Ozempic Profits Poured into Massive Supercomputer Meant to Power AI for Future Drug Development

I think AI is currently being oversold. But I am very ignorant and could be wrong, so I favor a diversity of privately-funded bets on what will work to bring us future breakthrough innovations.

(p. B2) Two of the world’s most important companies are now in a partnership born from the success of their most revolutionary products. The supercomputer was built with technology from Nvidia—and money from the Novo Nordisk Foundation. The charitable organization has become supremely wealthy as the largest shareholder in Novo Nordisk, which means this project was made possible by the breakthrough drugs that have sent the Danish company’s stock price soaring.

To put it another way, it’s the first AI supercomputer funded by Ozempic.

It was named Gefion after the goddess of Norse mythology who turned her sons into oxen so they could plow the land that would become Denmark’s largest island.

. . .

Whatever you call it, Gefion is a beast. It is bigger than a basketball court. It weighs more than 30 tons. It took six months to manufacture and install. It also required an investment of $100 million.

. . .

When it’s fully operational, the AI supercomputer will be available to entrepreneurs, academics and scientists inside companies like Novo Nordisk, which stands to benefit from its help with drug discovery, protein design and digital biology.

For the full commentary see:

Ben Cohen. “It’s a Giant New Supercomputer That Might Transform an Entire Country.” The Wall Street Journal (Saturday, Nov. 2, 2024): B2.

(Note: ellipses added.)

(Note: the online version of the commentary has the date November 1, 2024, and has the title “Science of Success; The Giant Supercomputer Built to Transform an Entire Country—and Paid For by Ozempic.”)

“Most Published Research Findings Are False”

(p. 10) How much of biomedical research is actually wrong? John Ioannidis, an epidemiologist and health-policy researcher at Stanford, was among the first to sound the alarm with a 2005 article in the journal PLOS Medicine. He showed that small sample sizes and bias in study design were chronic problems in the field and served to grossly overestimate positive results. His dramatic bottom line was that “most published research findings are false.”

The problem is especially acute in laboratory studies with animals, in which scientists often use just a few animals and fail to select them randomly. Such errors inevitably introduce bias. Large-scale human studies, of the sort used in drug testing, are less likely to be compromised in this way, but they have their own failings: It’s tempting for scientists (like everyone else) (p. C2) to see what they want to see in their findings, and data may be cherry-picked or massaged to arrive at a desired conclusion.

A paper published in February [2017] in the journal PLOS One by Estelle Dumas-Mallet and colleagues at the University of Bordeaux tracked 156 biomedical studies that had been the subject of stories in major English-language newspapers. Follow-up studies, they showed, overturned half of those initial positive results (though such disconfirmation rarely got follow-up news coverage). The studies dealt with a wide range of issues, including the biology of attention-deficit hyperactivity disorder, new breast-cancer susceptibility genes, a reported link between pesticide exposure and Parkinson’s disease, and the role of a virus in autism.

Reviews by pharmaceutical companies have delivered equally grim numbers. In 2011, scientists at Bayer published a paper in the journal Nature Reviews Drug Discovery showing that they could replicate only 25% of the findings of various studies. The following year, C. Glenn Begley, the head of cancer research at Amgen, reported in the journal Nature that he and his colleagues could reproduce only six of 53 seemingly promising studies, even after enlisting help from some of the original scientists.

With millions of dollars on the line, industry scientists overseeing clinical trials with human subjects have a stronger incentive to follow high standards. Such studies are often designed in cooperation with the U.S. Food and Drug Administration, which ultimately reviews the findings. Still, most clinical trials produce disappointing results, often because the lab studies on which they are based were themselves flawed.

For the full essay see:

Harris, Richard. “Dismal Science In the Search for Cures.” The Wall Street Journal (Saturday, April 8, 2017 [sic]): C1-C2.

(Note: bracketed year added.)

(Note: the online version of the essay was updated April 7, 2017 [sic], and has the title “The Breakdown in Biomedical Research.”)

