<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Legible Bio]]></title><description><![CDATA[Making biotech more legible]]></description><link>https://www.legible.bio</link><image><url>https://substackcdn.com/image/fetch/$s_!zzxp!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5ff85961-0c27-4734-a207-d9957e972860_500x500.png</url><title>Legible Bio</title><link>https://www.legible.bio</link></image><generator>Substack</generator><lastBuildDate>Mon, 27 Apr 2026 22:30:02 GMT</lastBuildDate><atom:link href="https://www.legible.bio/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Shoumik Dabir]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[legiblebio@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[legiblebio@substack.com]]></itunes:email><itunes:name><![CDATA[Shoumik Dabir]]></itunes:name></itunes:owner><itunes:author><![CDATA[Shoumik Dabir]]></itunes:author><googleplay:owner><![CDATA[legiblebio@substack.com]]></googleplay:owner><googleplay:email><![CDATA[legiblebio@substack.com]]></googleplay:email><googleplay:author><![CDATA[Shoumik Dabir]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Ep 5: Creative Destruction in Biotech with Shelby Newsad]]></title><description><![CDATA[Consumer biotech, problem with peptides, implications of looksmaxxing]]></description><link>https://www.legible.bio/p/ep-5-creative-destruction-in-biotech</link><guid isPermaLink="false">https://www.legible.bio/p/ep-5-creative-destruction-in-biotech</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Fri, 30 Jan 2026 00:11:17 GMT</pubDate><enclosure url="https://api.substack.com/feed/podcast/186243511/402632ae14a3a6308b8a84af619831e9.mp3" length="0" type="audio/mpeg"/><content:encoded><![CDATA[<p><a href="https://shelbyann.substack.com/">Shelby Newsad</a> is an early stage venture investor at <a href="https://www.compound.vc/">Compound</a>. I&#8217;ve long admired her <a href="https://www.abiohackerfuture.com/">thesis work</a> in publicly sharing how biotech could unfold over the next decade. In this conversation, we talk about everything from decentralized clinical trials to incumbent vs startup advantages in biotech. Hope you enjoy!</p><p>Watch on <a href="https://x.com/LegibleBio/status/2017025005222068309?s=20">X</a>, <a href="https://www.youtube.com/watch?v=i68Kx9Js9ao">YouTube</a>, or <a href="https://open.spotify.com/episode/0QrxTMn5VTFG9MJBxJoVdl?si=uYKBYCqXR42RN8T8SqCURg">Spotify</a></p><p><strong>Chapters</strong></p><p>07:21 Platform vs Product</p><p>14:25 Creative Destruction in Biotech</p><p>23:54 Decentralized Science and Crypto</p><p>30:35 Careful with Gray Label Peptides</p><p>35:34 Accelerating Human Clinical Trials</p><p>45:36 The Role of Virtual Cell Models</p><p>50:01 The Evolution of Bio-Manufacturing</p><p>53:34 Consumer Biotech: The Next Frontier</p><p>58:51 Implications of Looksmaxxing</p><p><strong>Resources mentioned</strong></p><p><a href="https://luma.com/8iq6lndd">Compound Research Day: Rapid in vivo Iteration</a></p><p><a href="https://www.amazon.com/Everything-Tuberculosis-Persistence-Deadliest-Infection/dp/0525556575">Everything Is Tuberculosis: The History and Persistence of Our Deadliest Infection by John Green </a></p><p></p>]]></content:encoded></item><item><title><![CDATA[Ep 4: Bioelectricity with anabology]]></title><description><![CDATA[Rethinking cell membranes, origins of MRI, building Med Beds, and more]]></description><link>https://www.legible.bio/p/ep-4-bioelectricity-with-anabology</link><guid isPermaLink="false">https://www.legible.bio/p/ep-4-bioelectricity-with-anabology</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Wed, 10 Dec 2025 15:58:41 GMT</pubDate><enclosure url="https://api.substack.com/feed/podcast/181205117/1708529f1a27f0750fe9908b215b6ab9.mp3" length="0" type="audio/mpeg"/><content:encoded><![CDATA[<p>This was an amazing conversation&#8212;I learned a lot and hope you do too. Watch on YouTube <a href="https://www.youtube.com/watch?v=WXQoFqvq77Y">here</a>. More on <a href="https://anabology.com/">RJ/ anabology here</a>. More on <a href="https://www.aion.bio/">Aion Biosciences here</a>. Also check out <a href="https://skin.food/">skin.food</a> (would personally recommend!)</p><p>Some resources mentioned: </p><p><a href="https://literature.bio/">literature.bio</a> - RJ&#8217;s website where he recommends reading the works of Sidney Fox and Ray Peat </p><p>Chapters</p><p>00:00 - Background and Bioelectricity </p><p>10:19 - Gilbert Ling</p><p>28:27 - Raymond Damidian</p><p>45:23 - What is Structured Water?</p><p>49:32 - Are Small Molecule Approaches a Dead End?