31
Oct
2024
And Just Like That: What the Viral Adoption of a Clinical AI App Means for Pharma R&D
In 2011, we were experiencing the ascension of technologies like the cloud and the smartphone. Apps had become a thing: social network apps like Instagram (the iPhone “App of the Year” in 2011) and Twitter, utility apps like Evernote and Dropbox, navigation apps like Google Maps and Waze, and game apps like Angry Birds. Yet in medicine, as I wrote... Read More
24
Oct
2024
Yes We Can: My Response To Skeptical Readers
Two weeks ago, I wrote about how difficult it is for R&D leaders to “pick winners,” despite the enormous incentives to do so. I explained how we tend to underestimate the role of chance, and overestimate our ability to “domesticate uncertainty,” as Nassim Taleb and I wrote in the Financial Times in 2008. Mostly, efforts to systematically improve success rates... Read More
22
Oct
2024
Can We Pick Winners With Causal Human Biology? Vertex Makes the Case
Everybody reading this column knows that biopharma is a difficult business. Biology is unfathomably complicated and figuring out how to introduce something into the human body that does more good than harm is a fiendishly difficult challenge. That’s why it’s important to recognize the occasional success. It reminds us what’s possible, and inspires us to think about how to achieve... Read More
6
Oct
2024
What If You Can’t Pick Winners in R&D?
Peter Thiel, the contrarian investor, had a favorite question for interviewees: “What important truth do few people agree with you on?” My answer: No one can pick winners in pharma R&D. When I think of the most significant blockbusters in the industry involving novel mechanisms of action (follow-ons are a different story), I see a huge amount of luck on... Read More
30
Aug
2024
Two New Books About Risk, Luck, and Skill Offer Insights For R&D Leaders
A central challenge of R&D, like many disciplines characterized by rare, outsized success, is how to think about risk, as well as the contributions of luck and skill. Two new books – How To Become Famous, by Cass Sunstein, and On the Edge, by Nate Silver, offer valuable perspectives. I’ll also highlight several articles that provide additional relevant insight, including... Read More
5
Aug
2024
AI in Pharma: Can We Get Beyond “Assent Without Belief” By Channeling Ethan Mollick?
The phrase “assent without belief” has been used to describe the concept of going along with the outward manifestations of an ideology without true conviction. Most commonly, this is used to describe a familiar contemporary approach to religious observance. It also seems to describe how the vast majority of biopharma colleagues view AI and other emerging digital and data technologies. ... Read More
17
Jul
2024
Attia and Kohane Examine What It Takes To Drive AI into Clinical Practice
Peter Attia is a prominent physician-turned-California longevity guru, and (to paraphrase Woody Allen) as California longevity gurus go, he’s one of the best, striving to remain grounded in science and data. Known for his popular book Outlive, and his affection for “rucking” (look it up), Attia is also the host of a long-form podcast called The Drive, and an engaging... Read More
14
Jul
2024
AI: If Not Now, When? No, Really — When?