The essay quoted above is adapted from Mr. Harris’s book:

Harris, Richard. Rigor Mortis: How Sloppy Science Creates Worthless Cures, Crushes Hope, and Wastes Billions. New York: Basic Books, 2017.

The 2005 paper by Ioannidis mentioned above is:

Ioannidis, John P. A. “Why Most Published Research Findings Are False.” PLoS Medicine 2, no. 8 (2005): 696-701.

Even With Quick Cheap Malaria Lab Tests, Dog Noses Can Still “Be Very Useful”

(p. D4) A small pilot study has shown that dogs can accurately identify socks worn overnight by children infected with malaria parasites — even when the children had cases so mild that they were not feverish.

The study, a collaboration between British and Gambian scientists and the British charity Medical Detection Dogs, was released last week at the annual convention of the American Society of Tropical Medicine and Hygiene.

. . .

The new study, its authors said, does not mean that dogs will replace laboratories. Inexpensive rapid tests for malaria have been available for over a decade; more than 200 million people in dozens of countries are infected each year.

But for sorting through crowds, malaria-sniffing dogs could potentially be very useful.

Some countries and regions that have eliminated the disease share heavily trafficked borders with others that have not. For example, South Africa, Sri Lanka and the island of Zanzibar have no cases but get streams of visitors from Mozambique, India and mainland Tanzania.

And when a region is close to eliminating malaria, dogs could sweep through villages, nosing out silent carriers — people who are not ill but have parasites in their blood that mosquitoes could pass on to others.

. . .

If just one chemical indicated cancer or malaria, “we’d have discovered it by now,” said Claire Guest, who founded Medical Detection Dogs in 2008 and oversaw dog training in the study. “It’s more like a tune of many notes, and the dogs can pick it up.”

For the full commentary see:

Donald G. McNeil Jr. “Global Health; Sniffing Out Malaria in Its Tracks.” The New York Times (Tuesday, November 6, 2018 [sic]): D4.

(Note: ellipses added.)

(Note: the online version of the commentary has the date Nov. 5, 2018 [sic], and has the title “Global Health; Dogs Can Detect Malaria. How Useful Is That?”)

A later-published version of the initial “small pilot study” discussed above is:

Guest, Claire, Margaret Pinder, Mark Doggett, Chelci Squires, Muna Affara, Balla Kandeh, Sarah Dewhirst, Steven V. Morant, Umberto D’Alessandro, James G. Logan, and Steve W. Lindsay. “Trained Dogs Identify People with Malaria Parasites by Their Odour.” The Lancet Infectious Diseases 19, no. 6 (June 2019): 578-80.

240 Million Year Old Case of Cancer in Amniotes (“Group That Includes Reptiles, Birds and Mammals”)

Paleontologists have discovered a femur bone with cancer that belonged to a 240 million-year-old ancestor of turtles. The case is the oldest (so far) case of cancer in amniotes, which is the “group that includes reptiles, birds and mammals.” In the past some have suggested that cancer is a side effect of human economic development. Yara Hariday, a current paleontologist and former medical student says: “What makes this really cool is that now we understand that cancer is basically a deeply rooted switch that can be turned on or off, . . . . It’s not something that happened recently in our evolution. It’s not something that happened early in human history, or even in mammal history” (p. D6).

For the full story see:

Asher Elbein. “A Diagnosis 240 Million Years Too Late.” The New York Times (Tuesday, February 12, 2019 [sic]): D6.

(Note: ellipsis added.)

(Note: the online version of the story has the date Feb. 7, 2019 [sic], and has the title “The Patient Had Bone Cancer. The Diagnosis Arrived 240 Million Years Too Late.”)

The academic study co-authored by Hariday on the ancient cancer is:

Haridy, Yara, Florian Witzmann, Patrick Asbach, Rainer R. Schoch, Nadia Fröbisch, and Bruce M. Rothschild. “Triassic Cancer—Osteosarcoma in a 240-Million-Year-Old Stem-Turtle.” JAMA Oncology 5, no. 3 (March 2019): 425-26.

