John B Lin retweeted
Today there's a special outstanding @ScienceMagazine issue on GLP-1 drugs, obesity and adipose tissue
science.org/doi/10.1126/scie…
A thread below to summarize some of the papers
John B Lin retweeted
Older adults eating the same protein as young people build 40% less muscle. A computational model just revealed why single interventions keep failing.
A study in The Journal of Physiology used computer modeling to understand why aging muscle stops responding to protein the way it used to. The findings explain why decades of trying to fix one thing at a time hasn't worked.
The problem is called anabolic resistance. When older adults eat protein, their muscles build 40% less new muscle protein compared to younger people eating the same amount. Over time, this deficit compounds into age-related muscle loss.
Researchers have tried fixing this with higher protein doses, leucine supplements, and various drugs. Most showed limited success. This study asked a different question: what if it's not one broken part but multiple failures happening at once?
They built a computer simulation of how muscles process protein after a meal. The model tested six different mechanisms that decline with age, using data from published studies on older adults.
The six mechanisms:
• The gut and liver extract more amino acids before they reach muscle (76% higher extraction)
• Less amino acids actually delivered to muscle (27% reduction)
• Insulin works less effectively at turning on growth signals (20% lower activity)
• Less mTOR protein, the master growth regulator (21% lower levels)
• mTOR responds less to leucine, the key amino acid trigger (43% weaker response)
• Less p70S6K protein, which translates the growth signal (22% lower levels)
When researchers simulated each problem individually, only one had a major impact: the weakened mTOR response to leucine. The others barely moved the needle.
But when all six mechanisms failed together in the simulation, the model perfectly replicated the 40% muscle building deficit seen in real older adults. The combined effect was far greater than any single problem.
This is why fixing one pathway at a time hasn't worked. Aging muscle isn't broken in one place. It's degraded across multiple systems that all have to work together to build muscle.
The model revealed something unexpected. Older muscle shows higher baseline activation of growth signals even without eating. This partial compensation prevents the deficit from being even worse.
But there's a tradeoff. When growth signals are already partially turned on at rest, there's less room to ramp up after a meal. It's like a dimmer switch stuck at 30% instead of starting at zero.
The researchers then tested virtual treatments. When they fixed individual problems in the simulation, targeted therapies worked. But when all six problems existed together, no single fix restored normal muscle building.
Only combination approaches worked. Restoring three things together brought muscle building back to healthy levels: reducing how much protein the gut steals, restoring mTOR's sensitivity to leucine, and increasing the absolute levels of mTOR and p70S6K proteins.
The most effective combinations had a pattern:
• Fix protein levels, not just their activity
• Target both digestion (upstream) and muscle cell signaling (downstream)
• Hit multiple points in the growth pathway simultaneously
This has practical implications. Current approaches like eating more protein, taking leucine, or doing resistance training may not be enough when multiple systems are failing. Most older adults with muscle loss probably have several of these problems, not just one.
One finding stands out: the proteins that run the growth machinery decline 20-50% with age. Fixing their activity won't help much if there's simply not enough of the protein itself. Restoring their abundance could be more effective than trying to boost what little remains.
How to increase these protein levels isn't clear yet. The authors suggest approaches targeting gene expression, but this needs more research before it becomes a therapy.
Some limitations of the study to think about:
The model used data from men and simulated pure amino acid drinks, not real meals. With actual food and higher insulin responses, some of these problems might be worse than the model predicts.
The model also assumed muscle breakdown stays relatively stable with age. If breakdown increases significantly, the net loss would be larger than these simulations show.
Still, the core finding holds: muscle loss with age isn't one broken mechanism. It's six small failures acting together. No single fix will work. Recovery requires targeting multiple pathways at once.
This framework could apply beyond normal aging. The same modeling approach could map out why muscles waste during bed rest or cancer. Different combinations of failures might drive each condition.
The choices made in your 40s and 50s about staying active, eating well, and managing metabolic health may determine whether these pathways stay responsive or gradually fail. That sets the trajectory for muscle mass and strength in your 70s and 80s.
Muscle loss with age isn't sudden. It's the slow accumulation of small impairments across multiple systems. No single problem is enough to cause it. But together, they block the muscle's ability to respond to the growth signals it once handled efficiently.