</p><p>59:30 - Building Aion Biosciences in St Louis. MO</p><p>01:05:12 - Consciousness and Origin of Life</p><p>01:11:46 - Cosmetics Sidequest (skin.food)</p>]]></content:encoded></item><item><title><![CDATA[Ep 3: Read, Write, Grow with Jake Wintermute]]></title><description><![CDATA[100 year vision for synthetic biology, biotech's product problem, biomanufacturing, and more]]></description><link>https://www.legible.bio/p/ep-3-read-write-grow-with-jake-wintermute</link><guid isPermaLink="false">https://www.legible.bio/p/ep-3-read-write-grow-with-jake-wintermute</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Mon, 01 Dec 2025 18:47:08 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Fgqm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;93c037e2-3455-4932-8ef4-91e4bdc5fc6e&quot;,&quot;duration&quot;:null}"></div><p>Learn more about Jake <a href="https://wintermute.gitbook.io/docs/">here</a>. Watch on YouTube <a href="https://youtu.be/sRJOSirPS8c?si=gnDTOK4-QPS5AUoe">here</a>. </p><p>Resources mentioned:</p><p><a href="https://www.cell.com/cancer-cell/pdf/...">Can a Biologist Fix a Radio? </a><br><br>Chapters<br><br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c">00:00</a> Jake Wintermute&#8217;s Journey in Biotech<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=512s">08:32</a> The Vision for Synthetic Biology<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=959s">15:59</a> Bio-Manufacturing as a Gateway<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=1128s">18:48</a> Platform vs Product Companies in Biotech<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=1539s">25:39</a> The Role of AI in Drug Discovery<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=1774s">29:34</a> Addressing Bottlenecks in Clinical Trials<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=1885s">31:25</a> Communicating Synthetic Biology<br><a href="https://www.youtube.com/watch?v=sRJOSirPS8c&amp;t=2315s">38:35</a> Consumer-Facing Biotechnologies</p><p></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Fgqm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Fgqm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 424w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 848w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 1272w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Fgqm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png" width="728" height="403" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:403,&quot;width&quot;:728,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:389181,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.legible.bio/i/180428955?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Fgqm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 424w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 848w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 1272w, https://substackcdn.com/image/fetch/$s_!Fgqm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F44797c9a-ed71-4491-b80c-6fa468df77cb_728x403.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.legible.bio/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Legible Bio! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Making sense of organoids]]></title><description><![CDATA[Some early thoughts]]></description><link>https://www.legible.bio/p/making-sense-of-organoids</link><guid isPermaLink="false">https://www.legible.bio/p/making-sense-of-organoids</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Mon, 24 Nov 2025 00:19:36 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!oaR4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!oaR4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!oaR4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 424w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 848w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 1272w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!oaR4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png" width="1024" height="415" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:415,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:639675,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.legible.bio/i/179751297?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!oaR4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 424w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 848w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 1272w, https://substackcdn.com/image/fetch/$s_!oaR4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdabe6c75-d4fd-4ca5-b4b3-586734ac3457_1024x415.