px-[14px] py-2 flex flex-row gap-[10px] items-center border rounded-lg text-gray-600 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 bg-white/50 border-gray-200 dark:border-gray-800 dark:bg-codeblock/50 hover:border-gray-400 hover:dark:border-gray-500"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" class="fill-current"><path d="M10.1187 1.08741C8.925 0.746789 7.67813 1.43741 7.3375 2.63116L7.15938 3.25616C7.04375 3.66241 6.83438 4.03741 6.55 4.34991L4.94688 6.11241C4.66875 6.41866 4.69062 6.89366 4.99687 7.17179C5.30312 7.44991 5.77813 7.42804 6.05625 7.12179L7.65938 5.35929C8.1 4.87491 8.42188 4.29679 8.6 3.66866L8.77812 3.04366C8.89062 2.64679 9.30625 2.41554 9.70625 2.52804C10.1063 2.64054 10.3344 3.05616 10.2219 3.45616L10.0437 4.08116C9.86562 4.70304 9.58437 5.29054 9.2125 5.81554C9.05 6.04366 9.03125 6.34366 9.15938 6.59366C9.2875 6.84366 9.54375 6.99991 9.825 6.99991H14C14.275 6.99991 14.5 7.22491 14.5 7.49991C14.5 7.71241 14.3656 7.89679 14.175 7.96866C13.9438 8.05616 13.7688 8.24992 13.7094 8.49054C13.65 8.73117 13.7125 8.98429 13.875 9.16866C13.9531 9.25616 14 9.37179 14 9.49991C14 9.74366 13.825 9.94679 13.5938 9.99054C13.3375 10.0405 13.1219 10.2187 13.0312 10.4624C12.9406 10.7062 12.9813 10.9843 13.1438 11.1905C13.2094 11.2749 13.25 11.3812 13.25 11.4999C13.25 11.7093 13.1187 11.8937 12.9312 11.9655C12.5719 12.1062 12.3781 12.4937 12.4812 12.8655C12.4937 12.9062 12.5 12.953 12.5 12.9999C12.5 13.2749 12.275 13.4999 12 13.4999H8.95312C8.55937 13.4999 8.17188 13.3843 7.84375 13.1655L5.91563 11.8812C5.57188 11.6499 5.10625 11.7437 4.875 12.0905C4.64375 12.4374 4.7375 12.8999 5.08437 13.1312L7.0125 14.4155C7.5875 14.7999 8.2625 15.003 8.95312 15.003H12C13.0844 15.003 13.9656 14.1405 14 13.0655C14.4563 12.6999 14.75 12.1374 14.75 11.503C14.75 11.3624 14.7344 11.228 14.7094 11.0968C15.1906 10.7312 15.5 10.153 15.5 9.50304C15.5 9.29991 15.4688 9.10304 15.4125 8.91866C15.775 8.55304 16 8.05304 16 7.49991C16 6.39679 15.1063 5.49991 14 5.49991H11.1156C11.2625 5.17491 11.3875 4.83741 11.4844 4.49366L11.6625 3.86866C12.0031 2.67491 11.3125 1.42804 10.1187 1.08741ZM1 5.99991C0.446875 5.99991 0 6.44679 0 6.99991V13.9999C0 14.553 0.446875 14.9999 1 14.9999H3C3.55313 14.9999 4 14.553 4 13.9999V6.99991C4 6.44679 3.55313 5.99991 3 5.99991H1Z"></path></svg><small class="text-sm font-normal leading-4 ">Yes</small></button><button class="px-[14px] py-2 flex flex-row gap-[10px] items-center border rounded-lg text-gray-600 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 bg-white/50 border-gray-200 dark:border-gray-800 dark:bg-codeblock/50 hover:border-gray-400 hover:dark:border-gray-500"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" class="fill-current"><path d="M10.1187 14.9124C8.925 15.253 7.67813 14.5624 7.3375 13.3687L7.15938 12.7437C7.04375 12.3374 6.83438 11.9624 6.55 11.6499L4.94688 9.8874C4.66875 9.58115 4.69062 9.10615 4.99687 8.82803C5.30312 8.5499 5.77813 8.57178 6.05625 8.87803L7.65938 10.6405C8.1 11.1249 8.42188 11.703 8.6 12.3312L8.77812 12.9562C8.89062 13.353 9.30625 13.5843 9.70625 13.4718C10.1063 13.3593 10.3344 12.9437 10.2219 12.5437L10.0437 11.9187C9.86562 11.2968 9.58437 10.7093 9.2125 10.1843C9.05 9.95615 9.03125 9.65615 9.15938 9.40615C9.2875 9.15615 9.54375 8.9999 9.825 8.9999H14C14.275 8.9999 14.5 8.7749 14.5 8.4999C14.5 8.2874 14.3656 8.10303 14.175 8.03115C13.9438 7.94365 13.7688 7.7499 13.7094 7.50928C13.65 7.26865 13.7125 7.01553 13.875 6.83115C13.9531 6.74365 14 6.62803 14 6.4999C14 6.25615 13.825 6.05303 13.5938 6.00928C13.3375 5.95928 13.1219 5.78115 13.0312 5.53428C12.9406 5.2874 12.9813 5.0124 13.1438 4.80615C13.2094 4.72178 13.25 4.61553 13.25 4.49678C13.25 4.2874 13.1187 4.10303 12.9312 4.03115C12.5719 3.89053 12.3781 3.50303 12.4812 3.13115C12.4937 3.09053 12.5 3.04365 12.5 2.99678C12.5 2.72178 12.275 2.49678 12 2.49678H8.95312C8.55937 2.49678 8.17188 2.6124 7.84375 2.83115L5.91563 4.11553C5.57188 4.34678 5.10625 4.25303 4.875 3.90615C4.64375 3.55928 4.7375 3.09678 5.08437 2.86553L7.0125 1.58115C7.5875 1.19678 8.2625 0.993652 8.95312 0.993652H12C13.0844 0.993652 13.9656 1.85615 14 2.93115C14.4563 3.29678 14.75 3.85928 14.75 4.49365C14.75 4.63428 14.7344 4.76865 14.7094 4.8999C15.1906 5.26553 15.5 5.84365 15.5 6.49365C15.5 6.69678 15.4688 6.89365 15.4125 7.07803C15.775 7.44678 16 7.94678 16 8.4999C16 9.60303 15.1063 10.4999 14 10.4999H11.1156C11.2625 10.8249 11.3875 11.1624 11.4844 11.5062L11.6625 12.1312C12.0031 13.3249 11.3125 14.5718 10.1187 14.9124ZM1 11.9999C0.446875 11.9999 0 11.553 0 10.9999V3.9999C0 3.44678 0.446875 2.9999 1 2.9999H3C3.55313 2.9999 4 3.44678 4 3.9999V10.9999C4 11.553 3.55313 11.9999 3 11.9999H1Z"></path></svg><small class="text-sm font-normal leading-4 ">No</small></button></div></div><div class="flex flex-row gap-3 justify-end"></div></div></div><div class="mb-12 px-0.5 flex items-center text-sm font-semibold text-gray-700 dark:text-gray-200"><a class="flex items-center space-x-3 group" href="/workflows/bulk-rna-seq-deep-dive"><svg viewBox="0 0 3 6" class="h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="group-hover:text-gray-900 dark:group-hover:text-white">Bulk RNA Seq Overview</span></a><a class="flex items-center ml-auto space-x-3 group" href="/workflows/ATAC-Seq-Deep-Dive"><span class="group-hover:text-gray-900 dark:group-hover:text-white">ATAC Seq Overview</span><svg viewBox="0 0 3 6" class="rotate-180 h-1.5 stroke-gray-400 overflow-visible group-hover:stroke-gray-600 dark:group-hover:stroke-gray-300"><path d="M3 0L0 3L3 6" fill="none" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></a></div><footer id="footer" class="flex gap-12 justify-between pt-10 border-t border-gray-100 sm:flex dark:border-gray-800/50 pb-28"><div class="flex gap-6"><a href="https://twitter.com/latchbio" target="_blank"><span class="sr-only">twitter</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/twitter.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a><a href="https://www.linkedin.com/company/latchbio/" target="_blank"><span class="sr-only">linkedin</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center"></svg></a></div><div class="flex items-center justify-between"><div class="sm:flex"><a href="https://mintlify.com/preview-request?utm_campaign=poweredBy&utm_medium=docs&utm_source=wiki.latch.bio" target="_blank" rel="noreferrer" class="text-sm text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300">Powered by Mintlify</a></div></div></footer></div></div><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="fixed text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2 h-[calc(100%-10rem)]"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#upload-your-rnaseq-data" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Upload your RNAseq data</a></li><li style="margin-left:1rem"><a href="#set-up-samplesheet-on-latch-registry" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Set up samplesheet on Latch Registry</a></li><li style="margin-left:1rem"><a href="#launch-nf-core-rnaseq-latch-workflow" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Launch ‘nf-core/rnaseq’ Latch Workflow</a></li><li><a href="#differential-gene-expression" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Differential Gene Expression</a></li><li style="margin-left:1rem"><a href="#launch-deseq2-differential-expression-latch-workflow" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Launch ‘DESeq2 (Differential Expression)’ Latch Workflow</a></li><li style="margin-left:1rem"><a href="#visualize-differential-gene-expression-outputs-in-latch-plots" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Visualize differential gene expression outputs in Latch Plots</a></li><li><a href="#pathway-enrichment" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Pathway Enrichment</a></li><li style="margin-left:1rem"><a href="#launch-pathway-enrichment-analysis-latch-workflow" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Launch ‘Pathway Enrichment Analysis’ Latch Workflow</a></li></ul></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n svg: \"svg\",\n path: \"path\"\n }, _provideComponents(), props.components), {Heading, Steps, Step, ZoomImage, Note, Card} = _components;\n if (!Card) _missingMdxReference(\"Card\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n if (!Step) _missingMdxReference(\"Step\", true);\n if (!Steps) _missingMdxReference(\"Steps\", true);\n if (!ZoomImage) _missingMdxReference(\"ZoomImage\", true);\n return _jsxs(_Fragment, {\n children: [_jsx(Heading, {\n level: \"2\",\n id: \"upload-your-rnaseq-data\",\n children: \"Upload your RNAseq data\"\n }), \"\\n\", _jsx(Steps, {\n children: _jsxs(Step, {\n title: \"Navigate to the Latch Data tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Use the ‘Upload’ modal found on the top right, and upload your raw .fastq or .fastq.gz files to Latch Data with the upload modal.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna1.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"set-up-samplesheet-on-latch-registry\",\n children: \"Set up samplesheet on Latch Registry\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Registry tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Create new Project (if needed) and a new Sheet under that Project for the experiment being run.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna2.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Select the ‘Import -\u003e Bulk Import Sequencing Data’ modal on the top right of the screen.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna3.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose the folder containing your raw RNAseq data and click ‘Select’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna4.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Confirm or modify name parsing method used to auto-group your samples and click ‘Next’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna5.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Fill in ‘fastq_1’ and ‘fastq_2’ for your forward and reverse read file respectively and click ‘Import’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna6.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"This will generate a samplesheet on Latch Registry for your data.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna7.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-nf-core-rnaseq-latch-workflow\",\n children: \"Launch ‘nf-core/rnaseq’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘nf-core/rnaseq’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna8.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Import samplesheet with ‘Import Rows from Registry’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna9.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose needed samplesheet, followed by needed samples (select all on top left if needed.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna10.png\"\n })\n })\n }), _jsxs(Step, {\n title: \"Map samplesheet columns to workflow parameters and click ‘Import’.\",\n children: [_jsx(Note, {\n children: \"Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna11.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose ‘Reference Genome’ from ‘Latch Verified Reference Genome’ tab.\",\n children: [_jsx(_components.p, {\n children: \"Or choose your own Reference FASTA and GTF in the ‘Custom Reference Genome’ tab.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna12.png\",\n className: \"rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"[Optional - Advanced] Choose alignment method or pseudoalignment method.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna13.png\",\n className: \"rounded-md\"\n })\n })\n }), _jsxs(Step, {\n title: \"[Fill in a ‘Run Name’ and hit ‘Launch Execution’.\",\n children: [_jsx(_components.p, {\n children: \"Do not use spaces in the Run Name.\"\n }), _jsx(Note, {\n children: \"We recommend leaving the Output Directory to its default location.\"\n }), _jsxs(_components.p, {\n children: [\"(Optional - Advanced) Choose other parameters in ‘Optional Arguments’.\\n\", _jsx(Note, {\n children: \"There are descriptions for every parameter available when you hover above the (i) symbol on a parameter name.\"\n })]\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna14.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"[Optional] Monitor the execution under ‘All Executions’.\",\n children: [_jsx(_components.p, {\n children: \"Double click the execution to be taken to detailed logs.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna15.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Once complete, the output will be found in the output directory under your provided run name.\",\n children: [_jsx(_components.p, {\n children: \"Useful outputs are the run HTML report and all the computational outputs in the folder that matches the name of the aligner you used.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna16.png\",\n className: \"rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"differential-gene-expression\",\n children: \"Differential Gene Expression\"\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-deseq2-differential-expression-latch-workflow\",\n children: \"Launch ‘DESeq2 (Differential Expression)’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘DESeq2 (Differential Expression)’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna17.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your input counts file from the outputs of ‘nf-core/rnaseq’.\",\n children: [_jsx(Note, {\n children: \"All outputs from ‘nf-core/rnaseq’ have an output folder called ‘deseq2_counts’ with a TSV file that is the optimal input for DESeq2.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna18.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna19.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your conditions for your samples in the ‘Manual Input’ design matrix tab.