Neuroscience Evidence that Our Brains Store Tacit Knowledge Separately from Articulate Formal Knowledge

(p. 10) On Aug. 25, 1953, a Connecticut neurosurgeon named William Beecher Scoville drilled two silver-dollar-size holes into the skull of Henry Molaison, a 27-year-old man with epilepsy so severe he had been prohibited from walking across stage to receive his high school diploma. Scoville then used a suction catheter to slurp up Molaison’s medial temporal lobes, the portion of the brain that contains both the hippocampus and the amygdala. The surgeon had no idea if the procedure would work, but Molaison was desperate for help: His seizures had become so frequent that it wasn’t clear if he would be able to hold down a job.

As it happened, Scoville’s operation did lessen Molaison’s seizures. Unfortunately, it also left him with anterograde amnesia: From that day forth, Molaison was unable to form new memories. Over the course of the next half-century, Patient H.M., as Molaison was referred to in the scientific literature, was the subject of hundreds of studies that collectively revolutionized our understanding of how memory, and the human brain, works. Before H.M., scientists thought that memories originated and resided in the brain as a whole rather than in any one discrete area. H.M. proved that to be false. Before H.M., all memories were thought of in more or less the same way. H.M.’s ability to perform dexterous tasks with increasing proficiency, despite having no recollection of having performed the tasks before, showed that learning new facts and learning to do new things happened in different places in the brain.

. . .

Several well-received books have already been written about Molaison, including one published in 2013 by Suzanne Corkin, the M.I.T. neuroscientist who controlled all access to and oversaw all research on ­Molaison for the last 31 years of his life.

What else, you might wonder, is there to say? According to the National Magazine Award-winning journalist Luke Dittrich, plenty. Dittrich arrived at Molaison’s story with a distinctly personal perspective — he is Scoville’s grandson, and his mother was Corkin’s best friend growing up — and his work reveals a sordid saga that differs markedly from the relatively anodyne one that has become accepted wisdom.

. . .

(p. 11) In her book, Corkin described Molaison as carefree and easygoing, a sort of accidental Zen master who couldn’t help living in the moment. In one of her papers, which makes reference to but does not quote from a depression questionnaire Molaison filled out in 1982, Corkin wrote that Molaison had “no evidence of anxiety, major depression or psychosis.” Dittrich located Molaison’s actual responses to that questionnaire, which had not been included in Corkin’s paper. Among the statements Molaison circled to describe his mental state were “I feel that the future is hopeless and that things cannot improve” and “I feel that I am a complete failure as a person.”

. . .

Molaison has long been portrayed as the victim of a surgeon’s hubris. Dittrich’s book, and the reaction to it, highlight why the lessons learned from his life cannot be limited to those stemming from a single act in the distant past. It’s easy to criticize the arrogance of researchers after they’re dead — and after we’ve already enjoyed the fruits of their work. With most of the principals in the tragedy of “Patient H.M.” now gone, the question at the core of Dittrich’s story — did the pursuit of knowledge conflict with the duty of care for a human being? — remains, in every interaction between scientist and vulnerable subject.

For the full review see:

Seth Mnookin. “Man Without a Past.” The New York Times Book Review (Sunday, September 4, 2016 [sic]): 10.

(Note: ellipses added.)

(Note: the online version of the review has the date Aug. 29, 2016 [sic], and has the title “A Book Examines the Curious Case of a Man Whose Memory Was Removed.”)

The book under review above is:

Dittrich, Luke. Patient H.M.: A Story of Memory, Madness, and Family Secrets. New York: Random House, 2016.

The earlier book by Corkin mentioned above is:

Corkin, Suzanne. Permanent Present Tense: The Unforgettable Life of the Amnesic Patient, H. M. New York: Basic Books, 2013.

Universally Applicable Egg Guidelines Are Impossible Because Some Are Hypo-Responders and Others Are Hyper-Responders to Dietary Cholesterol

(p. D5) “Intervention studies have shown that moderate egg consumption doesn’t appreciably raise cholesterol levels,” Dr. Hu [chairman of nutrition and epidemiology at the Harvard T.H. Chan School of Public Health] said. “Low to moderate consumption of three or four eggs a week doesn’t appear to have a major effect on blood cholesterol unless the person has high cholesterol or Type 2 diabetes.”