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"><a href="https://www.nationalgeographic.com/science/article/brain-cells-organoids-computers-ai-energy">Source</a></figcaption></figure></div><p>Biology is complex and non-deterministic. Messing with a small part of one metabolic pathway in the liver can affect something else in the body entirely in completely unexpected ways. This makes it really difficult to develop the right cures, therapies, and drugs to treat various ailments. There&#8217;s an argument to be made that the process today looks more like wishful trial-and-error than systematic discovery and development. Infusing AI at every step of the drug discovery/ development process is an attempt at <a href="https://www.sciencedirect.com/science/article/abs/pii/S0014299909008784">rational drug design</a>. </p><p>For context, the lifecycle of drugs in can be broken down into four key areas:</p><p><strong>1. Drug Discovery.</strong> Scientists identify potential therapeutic compounds by studying disease mechanisms, screening chemical libraries, or using AI to predict promising molecules. This is where large datasets, computational biology, and AI-driven target identification play a central role in narrowing billions of molecules down to a few viable candidates.</p><p><strong>2. Drug Development (Pre-Clinical).</strong> Promising compounds are tested in cells and animal models to evaluate toxicity, absorption, and biological effect before human trials. Organoids increasingly replace or complement these models by offering human-relevant miniature tissues that capture complex organ behavior far better than 2D cell cultures or animal systems.</p><p><strong>3. Clinical Trials.</strong> Drugs are tested in humans to assess safety in Phase I, efficacy and dosing in Phase II, and large-scale effectiveness across diverse populations in Phase III. Data from organoid models can help refine dosing and predict side effects early, potentially reducing costly failures later in this stage.</p><p><strong>4. Commercialization.</strong> Following successful trials, drugs are submitted for regulatory approval, then manufactured, marketed, and distributed.</p><p>This is a really long process that usually takes more than a decade. The rate of new drugs that are being brought to market has steadily and reliably been <em>falling</em>&#8211;a phenomenon called <a href="https://en.wikipedia.org/wiki/Eroom%27s_law">Eroom&#8217;s Law</a> (Moore&#8217;s Law spelt backwards). Relatedly, the cost of drug development is also increasing&#8211;it is massively expensive for pharma companies to discover new molecules, go through the pre-clinical development process, and then increasingly fail in Phase II clinical trials.</p><p>In April 2025, the FDA <a href="https://www.fda.gov/news-events/press-announcements/fda-announces-plan-phase-out-animal-testing-requirement-monoclonal-antibodies-and-other-drugs">announced</a> plans to phase out animal testing requirements for monoclonal antibodies (which are just lab-produced proteins that mimic the body&#8217;s natural antibodies) and other drugs. Instead, the FDA wants to focus on &#8220;AI-based computational models of toxicity and cell lines and organoid toxicity testing in a laboratory setting.&#8221; Simply put, the FDA wants more research and emphasis on virtual cell models and organoids to drive down the cost of drug discovery and development. This is the stated promise of organoids&#8211;by making drug development cheaper, we can increase the rate at which we put new drugs through the established pipelines, get more shots on goal, and ultimately have more drugs in the market that treat all manners of ailments and diseases.</p><p>An organoid can be strictly defined as anything derived from iPSC cells (Induced Pluripotent Stem Cells). Basically manipulating a bunch of stems cells in labs with bioreactors to grow into what we want them to do.</p><p><strong>Key Learnings</strong></p><p>After speaking with a bunch of industry experts, a few key themes emerged, each one warranting more exploration.</p><ol><li><p>Which organoids you choose to work on really matters. There&#8217;s plenty of options for stomach, intestine, and liver organoids. Immune and neurological systems lack real organoids and this is where we actually need them&#8211;animal studies are terrible at providing reliable data there. A researcher also pointed out how she didn&#8217;t actually need organoids for the kind of testing she was doing at Novo Nordisk&#8211;2D organs on a chip did the job. For a startup, picking the right first organoid to go after is key. There ought to be some market validation from pharma companies and the founder should be able to sell to them.