\",\n children: [_jsx(_components.p, {\n children: \"Or choose advanced conditions for your samples in the ‘File/Registry’ tab through Latch Data or Latch Registry.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna20.png\",\n className: \"rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose ‘Report Name’ and hit ‘Launch Workflow’.\",\n children: [_jsx(Note, {\n children: \"We recommend leaving the Output to its default location.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna21.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"visualize-differential-gene-expression-outputs-in-latch-plots\",\n children: \"Visualize differential gene expression outputs in Latch Plots\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Plots tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘Differential Gene Expression Visualizer (0.0.6)’ template.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna22.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Once the DESeq2 run is done, choose your outputted run (or select from Latch Data if a custom output location was used) and scroll through for QC graphs and heatmaps.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna23.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose ‘Contrast Conditions’ and ‘Genes of Interest’ for comparison and visualize Volcano and MA Plots.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna24.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsxs(Step, {\n title: \"If needed, turn on ‘Dev Mode’ in the top right and add more plots or code blocks \u003cRedirect to Plots Wiki\u003e.\",\n children: [_jsx(Note, {\n children: \"Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna25.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"pathway-enrichment\",\n children: \"Pathway Enrichment\"\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-pathway-enrichment-analysis-latch-workflow\",\n children: \"Launch ‘Pathway Enrichment Analysis’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘Pathway Enrichment Analysis’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna26.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your needed contrast file from the DESeq2 run output.\",\n children: [_jsx(_components.p, {\n children: \"Each run will have a ‘Data/Contrast’ folder with a file for every comparison created in DESeq2.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna27.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Choose your ‘Species’ and ‘Run Name’ and hit ‘Launch Workflow’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna28.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"\\tUseful outputs are the final ‘Report.html’ generated.\",\n children: _jsx(\"iframe\", {\n width: \"560\",\n height: \"315\",\n src: \"https://www.youtube.com/embed/-z7Zb06EM_Y\",\n frameborder: \"0\",\n allow: \"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\",\n allowfullscreen: true\n })\n })]\n }), \"\\n\", _jsx(\"br\", {}), \"\\n\", _jsx(\"br\", {}), \"\\n\", _jsx(Card, {\n title: \"Bulk RNA-seq Overview\",\n href: \"/workflows/bulk-rna-seq-deep-dive\",\n icon: _jsx(_components.svg, {\n width: \"24\",\n height: \"24\",\n viewBox: \"0 0 24 24\",\n fill: \"none\",\n xmlns: \"http://www.w3.org/2000/svg\",\n children: _jsx(_components.path, {\n \"fill-rule\": \"evenodd\",\n \"clip-rule\": \"evenodd\",\n d: \"M15.7433 2.66893C16.1128 2.2584 16.0795 1.62611 15.6689 1.25668C15.2584 0.887241 14.6261 0.920555 14.2567 1.33109C12.3062 3.49856 11.516 5.68827 11.2033 7.84985C11.1242 8.39645 11.5033 8.90365 12.0499 8.98271C12.4718 9.04374 12.8702 8.83183 13.0664 8.4806L13.2929 8.70711C13.6834 9.09763 14.3166 9.09763 14.7071 8.70711C15.0976 8.31658 15.0976 7.68342 14.7071 7.29289L13.7071 6.29289C13.6817 6.26746 13.6552 6.24369 13.6279 6.22158C13.7974 5.71485 14.0132 5.20898 14.2886 4.7028L16.2929 6.70711C16.6834 7.09763 17.3166 7.09763 17.7071 6.70711C18.0976 6.31658 18.0976 5.68342 17.7071 5.29289L15.437 3.02275C15.5351 2.9049 15.6371 2.78697 15.7433 2.66893ZM22.7433 8.33106C23.1128 8.74158 23.0795 9.37387 22.669 9.74332C19.0499 13.0003 15.3804 13.0001 12.0619 13L12 13C10.7696 13 9.58797 13.0028 8.43455 13.1435C8.57049 13.5004 8.49468 13.9195 8.20711 14.2071C7.81659 14.5976 7.18342 14.5976 6.7929 14.2071L6.21542 13.6296C5.70875 13.7993 5.20506 14.0148 4.70249 14.2883L4.70711 14.2929C5.09764 14.6834 5.09764 15.3166 4.70711 15.7071C4.31659 16.0976 3.68343 16.0976 3.2929 15.7071L3.02272 15.4369C2.90486 15.5351 2.78695 15.6371 2.66895 15.7433C2.25844 16.1128 1.62615 16.0795 1.2567 15.669C0.887249 15.2584 0.920543 14.6261 1.33106 14.2567C4.95008 10.9997 8.61965 10.9999 11.9381 11L12 11C13.2304 11 14.412 10.9972 15.5655 10.8565C15.4295 10.4996 15.5053 10.0805 15.7929 9.79289C16.1834 9.40237 16.8166 9.40237 17.2071 9.79289L17.7846 10.3704C18.2913 10.2007 18.795 9.98524 19.2975 9.71174L19.2929 9.70711C18.9024 9.31658 18.9024 8.68342 19.2929 8.29289C19.6834 7.90237 20.3166 7.90237 20.7071 8.29289L20.9773 8.56308C21.0952 8.46496 21.2131 8.36288 21.3311 8.2567C21.7416 7.88725 22.3739 7.92054 22.7433 8.33106ZM11.9502 15.0173C12.4968 15.0964 12.8758 15.6036 12.7967 16.1502C12.484 18.3117 11.6938 20.5014 9.74334 22.6689C9.3739 23.0795 8.74162 23.1128 8.33109 22.7433C7.92055 22.3739 7.88724 21.7416 8.25668 21.3311C8.3629 21.213 8.46497 21.0951 8.56305 20.9773L6.2929 18.7071C5.90238 18.3166 5.90238 17.6834 6.2929 17.2929C6.68342 16.9024 7.31659 16.9024 7.70711 17.2929L9.71142 19.2972C9.98574 18.793 10.201 18.2891 10.3702 17.7844L9.2929 16.7071C8.90238 16.3166 8.90238 15.6834 9.2929 15.2929C9.68342 14.9024 10.3166 14.9024 10.7071 15.2929L10.9336 15.5194C11.1298 15.1682 11.5282 14.9563 11.9502 15.0173ZM2.50001 5C2.50001 3.34315 3.84315 2 5.50001 2H9.50001C10.0523 2 10.5 2.44772 10.5 3C10.5 3.55228 10.0523 4 9.50001 4H5.50001C4.94772 4 4.50001 4.44772 4.50001 5V9.5C4.50001 10.0523 4.05229 10.5 3.50001 10.5C2.94772 10.5 2.50001 10.0523 2.50001 9.5V5ZM19 22C20.6569 22 22 20.6569 22 19V14.5C22 13.9477 21.5523 13.5 21 13.5C20.4477 13.5 20 13.9477 20 14.5V19C20 19.5523 19.5523 20 19 20H14.5C13.9477 20 13.5 20.4477 13.5 21C13.5 21.5523 13.9477 22 14.5 22H19Z\",\n fill: \"#4B7AF9\"\n })\n }),\n color: \"42C698\",\n children: _jsx(_components.p, {\n children: \"For a detailed overview of how Bulk-RNA Seq works, read our article.\"\n })\n })]\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = Object.assign({}, _provideComponents(), props.components);\n return MDXLayout ? _jsx(MDXLayout, Object.assign({}, props, {\n children: _jsx(_createMdxContent, props)\n })) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\nfunction _missingMdxReference(id, component) {\n throw new Error(\"Expected \" + (component ? \"component\" : \"object\") + \" `\" + id + \"` to be defined: you likely forgot to import, pass, or provide it.\");\n}\n","frontmatter":{},"scope":{"mintConfig":{"$schema":"https://mintlify.com/schema.json","name":"LatchBio","logo":{"light":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/light.svg","dark":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/dark.svg"},"favicon":"/favicon.png","colors":{"primary":"#001AAE","light":"#92A2FF","dark":"#92A2FF"},"topbarCtaButton":{"name":"Sign Up","url":"https://console.latch.bio/signup"},"topbarLinks":[{"url":"mailto:support@latch.bio","name":"Contact Us","_id":"672464fb85507cebe4ae6679"},{"url":"https://console.latch.bio/","name":"Log In","_id":"672464fb85507cebe4ae667a"}],"navigation":[{"group":"Introduction","pages":["start/introduction","start/quickstart"]},{"group":"Data","pages":["data/overview","data/basic-uploading-and-downloading","data/mount-s3-bucket","data/mount-gcp-bucket","data/basespace-downloader","data/data-command-line","data/sharing"]},{"group":"Visualizations","pages":["data/visualizations/fastqc","data/visualizations/cellxgene",{"group":"Interactive Genome Viewer (IGV)","pages":["data/visualizations/igv","data/visualizations/igv-setting-defaults","data/visualizations/igv-reference-genomes"]}]},{"group":"Registry","pages":["registry/what-is-a-registry","registry/create-a-project",{"group":"Bring Data into Registry","pages":["registry/add-records-to-a-table/single-records","registry/add-records-to-a-table/bulk-link","registry/add-records-to-a-table/import-data","registry/benchling-sync"]},"registry/connect-records-across-tables"]},{"group":"SDK","pages":["registry/sdk/import-registry-records","registry/sdk/latch-sdk-registry-integration","registry/sdk/account-objects","registry/sdk/registry-projects","registry/sdk/table-objects","registry/sdk/record-objects"]},{"group":"Overview","pages":["workflows/overview"]},{"group":"Workflows","pages":[{"group":"Verified Workflows","pages":[{"group":"Bulk RNA-seq","pages":["workflows/bulk-rna-seq-deep-dive","workflows/bulk-rna-seq"]},{"group":"ATAC-seq","pages":["workflows/ATAC-Seq-Deep-Dive","workflows/ATAC-Seq"]},"workflows/crispresso2","workflows/cas-offinder","workflows/crispor","workflows/alphafold",{"group":"MAGeCK","pages":["workflows/mageck-overview","workflows/mageck-count","workflows/mageck-test","workflows/mageck-mle","workflows/mageck-pathway","workflows/mageck-plot"]}]},"workflows/csv-import","workflows/resource-monitoring"]},{"group":"Python SDK","pages":["workflows/sdk/getting-started/quick-start","workflows/sdk/getting-started/authorizing-your-own-workflow",{"group":"Workflow Concepts","pages":["workflows/sdk/defining-a-workflow/what-is-a-workflow","workflows/sdk/defining-a-workflow/split-tasks",{"group":"Workflow Environment","pages":["workflows/sdk/defining-a-workflow/workflow-environment/overview","workflows/sdk/defining-a-workflow/workflow-environment/environments-for-individual-tasks","workflows/sdk/defining-a-workflow/workflow-environment/common-dockfile-patterns"]},"workflows/sdk/defining-a-workflow/latch-urls","workflows/sdk/defining-a-workflow/working-with-files","workflows/sdk/defining-a-workflow/legacy-file-support",{"group":"Customizing Your Interface","pages":["workflows/sdk/defining-a-workflow/customizing-your-interface/overview","workflows/sdk/defining-a-workflow/customizing-your-interface/parameter-types","workflows/sdk/defining-a-workflow/customizing-your-interface/workflow-documentation","workflows/sdk/defining-a-workflow/customizing-your-interface/previewing-workflow","workflows/sdk/defining-a-workflow/customizing-your-interface/forks-flows","workflows/sdk/defining-a-workflow/customizing-your-interface/results"]},"workflows/sdk/defining-a-workflow/messages","workflows/sdk/defining-a-workflow/defining-cloud-resources","workflows/sdk/defining-a-workflow/caching","workflows/sdk/defining-a-workflow/conditional-sections","workflows/sdk/defining-a-workflow/map-task","workflows/sdk/defining-a-workflow/storing-and-using-secrets","workflows/sdk/defining-a-workflow/versioning"]},{"group":"Testing and Debugging a Workflow","pages":["workflows/sdk/testing-and-debugging-a-workflow/development-and-debugging","workflows/sdk/testing-and-debugging-a-workflow/learning-through-an-example","workflows/sdk/testing-and-debugging-a-workflow/remote-execution"]}]},{"group":"Nextflow","pages":["workflows/sdk/nextflow/overview","workflows/sdk/nextflow/tutorial","workflows/sdk/nextflow/profiles","workflows/sdk/nextflow/caching","workflows/sdk/nextflow/registries",{"group":"Customizing Your Interface","pages":["workflows/sdk/nextflow/interface/about","workflows/sdk/nextflow/interface/results","workflows/sdk/nextflow/interface/param-validation","workflows/sdk/nextflow/interface/updating-entrypoint"]},"workflows/sdk/nextflow/dependencies","workflows/sdk/nextflow/gpus"]},{"group":"Snakemake","pages":["workflows/sdk/snakemake/quickstart","workflows/sdk/snakemake/cloud",{"group":"Advanced Configuration","pages":["workflows/sdk/snakemake/configuration/registries","workflows/sdk/snakemake/configuration/resources","workflows/sdk/snakemake/configuration/caching"]},"workflows/sdk/snakemake/tutorial","workflows/sdk/snakemake/debugging","workflows/sdk/snakemake/troubleshooting","workflows/sdk/snakemake/backend"]},{"group":"Automation","pages":["workflows/sdk/automation/overview","workflows/sdk/automation/example-data-addition","workflows/sdk/automation/example-interval"]},{"group":"Pods","pages":["pods/overview","pods/getting-started","pods/mount-data",{"group":"Shutdown Configuration","pages":["pods/auto-shutdown","pods/hard-shutdown"]},"pods/custom-app","pods/templates","pods/file-viewer",{"group":"Access \u0026 Integrations","pages":["pods/ssh","pods/integration-with-vscode","pods/integration-with-github"]}]},{"group":"Plots","pages":["plots/overview",{"group":"Basics","pages":["plots/basics","plots/developer/getting-started","plots/layouts","plots/developer/reactivity"]},{"group":"Data Plotting","pages":["plots/plotting/overview","plots/plotting/plot-types","plots/developer/custom-plots","plots/plotting/faceting","plots/plotting/styling","plots/plotting/error-bars","plots/plotting/selecting-points","plots/plotting/filtering"]},{"group":"Data Transformations","pages":["plots/transformations/overview","plots/transformations/widget-types","plots/transformations/outputs","plots/transformations/description-text"]},"plots/table-display-cell","plots/text-cell",{"group":"Developers","pages":["plots/developer/reactivity","plots/developer/ssh","plots/developer/dependencies"]},{"group":"Use Cases","pages":["plots/templates/overview","plots/templates/qpcr"]}]},{"group":"Overview","pages":["admin/overview"]},{"group":"Workspaces","pages":["admin/workspaces/overview","admin/workspaces/creating-new-workspace","admin/workspaces/inviting-members","admin/workspaces/roles","admin/workspaces/billing","admin/workspaces/move-copy-data","admin/workspaces/workspace-pod-templates"]},{"group":"Organizations: Manage