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
28
Oct
2023
How The Unmet Needs of Patients Made Me A (Grounded) BioTechno-Optimist
My Ground Truth Every other week, I stroll across the Longfellow Bridge from Cambridge to Boston. It can be a magnificent walk in the fall and spring, when the weather is temperate and the skies clear. You can see the deep blue of the Charles River, the Esplanade on your left, with the Boston skyline behind it, and the Citgo... Read More
11
Sep
2023
Sterile Information: Early Forecasting Not The Answer To R&D Productivity Woes
Two recent Wall Street Journal deep-dives nicely bookend a critical, and unresolved, tension faced by large pharmaceutical companies: how can their R&D organizations discover, develop, and deliver the new medicines patients await, and the growth and return on investment that shareholders demand? Early this year, I discussed an April 2023 profile of Lilly by journalist Peter Loftus, who described how the company, led by a physician-scientist... Read More
31
Jul
2023
Lessons For Biopharma from a Healthcare AI Pioneer
As drug developers consider how to leverage AI and other emerging digital and data technologies, they look to related businesses, such as healthcare systems, for lessons and learning. We would be hard-pressed to find a better guide to AI in healthcare than Ziad Obermeyer, an emergency room physician and health science researcher at the University of California-Berkeley. His research... Read More
17
Jun
2023
Learning From History How to Think About the Technology of the Moment
Generative AI, the transformative technology of the moment, exploded onto the scene with the arrival in late 2022 of chatGPT, an AI-powered chatbot developed by the company OpenAI. After only five days, a million users had tried the app; after two months: 100 million, the fastest growth ever seen for a consumer application. TikTok, the previous record holder, took nine... Read More
4
Jun
2023
Pharma R&D Execs Offer Extravagant Expectations for AI But Few Proof Points
As the excitement around generative AI sweeps across the globe, biopharma R&D groups (like most everyone else) are actively trying to figure out how to leverage this powerful but nascent technology effectively, and in a responsible fashion. In separate conversations, two prominent pharma R&D executives recently sat down with savvy healthtech VCs to discuss how generative AI specifically, and emerging... Read More
21
May
2023
Big, If True: Opportunities and Obstacles Facing AI (Plus: Summer Reading)
Today, we’ll begin with a consideration of the promise for AI some experts see in healthcare and biopharma. Next, we’ll look at some of the obstacles – some technical, some organizational – and re-visit the eternal “data parasite” debate. Finally, we’ll conclude with a few suggestions for summer reading. The AI Opportunity: Elevating Healthcare for All Earlier this month, I... Read More
15
May
2023
Biopharma Innovation – Beyond The Breathless Headlines
Biopharma relies on innovation to stay in business. Success depends on our collective ability to discover, develop, and deliver new products that cure or meaningfully mitigate disease over and over again. Patents allow for innovators to be rewarded, for a while. When patents expire, allowing us to purchase powerful generic medications like atorvastatin for pennies, manufacturers must come up with... Read More
8
Apr
2023
Tech, Pharma, and the Uneven Distribution of the AI-Enabled Future
The worlds of technology and entrepreneurship are captivated by recent advances in generative AI and large language models (LLMs). The arrival of ChatGPT, developed by OpenAI (a startup partnered with Microsoft), caused Google to declare a “Code Red,” akin to “pulling the fire alarm,” the New York Times explained. The latest class of startups at Y Combinator are reportedly flocking... Read More
2
Apr
2023
New Book Contemplates How Generative AI Will Serve Man
In 1935, Astounding Science — the premier science fiction magazine of the day, and perhaps ever — published “Proxima Centauri.” It was a short story envisioning an encounter between a voyaging earth spacecraft and a ship from a nearby star system. Written by Murray Leinster (William Fitzgerald Jenkins), the tale features the original use of the phrase “first contact” in... Read More
23
Mar
2023
Welcome to the AI Irruption
Biopharma, like the rest of the world, appears to be on the threshold of profound, technology-induced change. Incredible advances in artificial intelligence, manifested most recently in GPT-4, are here. This technology, Ezra Klein explains in the New York Times, “changes everything.” Bill Gates describes it as “the most important advance in technology since the graphical user interface,” and declares, “the... Read More
26
Feb
2023
The Success of Your Tech Deployment Depends On A Role You’ve Probably Never Heard Of
The success or failure of many technology platforms — including in particular health tech platforms — rests with a largely obscure role of outsized importance: the “solutions engineer.” The role itself goes by many names. Back when I was at DNAnexus in the mid-2010s, this role was called “Solutions Scientist.” Others call it “Forward-Deployed Engineer” or “Embedded Analyst.” Whatever the... Read More
4
Feb
2023
Grand Défi Ou Goulot D’étranglement Ultime: A French Pharma Tackles Data Science
Most biopharma companies have started down the path of digital transformation – a fundamental overhaul of everything they do for the digital age. It’s not clear yet that anyone has arrived at the desired destination. Even so, there have been some early wins, generally related to operations, as the CEOs of both Novartis and Lilly have described. Arguably, the most... Read More
30
Jan
2023
Generative AI: No Humbug
In 1845, dentist Horace Wells stood before Harvard medical students and faculty, eager to demonstrate the utility of nitrous oxide – laughing gas – as a general anesthetic. Wells tried it out on a patient who needed a tooth extraction. The dose, it turned out, wasn’t enough. The patient screamed in agony. As described by Paul Offit in You Bet... Read More
4
Dec
2022
Hot Topics in Biopharma: Initial Impact of Digital, Data Dilemmas in Clinical Studies, and the Search for ‘New Normal’
For today: topics relevant to many drug developers (and others): The initial impact of digital The dilemma of data collection in early clinical studies The elusive search for “new normal” ways of working Initial impact of digital in biopharma The sexy promise of digital/data/AI in biopharma was that emerging digital technologies were going to solve our most important and vexing... Read More
14
Nov
2022
ICYMI – Recommended Reading and Listening for Biotech Innovators
Searching for a good listen or an interesting read? Here are my latest suggestions. Everything is awesome! Looking for something thoughtful and uplifting? A great place to start is this recent interview with tech VC Marc Andreessen, who discusses, persuasively, why he is still so optimistic about technology. Particularly useful: Andreessen’s ability to contextualize the evolution of technology, including the... Read More
27
Oct
2022
You Have Chosen … Poorly: Why Drug Developers Make Bad Decisions
Drug development remains an incredibly expensive endeavor. Much of the cost can be attributed to late-stage clinical trial failures. The burden is borne first and foremost by clinical trial participants who aren’t helped by the experimental medicine. It also significantly impacts the companies sponsoring these studies. Everyone would like to improve the chances that a novel medicine that advances into... Read More
1
Aug
2022
A Glimpse Into the Adjacent Possible: Incorporating AI Into Medical Science
The implementation of emerging technologies requires front-line users to figure out what to do with the technology – how to adapt the technology to the problems users are actively trying to solve. The most impactful use cases often are not immediately obvious – for example, Edison envisioned the phonograph would be predominantly used to record wills. Moreover, effective adoption typically requires... Read More
10
Jul
2022
Innovators Require An Exception-Oriented Mindset
Living in innovative domains like biomedical research requires an appreciation for the exceptional, the outlier. You might even argue that the goal of innovators – at least those who hope to see their ideas gain acceptance, or their inventions adopted – is to institutionalize the exceptional and make it routine. In the Perez model of technology adoption, this is the... Read More