</p></li></ol><ol start="2"><li><p>Scaling organoids production would likely only help in determining toxicity&#8211;this isn&#8217;t sufficient in addressing current bottlenecks in drug development around efficacy in Phase II trials. What we really need is a reliable way to induce diseased state in organoids to test for efficacy. This is much harder to do.</p></li></ol><ol start="3"><li><p>Growing organoids is really hard. The protocols are very meticulous and lots of testing is required. I&#8217;m reminded of how my cousin, who worked in a brain organoids lab at Emory, complained about having to go to the lab every day&#8211;including weekends&#8211;to &#8220;feed&#8221; the organoid. Any scalable organoid development process needs to have lab automation as a key feature.</p></li></ol><ol start="4"><li><p>The future of drug discovery + development is organoids working in tandem with in silico models and updating the efficacy of virtual cells models</p></li></ol><p>In summary, here is a non-exhaustive check list of what I would look for in an organoid startup:</p><ul><li><p>Sound reasoning for why that organoid specifically</p></li><li><p>Ability to induce diseased state in organoid</p></li><li><p>A way to reliably reduce costs for manufacturing these organoids through lab automation, vertical integration, etc.</p></li><li><p>Ability to sell to pharma companies and monetize data through in silico models as well</p><p></p></li></ul><p><strong>Brain Organoids</strong></p><p>Neurological organoids are some of the most complex organoids to build&#8211;one biotech VC I spoke with is outright dismissive of them, but perhaps this is the opportunity at hand. When industry insiders become dismissive, it&#8217;s time to get curious. It&#8217;s not worthwhile to compare brain organoids to the complexity of human brains, but instead to the current standard of therapeutics testing in mice brains. The latter, famously, have very low translational power in neuroscience testing. In other words, predicting drug efficacy for neurological disorders through animal testing in mice is a bit of a lost cause. Even if human brain organoids cannot replicate the whole brain&#8212;just relevant subregions&#8212;they offer more predictive power than existing mice models.</p><p>Brain organoids today represent a small fraction of the organoids market. They&#8217;re hard to grow but <a href="https://hub.jhu.edu/2025/07/25/hopkins-researchers-develop-whole-brain-organoid/">some labs</a> have managed to grow &#8220;whole brain organoids.&#8221; My view is that testing on these organoids is purely constrained by the scale and cost at which you can manufacture them with extreme reliability</p><p>This recent <a href="https://www.linkedin.com/pulse/how-first-of-its-kind-microglia-map-from-recursion-5n8oe/">news</a> from Recursion about how they built a &#8220;Microglia Map&#8221; of the brain using iPSCs sort of calls into question the necessity of full on brain organoids. There are instances today where we do not need to go through the pain of building organoids to get the data we need. But I do think that emulating the true complexity of regions of the brain in organoids will unlock deeper, more substantial insights that are hard to predict right now. The prize for all of this is a multi-hundred billion dollar industry that treats neurological disorders like Alzheimer&#8217;s, Schizophrenia, Autism, and more.</p><p>Lastly, and this is a moonshot, organoids can possibly be used for computation one day. A company called <a href="https://bbb-tech.com/">Biological Black Box</a> is using neurons to more efficiently train AI models. I can&#8217;t speak super intelligently about their approach but it seems that a vertically integrated organoids startup would be a better wedge into this market. If these brain organoids are produced at scale, <em>maybe</em> we can use them to commercialize a whole new paradigm shift in computation (?) </p><p><strong>Market cycle opportunity</strong></p><p>Biotech is a deeply cyclical industry. In periods of low interest rates and market exuberance, investors chase platform plays&#8211;best exemplified by the 2021-22 cycle where direct listings and SPACs of synbio companies like Gingko Bioworks captured the imagination. Such companies invariably failed to live up to the inflated expectations. Monetary conditions tightened and the biotech industry had to take refuge in the cash-flowing familiarity of pure-asset companies. Drugs that reliably printed money, but were increasingly elusive. Today, the market cycle is undervaluing these platform plays. But the opportunity to back incredible founders building the defining biotech platform around a specific niche&#8211;like brain organoids&#8211;is quite compelling.