Workspaces","pages":["admin/orgs/overview","admin/orgs/about","admin/orgs/adding-workspaces","admin/orgs/managing-members","admin/orgs/roles","admin/orgs/transfer-credits","admin/orgs/security","admin/orgs/analysis-packages"]},{"group":"Resources","pages":["resources/faq","resources/privacy-policy","resources/terms-of-service"]}],"primaryTab":{"name":"Documentation"},"anchors":[{"name":"Introduction","url":"start","icon":"house","_id":"672464fb85507cebe4ae6671"},{"name":"Data","url":"data","icon":"file-chart-column","_id":"672464fb85507cebe4ae6672"},{"name":"Registry","url":"registry","icon":"table","_id":"672464fb85507cebe4ae6673"},{"name":"Workflows \u0026 SDK","url":"workflows","icon":"screwdriver-wrench","_id":"672464fb85507cebe4ae6674"},{"name":"Pods","url":"pods","icon":"hexagon","_id":"672464fb85507cebe4ae6675"},{"name":"Plots","url":"plots","icon":"chart-scatter-bubble","_id":"672464fb85507cebe4ae6676"},{"name":"Administration","url":"admin","icon":"screen-users","_id":"672464fb85507cebe4ae6677"},{"name":"Resources","url":"resources","icon":"clipboard-question","_id":"672464fb85507cebe4ae6678"}],"tabs":[{"name":"API References","url":"https://docs.latch.bio/api/modules.html","_id":"672464fb85507cebe4ae666d"},{"name":"Blog","url":"https://latchbio.substack.com/","_id":"672464fb85507cebe4ae666e"},{"name":"Website","url":"https://latch.bio/","_id":"672464fb85507cebe4ae666f"},{"name":"Change Log","url":"https://latchbio.notion.site/LatchBio-Product-Change-Logs-ca76a6ae05a74a4daf78cb4006ad80ac","_id":"672464fb85507cebe4ae6670"}],"feedback":{"thumbsRating":true,"raiseIssue":true},"redirects":[{"destination":"/start/introduction","source":"/wiki/introduction","_id":"672464fb85507cebe4ae6650"},{"destination":"/start/quickstart","source":"/wiki/getting-started","_id":"672464fb85507cebe4ae6651"},{"destination":"/start/introduction","source":"/wiki","_id":"672464fb85507cebe4ae6652"},{"destination":"/data/:slug*","source":"/wiki/data/:slug*","_id":"672464fb85507cebe4ae6653"},{"destination":"/data/overview","source":"/wiki/data","_id":"672464fb85507cebe4ae6654"},{"destination":"/data/visualizations/:slug*","source":"/wiki/visualizations/:slug*","_id":"672464fb85507cebe4ae6655"},{"destination":"/data/visualizations/fastqc","source":"/wiki/visualizations","_id":"672464fb85507cebe4ae6656"},{"destination":"/registry/:slug*","source":"/wiki/registry/:slug*","_id":"672464fb85507cebe4ae6657"},{"destination":"/registry/what-is-a-registry","source":"/wiki/registry","_id":"672464fb85507cebe4ae6658"},{"destination":"/workflows/:slug*","source":"/wiki/workflows/:slug*","_id":"672464fb85507cebe4ae6659"},{"destination":"/workflows/csv-import","source":"/wiki/workflow-helpers/csv-import","_id":"672464fb85507cebe4ae665a"},{"destination":"/workflows/overview","source":"/wiki/workflows","_id":"672464fb85507cebe4ae665b"},{"destination":"/workflows/overview","source":"/docs/getting-started/index","_id":"672464fb85507cebe4ae665c"},{"destination":"/pods/:slug*","source":"/wiki/pods/:slug*","_id":"672464fb85507cebe4ae665d"},{"destination":"/pods/overview","source":"/wiki/pods","_id":"672464fb85507cebe4ae665e"},{"destination":"/plots/:slug*","source":"/wiki/plots/:slug*","_id":"672464fb85507cebe4ae665f"},{"destination":"/plots/plotting/:slug*","source":"/wiki/plots/plotting/:slug*","_id":"672464fb85507cebe4ae6660"},{"destination":"/plots/developer/:slug*","source":"/wiki/plots/developer/:slug*","_id":"672464fb85507cebe4ae6661"},{"destination":"/plots/overview","source":"/wiki/plots/overview","_id":"672464fb85507cebe4ae6662"},{"destination":"/plots/overview","source":"/wiki/plots","_id":"672464fb85507cebe4ae6663"},{"destination":"/admin/workspaces/:slug*","source":"/wiki/workspaces/:slug*","_id":"672464fb85507cebe4ae6664"},{"destination":"/admin/workspaces/overview","source":"/wiki/workspaces","_id":"672464fb85507cebe4ae6665"},{"destination":"/admin/orgs/:slug*","source":"/wiki/organizations/:slug*","_id":"672464fb85507cebe4ae6666"},{"destination":"/admin/orgs/overview","source":"/wiki/organizations","_id":"672464fb85507cebe4ae6667"},{"destination":"/resources/:slug*","source":"/wiki/resources/:slug*","_id":"672464fb85507cebe4ae6668"},{"destination":"/resources/faq","source":"/wiki/resources","_id":"672464fb85507cebe4ae6669"},{"destination":"/workflows/sdk/:slug*","source":"/docs/:slug*","_id":"672464fb85507cebe4ae666a"},{"destination":"/workflows/overview#bring-your-own-workflow","source":"/docs","_id":"672464fb85507cebe4ae666b"},{"destination":"/workflows/overview","source":"/docs/quickstart/index","_id":"672464fb85507cebe4ae666c"}],"footerSocials":{"twitter":"https://twitter.com/latchbio","linkedin":"https://www.linkedin.com/company/latchbio/"},"analytics":{"koala":{"publicApiKey":"pk_0469d6299947a84c711662e1ed49f0fea8d7"}},"repo":{"github":{"owner":"latchbio","repo":"wiki","contentDirectory":"","deployBranch":"main","isPrivate":false}}},"pageMetadata":{"title":"Bulk RNAseq Quantification Walkthrough","description":null,"icon":"screwdriver-wrench","iconType":"solid","sidebarTitle":"Bulk RNA Seq","href":"/workflows/bulk-rna-seq"}}},"mdxExtracts":{"tableOfContents":[{"title":"Upload your RNAseq data","slug":"upload-your-rnaseq-data","depth":2,"children":[{"title":"Set up samplesheet on Latch Registry","slug":"set-up-samplesheet-on-latch-registry","depth":3,"children":[]},{"title":"Launch ‘nf-core/rnaseq’ Latch Workflow","slug":"launch-nf-core-rnaseq-latch-workflow","depth":3,"children":[]}]},{"title":"Differential Gene Expression","slug":"differential-gene-expression","depth":2,"children":[{"title":"Launch ‘DESeq2 (Differential Expression)’ Latch Workflow","slug":"launch-deseq2-differential-expression-latch-workflow","depth":3,"children":[]},{"title":"Visualize differential gene expression outputs in Latch Plots","slug":"visualize-differential-gene-expression-outputs-in-latch-plots","depth":3,"children":[]}]},{"title":"Pathway Enrichment","slug":"pathway-enrichment","depth":2,"children":[{"title":"Launch ‘Pathway Enrichment Analysis’ Latch Workflow","slug":"launch-pathway-enrichment-analysis-latch-workflow","depth":3,"children":[]}]}],"codeExamples":{}},"description":null,"pageData":{"navWithMetadata":[{"group":"Introduction","pages":[{"title":"What is LatchBio?","description":"Latch is a platform for you to store, analyze, and visualize multiomics data.","sidebarTitle":"What is LatchBio?","icon":"house","iconType":"solid","href":"/start/introduction"},{"title":"Quickstart","description":null,"icon":"play","iconType":"solid","href":"/start/quickstart"}]},{"group":"Data","pages":[{"title":"What is Latch Data?","description":"Latch Data is a cloud based file storage system built for storing biological data.","sidebarTitle":"Overview","icon":"magnifying-glass","iconType":"solid","href":"/data/overview"},{"title":"Basic Uploading and Downloading","description":null,"sidebarTitle":"Basic Uploading and Downloading","icon":"arrow-up-arrow-down","iconType":"solid","color":"#5D8EE9","href":"/data/basic-uploading-and-downloading"},{"title":"Mounting S3 Buckets","description":"Latch allows you to mount your own AWS S3 Buckets and use them the same as you would any data on Latch. All you need is to connect AWS account with Latch which will allow you to mount any buckets in that account onto Latch.","sidebarTitle":"Mounting S3 Buckets","icon":"aws","iconType":"solid","href":"/data/mount-s3-bucket"},{"title":"Mounting GCP Buckets","description":"Latch allows you to mount your own GCP Buckets and use them the same as you would any data on Latch.","sidebarTitle":"Mounting GCP Buckets","icon":"bucket","iconType":"solid","href":"/data/mount-gcp-bucket"},{"title":"BaseSpace Downloader","description":"This tutorial explains how to get an API key from BaseSpace that you can use to automatically import your sequencing runs into Latch.","sidebarTitle":"BaseSpace Downloader","icon":"cloud-arrow-up","iconType":"solid","href":"/data/basespace-downloader"},{"title":"Command Line Interface Data Upload/Download","description":null,"sidebarTitle":"Command Line Interface","icon":"square-terminal","iconType":"solid","href":"/data/data-command-line"},{"title":"Data Sharing","description":"Learn how to share your data on Latch","sidebarTitle":"Data Sharing","icon":"arrow-up-from-square","iconType":"regular","href":"/data/sharing"}]},{"group":"Visualizations","pages":[{"title":"FastQC","description":"FastQC aims to provide a simple way to do some quality control checks on raw sequence data coming from high throughput sequencing pipelines. It provides a modular set of analyses which you can use to give a quick impression of whether your data has any problems of which you should be aware before doing any further analysis.","icon":"magnifying-glass-chart","iconType":"solid","href":"/data/visualizations/fastqc"},{"title":"CELLxGENE","description":"CELLxGENE Explorer allows scientists to execute interactive analyses on a dataset to explore how patterns of gene expression are determined by environmental and genetic factors using an interactive speed no-code UI.","icon":"magnifying-glass-chart","iconType":"solid","href":"/data/visualizations/cellxgene"},{"group":"Interactive Genome Viewer (IGV)","pages":[{"title":"Using IGV on Latch","description":"The Integrative Genomics Viewer (IGV) is a high-performance, easy-to-use, interactive tool for the visual exploration of genomic data. BAM, Fasta, etc. files can be opened in an IGV Browser natively within the Latch Platform. ","icon":"magnifying-glass-chart","iconType":"solid","href":"/data/visualizations/igv"},{"title":"Setting Viewer Defaults for IGV on Latch","description":"Learn how to set default viewer settings when opening files in IGV on Latch","icon":"gear","iconType":"solid","href":"/data/visualizations/igv-setting-defaults"},{"title":"IGV Hosted Reference Genomes","description":"The IGV browser comes with many hosted options for common Reference Genomes to view Alignment Files to.","icon":"dna","iconType":"solid","href":"/data/visualizations/igv-reference-genomes"}]}]},{"group":"Registry","pages":[{"title":"What is Latch Registry?","description":"Connect your sample sheets, metadata, and analysis — all in one place.","sidebarTitle":"Overview","icon":"magnifying-glass","iconType":"solid","href":"/registry/what-is-a-registry"},{"title":"Registry Basics","description":"Learn how to set up your registry to manage your data.","sidebarTitle":"Registry Basics","icon":"table","iconType":"solid","href":"/registry/create-a-project"},{"group":"Bring Data into Registry","pages":[{"title":"Manually Create Single Records","description":null,"icon":"i-cursor","iconType":"solid","href":"/registry/add-records-to-a-table/single-records"},{"title":"Bulk Import Data Using a CSV","description":null,"icon":"file-import","iconType":"solid","href":"/registry/add-records-to-a-table/bulk-link"},{"title":"Bulk Link Sequencing Files to Existing Records","description":null,"icon":"link","iconType":"solid","href":"/registry/add-records-to-a-table/import-data"},{"title":"Benchling Integration","description":null,"icon":"rotate","iconType":"solid","href":"/registry/benchling-sync"}]},{"title":"Connect Records Across Tables","description":"As you centralize your biological data in Latch Registry, you will often find that some records are related or even dependent on one another. Linked records offer a powerful way for you to define relationships between records from different tables, enhancing your data analysis and enabling new insights that may have been difficult to discover without linked records.","icon":"merge","iconType":"solid","href":"/registry/connect-records-across-tables"}]},{"group":"SDK","pages":[{"title":"Import Registry Records in Latch SDK Workflows","description":null,"icon":"square-code","iconType":"solid","href":"/registry/sdk/import-registry-records"},{"title":"Using Registry in a Workflow","description":null,"icon":"table-tree","iconType":"solid","href":"/registry/sdk/latch-sdk-registry-integration"},{"title":"Account Objects","description":null,"icon":"user","iconType":"solid","href":"/registry/sdk/account-objects"},{"title":"Registry Projects","description":null,"icon":"diagram-project","iconType":"solid","href":"/registry/sdk/registry-projects"},{"title":"Table Objects","description":null,"icon":"table","iconType":"solid","href":"/registry/sdk/table-objects"},{"title":"Record Objects","description":null,"icon":"table-rows","iconType":"solid","href":"/registry/sdk/record-objects"}]},{"group":"Overview","pages":[{"title":"What are Latch Workflows?","description":"Latch's Workflow Manager comes with out-of-the-box community workflows and a Python SDK that allows uploading of custom workflows.","sidebarTitle":"Workflows \u0026 SDK","icon":"magnifying-glass","iconType":"solid","href":"/workflows/overview"}]},{"group":"Workflows","pages":[{"group":"Verified Workflows","pages":[{"group":"Bulk RNA-seq","pages":[{"title":"What is Bulk RNAseq?","description":null,"icon":"flask-gear","iconType":"solid","sidebarTitle":"Bulk RNA Seq Overview","href":"/workflows/bulk-rna-seq-deep-dive"},{"title":"Bulk RNAseq Quantification Walkthrough","description":null,"icon":"screwdriver-wrench","iconType":"solid","sidebarTitle":"Bulk RNA Seq","href":"/workflows/bulk-rna-seq"}]},{"group":"ATAC-seq","pages":[{"title":"What is ATAC seq?","description":null,"icon":"flask-gear","iconType":"solid","sidebarTitle":"ATAC Seq Overview","href":"/workflows/ATAC-Seq-Deep-Dive"},{"title":"","description":null,"icon":"screwdriver-wrench","iconType":"solid","sidebarTitle":"ATAC Seq","href":"/workflows/ATAC-Seq"}]},{"title":"CRISPResso2","description":"CRISPResso2 is a software pipeline for the analysis of genome editing experiments. It is designed to enable rapid and intuitive interpretation of results produced by amplicon sequencing.","href":"/workflows/crispresso2"},{"title":"CAS-OFFinder","description":"CAS-OFFinder is an algorithm that searches for potential off-target sites of Cas9 RNA-guided endonucleases. It is one of the most highly cited \u0026 consistent tools for this purpose.","href":"/workflows/cas-offinder"},{"title":"CRISPOR","description":"[CRISPOR](http://crispor.org/) is a website that helps select and express CRISPR guide sequences, described in two papers ([Gen Biol 