AI Drug Detective: One Doctor’s Mission to Find Hidden Cures

Dr. David Fajgenbaum and his team at Every Cure are leveraging artificial intelligence to find new uses for existing medications, offering hope to patients with rare diseases who have exhausted conventional treatment options.

Dr. David Fajgenbaum

Dr. David Fajgenbaum knows what it’s like to face death with no treatment options left. At 25, while in medical school, he was diagnosed with Castleman disease, a rare disorder that caused his immune system to attack his organs. After nearly dying five times and receiving last rites, Fajgenbaum took his fate into his own hands.

Through meticulous research of his own medical data and existing literature, Fajgenbaum discovered that sirolimus, a drug typically used to prevent rejection in kidney transplant patients, could potentially treat his condition. The gamble paid off—he has now been in remission for over a decade.

This personal victory sparked a larger mission. Fajgenbaum established two nonprofits: the Castleman Disease Collaborative Network (CDCN), which pioneered a new approach to rare disease research, and more recently, Every Cure, which uses artificial intelligence to identify potential new uses for existing medications.

“There is a treasure trove of medicine that could be used for so many other diseases. We just didn’t have a systematic way of looking at it,” said Donald C. Lo in an interview with the NY Times. Dr. Lo is a scientific lead at Remedi4All, a group focused on drug repurposing.

Market dynamics that prevent drug repurposing. (Source: Every Cure)

Every Cure’s AI platform compares approximately 4,000 drugs against 18,500 diseases, assigning scores based on efficacy likelihood. This approach has already yielded remarkable results.

One success story involves Joseph Coates, a 37-year-old man with POEMS syndrome who was days away from hospice care. After Fajgenbaum’s team suggested an unconventional combination of medications, Coates responded to treatment within a week and is now in remission.

The work is especially important for rare diseases, which affect fewer than 200,000 people in the United States individually but collectively impact tens of millions of Americans. More than 90 percent of these conditions have no approved treatments, and pharmaceutical companies have little financial incentive to develop new drugs for small patient populations.

While AI-driven drug discovery for new medications can be highly profitable, finding new uses for existing generic drugs offers limited financial return. To fund their nonprofit work, Every Cure received over $100 million in commitments last year from TED’s Audacious Project and the Advanced Research Projects Agency for Health.

Dr. Grant Mitchell

“This is one example of AI that we don’t have to fear, that we can be really excited about,” said Dr. Grant Mitchell in an interview with the NY Times. Dr. Mitchell is a co-founder of Every Cure. “This one’s going to help a lot of people.”

Dr. Fajgenbaum’s approach to hope is action-oriented. “Hope cannot be a passive concept. It’s a choice and a force,” he wrote in his 2019 memoir, “Chasing My Cure.” This philosophy drives his tireless work to help others facing dire medical situations.

“I love the kind of hope where I want something so badly that it inspires me to act,” he said in an interview with AAMCNews. “Then that action gives me more hope, because I see that I tried something and, oh my gosh, amazingly, it worked, which then drives me to try another action.”


Read the article by Kate Morgan in The New York Times: Doctors Told Him He Was Going to Die. Then A.I. Saved His Life.

Read the article by Stacy Weiner in AAMC News: This doctor saved his own life. Now he’s on a mission to save thousands more

Watch this video about Dr. Fajgenbaum and his work:

Dr. David Fajgenbaum MD, MBA, MSc, FCPP is an Assistant Professor of Medicine in translational medicine and human genetics at the Perelman School of Medicine at the University of Pennsylvania, Founding Director of the Center for Cytokine Storm Treatment & Laboratory (CSTL), Associate Director of Patient Impact at the Penn Orphan Disease Center, and President and Co-founder of the Castleman Disease Collaborative Network (CDCN). He is the author of the best-selling book ‘Chasing My Cure: A Doctor’s Race to Turn Hope Into Action’ and he is a patient battling idiopathic multicentric Castleman disease.

Related Articles

Celebrating World NTD Day 2025: Honoring Medical Humanitarians and the Fight Against Neglected Tropical Diseases

On World NTD Day 2025, we celebrate the medical humanitarians fighting to eliminate Neglected Tropical Diseases. Their efforts bring hope to millions, offering treatment, prevention, and a path toward a healthier future. Together, we can unite, act, and eliminate NTDs for good.

African Scientist Champions New Era of Equitable Medical Research

Dr. Monique Wasunna, a pioneering African medical researcher, has transformed neglected disease treatment through DNDi, championing locally-led research while fighting against colonial-era medical research legacies.

The Team Hunting for Chagas Disease in the U.S.

Follow Dr. Norm Beatty and his team at the University of South Florida as they track down the “kissing bug” that transmits Chagas disease, an often silent neglected tropical disease now found in the U.S.


Subscribe to the newsletter so that you never miss an uplifting story of medical humanitarians improving lives worldwide.

About Angels in Medicine

Angels in Medicine is a volunteer site dedicated to the humanitarians, heroes, angels, and bodhisattvas of medicine. The site features physicians, nurses, physician assistants and other healthcare workers and volunteers who reach people without the resources or opportunities for quality care, such as teens, the poor, the incarcerated, the elderly, or those living in poor or war-torn regions. Read their stories at www.medangel.org.

Interested in writing for Angels in Medicine? Know about an Angel we should interview? Drop me a note at harry@medangel.org.

Leave a Comment