John B Lin retweeted
VO2 max drops 46% from age 20 to 70, but cardiac output only falls 31%. The gap between those numbers reveals something unexpected about where aging really happens.
For decades, the dominant explanation for declining aerobic capacity with age centered on the cardiovascular system. Your heart beats slower, pumps less blood per beat, and delivers less oxygen to working muscles. This narrative made intuitive sense and aligned with the most visible changes of aging.
But new research quantifies a different story. The limitation isn't just about oxygen delivery. It's increasingly about what happens after the blood arrives at muscle tissue.
VO2 max represents the maximum rate your body can consume oxygen during all-out exercise. It's one of the strongest predictors of longevity and functional independence as we age. Beginning around age 30, it drops roughly 10% per decade in sedentary people.
The Fick equation breaks down what determines VO2 max:
VO2 max = Cardiac Output × Arteriovenous Oxygen Difference
Cardiac output is how much blood your heart pumps per minute. The arteriovenous oxygen difference, or a-vO2 difference, measures how much oxygen your muscles extract from that blood.
This equation splits the aging story into two parts: central factors (heart and lungs delivering oxygen) and peripheral factors (muscles extracting and using oxygen).
Central limitation comes from declining maximal heart rate, which drops about one beat per minute per year after age 20, and reduced stroke volume as the heart stiffens and large arteries lose elasticity.
Peripheral limitation comes from changes in skeletal muscle itself: mitochondrial density and function, capillary networks that deliver blood to muscle fibers, muscle mass, and the enzymes that drive oxidative metabolism.
The new analysis reveals that by late middle age, nearly half of the limitation on VO2 max originates in the periphery, not the cardiovascular system.
In younger adults, approximately 77% of the total limitation is central and 23% peripheral. Your heart and oxygen delivery system are the primary bottleneck.
In older adults, that shifts to roughly 56% central and 44% peripheral. The muscles are catching up to the heart as a source of failure.
The most striking finding: oxygen extraction capacity falls dramatically with age. Skeletal muscle extracts roughly 80% of delivered oxygen at maximal effort in young adults. By ages 75 to 80, that figure drops to approximately 60%.
That's a 20 percentage point decline in the muscle's ability to use the oxygen the cardiovascular system is still delivering.
Four converging biological processes drive this peripheral decline:
1. Sarcopenia preferentially strips away type II muscle fibers, which are rich in mitochondria and oxidative capacity. You lose not just muscle mass, but specifically the muscle tissue most capable of using oxygen.
2. Mitochondrial density and efficiency decline. Mitochondria become fewer in number, smaller in size, and less effective at converting oxygen into usable energy through ATP production.
3. Capillary rarefaction thins the networks of small blood vessels threading through muscle tissue. Fewer capillaries mean longer distances for oxygen to diffuse from blood to muscle cells, creating a bottleneck at the delivery endpoint.
4. Interstitial changes in the space between capillaries and muscle cells further impair oxygen movement. Changes in tissue structure and composition slow the final step of oxygen's journey into working muscle.
None of these is catastrophic alone. Together, they compound into something substantial that previous research underemphasized by focusing primarily on cardiac decline.
Here's what matters for intervention:
• The peripheral factors driving VO2 max decline (mitochondria, capillaries, oxidative enzymes) remain responsive to training well into later decades of life
• Endurance training produces the most reliable capillary growth: 13.3% increase in capillary density and 15% increase in capillary-to-fiber ratio over 8-10 weeks
• High-intensity interval training (HIIT) delivers comparable mitochondrial gains to endurance training but requires substantially less total time, estimated at 1.7x more time-efficient
• Sprint interval training (SIT) generates the fastest mitochondrial signal per minute of any modality, producing 3-5x greater VO2 max improvement per hour of exercise, though it doesn't significantly increase capillary density
• Meaningful adaptation begins within two weeks. Roughly 13.7% of total mitochondrial gains from an endurance block occur in the first 14 days
• The biological machinery that aging erodes is the same machinery that training can partially rebuild, even in the seventh and eighth decades of life
The practical implication: maintaining VO2 max with age isn't just about keeping your cardiovascular system fit. You need training that specifically targets peripheral adaptations, the cellular machinery inside muscle tissue that extracts and uses oxygen.