2016](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-016-1012-2) and [NAR 2018](https://academic.oup.com/nar/article/46/W1/W242/4995687)). In its default mode, the user pastes an input DNA sequence and chooses the genome.","href":"/workflows/crispor"},{"title":"AlphaFold","description":"AlphaFold produces highly accurate protein structure predictions from amino acid sequences.","href":"/workflows/alphafold"},{"group":"MAGeCK","pages":[{"title":"Overview - MAGeCK","description":"Model-based Analysis of Genome-wide CRISPR-Cas9 Knockout ","href":"/workflows/mageck-overview"},{"title":"MAGeCK - Count","description":"This is the count sub command from MAGeCK. This subcommand collects sgRNA read count information from fastq files or raw count files. The output count table can be used directly in the [MAGeCK Test](https://latch.wiki/mageck-test) or the [MAGeCK MLE](https://latch.wiki/mageck-mle) workflow.","href":"/workflows/mageck-count"},{"title":"MAGeCK - Test","description":"This is the test sub command from MAGeCK. This subcommand tests and ranks sgRNAs and genes based on the read count tables provided using [Robust Rank Aggregation](https://pubmed.ncbi.nlm.nih.gov/22247279/) (RRA). This subcommand takes the count summary file (*.count.txt) output from [MAGeCk Count](https://latch.wiki/mageck-count) and its outputs can be passed into [MAGeCk Pathway](https://latch.wiki/mageck-pathway) for gene pathway analysis and to [MAGeCK Plot](https://latch.wiki/mageck-plot) to generate graphics for selected genes.","href":"/workflows/mageck-test"},{"title":"MAGeCK - MLE","description":"This is the mle sub command from MAGeCK. Similar to [MAGeCk Test](https://latch.wiki/mageck-test), this subcommand outputs a gene ranking, but uses maximum-likelihood estimation for gene essentiality scores instead of RRA. This subcommand takes the count summary file (*.count.txt) output from [MAGeCk Count](https://latch.wiki/mageck-count).","href":"/workflows/mageck-mle"},{"title":"MAGeCK - Pathway","description":"This is the pathway sub command from MAGeCK. This subcommand takes the Gene Ranking output (*.gene_summary.txt) from [MAGeCK Test](https://latch.wiki/mageck-test) and invokes Gene Set Enrichment Analysis (GSEA) or RRA (Robust Rank Aggregation) to test if a pathway is enriched in one particular gene ranking.","href":"/workflows/mageck-pathway"},{"title":"MAGeCK - Plot","description":"This is the pathway sub command from MAGeCK. This subcommand takes the Gene Ranking output (*.gene_summary.txt) from [MAGeCK Test](https://latch.wiki/mageck-test) and invokes Gene Set Enrichment Analysis (GSEA) or RRA (Robust Rank Aggregation) to test if a pathway is enriched in one particular gene ranking.","href":"/workflows/mageck-plot"}]}]},{"title":"CSV Parameter Import","description":"Every workflow in Latch allows you to import a CSV containing values for its parameters. This is another way to import data when doing bulk runs of a workflow.","icon":"file-import","iconType":"solid","href":"/workflows/csv-import"},{"title":"Resource Monitoring","description":"Workflows on Latch provide visibility into the resource usage of each task execution, enabling developers to easily debug and optimize their workflow.","icon":"memory","iconType":"solid","href":"/workflows/resource-monitoring"}]},{"group":"Python SDK","pages":[{"title":"Quick Start","description":"","icon":"play","iconType":"solid","href":"/workflows/sdk/getting-started/quick-start"},{"title":"Authoring your Own Workflow","description":"In this demonstration, we will examine a workflow which sorts and assembles COVID sequencing data.","icon":"arrow-progress","iconType":"duotone","href":"/workflows/sdk/getting-started/authorizing-your-own-workflow"},{"group":"Workflow Concepts","pages":[{"title":"What is a Workflow?","description":"A workflow is an analysis that takes in some input, processes it in one or more steps and produces some output.","href":"/workflows/sdk/defining-a-workflow/what-is-a-workflow"},{"title":"When to split up a task into multiple tasks","description":"When building a workflow with multiple tasks, it can be difficult to decide when to split larger tasks into smaller tasks. Some of the tradeoffs are listed below to guide this decision:","sidebarTitle":"When to Split Up Tasks","href":"/workflows/sdk/defining-a-workflow/split-tasks"},{"group":"Workflow Environment","pages":[{"title":"Workflow Environment","description":"Workflow code is rarely free of dependencies. It may require python or system packages or make use of environment variables. For example, a task that downloads compressed reference data from AWS S3 will need the `aws-cli` and `unzip` [APT](https://en.wikipedia.org/wiki/APT_(software)) packages, then use the `pyyaml` python package to read the included metadata.","sidebarTitle":"Overview","href":"/workflows/sdk/defining-a-workflow/workflow-environment/overview"},{"title":"Environments for Individual Tasks","description":"Different tasks in a workflow may need different sets of dependencies. Creating a single shared environment can be problematic as the some part of the workflow image will be unused in each task and slow down that task's startup proportionally to the size of the extraneous chunk. Different dependencies might also need different system package versions in which case installing them together might be impractical. Instead, consider defining an individual environment for each task using the optional `dockerfile` parameter in the task definition. Include only the dependencies that each specific task needs.","href":"/workflows/sdk/defining-a-workflow/workflow-environment/environments-for-individual-tasks"},{"title":"Common Dockerfile patterns","description":null,"href":"/workflows/sdk/defining-a-workflow/workflow-environment/common-dockfile-patterns"}]},{"title":"Latch URLs","description":"Files and directories on Latch can be referred to in code or through the CLI using **Latch URLs**.","href":"/workflows/sdk/defining-a-workflow/latch-urls"},{"title":"Working with Remote Files","description":null,"href":"/workflows/sdk/defining-a-workflow/working-with-files"},{"title":"LatchFile / LatchDir","description":"When working with bioinformatics workflows, we are often passing around large files or directories between our tasks. These files are usually located in cloud object stores and are copied to the file systems of the machines on which the task is scheduled.","href":"/workflows/sdk/defining-a-workflow/legacy-file-support"},{"group":"Customizing Your Interface","pages":[{"title":"Customizing Your Interface","description":"Latch dynamically constructs the workflow interface based on the workflow function code and the `LatchMetadata` object.","sidebarTitle":"Overview","href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/overview"},{"title":"Parameter Types","description":"The Latch SDK supports first-class static typing. All input parameters and output values must be annotated with types in the function signature. These type annotations validate task values and guide the construction of parameter-specific frontend components when your interface is generated at registration.","href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/parameter-types"},{"title":"Workflow Documentation","description":"While most of the metadata of a workflow will be encapsulated in a LatchMetadata object, we still require a docstring in the body of the workflow function which specifies both a short and long-form description.","href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/workflow-documentation"},{"title":"Previewing the Workflow Interface","description":"When iterating on the design of the workflow, it is helpful to preview the user interface locally using `latch preview`.","href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/previewing-workflow"},{"title":"Flows","description":"Use these composable primitives to further customize your workflow interface.","href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/forks-flows"},{"title":"Publishing Results","description":null,"href":"/workflows/sdk/defining-a-workflow/customizing-your-interface/results"}]},{"title":"Messages","description":"Task executions produce logs, displayed on the Latch console to provide users visibility into their workflows. However, these logs tend to be terribly verbose. It's tedious to sift through piles of logs looking for useful signals; instead, important information, warnings, and errors should be prominently displayed. This is accomplished through the Latch SDK's new messaging feature.","href":"/workflows/sdk/defining-a-workflow/messages"},{"title":"Defining Cloud Resources","description":"When a workflow is executed and tasks are scheduled, the machines needed to run the task are provisioned automatically and managed for the user until task completion. Tasks can be annotated with the resources they are expected to consume (eg. CPU, RAM, GPU) at runtime and these requests will be fullfilled during the scheduling process.","href":"/workflows/sdk/defining-a-workflow/defining-cloud-resources"},{"title":"Caching","description":"Caching allows workflow developers to reuse the results of previously run tasks to prevent wasted time and computation. This is helpful when running large batches of workflows with redundant inputs or when debugging errors in the middle of a workflow where upstream state can be reused.","href":"/workflows/sdk/defining-a-workflow/caching"},{"title":"Conditional Sections","description":"In order to support the functionality of an `if-elif-else` clause within the body of a workflow, we introduce the method `create_conditional_section`. This method creates a new conditional section in a workflow, allowing a user to conditionally execute a task based on the value of a task result.","href":"/workflows/sdk/defining-a-workflow/conditional-sections"},{"title":"Map Task","description":"There are many pipelines in bioinformatics that require running a processing step in parallel and aggregating their outputs at the end for downstream analysis. A prominent example of this is bulk RNA-sequencing, where alignment is performed to produce transcript abundances per sample, and gene counts of all samples are subsequently merged. Having a single count matrix makes it convenient to use in downstream steps, such as differential gene expression analysis. Another example is performing FastQC on multiple samples and summarizing the results in a MultiQC report.","href":"/workflows/sdk/defining-a-workflow/map-task"},{"title":"Storing and Using Secrets","description":"Often a workflow can depend on _secret data_, such as an API key, to function correctly. To make storing and using secret data easy, the Latch SDK comes with special utilities that handle this securely.","href":"/workflows/sdk/defining-a-workflow/storing-and-using-secrets"},{"title":"Versioning","description":null,"href":"/workflows/sdk/defining-a-workflow/versioning"}]},{"group":"Testing and Debugging a Workflow","pages":[{"title":"Development and Debugging","description":"When developing a workflow, it's helpful to run the task functions before executing the entire workflow in the cloud to debug the environment and logical issues. Since tasks run in a different environment than your local computer (namely, the one defined in your Dockerfile(s)), there may be discrepancies when running your code locally.To address this, the Latch SDK comes with a command that allows you to run tasks and debug your environment without having to reregister your workflow and run it through the UI.","href":"/workflows/sdk/testing-and-debugging-a-workflow/development-and-debugging"},{"title":"Learning through An Example","description":"We will walk through a quick end-to-end flow for testing and debugging a variant calling workflow to demonstrate how to use latch develop.","href":"/workflows/sdk/testing-and-debugging-a-workflow/learning-through-an-example"},{"title":"Remote Execution","description":"It is often desirable to be able to access a shell from within a running task of a workflow, to debug a misbehaving program or inspect some files for example.","href":"/workflows/sdk/testing-and-debugging-a-workflow/remote-execution"}]}]},{"group":"Nextflow","pages":[{"title":"Overview","description":null,"icon":"magnifying-glass","iconType":"solid","href":"/workflows/sdk/nextflow/overview"},{"title":"Tutorial","description":null,"icon":"book","iconType":"solid","href":"/workflows/sdk/nextflow/tutorial"},{"title":"Execution Profiles","description":null,"icon":"user","iconType":"solid","href":"/workflows/sdk/nextflow/profiles"},{"title":"Caching and Resuming","description":null,"icon":"window-restore","iconType":"solid","href":"/workflows/sdk/nextflow/caching"},{"title":"Private Registries","description":null,"icon":"lock","iconType":"solid","href":"/workflows/sdk/nextflow/registries"},{"group":"Customizing Your Interface","pages":[{"title":"About Page","description":null,"href":"/workflows/sdk/nextflow/interface/about"},{"title":"Publishing Results","description":null,"href":"/workflows/sdk/nextflow/interface/results"},{"title":"Parameter Validation","description":null,"href":"/workflows/sdk/nextflow/interface/param-validation"},{"title":"Updating the Entrypoint","description":null,"href":"/workflows/sdk/nextflow/interface/updating-entrypoint"}]},{"title":"Dependencies","description":null,"icon":"arrow-progress","iconType":"solid","href":"/workflows/sdk/nextflow/dependencies"},{"title":"Using GPU Accelerators","description":null,"icon":"microchip","iconType":"solid","href":"/workflows/sdk/nextflow/gpus"}]},{"group":"Snakemake","pages":[{"title":"Quick Start","description":null,"icon":"play","iconType":"solid","href":"/workflows/sdk/snakemake/quickstart"},{"title":"Snakemake Workflow Cloud Compatibility","description":null,"icon":"cloud","iconType":"solid","href":"/workflows/sdk/snakemake/cloud"},{"group":"Advanced Configuration","pages":[{"title":"Private