Posted by bookofjoe 4 hours ago
In the words of Derek Lowe:
Amyloid-directed therapies truly, truly do not appear to be the answer for Alzheimer’s treatment. When I started work in the field back in the early 1990s, I was convinced of the opposite - the evidence looked very strong that defects in amyloid processing were indeed the cause of the disease. But that was thirty-five years ago, thirty-five years in which therapy after therapy after therapy aimed at amyloid mechanisms has failed.
[…] We’re way past persistence, way past focus, way past optimism and multiple shots on goal and old-college-tries. Do something else! For God's sake, do something else.
— https://www.science.org/content/blog-post/anti-amyloid-antib...
I don't have a dog in this fight and I don't remember that much but I read someone's "in defense of the amyloid hypothesis" with interest. So if you want an counterpoint, you can go read https://www.astralcodexten.com/p/in-defense-of-the-amyloid-h...
"I am David Schneider-Joseph, an engineer formerly with SpaceX and Google, now working in AI safety. Alzheimer’s isn’t my field, but I got very interested in it, spent six months studying the literature, and came away believing the amyloid hypothesis was basically completely solid. I thought I’d share that understanding with current skeptics."
6 months of reading literature when you don't know how to read biomedical literature isn't very confidence inducing. I know this site really likes it when smart outsiders come in and disrupt the status quo, but... probably not in this case.
If your view is merely that there is a "camp" of experts that disagrees, then sure, but in that case, I do not think it is honest to frame this as a choice between believing in the authority of a single expert from that camp, vs. the (lack of) authority of me, a non-expert.
(I also think your read of the evidence is wrong, but I won't restate the arguments in my article.)
Is putting your thumb on the scale against Lowe. When a few replies down from here some commenters have provided an article demonstrating the exact fraudulent science in favor of what Lowe is saying.[0] It seems you may very well be disrupting it because he has a minority opinion. So you’ve possibly spent 6 months understanding an incorrect and fraud supported thesis. That seems like an outsider trying to disrupt it by using their “Google/SpaceX” creds to claim authority on the work of insiders.
2. I would never want anyone to believe what I say because of "Google/SpaceX creds" (I didn't even write that line, Scott added it, and only to provide a brief biography and acknowledge that I do not work in the field, not to lend an air of authority to my words).
3. There's no need to cite the fraud to me, since I already discuss it in my article. You are welcome to read that article and form your own opinion about the arguments therein.
BTW, many physics people pick up the mechanical bits of machine learning/AI very quickly since they have all the foundational mathematics. The harder parts are understanding all the methods/tricks/complexity that got us to the state of the art- similar to biomed, you just sort of have to immerse yourself amongst knowledgeable people and let their knowledge diffuse in.
To be clear this isn’t about whether it’s right or wrong it’s about that science involves investigating all avenues with evidence, proof, and rigor. Group think is how we end up incorporating bias into science, which is anti scientific.
But again I am not saying you are wrong and I am even sympathetic to this narrative but ultimately, unconvinced, either way
From a Lakatosian perspective, the amyloid hypothesis is not necessarily wrong, but it is not paying off in terms of empirical insights relative to the amount of attention and funding it has received.
> The 2006 paper suggested an amyloid beta (Aβ) protein called Aβ*56 could cause Alzheimer’s.
https://www.science.org/content/article/researchers-plan-ret...
If the accusation is "the field has been captured by a group with a vested interest in a model based on fraudulent research, strongly biasing what gets funded and what gets published" I wouldn't expect "studying the literature" to be particularly helpful in assessing the claim. It's sort of like saying "I read all of Enron's press releases and SEC filings, and they sound legit."
The defense reads more like a special pleading or sunk cost fallacy. There has been a lot of research done on one hypothesis, actively excluding alternatives, so that hypothesis deserves to be considered until disproven (he does, iirc, allow for a test that would de-privilege the amaloyd hypothesis).
Isn't the current thinking that amyloid-beta buildup is a marker, not a cause? The therapy may be working here, but it isn't clear whether clearing amyloid-beta proteins is the mechanism or an outcome.
Don't get me wrong, if you are in this area of research this debate is important. There may be other types of Alzheimer's that have a different means. This drug may actually target something else. There might be some other truth I haven't thought it - but to me as an outsider the important part is a treatment that works, not why it works.