</p><p>Year to date, the XBI (an index of biotech stocks) has outperformed the S&amp;P 500 (23% vs 18% returns). In the face of a <a href="https://www.forbes.com/sites/ritanumerof/2025/10/07/the-next-great-race-why-america-cant-afford-to-lose-biotech-leadership-to-china/">losing competition</a> with China, attention is slowly shifting towards these biotech platforms as the next battleground for great power competition. If done right, organoids can be a big part of it.</p><div><hr></div><p>Special thanks to <a href="https://www.maxxyung.com/">Maxx Yung</a> for his insights here :) </p><p><strong>References and relevant readings</strong></p><p><a href="https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2024.1366280/full">Grand challenges in organoid and organ-on-a-chip technologies</a></p><p><a href="https://x.com/prmshra/status/1968453576130232371">From Animal Models to Organoids: A New Era of Drug Discovery</a></p><p><a href="https://j-organoid.org/upload/pdf/organoid-2021-1-e11.pdf">Trends in the global organoid technology and industry: from organogenesis in a dish to the commercialization of organoids</a></p><p><a href="https://www.genengnews.com/topics/genome-editing/2025-trends-organoids/">2025 Trends: Organoids</a></p><p><a href="https://hub.jhu.edu/2025/07/25/hopkins-researchers-develop-whole-brain-organoid/">Johns Hopkins scientists grow novel &#8216;whole-brain&#8217; organoid</a></p><p><a href="https://www.linkedin.com/pulse/how-first-of-its-kind-microglia-map-from-recursion-5n8oe/">How a First-of-its-Kind &#8220;Microglia Map&#8221; from Recursion and Roche and Genentech Could Unlock New Treatments for Neurodegenerative Diseases</a></p><p><a href="https://www.sciencedirect.com/science/article/pii/S0301008222001162">Mice in translational neuroscience: What R we doing?</a></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.legible.bio/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Legible Bio! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Ep 2: Evolution of Biotech with Keith Robison]]></title><description><![CDATA[Lab automation, small molecules, life at Gingko Bioworks, and more]]></description><link>https://www.legible.bio/p/ep-2-evolution-of-biotech-with-keith</link><guid isPermaLink="false">https://www.legible.bio/p/ep-2-evolution-of-biotech-with-keith</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Mon, 17 Nov 2025 23:56:49 GMT</pubDate><enclosure url="https://api.substack.com/feed/podcast/179198557/f2d4555311e891c4272745fb6f7666b2.mp3" length="0" type="audio/mpeg"/><content:encoded><![CDATA[<p>Watch on YouTube <a href="https://youtu.be/zu9P5T6GJPY?si=WVwau4TF-rs1gSFa">here</a> </p><p>Chapters<br><br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY">00:00</a> Evolution of Biotech: Past and Present<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=329s">05:29</a> Understanding Sequencing: Basics and Importance<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=607s">10:07</a> The Drug Development Process: Then and Now<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=1038s">17:18</a> The Shift from Small Molecules to Biologics<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=1331s">22:11</a> Chance and Unpredictability in Drug Discovery<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=1595s">26:35</a> Sequencing Technologies: DNA, RNA, and Proteins<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=2652s">44:12</a> Exciting Innovations in Sequencing<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=3233s">53:53</a> Synthetic Biology and Ginkgo&#8217;s Vision<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=3709s">01:01:49</a> Automation in Biotechnology<br><a href="https://www.youtube.com/watch?v=zu9P5T6GJPY&amp;t=4233s">01:10:33</a> Recommended Reads for Biotech Enthusiasts<br><br><br>Resources mentioned</p><ul><li><p><a href="https://omicsomics.blogspot.com/">Keith&#8217;s blog</a>: </p></li><li><p><a href="https://www.amazon.com/Billion-Dollar-Molecule-Companys-Perfect/dp/0671510576">The Billion Dollar Molecule</a> by Barry Werth</p></li><li><p><a href="https://www.amazon.com/Blood-Money-Billionaires-Biotech-Blockbuster/dp/0393540952">For Blood or Money</a> by Nathan Vardi</p></li><li><p><a href="https://www.amazon.com/Coming-Plague-Emerging-Diseases-Balance/dp/0140250913">The Coming Plague</a> by Laurie Garrett</p></li><li><p><a href="https://web.pa.msu.edu/people/yang/RFeynman_plentySpace.pdf">Plenty of Room at the Bottom</a> by