Registries","description":null,"href":"/workflows/sdk/snakemake/configuration/registries"},{"title":null,"description":null,"href":"/workflows/sdk/snakemake/configuration/resources"},{"title":"Caching Snakemake Tasks","description":null,"href":"/workflows/sdk/snakemake/configuration/caching"}]},{"title":"Tutorial","description":"In this guide, we will walk through how to upload a simple Snakemake workflow to Latch.","icon":"book","iconType":"solid","href":"/workflows/sdk/snakemake/tutorial"},{"title":"Debugging Snakemake","description":null,"icon":"bug-slash","iconType":"solid","href":"/workflows/sdk/snakemake/debugging"},{"title":"Troubleshooting","description":"The following page outlines common problems with uploading Snakemake workflows and solutions.","icon":"bugs","iconType":"solid","href":"/workflows/sdk/snakemake/troubleshooting"},{"title":"Architecture Overview","description":null,"icon":"archway","iconType":"solid","href":"/workflows/sdk/snakemake/backend"}]},{"group":"Automation","pages":[{"title":"Workflows Automations","description":null,"icon":"robot","iconType":"solid","href":"/workflows/sdk/automation/overview"},{"title":"Data Addition Trigger","description":null,"sidebarTitle":"Example Data Addition Trigger","icon":"table","iconType":"solid","href":"/workflows/sdk/automation/example-data-addition"},{"title":"Interval Trigger","description":null,"sidebarTitle":"Example Interval Trigger","icon":"alarm-snooze","iconType":"solid","href":"/workflows/sdk/automation/example-interval"}]},{"group":"Pods","pages":[{"title":"What are Latch Pods?","description":"Access the scale of the cloud with the flexibility of your personal computer.","sidebarTitle":"Overview","icon":"magnifying-glass","iconType":"solid","href":"/pods/overview"},{"title":"Latch Pods Basics","description":"In this tutorial, we will walk through the basics of creating your first Pod.","icon":"hexagon","iconType":"solid","href":"/pods/getting-started"},{"title":"Accessing Latch Data in Pod using Latch Data FUSE","description":"Latch Pods provides direct access to all files stored on Latch Data.","icon":"file-chart-column","iconType":"solid","href":"/pods/mount-data"},{"group":"Shutdown Configuration","pages":[{"title":"Setting Up Auto Shutdown from Latch","description":"Pods allow easy customization of auto shutdown interval when inactive.","icon":"hourglass-clock","iconType":"solid","href":"/pods/auto-shutdown"},{"title":"Configuring Auto Shutdown","description":"Configure Pods for scheduled shutdown using systemd.","icon":"screwdriver-wrench","iconType":"solid","href":"/pods/hard-shutdown"}]},{"title":"Host a Custom App","description":"Latch Pods make it easy to host any custom application, such as Dash Apps, RShiny, Streamlit, and more, on Latch.","icon":"grid-2","iconType":"solid","href":"/pods/custom-app"},{"title":"Pod Templates","description":"Pod Templates provide an easy way to take a snapshot of a Pod’s dependencies and files, and save it as a template that is reusable in future Pods for your organization. ","icon":"layer-group","iconType":"solid","href":"/pods/templates"},{"title":"Custom File Viewer","description":"The Custom File Viewer enables scientists to click on files in Latch Data with a specific extension and view them in an application hosted on a Latch Pod without having to manually enter the pod and download the file.","icon":"browser","iconType":"solid","href":"/pods/file-viewer"},{"group":"Access \u0026 Integrations","pages":[{"title":"Set up SSH Access","description":"You may want to set up SSH access for Pod if you want to access Pod from your local terminal or open your favorite IDE, such as Visual Studio Code, inside a Pod.","icon":"square-terminal","iconType":"solid","href":"/pods/ssh"},{"title":"Integration with VSCode","description":"Follow our tutorial to use Visual Studio Code inside your Pod and navigate the filesystem on your favorite IDE.","icon":"display-code","iconType":"solid","href":"/pods/integration-with-vscode"},{"title":"Integration with GitHub","description":"Using GitHub within Pods","icon":"github","iconType":"solid","href":"/pods/integration-with-github"}]}]},{"group":"Plots","pages":[{"title":"What are Latch Plots?","description":"Set up dashboards with interactive visualizations and data transformations for scientists to explore their data.","sidebarTitle":"Overview","icon":"magnifying-glass","iconType":"solid","href":"/plots/overview"},{"group":"Basics","pages":[{"title":"Latch Plots Basics","description":"Learn how to bring data into a plotting layout and chart it.","sidebarTitle":"Plotting a CSV","icon":"chart-column","iconType":"solid","href":"/plots/basics"},{"title":"Develop your First Plot Notebook","description":"The Notebook View is where you bring in data, perform transformations in Python, and visualize your data.","sidebarTitle":"Develop your first Plot Notebook","icon":"code","iconType":"solid","href":"/plots/developer/getting-started"},{"title":"Components of a Plot Notebook","description":"An overview of all components in a Plot notebook","sidebarTitle":"Plot Notebook Components","icon":"notebook","iconType":"solid","href":"/plots/layouts"},{"title":"Plots Reactivity","description":"Learn how reactivity works in Plot notebooks","sidebarTitle":"Reactivity","icon":"bolt","iconType":"solid","href":"/plots/developer/reactivity"}]},{"group":"Data Plotting","pages":[{"title":"Plotting Overview","description":"Create interactive and customizable plots.","sidebarTitle":"Overview","icon":"chart-scatter","iconType":"solid","href":"/plots/plotting/overview"},{"title":"Supported Plot Types","description":"Learn about the plot types supported in a plotting layout.","sidebarTitle":" Plot Types","icon":"chart-tree-map","iconType":"solid","href":"/plots/plotting/plot-types"},{"title":"Add Custom Plots from Any Library","description":"Latch Plots allows you to install and import any libraries to generate custom plots and display them in the notebook view.","sidebarTitle":"Custom Plots in Python","icon":"python","iconType":"solid","href":"/plots/developer/custom-plots"},{"title":"Faceting","description":"Facet your plot based on a categorical column.","sidebarTitle":"Faceting","icon":"chart-pie-simple","iconType":"solid","href":"/plots/plotting/faceting"},{"title":"Appearance","description":"Learn what options are available for customizing the appearance of your plots.","sidebarTitle":"Appearance","icon":"palette","iconType":"solid","href":"/plots/plotting/styling"},{"title":"Error Bars","description":"Add error bars to your plot.","sidebarTitle":"Error Bars","icon":"chart-candlestick","iconType":"solid","href":"/plots/plotting/error-bars"},{"title":"Selecting Points","description":"Learn how to make a selection of points and use that selection to filter the source table.","sidebarTitle":"Selecting Points","icon":"square-dashed-circle-plus","iconType":"solid","href":"/plots/plotting/selecting-points"},{"title":"Filtering","description":"Learn how to filter the values displayed in a plot.","sidebarTitle":"Filtering","icon":"filter-list","iconType":"solid","href":"/plots/plotting/filtering"}]},{"group":"Data Transformations","pages":[{"title":"Overview","description":"The Data Transformation component functions similarly to a Python cell in a Jupyter Notebook, allowing users to input, modify, and execute Python code interactively.","sidebarTitle":"Overview","icon":"square-list","iconType":"solid","href":"/plots/transformations/overview"},{"title":"Widgets","description":"Widgets can be used to create transforms that users can update based on user input. You're able to define a widget and use its user input in your analysis code.","sidebarTitle":"Widgets","icon":"grid-2","iconType":"solid","href":"/plots/transformations/widget-types"},{"title":"Transform Outputs","description":"Learn how to view and use dataframe outputs from a transfrom.","sidebarTitle":"Transform Outputs","icon":"list-tree","iconType":"solid","href":"/plots/transformations/outputs"},{"title":"Description Text","description":"Write descriptions using markdown within a transform.","sidebarTitle":"Description Text","icon":"text","iconType":"solid","href":"/plots/transformations/description-text"}]},{"title":"Table Display/Filter","description":"Learn how to use a table display to view data and filter it for use downstream.","sidebarTitle":"Table Display/Filter","icon":"table","iconType":"solid","href":"/plots/table-display-cell"},{"title":"Text Display","description":"Learn how to add description text to your layout.","sidebarTitle":"Text Display","icon":"font-case","iconType":"solid","href":"/plots/text-cell"},{"group":"Developers","pages":[{"title":"Plots Reactivity","description":"Learn how reactivity works in Plot notebooks","sidebarTitle":"Reactivity","icon":"bolt","iconType":"solid","href":"/plots/developer/reactivity"},{"title":"SSH into the Plot Runtime","description":"How to connect to Plots runtime using SSH","sidebarTitle":"SSH Access","icon":"square-terminal","iconType":"solid","href":"/plots/developer/ssh"},{"title":"Installing Custom Dependencies","description":"How to install custom dependencies for your Plot runtime","sidebarTitle":"Installing Custom Dependencies","icon":"code-merge","iconType":"solid","href":"/plots/developer/dependencies"}]},{"group":"Use Cases","pages":[{"title":"Use Cases","description":null,"sidebarTitle":"Overview","icon":"dna","iconType":"solid","href":"/plots/templates/overview"},{"title":"The Ultimate Guide to Relative qPCR Analysis on Latch","description":"The guide below walks through how you can perform qPCR analysis on Latch using Plot Templates. ","sidebarTitle":"qPCR","icon":"vials","iconType":"solid","href":"/plots/templates/qpcr"}]}]},{"group":"Overview","pages":[{"title":"Workspaces \u0026 Orgs: An Overview","description":"Learn about roles and permissions for members of an organization.","icon":"magnifying-glass","iconType":"solid","sidebarTitle":"Workspaces \u0026 Orgs","href":"/admin/overview"}]},{"group":"Workspaces","pages":[{"title":"What are Latch Workspaces?","description":null,"icon":"building","iconType":"solid","sidebarTitle":"Overview","href":"/admin/workspaces/overview"},{"title":"Creating a Workspace","description":"Learn how to create a new workspace on Latch","icon":"grid-2-plus","iconType":"solid","sidebarTitle":"Creating a Workspace","href":"/admin/workspaces/creating-new-workspace"},{"title":"Inviting Members to a Workspace","description":"Learn how to invite users to an existing workspace","icon":"user-plus","iconType":"solid","sidebarTitle":"Inviting Members to a Workspace","href":"/admin/workspaces/inviting-members"},{"title":"Workspace Roles","description":"Learn about workspace roles and permissions","icon":"sliders","iconType":"solid","sidebarTitle":"Workspace Roles","href":"/admin/workspaces/roles"},{"title":"Workspace Billing","description":"Learn about billing for Latch workspaces and how to add your credit card information.","icon":"money-bill-wave","iconType":"solid","sidebarTitle":"Billing","href":"/admin/workspaces/billing"},{"title":"Copying and Moving Data Between Workspaces","description":null,"icon":"diagram-next","iconType":"solid","sidebarTitle":"Moving \u0026 Copying Data","href":"/admin/workspaces/move-copy-data"},{"title":"Opening Pod Templates in Other Workspaces","description":null,"icon":"hexagon-plus","iconType":"solid","sidebarTitle":"Workspace Pod Templates","href":"/admin/workspaces/workspace-pod-templates"}]},{"group":"Organizations: Manage Workspaces","pages":[{"title":"What are Latch Organizations?","description":"Manage multiple workspaces under a single organization on Latch","icon":"Buildings","iconType":"solid","sidebarTitle":"Overview","href":"/admin/orgs/overview"},{"title":"Organizations Basics","description":null,"icon":"square-info","iconType":"solid","sidebarTitle":"Organizations Basics","href":"/admin/orgs/about"},{"title":"Adding Workspaces to an Organization","description":"Learn how to add and transfer workspaces to an organization on Latch","icon":"sitemap","iconType":"solid","sidebarTitle":"Adding Workspaces to an Organization","href":"/admin/orgs/adding-workspaces"},{"title":"Inviting Members to an Organization","description":"Learn how to invite members to the organization and accept invitations","icon":"users-medical","iconType":"solid","sidebarTitle":"Inviting Members to an Organization","href":"/admin/orgs/managing-members"},{"title":"Organization Roles","description":"Learn about roles and permissions for members of an organization.","icon":"users","iconType":"solid","sidebarTitle":"Organization Roles","href":"/admin/orgs/roles"},{"title":"Transferring Credits to Workspaces","description":null,"icon":"coins","iconType":"solid","sidebarTitle":"Transferring Credits","href":"/admin/orgs/transfer-credits"},{"title":"Security Settings","description":"Configure access controls and authentication methods","icon":"shield-check","iconType":"solid","sidebarTitle":"Security Settings","href":"/admin/orgs/security"},{"title":"Analysis Packages","description":"Learn how to distribute analysis packages to customers","icon":"sitemap","iconType":"solid","sidebarTitle":"Distributing Analysis Packages","href":"/admin/orgs/analysis-packages"}]},{"group":"Resources","pages":[{"title":"Frequently Asked Questions","description":null,"icon":"messages-question","iconType":"solid","sidebarTitle":"FAQ","href":"/resources/faq"},{"title":"Latch Privacy Policy","description":"This Privacy Policy describes how Latch Bio, Inc. (“we”, “us”, “our”, or the “Company”) handles personal information that we collect through our digital properties that link to this Privacy Policy, including our website (collectively, the “Service”), as well as through social media, our marketing activities, and other activities described in this Privacy Policy.","icon":"shield-keyhole","iconType":"solid","sidebarTitle":"Privacy Policy","href":"/resources/privacy-policy"},{"title":"Latch Terms