That means prioritizing exercise intensity that creates metabolic stress sufficient to trigger mitochondrial remodeling and capillary growth. Moderate-intensity steady-state exercise improves cardiovascular fitness but generates weaker peripheral adaptation signals than high-intensity work.
The framework also explains why training becomes more important, not less, as you age. When you're 25 and 77% of your VO2 max limitation is central, peripheral decline happens quietly in the background. By 65, when peripheral factors account for nearly half the limitation, those quiet changes have accumulated into the primary driver of functional decline.
The decisions made in the fourth and fifth decades of life shape the physiological ceiling of the seventh and eighth. Aerobic aging is a slow, cumulative process affecting multiple systems simultaneously. So is the adaptive response to training.
The most important variable isn't the perfect training modality. It's consistency across the decades during which the oxygen cascade is quietly remodeling in one direction or the other.
John B Lin retweeted
Bruce Lee’nin 100 bin dolarlık bütçeyle çektiği 'Öfkenin Yumruğu' (Fist of Fury, 1972) filmi dünya çapında 100 milyon dolar hasılat yaptı.
Seyirciler “Asya’nın hasta adamı” sahnesinde o kadar coştu ki bazıları koltukları söktü.
Bruce Lee, yönetmen Lo Wei’yle neredeyse yumruklaşacaktı; Jackie Chan’in anlattığına göre yönetmen karısının arkasına saklanmış.
Final dövüşünde Suzuki’yi uçuran tekme aslında Jackie’ye vurdu ve beklenenden çok daha uzağa savurdu.
Orijinal senaryoda Chen Zhen hayatta kalıyormuş ama Lee ısrar edip “intikamın bedeli olmalı” diyerek ölüm sahnesini koydurmuş.
80'lerde neredeyse her gencin öğrenmek için kendi kafasını kırıp, gözünü morarttığı Nunchaku’yu ilk kez bu filmde kullandı ve popüler olmasını sağladı.
Sonradan Nunchaku “gerçek hayatta (Japon kılıcı) katanaya karşı eşit bir silah değil” diye itiraf ettiğinde hayallerimiz yıkılmıştı.
Park sahnesindeki “Köpekler ve Çinliler giremez” tabelası, o dönem Şanghay’daki gerçek ayrımcılığa dayanıyor ki.
Bu tabelayı kırdığı sahne de yıllar sonra bile hafızlardan çıkmadı.
Klasik ama hâlâ etkileyici bir film.
#BruceLee #FistOfFury #Cinema
John B Lin retweeted
The retatrudide randomized clinical trial for obesity is published @NEJM, confirming marked potency of this triple receptor GLP-1 drug (also agonist for 2 other receptors, GIP and glucagon). Up to 30% loss of body weight vs placebo.
nejm.org/doi/full/10.1056/NE…
Some insights about exercising for longevity:
1. Head-to-head, cardiorespiratory fitness is more strongly associated with lower mortality than muscle strength, but both combined is better than one alone (PMID: 29594847; PMID: 32611588).
2. High-intensity interval training (HIIT) is more effective in raising HRV than resistance training (PMID: 39077654).
3. Aerobic exercise improves cardiometabolic risk factors more than resistance training (PMID: 38233024).
4. Aerobic exercise and HIIT are more effective in reducing visceral fat than resistance training (PMID: 21951360)
5. Exercising beyond the minimum guidelines is associated with even lower mortality: roughly 150–300 minutes of vigorous or 300–600 minutes of moderate activity per week (PMID: 35876019).
6. The benefits of vigorous exercise (>60% of max heart rate) peak at about 150 min/week, but for moderate exercise (40-60% mhr) you see benefits up to 900 min/week (PMID: 37091937).
John B Lin retweeted
People who drank more coffee had less body fat, less visceral fat, and more lean mass than less-frequent or non-drinkers.
The biggest benefit was seen at 5 or more cups per day.
And for men, every extra cup per day was associated with a ~10 ng/dL higher total testosterone. Higher coffee intake was also associated with better glucose and insulin regulation in men.
This was an observational study, but mechanistic and experimental evidence actually supports coffee's benefits on metabolic and hormonal health. I'm willing to believe there's a real link here rather than draw a conclusion such as "coffee drinkers live healthier lives in general."