There are dozens of studies that show mice improving their memory/spatial reasoning as Alzheimer's models. None of them have led to a proven improvement in longevity or quality of life for human Alzheimer's patients. Some of them slightly slow the progression, but even then you're getting into a gray area - is it really "better" to be stuck in the Alzheimer's fog for longer? Are we actually improving quality of life? It's unclear.
So no, in order for us to say that this approach "works", we would need randomized controlled clinical trials in humans showing a strict improvement in quality of life and/or longevity. This is not even close to that level of evidence.
So there's some benefit. Sounds like their next step is a much larger trial to answer the question you are posing.
In mice. This is a repeating trend in Alzheimer's research, where the amyloid-beta treatment works in the mouse model but not on humans, because the mouse model induces the amyloid-beta issue (mice don't really get Alzheimer's) and then we treat it.
You are correct that a series of clinical trials, which would take 7-10 years, would clear things up. But for now, we simply don't know.
The problem is that claimed success in these rat models has never transferred to humans. Either the problem is that rat Alzheimer’s is a poor model for human Alzheimer’s or the science being done is poor quality.
> Because reducing amyloid burden is clinically proven to improve functional outcomes, these preclinical results strongly support the rationale for testing this drug in early symptomatic Alzheimer’s disease
I believe this is the critical criticism of others. There’s now two camps. One side claims that the Amyloid movement is based on faulty science and outright fraud (true AFAIK) and the other side claims that there’s still evidence the amyloid hypothesis is accurate despite the flawed start to the hypothesis (possibly true). Generally I don’t trust a lot of effort being pushed behind a hypothesis that’s got such shady behavior from proponents and that rely on fast tracking drug approvals for drugs that reduce amyloids but clearly don’t benefit Alzheimer’s. Everyone gets to choose the priors they choose to evaluate the situation on.
That has stopped, presumably, but alternative approaches haven't had much success yet either.
Sure, maybe an eventual useful Alzheimer’s therapy will remove amyloid deposits, and maybe it won’t, but it needs to actually treat or at least meaningfully slow the actual disease.
Given the decades of emphasis on clearing / preventing amyloids I would be fairly jaded. If someone (biotech) wants to spend $$$ chasing this down, good on them.
But a paper curing a mouse model of a human neurological disease does not move the needle for someone with or watching someone suffer from this disease.
The TLDR is that the researchers were publishing doctored images to support their hypothesises, which is why the Amyloid hypothesis was such a dead end.
Maybe there’s some way to get around this particular issue.
I don't see why this is definitely doomed just because they discuss beta-amyloid plaques. Those exist and are real. They probably don't cause it any more than tombstones cause graveyards; very related, but not in the directly mechanistic way we wish.
> Alzheimer’s disease (AD) is a prevalent neurodegenerative disorder characterized by the accumulation of amyloid-beta (Aβ) peptides in the brain.
This can be true and still not be the specific mechanism.
You can treat a specific waste product or you can repair the waste stream. The issue may be waste, but not a specific product, or the issue may not be the waste stream at all.
This work appears to demonstrate evidence of waste stream repair via a well-known waste-product. That doesn't mean that any specific waste product is or is not the problem or that this particular stream is definitely going to remove enough of the waste (if that was the problem).
Maybe there have been a lot of drugs which have similarly attempted waste-stream repair so there's good reason to doubt it on that alone. But I don't think that mentioning beta-amyloid plaque is enough to discard this out-of-hand.
For humans, not yet progressed to trials though safety has been evaluated for other diseases, so possible for trials to happen quickly?
" the compound has strong potential to quickly transition into human clinics because it has already undergone safety evaluations for other diseases."
What makes alzheimer's difficult is that it is not really a single uniform disease. There are subtypes.
Since my mother has it, I was presented with an option of a genetic test. There are several genes which increase your risk. However, if one has PSEN1 that will 100% guarantee early onset alzheimer's at some point.
I'm still on the fence if I want to know.
I really hope we get some viable treatments for this terrible disease. Early onset azlheimer's is awful. I cannot imagine having malfunctioning brain.
Many people without dementia show amyloid plaques in their brains in autopsies. It's becoming more accepted now that there are multiple interrelated causes after decades pursuing the simplistic amyloid plaque theory.
The article is bordering on irresponsible.
Over time, everything breaks down. If this actually fixes some plumbing issue that would be great. Of course, it probably will lead to another downstream plumbing issue, but one thing at a time.