Episode 8

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Published on:

18th Feb 2026

David Fajgenbaum: Surviving Castleman Disease and Reinventing Drug Discovery with AI

In this episode of Precision Signals, Sean Khozin sits down with Dr. David Fajgenbaum — physician, scientist, patient, and founder of Every Cure — to explore one of the most extraordinary stories in modern medicine.

As a third-year medical student, David developed idiopathic multicentric Castleman disease, a rare inflammatory disorder that led to multi-organ failure. He was read his last rites five times. Facing a condition with no clear therapeutic roadmap, he began banking his own blood, performing proteomic analyses, and identified an mTOR pathway signal that led to a life-saving repurposed transplant drug.

He has now been in remission for over a decade. But survival was only the beginning.

David went on to found the Castleman Disease Collaborative Network and later co-founded Every Cure, a nonprofit using AI and computational pharmacophenomics to systematically evaluate every approved drug against every known disease. This episode is about moving from serendipity to strategy in medicine — and what it will take to build systems that leave no patient behind.

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About the Podcast

Precision Signals
Decoding the Systems Behind Breakthroughs in Healthcare and Biomedicine
Precision Signals is a podcast from the CEO Roundtable on Cancer about decoding biomedical progress: what’s real, what matters, and what’s next. We talk with scientists, regulators, investors, and builders operating across the messy interface of research, healthcare, and policy. Some are moving the system from within; others are reshaping it from the outside. All of them bring signal in a world crowded with noise.

About your host

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Sean Khozin, MD, MPH

Sean Khozin, MD, MPH is a physician-executive and board-certified oncologist internationally recognized for his pioneering work on advancing the use of artificial intelligence and novel data science solutions in cancer research and drug development. As Chief Executive Officer of the CEO Roundtable on Cancer and its independent AI research organization, Project Data Sphere, he leads initiatives that bridge cutting-edge technology with clinically-meaningful applications to accelerate cancer research and care.

Dr. Khozin is founder of Phyusion Bio LLC, an advisory and venture creation firm specializing in precision therapies and AI-powered solutions. His entrepreneurial track record includes co-founding Hello Health (acquired by Myca Health) and serving as CEO of CancerLinQ, where he orchestrated its strategic acquisition by ConcertAI.

His regulatory and industry expertise spans leadership roles at Johnson & Johnson/Janssen R&D as Global Head of Data Strategy and at the US FDA, where he served as founding Executive Director of INFORMED—the agency's first data science incubator—while helping establish the Oncology Center of Excellence. Earlier in his career at the National Cancer Institute, he spearheaded clinical research on molecular profiling strategies for targeted therapy development.

Dr. Khozin maintains his academic connections as a Research Affiliate at MIT and serves on multiple boards advancing the intersection of cancer research and artificial intelligence in biomedicine.