John B Lin retweeted
Why are first-born siblings smarter than 2nd-, 3rd-, or later-born siblings?
To figure out the answer, we have to talk about what the answer is not🧵
First, the effect is about social order: if a prior child died young, the biological second child has an IQ like a first-born.
John B Lin retweeted
1. Hibiscus isn’t “tea” — it’s an “ACE inhibitor.” It repairs elasticity of your arterial walls, lowering your “vascular age” by up to 6 years in 4 weeks.
2. Green Tea isn’t “antioxidant” — it’s a “methylation booster.” It donates methyl groups to repair your DNA’s “error-correcting” enzymes, stopping mutations before they start.
3. Cacao isn’t “hot chocolate” — it’s a “flavanol flood.” It increases blood flow to the hippocampus, literally repairing memory loss and “brain fog” at the cellular level.
4. Chamomile isn’t “sleepy” — it’s a “nerve-regenerator.” It contains apigenin, which physically binds to GABA receptors to rebuild frayed neural pathways from chronic stress.
5. Ginger isn’t “soda flavor” — it’s a “thermogenic trigger.” It repairs your fat cells’ ability to burn energy, reversing the metabolic slowdown that makes you “cold and stiff.”
John B Lin retweeted
Self-respect compounds the same way self-contempt does. One kept promise feels small. Ten create momentum. A hundred change how you see yourself. The brain updates identity from repeated evidence, which means every private decision is teaching you whether your own word deserves to be trusted.
John B Lin retweeted
朋友跟我说,人的一生一定要生个孩子
我问为什么?
他说,人这一辈子,能体验到的快乐是极其有限的。
5岁,你玩的是游戏机,画面糙得没法看,但你抱着它能玩一整个暑假。
10岁,你泡街机厅,一个币盯一下午,老板赶都赶不走。
15岁,你钻进网吧通宵,第二天顶着黑眼圈上学,心里美得很。
18岁,你去滑冰场,摔得屁股生疼,就为了拉旁边那个人的手。
22岁,你拿到第一份工作,工资不多,但你觉得这个世界开始为你发门票了。
28岁,你买了房,贷款买的。签字那天手是抖的,晚上站在毛坯房里,觉得天下都是你的。
从那一年起,日子一年比一年难。三十多岁,责任一年比一年重。收入越来越多,但快乐越来越少。
你买了当年梦寐以求的最顶配的电脑,把以前喜欢玩的游戏全玩了一遍。
却体会不到曾经的乐趣。
你换了曾经想买的车
却开心不到三天。
你有了很多曾经梦寐以求的东西,却再也感受不到曾经的快乐。
直到你有了一个孩子。
你不用做什么,只是看着他的成长。
他快乐,你会感同身受,
你儿时的那些快乐跟着他全部都回来了,
孩子会带着你重新的活一次
这份快乐,远远超过你自己余下人生快乐的总和。
我不知道他说的对不对,陷入了沉思。
John B Lin retweeted
Most people assume more exercise equals more fitness. A dose-response analysis of 69 trials found high-intensity training hits 80% of maximal effect in 11 minutes, while moderate training requires 52 minutes for the same result.
Researchers at the University of Tübingen and Liverpool John Moores University conducted a meta-analysis examining 2,387 participants across 69 randomized controlled trials. The goal was to map the exact relationship between exercise duration and fitness improvements for two different training approaches.
The analysis compared high-intensity interval training, or HIIT, against moderate-intensity continuous training, known as MICT. HIIT involves brief bursts of hard exercise interspersed with recovery periods. MICT is the traditional steady-state cardio most people perform at the gym.
The primary outcome was VO2max, the maximum amount of oxygen your body can use during exercise. VO2max is the gold standard measure of cardiorespiratory fitness and predicts cardiovascular disease risk and all-cause mortality.
Within each training type, session durations varied considerably. HIIT sessions averaged 25 minutes, ranging from very brief protocols under 10 minutes to longer sessions exceeding 40 minutes. MICT sessions averaged 43 minutes, with similar variation.
This variation allowed researchers to model dose-response curves. A dose-response curve shows how much benefit you get from increasing amounts of something. In this case, the dose is exercise duration per session, and the response is the improvement in VO2max.