Richard Feynman </p></li></ul>]]></content:encoded></item><item><title><![CDATA[Ep 1: Democratizing DNA sequencing with Ana Cornell]]></title><description><![CDATA[Circus life, decentralized sequencing, personalized healthcare, and more]]></description><link>https://www.legible.bio/p/ep-1-dna-sequencing-with-ana-cornell</link><guid isPermaLink="false">https://www.legible.bio/p/ep-1-dna-sequencing-with-ana-cornell</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Mon, 17 Nov 2025 23:19:31 GMT</pubDate><enclosure url="https://api.substack.com/feed/podcast/179195518/a098642c36050c970e2ca339444b361d.mp3" length="0" type="audio/mpeg"/><content:encoded><![CDATA[<p>Watch on YouTube <a href="https://youtu.be/VOPSZL8mn6Q?si=_wsMzj4BMn3vp1e8">here</a></p><p>Learn more about what Ana&#8217;s building <a href="https://www.acorngenetics.com/">here</a></p><p><br>Chapters<br><br>Chapters<br><br>00:00 Circus to Genetics<br>05:14 Building a Sequencer<br>13:26 The Future of Sequencing: Decentralization and Accessibility<br>18:31 Challenges in Manufacturing and Scaling<br>21:21 Sequencing in Breweries<br>23:47 Building a Platform Company<br>29:54 Misunderstandings about Sequencing<br>35:09 What Does It Mean Go Fast in Biotech?<br>39:36 The Biotech Race: US vs. China<br>47:22 Family and Startups<br>54:33 The Role of Personality Types in Leadership</p>]]></content:encoded></item><item><title><![CDATA[Ep 0: Biotech theses with Andrew Hui]]></title><description><![CDATA[Distressed IP, sequencing, biosecurity, and more]]></description><link>https://www.legible.bio/p/ep-0-biotech-theses-with-andrew-hui</link><guid isPermaLink="false">https://www.legible.bio/p/ep-0-biotech-theses-with-andrew-hui</guid><dc:creator><![CDATA[Shoumik Dabir]]></dc:creator><pubDate>Mon, 17 Nov 2025 05:38:52 GMT</pubDate><enclosure url="https://api.substack.com/feed/podcast/179107481/14e1aa81cdbe15b8c5f7919599033cff.mp3" length="0" type="audio/mpeg"/><content:encoded><![CDATA[<p><a href="https://youtu.be/wXSuQQup5-c?si=BMIwsRRzlWW8E6bP">Also watch on YouTube</a></p><p><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=36s">00:36</a> Journey into Biotech: From Education to Industry<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=203s">03:23</a> Investing in Biotech: Early Experiences and Lessons Learned<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=371s">06:11</a> Starting a Biotech Company: The Initial Steps<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=554s">09:14</a> Developing Technology in Biomanufacturing<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=715s">11:55</a> Challenges of Venture Capital in Biotech<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=885s">14:45</a> Reflections on Business Strategy and Acquisitions<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1059s">17:39</a> Exploring the Mining Industry: Insights and Parallels<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1239s">20:39</a> Comparing Mining and Biotech: Investment Strategies<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1390s">23:10</a> Final Thoughts on Mining and Biotech Investments<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1592s">26:32</a> Exploring Emerging Markets and Biotech<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1769s">29:29</a> The Distressed Biotech IP Thesis<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=1971s">32:51</a> Danaher and the Power of Operational Efficiency<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=2205s">36:45</a> The Challenges of Venture Capital in Biotech<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=2489s">41:29</a> The Role of CROs in Biotech<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=2734s">45:34</a> Critique of the Biotech Industry<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=3321s">55:21</a> The Importance of Biosecurity in Biotech<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=3929s">01:05:29</a> Biosecurity and Monitoring Layers<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=4048s">01:07:28</a> Ginkgo Biosecurity: The Bio Radar Concept<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=4310s">01:11:50</a> The Role of Sequencing in Biosecurity<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=4676s">01:17:56</a> China&#8217;s National Priority in Sequencing Technology<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=5012s">01:23:32</a> The Future of Drug Development and Sequencing<br><a href="https://www.youtube.com/watch?v=wXSuQQup5-c&amp;t=5539s">01:32:19</a> Short Read vs Long Read Sequencing</p>]]></content:encoded></item></channel></rss>