of Service","description":null,"icon":"file-contract","iconType":"solid","sidebarTitle":"Terms of Service","href":"/resources/terms-of-service"}]}],"pageMetadata":{"title":"Bulk RNAseq Quantification Walkthrough","description":null,"icon":"screwdriver-wrench","iconType":"solid","sidebarTitle":"Bulk RNA Seq","href":"/workflows/bulk-rna-seq"},"mintConfig":{"layout":"topnav","sidebar":{"items":"container"},"topbar":{"style":"default"},"search":{"location":"top"},"rounded":"default","codeBlock":{"mode":"dark"},"topbarCtaButton":{"name":"Sign Up","url":"https://console.latch.bio/signup"},"$schema":"https://mintlify.com/schema.json","name":"LatchBio","logo":{"light":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/light.svg","dark":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/dark.svg"},"favicon":"/favicon.png","colors":{"primary":"#001AAE","light":"#92A2FF","dark":"#92A2FF"},"topbarLinks":[{"url":"mailto:support@latch.bio","name":"Contact Us","_id":"672464fb85507cebe4ae6679"},{"url":"https://console.latch.bio/","name":"Log In","_id":"672464fb85507cebe4ae667a"}],"navigation":[{"group":"Introduction","pages":["start/introduction","start/quickstart"]},{"group":"Data","pages":["data/overview","data/basic-uploading-and-downloading","data/mount-s3-bucket","data/mount-gcp-bucket","data/basespace-downloader","data/data-command-line","data/sharing"]},{"group":"Visualizations","pages":["data/visualizations/fastqc","data/visualizations/cellxgene",{"group":"Interactive Genome Viewer (IGV)","pages":["data/visualizations/igv","data/visualizations/igv-setting-defaults","data/visualizations/igv-reference-genomes"]}]},{"group":"Registry","pages":["registry/what-is-a-registry","registry/create-a-project",{"group":"Bring Data into Registry","pages":["registry/add-records-to-a-table/single-records","registry/add-records-to-a-table/bulk-link","registry/add-records-to-a-table/import-data","registry/benchling-sync"]},"registry/connect-records-across-tables"]},{"group":"SDK","pages":["registry/sdk/import-registry-records","registry/sdk/latch-sdk-registry-integration","registry/sdk/account-objects","registry/sdk/registry-projects","registry/sdk/table-objects","registry/sdk/record-objects"]},{"group":"Overview","pages":["workflows/overview"]},{"group":"Workflows","pages":[{"group":"Verified Workflows","pages":[{"group":"Bulk RNA-seq","pages":["workflows/bulk-rna-seq-deep-dive","workflows/bulk-rna-seq"]},{"group":"ATAC-seq","pages":["workflows/ATAC-Seq-Deep-Dive","workflows/ATAC-Seq"]},"workflows/crispresso2","workflows/cas-offinder","workflows/crispor","workflows/alphafold",{"group":"MAGeCK","pages":["workflows/mageck-overview","workflows/mageck-count","workflows/mageck-test","workflows/mageck-mle","workflows/mageck-pathway","workflows/mageck-plot"]}]},"workflows/csv-import","workflows/resource-monitoring"]},{"group":"Python SDK","pages":["workflows/sdk/getting-started/quick-start","workflows/sdk/getting-started/authorizing-your-own-workflow",{"group":"Workflow Concepts","pages":["workflows/sdk/defining-a-workflow/what-is-a-workflow","workflows/sdk/defining-a-workflow/split-tasks",{"group":"Workflow Environment","pages":["workflows/sdk/defining-a-workflow/workflow-environment/overview","workflows/sdk/defining-a-workflow/workflow-environment/environments-for-individual-tasks","workflows/sdk/defining-a-workflow/workflow-environment/common-dockfile-patterns"]},"workflows/sdk/defining-a-workflow/latch-urls","workflows/sdk/defining-a-workflow/working-with-files","workflows/sdk/defining-a-workflow/legacy-file-support",{"group":"Customizing Your Interface","pages":["workflows/sdk/defining-a-workflow/customizing-your-interface/overview","workflows/sdk/defining-a-workflow/customizing-your-interface/parameter-types","workflows/sdk/defining-a-workflow/customizing-your-interface/workflow-documentation","workflows/sdk/defining-a-workflow/customizing-your-interface/previewing-workflow","workflows/sdk/defining-a-workflow/customizing-your-interface/forks-flows","workflows/sdk/defining-a-workflow/customizing-your-interface/results"]},"workflows/sdk/defining-a-workflow/messages","workflows/sdk/defining-a-workflow/defining-cloud-resources","workflows/sdk/defining-a-workflow/caching","workflows/sdk/defining-a-workflow/conditional-sections","workflows/sdk/defining-a-workflow/map-task","workflows/sdk/defining-a-workflow/storing-and-using-secrets","workflows/sdk/defining-a-workflow/versioning"]},{"group":"Testing and Debugging a Workflow","pages":["workflows/sdk/testing-and-debugging-a-workflow/development-and-debugging","workflows/sdk/testing-and-debugging-a-workflow/learning-through-an-example","workflows/sdk/testing-and-debugging-a-workflow/remote-execution"]}]},{"group":"Nextflow","pages":["workflows/sdk/nextflow/overview","workflows/sdk/nextflow/tutorial","workflows/sdk/nextflow/profiles","workflows/sdk/nextflow/caching","workflows/sdk/nextflow/registries",{"group":"Customizing Your Interface","pages":["workflows/sdk/nextflow/interface/about","workflows/sdk/nextflow/interface/results","workflows/sdk/nextflow/interface/param-validation","workflows/sdk/nextflow/interface/updating-entrypoint"]},"workflows/sdk/nextflow/dependencies","workflows/sdk/nextflow/gpus"]},{"group":"Snakemake","pages":["workflows/sdk/snakemake/quickstart","workflows/sdk/snakemake/cloud",{"group":"Advanced Configuration","pages":["workflows/sdk/snakemake/configuration/registries","workflows/sdk/snakemake/configuration/resources","workflows/sdk/snakemake/configuration/caching"]},"workflows/sdk/snakemake/tutorial","workflows/sdk/snakemake/debugging","workflows/sdk/snakemake/troubleshooting","workflows/sdk/snakemake/backend"]},{"group":"Automation","pages":["workflows/sdk/automation/overview","workflows/sdk/automation/example-data-addition","workflows/sdk/automation/example-interval"]},{"group":"Pods","pages":["pods/overview","pods/getting-started","pods/mount-data",{"group":"Shutdown Configuration","pages":["pods/auto-shutdown","pods/hard-shutdown"]},"pods/custom-app","pods/templates","pods/file-viewer",{"group":"Access \u0026 Integrations","pages":["pods/ssh","pods/integration-with-vscode","pods/integration-with-github"]}]},{"group":"Plots","pages":["plots/overview",{"group":"Basics","pages":["plots/basics","plots/developer/getting-started","plots/layouts","plots/developer/reactivity"]},{"group":"Data Plotting","pages":["plots/plotting/overview","plots/plotting/plot-types","plots/developer/custom-plots","plots/plotting/faceting","plots/plotting/styling","plots/plotting/error-bars","plots/plotting/selecting-points","plots/plotting/filtering"]},{"group":"Data Transformations","pages":["plots/transformations/overview","plots/transformations/widget-types","plots/transformations/outputs","plots/transformations/description-text"]},"plots/table-display-cell","plots/text-cell",{"group":"Developers","pages":["plots/developer/reactivity","plots/developer/ssh","plots/developer/dependencies"]},{"group":"Use Cases","pages":["plots/templates/overview","plots/templates/qpcr"]}]},{"group":"Overview","pages":["admin/overview"]},{"group":"Workspaces","pages":["admin/workspaces/overview","admin/workspaces/creating-new-workspace","admin/workspaces/inviting-members","admin/workspaces/roles","admin/workspaces/billing","admin/workspaces/move-copy-data","admin/workspaces/workspace-pod-templates"]},{"group":"Organizations: Manage Workspaces","pages":["admin/orgs/overview","admin/orgs/about","admin/orgs/adding-workspaces","admin/orgs/managing-members","admin/orgs/roles","admin/orgs/transfer-credits","admin/orgs/security","admin/orgs/analysis-packages"]},{"group":"Resources","pages":["resources/faq","resources/privacy-policy","resources/terms-of-service"]}],"primaryTab":{"name":"Documentation"},"anchors":[{"name":"Introduction","url":"start","icon":"house","_id":"672464fb85507cebe4ae6671"},{"name":"Data","url":"data","icon":"file-chart-column","_id":"672464fb85507cebe4ae6672"},{"name":"Registry","url":"registry","icon":"table","_id":"672464fb85507cebe4ae6673"},{"name":"Workflows \u0026 SDK","url":"workflows","icon":"screwdriver-wrench","_id":"672464fb85507cebe4ae6674"},{"name":"Pods","url":"pods","icon":"hexagon","_id":"672464fb85507cebe4ae6675"},{"name":"Plots","url":"plots","icon":"chart-scatter-bubble","_id":"672464fb85507cebe4ae6676"},{"name":"Administration","url":"admin","icon":"screen-users","_id":"672464fb85507cebe4ae6677"},{"name":"Resources","url":"resources","icon":"clipboard-question","_id":"672464fb85507cebe4ae6678"}],"tabs":[{"name":"API References","url":"https://docs.latch.bio/api/modules.html","_id":"672464fb85507cebe4ae666d"},{"name":"Blog","url":"https://latchbio.substack.com/","_id":"672464fb85507cebe4ae666e"},{"name":"Website","url":"https://latch.bio/","_id":"672464fb85507cebe4ae666f"},{"name":"Change Log","url":"https://latchbio.notion.site/LatchBio-Product-Change-Logs-ca76a6ae05a74a4daf78cb4006ad80ac","_id":"672464fb85507cebe4ae6670"}],"feedback":{"thumbsRating":true,"raiseIssue":true},"redirects":[{"destination":"/start/introduction","source":"/wiki/introduction","_id":"672464fb85507cebe4ae6650"},{"destination":"/start/quickstart","source":"/wiki/getting-started","_id":"672464fb85507cebe4ae6651"},{"destination":"/start/introduction","source":"/wiki","_id":"672464fb85507cebe4ae6652"},{"destination":"/data/:slug*","source":"/wiki/data/:slug*","_id":"672464fb85507cebe4ae6653"},{"destination":"/data/overview","source":"/wiki/data","_id":"672464fb85507cebe4ae6654"},{"destination":"/data/visualizations/:slug*","source":"/wiki/visualizations/:slug*","_id":"672464fb85507cebe4ae6655"},{"destination":"/data/visualizations/fastqc","source":"/wiki/visualizations","_id":"672464fb85507cebe4ae6656"},{"destination":"/registry/:slug*","source":"/wiki/registry/:slug*","_id":"672464fb85507cebe4ae6657"},{"destination":"/registry/what-is-a-registry","source":"/wiki/registry","_id":"672464fb85507cebe4ae6658"},{"destination":"/workflows/:slug*","source":"/wiki/workflows/:slug*","_id":"672464fb85507cebe4ae6659"},{"destination":"/workflows/csv-import","source":"/wiki/workflow-helpers/csv-import","_id":"672464fb85507cebe4ae665a"},{"destination":"/workflows/overview","source":"/wiki/workflows","_id":"672464fb85507cebe4ae665b"},{"destination":"/workflows/overview","source":"/docs/getting-started/index","_id":"672464fb85507cebe4ae665c"},{"destination":"/pods/:slug*","source":"/wiki/pods/:slug*","_id":"672464fb85507cebe4ae665d"},{"destination":"/pods/overview","source":"/wiki/pods","_id":"672464fb85507cebe4ae665e"},{"destination":"/plots/:slug*","source":"/wiki/plots/:slug*","_id":"672464fb85507cebe4ae665f"},{"destination":"/plots/plotting/:slug*","source":"/wiki/plots/plotting/:slug*","_id":"672464fb85507cebe4ae6660"},{"destination":"/plots/developer/:slug*","source":"/wiki/plots/developer/:slug*","_id":"672464fb85507cebe4ae6661"},{"destination":"/plots/overview","source":"/wiki/plots/overview","_id":"672464fb85507cebe4ae6662"},{"destination":"/plots/overview","source":"/wiki/plots","_id":"672464fb85507cebe4ae6663"},{"destination":"/admin/workspaces/:slug*","source":"/wiki/workspaces/:slug*","_id":"672464fb85507cebe4ae6664"},{"destination":"/admin/workspaces/overview","source":"/wiki/workspaces","_id":"672464fb85507cebe4ae6665"},{"destination":"/admin/orgs/:slug*","source":"/wiki/organizations/:slug*","_id":"672464fb85507cebe4ae6666"},{"destination":"/admin/orgs/overview","source":"/wiki/organizations","_id":"672464fb85507cebe4ae6667"},{"destination":"/resources/:slug*","source":"/wiki/resources/:slug*","_id":"672464fb85507cebe4ae6668"},{"destination":"/resources/faq","source":"/wiki/resources","_id":"672464fb85507cebe4ae6669"},{"destination":"/workflows/sdk/:slug*","source":"/docs/:slug*","_id":"672464fb85507cebe4ae666a"},{"destination":"/workflows/overview#bring-your-own-workflow","source":"/docs","_id":"672464fb85507cebe4ae666b"},{"destination":"/workflows/overview","source":"/docs/quickstart/index","_id":"672464fb85507cebe4ae666c"}],"footerSocials":{"twitter":"https://twitter.com/latchbio","linkedin":"https://www.linkedin.com/company/latchbio/"},"analytics":{"koala":{"publicApiKey":"pk_0469d6299947a84c711662e1ed49f0fea8d7"}},"repo":{"github":{"owner":"latchbio","repo":"wiki","contentDirectory":"","deployBranch":"main","isPrivate":false}}},"apiReferenceData":{}},"favicons":{"icons":[{"rel":"apple-touch-icon","sizes":"180x180","href":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/apple-touch-icon.png?v=3","type":"image/png"},{"rel":"icon","sizes":"32x32","href":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon-32x32.png?v=3","type":"image/png"},{"rel":"icon","sizes":"16x16","href":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon-16x16.png?v=3","type":"image/png"},{"rel":"shortcut icon","href":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/favicon.ico?v=3","type":"image/x-icon"}],"browserconfig":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/_generated/favicon/browserconfig.xml?v=3"},"subdomain":"wiki.latch.bio","internalAnalyticsWriteKey":"phc_TXdpocbGVeZVm5VJmAsHTMrCofBQu3e0kN8HGMNGTVW","inkeep":{"integrationApiKey":"87792c6b7b21f2e7e0ed313f0fb1c2c0771544ecd11a5cca"},"trieve":{"chatEnabled":true,"datasetId":"a00a5483-63c8-47b8-9bfd-08e23ff4e093"},"shouldIndex":true,"org":{"plan":"startup","createdAt":"1680907578306"},"cssFiles":[],"jsFiles":[{"_id":"672939e593c6fe0f38518f51","filePath":"syft.js","subdomain":"latchbio","__v":0,"content":"!function(t){if(window.syftc=t,window.syft)return;window.syft=[],[\"identify\",\"track\",\"page\",\"signup\"].forEach(function(t){window.syft[t]=function(){var s=[].slice.call(arguments);s.unshift(t),window.syft.push(s)}});var s=document.createElement(\"script\");s.async=!0,s.setAttribute(\"src\",\"https://cdn.syftdata.com/syftnext/syft.umd.js\"),(document.body||document.head).appendChild(s)}({sourceId:\"cltz605bt000liwat0d8u19rq\"});\n"},{"_id":"6733eb1c93c6fe0f38cf5104","filePath":"data/syft.js","subdomain":"latchbio","__v":0,"content":"!function(t){if(window.syftc=t,window.syft)return;window.syft=[],[\"identify\",\"track\",\"page\",\"signup\"].forEach(function(t){window.syft[t]=function(){var