He added, “In most previous studies of healthy people, moderate egg consumption was not associated with a significant increase in cardiovascular risk.” However, among 21,275 participants in the Physicians’ Health Study who were followed for more than 20 years, those who ate one or more eggs a day were more likely to develop heart failure than those who ate eggs infrequently.

“Contradictory findings among different studies are not unusual — it’s part of the scientific process,” Dr. Hu said. “In forming guidelines, you have to look at the totality of evidence rather than overreact to a single new study.”

Zachary S. Clayton, author of a comprehensive review of research on egg consumption and heart health published in Nutrition in 2017, said in an interview that giving two eggs a day for 12 weeks to healthy people didn’t raise any of their cardiovascular risk factors and “actually decreased their triglyceride levels.”

But, Dr. Clayton, a postdoctoral fellow in nutrition at the University of Colorado, Boulder, said, “It’s important to distinguish between hypo-responders and hyper-responders to dietary cholesterol. If someone is a hyper-responder, eating two eggs a day would increase the risk of cardiovascular disease.”

For the full commentary see:

Jane E. Brody. “Cracking the Code on Eggs and Your Diet.” The New York Times (Tuesday, April 23, 2019 [sic]): D5.

(Note: bracketed words quoted from earlier in the commentary.)

(Note: the online version of the commentary has the date April 22, 2019 [sic], and has the title “Should You Be Eating Eggs?”)

Clayton’s co-authored academic review article on the effects of egg consumption, mentioned above, is:

Clayton, Zachary S., Elizabeth Fusco, and Mark Kern. “Egg Consumption and Heart Health: A Review.” Nutrition 37 (May 2017): 79-85.

A Drug’s Lack of Randomized Clinical Trials Does Not Imply the Drug Lacks Efficacy

(p. D5) In 2013, the American College of Cardiology and the American Heart Association issued a series of statin recommendations for primary prevention, relevant to adults up to age 75 who have high cholesterol or diabetes, or who for other reasons face an estimated 7.5 percent risk or greater of developing heart disease within 10 years.

Last year, the United States Preventive Services Task Force similarly recommended statins for primary prevention in people aged 40 to 75 who had risk factors like high cholesterol, diabetes, high blood pressure or smoking, with a 10-year disease risk of 10 percent or greater.

But for people over age 75, both panels agreed, there was not sufficient evidence to reach a conclusion. As with many clinical trials, the major statin studies mostly haven’t included patients at advanced ages.

. . .

But Dr. Paul Ridker, a self-described “statin advocate” who directs the Center for Cardiovascular Disease Prevention at Brigham and Women’s Hospital in Boston, gets irked at the argument that we don’t know enough to give statins to older patients without heart disease.

“I don’t believe there’s any doubt that statin therapy is effective for primary prevention in older adults,” Dr. Ridker said. He cites a recent reanalysis of data from two major studies showing that patients over age 70 taking statins experienced the same reductions in cardiovascular events and mortality as younger ones.

Dr. Orkaby and her Harvard colleagues hoped to help resolve such questions with their recent study, published in the Journal of the American Geriatrics Society, comparing physicians over age 70 who took statins for primary prevention with those who didn’t.

The team matched each group for 30 variables and found that over an average of seven years, statin-takers had an 18 percent lower death rate, though not a statistically significant reduction in cardiovascular events.

In the same issue, though, an editorial co-authored by Dr. Rich called statin use for primary prevention in older patients “an unresolved conundrum.”

The physician study was observational, so can’t establish causes, he pointed out.

For the full story see:

Paula Span. “The New Old Age; If You’re Over 75 and Healthy, Are Statins for You?” The New York Times (Tuesday, January 9, 2018 [sic]): D5.

(Note: ellipsis added.)

(Note: the online version of the story has the date January 5, 2018 [sic], and has the title “The New Old Age; You’re Over 75, and You’re Healthy. Why Are You Taking a Statin?”)