“It was all mixed into one, enormous, overflowing stew of very real technological advances, unfounded hype, wild predictions, and concerns for the future. ‘Artificial intelligence’ was the term that described it all.” – Cade Metz, Genius Makers The buzzy excitement around artificial intelligence (AI), and most recently generative artificial intelligence (genAI), has inspired some biopharma leaders, exasperated many others,... Read More
29
May
2024
On The Bright Side: Better Medicines, Shared Purpose, Good Listens
While visiting my parents on Memorial Day weekend, I reflected on the wonder and joy of a life in medicine and science — theirs as well as mine. Incredible Progress in Medicine My parents are academic physician-scientists at Yale Medical School, where they founded and continue to lead the Yale Center for Dyslexia and Creativity. Now in their early 80s,... Read More
26
May
2024
The Tao of Drucker: Lessons For Drug Developers from GLP-1
The two broad categories of medical discovery that command the most attention are insights resulting from rare, informative genetic conditions (see here) and advances resulting from fortuitous observations. A canonical example of the value of extreme genetic phenotypes is the patient with familial hypercholesterolemia who inspired Brown and Goldstein’s scientific pursuit of cholesterol metabolism and led to the statins. Similarly,... Read More
13
May
2024
Here’s The Skinny on Four New GLP-1 Podcasts
GLP-1 medicines are obviously having a real moment – medically and culturally. These once-weekly injectables, which reduce appetite and result in significant, long-lasting (so long as you’re taking them…) weight loss, have been demonstrated to have a number of important health benefits beyond simply shedding pounds. In March, Novo Nordisk’s semaglutide (Wegovy) was approved by the FDA for its ability... Read More
8
May
2024
Enduring Uncertainty, Hoping for Luck, Touched by Magic
A main theme of this column – perhaps even the dominant theme – is how to operate in a power-law domain like drug development where there are few, outsized successes, where most efforts end in failure, and where it’s incredibly difficult to predict in advance how you are likely to fare. Earlier this week, I discussed the parallels between film... Read More
4
May
2024
Success in Film and Pharma: Contingent But Not Random
Film and pharma, like many creative endeavors, exist in a world of power law economics, where a handful of exceptionally successful products account for a massively disproportionate share of the total revenue. Consequently, in both domains, there’s a powerful incentive to “pick winners.” Every studio head and every R&D leader tries desperately to do this. But there’s a problem: as... Read More
1
Apr
2024
Can Bayer CEO Liberate Pharma From Stultifying Bureaucracy?
Pharma colleagues: does this complaint sound familiar? This company is too bloated. It’s too slow. We have all these layers and layers of bosses where leaders at the top would decide on the strategy, and then it would just trickle down to the people who actually did a lot of the day-to-day work…. I am 10 layers below the CEO... Read More
17
Feb
2024
New Medical Podcast (Like Winter and the 2024 Red Sox) Offers Bleak Outlook, While Four Books Instill Hope
As Bostonians tentatively emerge from the bleak cold of another New England winter and begin to search for signs of spring, we instinctively turn to the Red Sox. Unfortunately, I am informed by my daughters that the team’s prospects appear dismal this season, so we’ll need to look elsewhere for hope. We might consider instead Boston’s other great preoccupation: biomedical... Read More
9
Feb
2024
Botox: A Luminous Example of Field Discovery
In this weekend’s Wall Street Journal, I review Death To Beauty, a new book by Dr. Eugene Helveston. It’s about the fascinating history of botulinum toxin and the California ophthalmologist, Alan Scott, who drove it into clinical use. The book review, of course, speaks for itself, but I wanted to highlight for TR readers an aspect of the story that... Read More
21
Dec
2023
The Cultures of Large and Small Pharmas, plus: Can They Overcome The “Productivity Paradox” and Seize the AI Moment?
Spurred by several questions I’ve received from students and trainees, today’s year-end column examines some of the ways large biopharma companies are fundamentally different from small biotech companies and startups. We’ll also ask whether biopharma can overcome new technology’s dreaded “productivity paradox” and learn, quickly, how to apply AI to accelerate drug development. Large Pharmas vs Smaller Companies (Including Startups)... Read More
19
Nov
2023
Industry Insights: Five Key Figures From The Atlas Annual Review
I’ve always been captivated by and drawn to the intersection of raw emerging science, ambitious determined talent, aggressive capital, and savvy strategy that come together in an often-combustible mix to generate novel therapeutics. At the earliest stage, it’s critical to figure out what you’re going to aim at (the molecular target) and what type of therapeutic you’re going to use... Read More
8
Nov
2023
Architects and Gardeners, a Captivating Developmental Biology Book, & an Inspiring Immigrant Story
Architects and Gardeners Most leadership offsites I’ve attended have included some flavor of personality assessment – not so much to formally classify us, but rather to make the point that different people have different styles, and to emphasize that you can’t assume everyone you work with approaches the world the same way you do. In this spirit, I wanted to... Read More
6
Nov
2023
Think Clinical Trials Are Working OK? Ask a Cancer Patient
I can’t stop thinking about a recent series of poignant blog posts, written by an emergency room physician affiliated with the Mayo Clinic. Her husband has been battling a terrible cancer – recurrent/metastatic head and neck squamous cell carcinoma. Given what she does for a living, the author, Dr. Bess Stillman, is about as well-positioned to be a savvy patient... Read More