s=[].slice.call(arguments);s.unshift(t),window.syft.push(s)}});var s=document.createElement(\"script\");s.async=!0,s.setAttribute(\"src\",\"https://cdn.syftdata.com/syftnext/syft.umd.js\"),(document.body||document.head).appendChild(s)}({sourceId:\"cltz605bt000liwat0d8u19rq\"});\n"},{"_id":"6733eb1c93c6fe0f38cf5111","filePath":"start/syft.js","subdomain":"latchbio","__v":0,"content":"!function(t){if(window.syftc=t,window.syft)return;window.syft=[],[\"identify\",\"track\",\"page\",\"signup\"].forEach(function(t){window.syft[t]=function(){var s=[].slice.call(arguments);s.unshift(t),window.syft.push(s)}});var s=document.createElement(\"script\");s.async=!0,s.setAttribute(\"src\",\"https://cdn.syftdata.com/syftnext/syft.umd.js\"),(document.body||document.head).appendChild(s)}({sourceId:\"cltz605bt000liwat0d8u19rq\"});\n"},{"_id":"6733eb1c93c6fe0f38cf5129","filePath":"wiki/syft.js","subdomain":"latchbio","__v":0,"content":"!function(t){if(window.syftc=t,window.syft)return;window.syft=[],[\"identify\",\"track\",\"page\",\"signup\"].forEach(function(t){window.syft[t]=function(){var s=[].slice.call(arguments);s.unshift(t),window.syft.push(s)}});var s=document.createElement(\"script\");s.async=!0,s.setAttribute(\"src\",\"https://cdn.syftdata.com/syftnext/syft.umd.js\"),(document.body||document.head).appendChild(s)}({sourceId:\"cltz605bt000liwat0d8u19rq\"});\n"},{"_id":"6733eb1d93c6fe0f38cf5137","filePath":"workflows/syft.js","subdomain":"latchbio","__v":0,"content":"!function(t){if(window.syftc=t,window.syft)return;window.syft=[],[\"identify\",\"track\",\"page\",\"signup\"].forEach(function(t){window.syft[t]=function(){var s=[].slice.call(arguments);s.unshift(t),window.syft.push(s)}});var s=document.createElement(\"script\");s.async=!0,s.setAttribute(\"src\",\"https://cdn.syftdata.com/syftnext/syft.umd.js\"),(document.body||document.head).appendChild(s)}({sourceId:\"cltz605bt000liwat0d8u19rq\"});\n"}],"mdxSourceWithNoJs":{"compiledSource":"/*@jsxRuntime automatic @jsxImportSource react*/\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = Object.assign({\n p: \"p\",\n svg: \"svg\",\n path: \"path\"\n }, _provideComponents(), props.components), {Heading, Steps, Step, ZoomImage, Note, Card} = _components;\n if (!Card) _missingMdxReference(\"Card\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Note) _missingMdxReference(\"Note\", true);\n if (!Step) _missingMdxReference(\"Step\", true);\n if (!Steps) _missingMdxReference(\"Steps\", true);\n if (!ZoomImage) _missingMdxReference(\"ZoomImage\", true);\n return _jsxs(_Fragment, {\n children: [_jsx(Heading, {\n level: \"2\",\n id: \"upload-your-rnaseq-data\",\n children: \"Upload your RNAseq data\"\n }), \"\\n\", _jsx(Steps, {\n children: _jsxs(Step, {\n title: \"Navigate to the Latch Data tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Use the ‘Upload’ modal found on the top right, and upload your raw .fastq or .fastq.gz files to Latch Data with the upload modal.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna1.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"set-up-samplesheet-on-latch-registry\",\n children: \"Set up samplesheet on Latch Registry\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Registry tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Create new Project (if needed) and a new Sheet under that Project for the experiment being run.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna2.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Select the ‘Import -\u003e Bulk Import Sequencing Data’ modal on the top right of the screen.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna3.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose the folder containing your raw RNAseq data and click ‘Select’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna4.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Confirm or modify name parsing method used to auto-group your samples and click ‘Next’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna5.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Fill in ‘fastq_1’ and ‘fastq_2’ for your forward and reverse read file respectively and click ‘Import’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna6.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"This will generate a samplesheet on Latch Registry for your data.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna7.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-nf-core-rnaseq-latch-workflow\",\n children: \"Launch ‘nf-core/rnaseq’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘nf-core/rnaseq’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna8.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Import samplesheet with ‘Import Rows from Registry’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna9.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose needed samplesheet, followed by needed samples (select all on top left if needed.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna10.png\"\n })\n })\n }), _jsxs(Step, {\n title: \"Map samplesheet columns to workflow parameters and click ‘Import’.\",\n children: [_jsx(Note, {\n children: \"Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna11.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose ‘Reference Genome’ from ‘Latch Verified Reference Genome’ tab.\",\n children: [_jsx(_components.p, {\n children: \"Or choose your own Reference FASTA and GTF in the ‘Custom Reference Genome’ tab.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna12.png\",\n className: \"rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"[Optional - Advanced] Choose alignment method or pseudoalignment method.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna13.png\",\n className: \"rounded-md\"\n })\n })\n }), _jsxs(Step, {\n title: \"[Fill in a ‘Run Name’ and hit ‘Launch Execution’.\",\n children: [_jsx(_components.p, {\n children: \"Do not use spaces in the Run Name.\"\n }), _jsx(Note, {\n children: \"We recommend leaving the Output Directory to its default location.\"\n }), _jsxs(_components.p, {\n children: [\"(Optional - Advanced) Choose other parameters in ‘Optional Arguments’.\\n\", _jsx(Note, {\n children: \"There are descriptions for every parameter available when you hover above the (i) symbol on a parameter name.\"\n })]\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna14.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"[Optional] Monitor the execution under ‘All Executions’.\",\n children: [_jsx(_components.p, {\n children: \"Double click the execution to be taken to detailed logs.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna15.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Once complete, the output will be found in the output directory under your provided run name.\",\n children: [_jsx(_components.p, {\n children: \"Useful outputs are the run HTML report and all the computational outputs in the folder that matches the name of the aligner you used.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna16.png\",\n className: \"rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"differential-gene-expression\",\n children: \"Differential Gene Expression\"\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-deseq2-differential-expression-latch-workflow\",\n children: \"Launch ‘DESeq2 (Differential Expression)’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘DESeq2 (Differential Expression)’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna17.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your input counts file from the outputs of ‘nf-core/rnaseq’.\",\n children: [_jsx(Note, {\n children: \"All outputs from ‘nf-core/rnaseq’ have an output folder called ‘deseq2_counts’ with a TSV file that is the optimal input for DESeq2.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna18.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna19.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your conditions for your samples in the ‘Manual Input’ design matrix tab.\",\n children: [_jsx(_components.p, {\n children: \"Or choose advanced conditions for your samples in the ‘File/Registry’ tab through Latch Data or Latch Registry.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna20.png\",\n className: \"rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose ‘Report Name’ and hit ‘Launch Workflow’.\",\n children: [_jsx(Note, {\n children: \"We recommend leaving the Output to its default location.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna21.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"visualize-differential-gene-expression-outputs-in-latch-plots\",\n children: \"Visualize differential gene expression outputs in Latch Plots\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Plots tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘Differential Gene Expression Visualizer (0.0.6)’ template.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna22.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Once the DESeq2 run is done, choose your outputted run (or select from Latch Data if a custom output location was used) and scroll through for QC graphs and heatmaps.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna23.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"Choose ‘Contrast Conditions’ and ‘Genes of Interest’ for comparison and visualize Volcano and MA Plots.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna24.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsxs(Step, {\n title: \"If needed, turn on ‘Dev Mode’ in the top right and add more plots or code blocks \u003cRedirect to Plots Wiki\u003e.\",\n children: [_jsx(Note, {\n children: \"Click on the (x) for strandedness in most cases - only use strandedness if you have an nf-core specific strandedness column in your metadata.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna25.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n })]\n }), \"\\n\", _jsx(Heading, {\n level: \"2\",\n id: \"pathway-enrichment\",\n children: \"Pathway Enrichment\"\n }), \"\\n\", _jsx(Heading, {\n level: \"3\",\n id: \"launch-pathway-enrichment-analysis-latch-workflow\",\n children: \"Launch ‘Pathway Enrichment Analysis’ Latch Workflow\"\n }), \"\\n\", _jsxs(Steps, {\n children: [_jsxs(Step, {\n title: \"Navigate to the Latch Workflows tab on the left panel.\",\n children: [_jsx(_components.p, {\n children: \"Choose the ‘Pathway Enrichment Analysis’ workflow in ‘All Workflows’ or My Workflows’ (if you have added it).\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna26.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsxs(Step, {\n title: \"Choose your needed contrast file from the DESeq2 run output.\",\n children: [_jsx(_components.p, {\n children: \"Each run will have a ‘Data/Contrast’ folder with a file for every comparison created in DESeq2.\"\n }), _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna27.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })]\n }), _jsx(Step, {\n title: \"Choose your ‘Species’ and ‘Run Name’ and hit ‘Launch Workflow’.\",\n children: _jsx(ZoomImage, {\n children: _jsx(\"img\", {\n src: \"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/images/bulk-rna-seq-quant/bulkrna28.png\",\n className: \"w-full border-slate-100 border rounded-md\"\n })\n })\n }), _jsx(Step, {\n title: \"\\tUseful outputs are the final ‘Report.html’ generated.\",\n children: _jsx(\"iframe\", {\n width: \"560\",\n height: \"315\",\n src: \"https://www.youtube.com/embed/-z7Zb06EM_Y\",\n frameborder: \"0\",\n allow: \"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\",\n allowfullscreen: true\n })\n })]\n }), \"\\n\", _jsx(\"br\", {}), \"\\n\", _jsx(\"br\", {}), \"\\n\", _jsx(Card, {\n title: \"Bulk RNA-seq Overview\",\n href: \"/workflows/bulk-rna-seq-deep-dive\",\n icon: _jsx(_components.svg, {\n width: \"24\",\n height: \"24\",\n viewBox: \"0 0 24 24\",\n fill: \"none\",\n xmlns: \"http://www.w3.org/2000/svg\",\n children: _jsx(_components.path, {\n \"fill-rule\": \"evenodd\",\n \"clip-rule\": \"evenodd\",\n d: \"M15.7433 2.66893C16.1128 2.2584 16.0795 1.62611 15.6689 1.25668C15.2584 0.887241 14.6261 0.920555 14.2567 1.33109C12.3062 3.49856 11.516 5.68827 11.2033 7.84985C11.1242 8.39645 11.5033 8.90365 12.0499 8.98271C12.4718 9.04374 12.8702 8.83183 13.0664 8.4806L13.2929 8.70711C13.6834 9.09763 14.3166 9.09763 14.7071 8.70711C15.0976 8.31658 15.0976 7.68342 14.7071 7.29289L13.7071 6.29289C13.6817 6.26746 13.6552 6.24369 13.6279 6.22158C13.7974 5.71485 14.0132 5.20898 14.2886 4.7028L16.2929 6.70711C16.6834 7.09763 17.3166 7.09763 17.7071 6.70711C18.0976 6.31658 18.0976 5.68342 17.7071 5.29289L15.437 3.02275C15.5351 2.9049 15.6371 2.78697 15.7433 2.66893ZM22.7433 8.33106C23.1128 8.74158 23.0795 9.37387 22.669 9.74332C19.0499 13.0003 15.3804 13.0001 12.0619 13L12 13C10.7696 13 9.58797 13.0028 8.43455 13.1435C8.57049 13.5004 8.49468 13.9195 8.20711 14.2071C7.81659 14.5976 7.18342 14.5976 6.7929 14.2071L6.21542 13.6296C5.70875 13.7993 5.20506 14.0148 4.70249 14.2883L4.70711 14.2929C5.09764 14.6834 5.09764 15.3166 4.70711 15.7071C4.31659 16.0976 3.68343 16.0976 3.2929 15.7071L3.02272 15.4369C2.90486 15.5351 2.78695 15.6371 2.66895 15.7433C2.25844 16.1128 1.62615 16.0795 1.2567 15.669C0.887249 15.2584 0.920543 14.6261 1.33106 14.2567C4.95008 10.9997 8.61965 10.9999 11.9381 11L12 11C13.2304 11 14.412 10.9972 15.5655 10.8565C15.4295 10.4996 15.5053 10.0805 15.7929 9.79289C16.1834 9.40237 16.8166 9.40237 17.2071 9.79289L17.7846 10.3704C18.2913 10.2007 18.795 9.98524 19.2975 9.71174L19.2929 9.70711C18.9024 9.31658 18.9024 8.68342 19.2929 8.29289C19.6834 7.90237 20.3166 7.90237 20.7071 8.29289L20.9773 8.56308C21.0952 8.46496 21.2131 8.36288 21.3311 8.2567C21.7416 7.88725 22.3739 7.92054 22.7433 8.33106ZM11.9502 15.0173C12.4968 15.0964 12.8758 15.6036 12.7967 16.1502C12.484 18.3117 11.6938 20.5014 9.74334 22.6689C9.3739 23.0795 8.74162 23.1128 8.33109 22.7433C7.92055 22.3739 7.88724 21.7416 8.25668 21.3311C8.3629 21.213 8.46497 21.0951 8.56305 20.9773L6.2929 18.7071C5.90238 18.3166 5.90238 17.6834 6.2929 17.2929C6.68342 16.9024 7.31659 16.9024 7.70711 17.2929L9.71142 19.2972C9.98574 18.793 10.201 18.2891 10.3702 17.7844L9.2929 16.7071C8.90238 16.3166 8.90238 15.6834 9.2929 15.2929C9.68342 14.9024 10.3166 14.9024 10.7071 15.2929L10.9336 15.5194C11.1298 15.1682 11.5282 14.9563 11.9502 15.0173ZM2.50001 5C2.50001 3.34315 3.84315 2 5.50001 2H9.50001C10.0523 2 10.5 2.44772 10.5 3C10.5 3.55228 10.0523 4 9.50001 4H5.50001C4.94772 4 4.50001 4.44772 4.50001 5V9.5C4.50001 10.0523 4.05229 10.5 3.50001 10.5C2.94772 10.5 2.50001 10.0523 2.50001 9.5V5ZM19 22C20.6569 22 22 20.6569 22 19V14.5C22 13.9477 21.5523 13.5 21 13.5C20.4477 13.5 20 13.9477 20 14.5V19C20 19.5523 19.5523 20 19 20H14.5C13.9477 20 13.5 20.4477 13.5 21C13.5 21.5523 13.9477 22 14.5 22H19Z\",\n fill: \"#4B7AF9\"\n })\n }),\n color: \"42C698\",\n children: _jsx(_components.p, {\n children: \"For a detailed overview of how Bulk-RNA Seq works, read our article.