The article on the effect of statins on older physicians, co-authored by Orkaby and mentioned above, is:

Orkaby, Ariela R., J. Michael Gaziano, Luc Djousse, and Jane A. Driver. “Statins for Primary Prevention of Cardiovascular Events and Mortality in Older Men.” Journal of the American Geriatrics Society 65, no. 11 (Nov. 2017): 2362-68.

Bioprospecting Tweaks Venom to Cure Diseases

(p. C3) One of the earliest treatments for ailments from gout to baldness was apitherapy, the medical application of bee venom, which was used in ancient Greece, China and Egypt. The ancient Greeks associated snakes and their venoms with medicine through the god Asclepius, whose followers prescribed venoms as cures and whose staff had a snake wrapped around it—the inspiration for the well-known symbol of medicine today.

Even so, scientists have only recently started to intensively explore the healing powers of venom. “In the 1980s and ’90s, people weren’t saying, ‘We should use venoms as a drug source,’ ” says Glenn King, a biologist at the University of Queensland in Brisbane, Australia. That changed at the beginning of this century: Scientists started to look at venoms as “complex molecular libraries,” he says. The bodily mechanisms that venoms derail often turn out to be the same ones that we need to manipulate to cure deadly diseases.

. . .

Chemical engineers have taken to mining living organisms, fine-tuning their chemicals to be more potent and precise. This process, known as bioprospecting, has had increasing appeal for scientists eager to tackle incurable diseases. Bioprospecting involves selecting a species with a type of venom known to have a specific effect on the human body—say, a snake with venom that causes a steep drop in blood pressure. The scientists will adjust the level of the toxin or tweak it biochemically so that it becomes not harmful but therapeutic.

. . .

Cancer is a natural target, and treatments may be lurking not just in scorpion venom but in the venoms of bees, snakes, snails, and even mammals. A compound derived from venomous shrews concluded a Phase I trial last year. This innovative peptide blocks a calcium channel called TRPV6, which is abundant in cancer cells, starving them of an essential element needed to grow and divide.

. . .

Each venomous animal is an artisanal mixologist, crafting chemical cocktails that can contain thousands of ingredients. The wealth of potential in venoms—each with its unique recipe—is hard to overstate.

For the full commentary see:

Christie Wilcox. “The Healing Powers of Venom.” The Wall Street Journal (Saturday, July 23, 2016 [sic]): C3.

(Note: ellipses added.)

(Note: the online version of the commentary was updated July 25, 2016 [sic], and has the title “The Healing Power of Venom.”)

The commentary quoted above is related to the author’s book:

Wilcox, Christie. Venomous: How Earth’s Deadliest Creatures Mastered Biochemistry. New York: Scientific American/Farrar, Straus and Giroux, 2016.

Gene Mutation Doubles Lifespan of Worms

(p. D2) Once there was a mutant worm in an experiment. It lived for 46 days. This was much longer than the oldest normal worm, which lived just 22.

Researchers identified the mutated gene that had lengthened the worm’s life, which led to a breakthrough in the study of aging — it seemed to be controlled by metabolic processes. Later, as researchers studied these processes, all signs seemed to point to the nucleolus.

. . .

“We think the nucleolus plays an important role in regulating the life span of animals,” said Adam Antebi, a cellular biologist at the Max Planck Institute for Biology of Ageing in Germany. He’s an author of a new review published last week in Trends in Cell Biology that examines all the new ways that researchers have fallen in love with the nucleolus — especially its role in aging.

For the full story see:

JoAnna Klein. “Slithering Sleuths: Finding a Methuselah Of Worms, and a Key To the Aging Process.” The New York Times (Tuesday, May 22, 2018 [sic]): D2.

(Note: ellipsis added.)

(Note: the online version of the story has the date May 20, 2018 [sic], and has the title “The Thing Inside Your Cells That Might Determine How Long You Live.”)

The academic study of the role of the nucleolus in extending lifespans, mentioned above, is:

Tiku, Varnesh, and Adam Antebi. “Nucleolar Function in Lifespan Regulation.” Trends in Cell Biology 28, no. 8 (Aug. 2018): 662-72.