HIIT and MICT produced fundamentally different dose-response patterns.
HIIT followed a non-linear curve. Fitness gains increased rapidly with the first few minutes of exercise per session, then plateaued. The curve flattened around 23 minutes per session, meaning additional time beyond that point provided minimal extra benefit.
MICT followed a linear pattern within the observed range. Fitness continued improving proportionally with each additional minute of exercise. The curve showed no plateau, suggesting benefits might continue accumulating at even longer durations.
The key finding centers on effective dose calculations.
Researchers calculated ED50, ED80, and ED100 values. These represent the exercise dose required to achieve 50%, 80%, and 100% of the maximal predicted effect for each training type.
For HIIT, 80% of maximal VO2max improvement occurred with just 11.4 minutes per session. The maximal effect required 23.2 minutes per session. For MICT, reaching 80% of maximal effect required 52.4 minutes per session, and maximal effect occurred at 63 minutes.
That represents a 4.6-fold difference in time requirement between HIIT and MICT to achieve similar cardiorespiratory adaptations.
The actual fitness improvements also favored HIIT. High-intensity training increased VO2max by 4.36 mL/kg/min on average, compared with 2.59 mL/kg/min for moderate training. Between-group comparison showed HIIT superior by 1.20 mL/kg/min.
Key findings:
• HIIT achieved 80% of maximal fitness gains in 11 minutes per session
• MICT required 52 minutes per session for equivalent improvements
• HIIT showed non-linear dose response with plateau at 23 minutes
• MICT showed linear dose response with no observed plateau
• Time efficiency advantage persisted across age, baseline fitness, and health status
When researchers isolated only the high-intensity work time, excluding recovery periods, the dose dropped further. Eighty percent of maximal VO2max gains occurred with just 5 minutes of actual hard work per session.
This matters because HIIT sessions include substantial recovery time. Across included studies, recovery comprised 50% of each session on average, with work-to-rest ratios ranging from 1:9 to 5:1.
The dose-response pattern held regardless of participant characteristics. Researchers tested whether the curve shape differed between healthy individuals and those with cardiometabolic risk factors like obesity, pre-diabetes, or pre-hypertension. No statistical difference emerged.
Baseline fitness level and age also failed to moderate the effect. The relationship between exercise duration and fitness gains remained consistent whether participants started with low or moderate fitness, and across the age spectrum examined.
Despite the dramatic differences in VO2max improvements, HIIT and MICT produced comparable effects on cardiometabolic risk factors. Both reduced body fat, blood pressure, triglycerides, and fasting insulin to similar degrees.
This dissociation suggests different mechanisms drive central versus peripheral adaptations.
VO2max is centrally limited by cardiac output, the amount of blood your heart pumps per minute. High-intensity exercise creates elevated cardiac preload and peak output that appears particularly effective for cardiac adaptation.
Metabolic improvements depend more on peripheral factors like total caloric expenditure and glycogen depletion. These can accumulate through either high intensity or long duration, explaining why both approaches produce similar metabolic benefits.
The non-linear HIIT response reveals a physiological ceiling. Once you've provided sufficient stimulus to trigger maximal cardiac adaptation, additional high-intensity volume adds little. The steep early curve shows most adaptation occurs from minimal doses.
The linear MICT response suggests volume-dependent adaptation. Moderate intensity may require accumulation of training stress over longer durations to produce equivalent central adaptations, but shows no apparent ceiling within typical session lengths.
Practical implications require nuance.
These are population-level averages derived from protocols with substantial variation in intensity prescription, work-to-rest ratios, and recovery structure. Individual responses vary.
The 11-minute HIIT estimate includes recovery periods. The actual high-intensity work averages around 5 minutes per session for 80% of maximal effect. But recovery structure matters for tolerability and adherence.
MICT prescriptions in these studies ranged from 50-80% of VO2max or 65-80% of maximum heart rate. Some participants likely exercised above their first metabolic threshold, technically in the heavy rather than moderate domain, which may affect the apparent dose-response.
The findings don't suggest HIIT should replace all other training. Both modalities produced equivalent cardiometabolic improvements despite different time requirements for VO2max. A flexible approach combining both based on time availability and preference may prove more sustainable.
