Generative vs Predictive Models in Drug Design

Erum and Karl sit down with Vega Shah from NVIDIA to explore the role of AI in healthcare and life sciences, and how it's driving major advances in drug discovery and biotechnology. Vega shares real-world examples, from lab-grown cotton to using AI to discover new proteins in the gut microbiome. She also discusses the challenges of modeling complex biological systems and how tools like generative AI are changing the way we approach these problems. This episode is a look at how cutting-edge tech, with NVIDIA at the forefront, is making biology more accessible and impactful.

Grow Everything brings the bioeconomy to life. Hosts Karl Schmieder and Erum Azeez Khan share stories and interview the leaders and influencers changing the world by growing everything. Biology is the oldest technology. And it can be engineered. What are we growing?

Learn more at⁠⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠www.messaginglab.com/groweverything⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

Chapters:

• 00:00:00 - Unpacking the Company’s Ethos: Where Innovation Begins

• 00:00:19 - Biotech Breakthrough: See-Through Mice and the Wild World of Research
• 00:03:11 - Lab-Grown Cotton: Redefining Sustainability in Fashion
• 00:04:05 - Inside the Apple Vision Pro: A New Frontier for Cellular Visualization
• 00:09:57 - How NVIDIA is Transforming Healthcare and Life Sciences
• 00:10:35 - In Conversation with Dr. Vega Shah: NVIDIA’s Vision for the Future of Medicine
• 00:12:42 - The Role of GPUs in Accelerating Healthcare and Life Sciences
• 00:16:28 - AI’s Impact on Drug Discovery: From Digital Biology to Genomics
• 00:20:17 - How NVIDIA’s Tools Are Helping Clinicians and Improving Patient Care
• 00:24:10 - Partnering with Cloud Providers: How NVIDIA is Expanding Access to AI Tools
• 00:28:05 - BioNemo: Revolutionizing Drug Discovery with Large Language Models
• 00:31:32 - Gut Microbiome Discoveries: The Search for Novel Proteins
• 00:33:09 - The Challenge of Culturing Gut Bacteria: What We Still Don’t Know
• 00:35:49 - NVIDIA’s Pioneering Role in Image Analysis and Biological Modeling
• 00:38:31 - Why User Interfaces Matter: Making Biotech Accessible for Scientists
• 00:40:38 - Tech Bio Startups: Navigating the Platform Play and Scaling Challenges
• 00:43:06 - AI-Driven Drug Discovery: What’s Next for FDA Approvals?
• 00:45:29 - The Bigger Picture: NVIDIA’s Lasting Impact on Life Sciences
• 00:48:39 - Gamifying Biology: The Future of Healthcare Through Play
• 00:50:00 - Reflecting on the Journey: What Lies Ahead in Biotech and AI
• 00:57:46 - Final Thoughts: Engaging the Community in the Next Wave of Innovation

Topics Covered: biotech, bioengineering, precision fermentation, epigenetics, optogenetics, light, biosolutions, cellular control, photomolecular biology

Episode Links:

• NVIDIA
• Vega Shah on Twitter
• Scientists use food dye found in Doritos to make see-through mice
• Cell Walk on Apple Vision Pro
• NVIDIA BioNeMo™
• MONAI
• Recursion
• Terray
• Culitvarium
• Persephone Biosciences⁠⁠⁠⁠⁠

Have a question or comment? Message us here:

Text or Call (804) 505-5553

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Email: groweverything@messaginglab.com

Music by: Nihilore

Production by: Amplafy Media