\"\n })\n })]\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = Object.assign({}, _provideComponents(), props.components);\n return MDXLayout ? _jsx(MDXLayout, Object.assign({}, props, {\n children: _jsx(_createMdxContent, props)\n })) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\nfunction _missingMdxReference(id, component) {\n throw new Error(\"Expected \" + (component ? \"component\" : \"object\") + \" `\" + id + \"` to be defined: you likely forgot to import, pass, or provide it.\");\n}\n","frontmatter":{},"scope":{"mintConfig":{"$schema":"https://mintlify.com/schema.json","name":"LatchBio","logo":{"light":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/light.svg","dark":"https://mintlify.s3-us-west-1.amazonaws.com/latchbio/logo/dark.svg"},"favicon":"/favicon.png","colors":{"primary":"#001AAE","light":"#92A2FF","dark":"#92A2FF"},"topbarCtaButton":{"name":"Sign Up","url":"https://console.latch.bio/signup"},"topbarLinks":[{"url":"mailto:support@latch.bio","name":"Contact Us","_id":"672464fb85507cebe4ae6679"},{"url":"https://console.latch.bio/","name":"Log In","_id":"672464fb85507cebe4ae667a"}],"navigation":[{"group":"Introduction","pages":["start/introduction","start/quickstart"]},{"group":"Data","pages":["data/overview","data/basic-uploading-and-downloading","data/mount-s3-bucket","data/mount-gcp-bucket","data/basespace-downloader","data/data-command-line","data/sharing"]},{"group":"Visualizations","pages":["data/visualizations/fastqc","data/visualizations/cellxgene",{"group":"Interactive Genome Viewer (IGV)","pages":["data/visualizations/igv","data/visualizations/igv-setting-defaults","data/visualizations/igv-reference-genomes"]}]},{"group":"Registry","pages":["registry/what-is-a-registry","registry/create-a-project",{"group":"Bring Data into Registry","pages":["registry/add-records-to-a-table/single-records","registry/add-records-to-a-table/bulk-link","registry/add-records-to-a-table/import-data","registry/benchling-sync"]},"registry/connect-records-across-tables"]},{"group":"SDK","pages":["registry/sdk/import-registry-records","registry/sdk/latch-sdk-registry-integration","registry/sdk/account-objects","registry/sdk/registry-projects","registry/sdk/table-objects","registry/sdk/record-objects"]},{"group":"Overview","pages":["workflows/overview"]},{"group":"Workflows","pages":[{"group":"Verified Workflows","pages":[{"group":"Bulk RNA-seq","pages":["workflows/bulk-rna-seq-deep-dive","workflows/bulk-rna-seq"]},{"group":"ATAC-seq","pages":["workflows/ATAC-Seq-Deep-Dive","workflows/ATAC-Seq"]},"workflows/crispresso2","workflows/cas-offinder","workflows/crispor","workflows/alphafold",{"group":"MAGeCK","pages":["workflows/mageck-overview","workflows/mageck-count","workflows/mageck-test","workflows/mageck-mle","workflows/mageck-pathway","workflows/mageck-plot"]}]},"workflows/csv-import","workflows/resource-monitoring"]},{"group":"Python SDK","pages":["workflows/sdk/getting-started/quick-start","workflows/sdk/getting-started/authorizing-your-own-workflow",{"group":"Workflow Concepts","pages":["workflows/sdk/defining-a-workflow/what-is-a-workflow","workflows/sdk/defining-a-workflow/split-tasks",{"group":"Workflow Environment","pages":["workflows/sdk/defining-a-workflow/workflow-environment/overview","workflows/sdk/defining-a-workflow/workflow-environment/environments-for-individual-tasks","workflows/sdk/defining-a-workflow/workflow-environment/common-dockfile-patterns"]},"workflows/sdk/defining-a-workflow/latch-urls","workflows/sdk/defining-a-workflow/working-with-files","workflows/sdk/defining-a-workflow/legacy-file-support",{"group":"Customizing Your Interface","pages":["workflows/sdk/defining-a-workflow/customizing-your-interface/overview","workflows/sdk/defining-a-workflow/customizing-your-interface/parameter-types","workflows/sdk/defining-a-workflow/customizing-your-interface/workflow-documentation","workflows/sdk/defining-a-workflow/customizing-your-interface/previewing-workflow","workflows/sdk/defining-a-workflow/customizing-your-interface/forks-flows","workflows/sdk/defining-a-workflow/customizing-your-interface/results"]},"workflows/sdk/defining-a-workflow/messages","workflows/sdk/defining-a-workflow/defining-cloud-resources","workflows/sdk/defining-a-workflow/caching","workflows/sdk/defining-a-workflow/conditional-sections","workflows/sdk/defining-a-workflow/map-task","workflows/sdk/defining-a-workflow/storing-and-using-secrets","workflows/sdk/defining-a-workflow/versioning"]},{"group":"Testing and Debugging a Workflow","pages":["workflows/sdk/testing-and-debugging-a-workflow/development-and-debugging","workflows/sdk/testing-and-debugging-a-workflow/learning-through-an-example","workflows/sdk/testing-and-debugging-a-workflow/remote-execution"]}]},{"group":"Nextflow","pages":["workflows/sdk/nextflow/overview","workflows/sdk/nextflow/tutorial","workflows/sdk/nextflow/profiles","workflows/sdk/nextflow/caching","workflows/sdk/nextflow/registries",{"group":"Customizing Your Interface","pages":["workflows/sdk/nextflow/interface/about","workflows/sdk/nextflow/interface/results","workflows/sdk/nextflow/interface/param-validation","workflows/sdk/nextflow/interface/updating-entrypoint"]},"workflows/sdk/nextflow/dependencies","workflows/sdk/nextflow/gpus"]},{"group":"Snakemake","pages":["workflows/sdk/snakemake/quickstart","workflows/sdk/snakemake/cloud",{"group":"Advanced Configuration","pages":["workflows/sdk/snakemake/configuration/registries","workflows/sdk/snakemake/configuration/resources","workflows/sdk/snakemake/configuration/caching"]},"workflows/sdk/snakemake/tutorial","workflows/sdk/snakemake/debugging","workflows/sdk/snakemake/troubleshooting","workflows/sdk/snakemake/backend"]},{"group":"Automation","pages":["workflows/sdk/automation/overview","workflows/sdk/automation/example-data-addition","workflows/sdk/automation/example-interval"]},{"group":"Pods","pages":["pods/overview","pods/getting-started","pods/mount-data",{"group":"Shutdown Configuration","pages":["pods/auto-shutdown","pods/hard-shutdown"]},"pods/custom-app","pods/templates","pods/file-viewer",{"group":"Access \u0026 Integrations","pages":["pods/ssh","pods/integration-with-vscode","pods/integration-with-github"]}]},{"group":"Plots","pages":["plots/overview",{"group":"Basics","pages":["plots/basics","plots/developer/getting-started","plots/layouts","plots/developer/reactivity"]},{"group":"Data Plotting","pages":["plots/plotting/overview","plots/plotting/plot-types","plots/developer/custom-plots","plots/plotting/faceting","plots/plotting/styling","plots/plotting/error-bars","plots/plotting/selecting-points","plots/plotting/filtering"]},{"group":"Data Transformations","pages":["plots/transformations/overview","plots/transformations/widget-types","plots/transformations/outputs","plots/transformations/description-text"]},"plots/table-display-cell","plots/text-cell",{"group":"Developers","pages":["plots/developer/reactivity","plots/developer/ssh","plots/developer/dependencies"]},{"group":"Use Cases","pages":["plots/templates/overview","plots/templates/qpcr"]}]},{"group":"Overview","pages":["admin/overview"]},{"group":"Workspaces","pages":["admin/workspaces/overview","admin/workspaces/creating-new-workspace","admin/workspaces/inviting-members","admin/workspaces/roles","admin/workspaces/billing","admin/workspaces/move-copy-data","admin/workspaces/workspace-pod-templates"]},{"group":"Organizations: Manage Workspaces","pages":["admin/orgs/overview","admin/orgs/about","admin/orgs/adding-workspaces","admin/orgs/managing-members","admin/orgs/roles","admin/orgs/transfer-credits","admin/orgs/security","admin/orgs/analysis-packages"]},{"group":"Resources","pages":["resources/faq","resources/privacy-policy","resources/terms-of-service"]}],"primaryTab":{"name":"Documentation"},"anchors":[{"name":"Introduction","url":"start","icon":"house","_id":"672464fb85507cebe4ae6671"},{"name":"Data","url":"data","icon":"file-chart-column","_id":"672464fb85507cebe4ae6672"},{"name":"Registry","url":"registry","icon":"table","_id":"672464fb85507cebe4ae6673"},{"name":"Workflows \u0026 SDK","url":"workflows","icon":"screwdriver-wrench","_id":"672464fb85507cebe4ae6674"},{"name":"Pods","url":"pods","icon":"hexagon","_id":"672464fb85507cebe4ae6675"},{"name":"Plots","url":"plots","icon":"chart-scatter-bubble","_id":"672464fb85507cebe4ae6676"},{"name":"Administration","url":"admin","icon":"screen-users","_id":"672464fb85507cebe4ae6677"},{"name":"Resources","url":"resources","icon":"clipboard-question","_id":"672464fb85507cebe4ae6678"}],"tabs":[{"name":"API References","url":"https://docs.latch.bio/api/modules.html","_id":"672464fb85507cebe4ae666d"},{"name":"Blog","url":"https://latchbio.substack.com/","_id":"672464fb85507cebe4ae666e"},{"name":"Website","url":"https://latch.bio/","_id":"672464fb85507cebe4ae666f"},{"name":"Change Log","url":"https://latchbio.notion.site/LatchBio-Product-Change-Logs-ca76a6ae05a74a4daf78cb4006ad80ac","_id":"672464fb85507cebe4ae6670"}],"feedback":{"thumbsRating":true,"raiseIssue":true},"redirects":[{"destination":"/start/introduction","source":"/wiki/introduction","_id":"672464fb85507cebe4ae6650"},{"destination":"/start/quickstart","source":"/wiki/getting-started","_id":"672464fb85507cebe4ae6651"},{"destination":"/start/introduction","source":"/wiki","_id":"672464fb85507cebe4ae6652"},{"destination":"/data/:slug*","source":"/wiki/data/:slug*","_id":"672464fb85507cebe4ae6653"},{"destination":"/data/overview","source":"/wiki/data","_id":"672464fb85507cebe4ae6654"},{"destination":"/data/visualizations/:slug*","source":"/wiki/visualizations/:slug*","_id":"672464fb85507cebe4ae6655"},{"destination":"/data/visualizations/fastqc","source":"/wiki/visualizations","_id":"672464fb85507cebe4ae6656"},{"destination":"/registry/:slug*","source":"/wiki/registry/:slug*","_id":"672464fb85507cebe4ae6657"},{"destination":"/registry/what-is-a-registry","source":"/wiki/registry","_id":"672464fb85507cebe4ae6658"},{"destination":"/workflows/:slug*","source":"/wiki/workflows/:slug*","_id":"672464fb85507cebe4ae6659"},{"destination":"/workflows/csv-import","source":"/wiki/workflow-helpers/csv-import","_id":"672464fb85507cebe4ae665a"},{"destination":"/workflows/overview","source":"/wiki/workflows","_id":"672464fb85507cebe4ae665b"},{"destination":"/workflows/overview","source":"/docs/getting-started/index","_id":"672464fb85507cebe4ae665c"},{"destination":"/pods/:slug*","source":"/wiki/pods/:slug*","_id":"672464fb85507cebe4ae665d"},{"destination":"/pods/overview","source":"/wiki/pods","_id":"672464fb85507cebe4ae665e"},{"destination":"/plots/:slug*","source":"/wiki/plots/:slug*","_id":"672464fb85507cebe4ae665f"},{"destination":"/plots/plotting/:slug*","source":"/wiki/plots/plotting/:slug*","_id":"672464fb85507cebe4ae6660"},{"destination":"/plots/developer/:slug*","source":"/wiki/plots/developer/:slug*","_id":"672464fb85507cebe4ae6661"},{"destination":"/plots/overview","source":"/wiki/plots/overview","_id":"672464fb85507cebe4ae6662"},{"destination":"/plots/overview","source":"/wiki/plots","_id":"672464fb85507cebe4ae6663"},{"destination":"/admin/workspaces/:slug*","source":"/wiki/workspaces/:slug*","_id":"672464fb85507cebe4ae6664"},{"destination":"/admin/workspaces/overview","source":"/wiki/workspaces","_id":"672464fb85507cebe4ae6665"},{"destination":"/admin/orgs/:slug*","source":"/wiki/organizations/:slug*","_id":"672464fb85507cebe4ae6666"},{"destination":"/admin/orgs/overview","source":"/wiki/organizations","_id":"672464fb85507cebe4ae6667"},{"destination":"/resources/:slug*","source":"/wiki/resources/:slug*","_id":"672464fb85507cebe4ae6668"},{"destination":"/resources/faq","source":"/wiki/resources","_id":"672464fb85507cebe4ae6669"},{"destination":"/workflows/sdk/:slug*","source":"/docs/:slug*","_id":"672464fb85507cebe4ae666a"},{"destination":"/workflows/overview#bring-your-own-workflow","source":"/docs","_id":"672464fb85507cebe4ae666b"},{"destination":"/workflows/overview","source":"/docs/quickstart/index","_id":"672464fb85507cebe4ae666c"}],"footerSocials":{"twitter":"https://twitter.com/latchbio","linkedin":"https://www.linkedin.com/company/latchbio/"},"analytics":{"koala":{"publicApiKey":"pk_0469d6299947a84c711662e1ed49f0fea8d7"}},"repo":{"github":{"owner":"latchbio","repo":"wiki","contentDirectory":"","deployBranch":"main","isPrivate":false}}},"pageMetadata":{"title":"Bulk RNAseq Quantification Walkthrough","description":null,"icon":"screwdriver-wrench","iconType":"solid","sidebarTitle":"Bulk RNA Seq","href":"/workflows/bulk-rna-seq"}}},"entitlements":{"AI_CHAT":{"status":"ENABLED"}}},"__N_SSG":true},"page":"/_sites/[subdomain]/[[...slug]]","query":{"subdomain":"wiki.latch.bio","slug":["workflows","bulk-rna-seq"]},"buildId":"Een-WiNRwYtikoUb8u0AO","isFallback":false,"isExperimentalCompile":false,"gsp":true,"scriptLoader":[]}</script></html></body></html>