When time is limited, the steep early HIIT curve offers efficient stimulus. Most cardiorespiratory gains come from just a few minutes of hard work. When time allows, accumulating moderate-intensity volume provides comparable adaptation through a different route.
The dose-response framework also identifies a point of diminishing returns. Extending HIIT sessions beyond 20-25 minutes per session provides minimal additional VO2max benefit. Training programs can optimize time investment by recognizing where each additional minute stops mattering.
The decisions about exercise prescription now have quantitative backing. The relationship between time investment and fitness outcome follows predictable curves that differ by intensity. Understanding these curves allows more informed choices about how to structure training for specific goals.
John B Lin retweeted
If you’re not convinced to do your HIIT now, you’ll never be.
6 rds of 30 sec sprints activated 700+ blood proteins.
90 min of steady cardio changed only 7.
3 min/week. Simple.
John B Lin retweeted
A 2026 rapid review in Ageing Research Reviews looked at every meta-analysis ever done on multivitamins and health. The findings: no consistent evidence that daily multivitamins prevent heart disease, cancer, cognitive decline, or death.
The review pulled together results from multiple large-scale meta-analyses, each of which had already combined dozens of individual trials. When you combine the combined results, the signal for benefit is either absent or too small to matter for most outcomes. A few individual studies showed modest effects on cancer incidence in men, but the results were not replicated, and the overall picture was neutral.
The supplement industry has been selling insurance in a bottle for decades, and the science keeps saying the bottle is empty. The nutrients in a multivitamin are real, but they are stripped from the food matrix that makes them work. A vitamin C pill does not behave in the body the same way a red pepper does, because the pepper also contains fibre, water, bioflavonoids, and hundreds of compounds that interact with the vitamin in ways a pill cannot replicate.
The review noted that certain populations do benefit from specific supplements: pregnant women from folic acid, elderly adults from vitamin D, and people with documented deficiencies from the nutrient they are missing. The finding is not that all supplements are useless. It is that the daily multivitamin taken by a healthy person eating a reasonable diet produces no measurable change in any health outcome the researchers tested.
Forty billion dollars a year, spent on a product the research says does nothing for healthy people. The industry knows this. They sell it anyway, and we keep buying it. pubmed.ncbi.nlm.nih.gov/4130…
John B Lin retweeted
Frequent video gamers performed on cognitive tests like non-gamers that were ~13.7 years younger
John B Lin retweeted
In 2025, a team at the University of Hong Kong looked at every study ever done on whether affirmations work. They combined the results of 129 studies and 17,748 people, and put the answer in American Psychologist, one of the oldest journals in the field.
The answer: affirmations work. The effects are modest, but they are there across every type of outcome the team tested, from mood and self-worth to anxiety. And the findings held from 12-year-olds to adults in their seventies.
In most mood studies, the effects fade after the exercise stops. With affirmations, the opposite happened: the delayed effects, measured weeks or months later, were sometimes stronger than the ones right away. Anxiety and negative mood kept dropping after the exercise was over.
The simplest version tested across these studies was a writing exercise. People wrote for a few minutes about a value they cared about, choosing from a list or writing freely. The format did not matter. What mattered was that the person connected, in their own words, to something they held important about who they are.
One in four Americans now uses some form of positive affirmation daily, according to the Health Information National Trends Survey. Sixty-one percent revisit a personal phrase or sentence at least once a month. The science is now at the point where the question has moved from whether it works to how to get the most out of it, and the answer from the data is specific: pick a value you hold, write or speak about it in your own words, and repeat it. The brain, according to all 129 studies, does the rest. apa.org/pubs/journals/releas…
John B Lin retweeted
I resigned from Anthropic today. I spent the last three years doing pretraining research at both OpenAI and Anthropic. Neither company is acting responsibly. They are racing straight to self-improving superintelligence and gambling with our lives. More thoughts below.
We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics.
The proof was produced by a group of agents, using an OpenAI next-generation model significantly more capable than GPT-6 Astra.
The problem concerns whether the description of smooth three-dimensional fluid motion modeled by the Navier-Stokes equations can break down. It has remained unresolved for roughly 90 years.
