Government Sugar Quotas Increase Demand for Harder-to-Metabolize Corn Syrup, Making Americans Fatter

For decades on the last day of every micro principles class I discussed the causes and effects of U.S. government sugar quotas. Government sugar quotas reduce the quantity of sugar that can be imported into the U.S., increasing the price of sugar. If the price of one substitute (sugar) rises, the demand for the other substitute (corn syrup) increases. As a result Americans consume more corn syrup which is harder to metabolize and easier to overconsume. Government sugar quota regulation thus increases obesity, and obesity-related diseases such as diabetes, heart disease, and cancer.

(p. D5) To clarify the effects of our high-sugar diet, I consulted an expert, Kimber L. Stanhope, a researcher in nutritional biology at the University of California, Davis, whose work is free of industry support and funded primarily by the National Institutes of Health. In a comprehensive 34-page review of research published in Critical Reviews in Clinical Laboratory Sciences in 2016, she linked consumption of added sugar to metabolic disease — cardiovascular disease, Type 2 diabetes and nonalcoholic fatty liver disease — as well as high blood levels of uric acid, a risk factor for kidney stones and gout.

In studies done in her lab among young adults consuming their normal diets, the risk for developing heart disease and kidney stones rose in direct proportion to the amount of high-fructose corn syrup they consumed.

. . .

“Fructose and glucose are not metabolized the same way in the human body,” which can account for the adverse effects of fructose, Dr. Stanhope said. Glucose is metabolized in cells throughout the body and used for energy. Fructose is metabolized in the liver, resulting in fat production and raising the risk of heart and fatty-liver disease. In addition, she explained, “fructose doesn’t stimulate the satiety-promoting substance leptin,” prompting some people to overconsume it, especially in soft drinks containing high-fructose corn syrup, and other tempting foods as well.

For the full story see:

Jane E. Brody. “The Sharp Bite of a Sweet Tooth.” The New York Times (Tuesday, July 23, 2019 [sic]): D5.

(Note: ellipsis added.)

(Note: the online version of the story has the date July 22, 2019 [sic], and has the title “The Downside of Having a Sweet Tooth.”)

The review article on the effect of sugar consumption on metabolism and obesity, mentioned above, is:

Stanhope, Kimber L. “Sugar Consumption, Metabolic Disease and Obesity: The State of the Controversy.” Critical Reviews in Clinical Laboratory Sciences 53, no. 1 (2016): 52-67.

Constraints and Incentives Help Explain Useless Medical Procedures

(p. D4) Researchers surveyed 2,106 physicians in various specialties regarding their beliefs about unnecessary medical care. On average, the doctors believed that 20.6 percent of all medical care was unnecessary, including 22 percent of prescriptions, 24.9 percent of tests and 11.1 percent of procedures. The study is in PLOS One.

Nearly 85 percent said the reason for overtreatment was fear of malpractice suits, . . .

. . .

More than 70 percent of doctors conceded that physicians are more likely to perform unnecessary procedures when they profit from them, while only 9.2 percent said that their own financial security was a factor.

“This study is essentially the voice of physicians about the problem,” said the senior author, Dr. Martin A. Makary, a professor of surgery at Johns Hopkins. “We’re told that there are too many operations done for narrowed blood vessels in the legs. Spine surgeons say that a quarter of all spine surgery may not be necessary. Half of stents placed may be unnecessary. These are significant opportunities to improve quality and lower costs.”

For the full story see:

Nicholas Bakalar. “Doctors: Overtreatment Weighed.” The New York Times (Tuesday, September 12, 2017 [sic]): D4.

(Note: ellipses added.)

(Note: the online version of the story has the date Sept. 6, 2017 [sic], and has the same title “Overtreatment Is Common, Doctors Say.”)

The academic study in PLOS One mentioned above is:

Lyu, Heather, Tim Xu, Daniel Brotman, Brandan Mayer-Blackwell, Michol Cooper, Michael Daniel, Elizabeth C. Wick, Vikas Saini, Shannon Brownlee, and Martin A. Makary. “Overtreatment in the United States.” PLOS ONE 12, no. 9 (2017): e0181970.