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RNA Memory Hypothesis (scottlocklin.wordpress.com)
156 points by nahuel0x on Feb 3, 2021 | hide | past | favorite | 112 comments



I don't think there's any real doubt that memory is stored in neurons, this is really a fringe theory. I haven't looked at it closely, but my first objection would be that RNA would be far too slow for this purpose. It's also not stable over time, cells have mechanisms to intentionally degrade it. It just doesn't make sense.

There are other weird parts in the blog post, for example claiming that a particular protein kinase is involved in mRNA transcription. That is by definition wrong as a kinase is an enzyme that transfers a phosphate, so a protein kinase transfers phosphates to proteins. And the RNA in this hypothetical memory storage would not be mRNA, as that by definition encodes for proteins.

The person cited in the post is also a crackpot, I've quite a lot of experience with his exploits on the Stack Exchange network. And I haven't found a conspiracy theory yet that he didn't like. This is not hyperbole, I learned of a whole bunch of conspiracy theories I didn't know existed through his posts.


RNA is literally a form of memory. The question should not be whether or not memory is encoded in RNA, it should be "what are all the ways that creatures with RNA can experience the encoding and decoding of information encoded in RNA?"

Memory is literally everywhere. There is already evidence that the brain can encode memory in dynamic molecular processes, and that interference of those process can interfere with an animal's ability to recall memory.

Your point about timescales is a good one, and provides a clue: the timescales over which a given medium of information can be encoded to or decoded from and over which it decays should provide a clue about the timescales we might expect organisms to experience it in. Mammals and other creatures with RNA experience memory over a whole continuous range of timescales. Why wouldn't RNA, which is optimized for encoding information, be just one of many mediators of memory?


Most of the RNA in our cells simply encodes for proteins. The information is entirely redundant as it is simply copied from DNA. I would not call that memory.

Of course there's a lot of other stuff RNA can do like catalytic activity, triggering RNA interference or reacting to other molecules (riboswitches). But information storage isn't really anything RNA is known for.


Protein formation is well known to be involved in at least some long term memory formation and recall: https://en.wikipedia.org/wiki/De_novo_protein_synthesis_theo...

Although I'd again argue that there is no single "true" medium or mechanism of memory.

I'd remind you that DNA is indeed memory. It's memory whose recall is heavily modified and contextualized by its environment, for example methylation, the topology of how it is currently twisted, the kinds of nutrients available for molecular synthesis, etc.

If RNA mediates memory on a sub-generational timescale, it seems that it'd provide a dynamic, contextual bridge between generational memory in DNA and shorter term kinds of memories that play out over timescales less than an individual's life. So that the molecular formation of a given memory would have a semantic basis in the longer term context. A concrete but way oversimplified example of this might work:

You go through a traumatic experience where you almost die. The specific way you almost die is related to a number of factors involving your ability to run fast enough. The long term memories of that experience are then encoded as proteins by a mosaic of genes related to certain muscles, their shape and size, certain metabolic pathways, etc. The way we might unpack or interpret that memory at any given time/context could be as a gutteral impulse that results in such realizations as "I need to get more exercise" or "my grandparents had heart disease, maybe I should go to the doctor" or "wow I'm sure hungry for fish", etc.

Btw I'm not even arguing that it's as clear cut or simple as that, just sharing how I intuitively make sense of all this evidence and these hypotheses.


I'm not sure you can call DNA memory.

Yes, it contains information. But you can't write to it.


Of course you can. See, for example, the Lambda switch. https://en.wikipedia.org/wiki/Lambda_phage#Induction Yeast modifies its own DNA by copying one of two passive templates into an active region to switch its own internal mating state.

Viruses integrate into the human genome, then decay and eventually become fodder for new regulatory regions and genes.

During human life, your genome is mutated, and your body repairs it, sometimes making mistakes, which are permanent (and passed down to your children if it happens to the germ line).

I could go on...


Ok, DNA changes occur, but physiological writing to the DNA does not happen in humans. I'll give you DNA repair, BCR/TCR rearrangement, meiosis, and also the more recently discovered LINE-1 retrotransposons - but they occur at specific times and usually in a random fashion. I don't think this fits any idea of what memory is.

If you're saying it's theoretically possible, I would agree that it might be, and that there is a potential for DNA to be memory. But to claim that DNA is memory without a known write process is premature I think.


Yeah, I agree- you have to stretch the concept of "brain memories" pretty far to accomodate epigenetics.


For most eukaryotic organisms DNA it might not be "random access memory" but it contains a record of genes that somehow managed to get through the selective pressures they were subjected to over countless generations. I'd say that this information is an imprint of history, and is memory.

My hunch is that you're thinking of memory as being equivalent to RAM in a computer. So I'll remind you that read only memory is still memory.

Some microorganisms, like viruses, do directly modify DNA. That's where CRISPR came from.

I'd encourage you to check out the full range of definitions of the word "memory".


Read only memory was written once.

An imprint of history is not memory, in much the same way that fossils, stars, the environment is not memory. Human DNA has not been written to. It is edited in only very specific circumstances - DNA repair, TCR/BCR recombination, meiosis and interestingly, and possibly relevant - LINE-1 transposons in neural tissue.


Why not? They encode state in a way that is stable over time. Any medium that preserves state over time can and likely does function as memory in some way or another.

At any rate, DNA encodes useful information related to how an organism's ancestors were able to survive their environment. If you prefer not to call it "memory" for semantic reasons, I don't really care too much, although my opinion is that memory is too deep of a concept to be narrowly confined like that. Nevertheless, even if you don't call DNA memory, it doesn't change my point in the comments above, which is that the information encoded in DNA is directly relevant to any survival related memories, and so it would make a lot of sense if such memories were formed in direct, physical reference to that information. Seeing as how it's been shown that protein formation is involved in memory formation and recall, and seeing as RNA is how proteins get their molecular structure, it's not a far reach to see the possibility that RNA is a contextual bridge for memory to be encoded in reference to survival related information provided by DNA.

None of this requires that DNA be writable in the same way that transistor based me let is writeable. DNA is written through a probabilistic, distributed process, but it still encodes information about the molecular tools its carriers successfully managed to survive and reproduce with.


WTF is "generational memory"?


A lot of biologists these days use "generational memory" to refer to epigenetic configurations that are heritable, but in the context of my comment I was using it more to refer generally to information that is typically modified over multigenerational timescales. My point was to frame RNA as a kind of intermediary between longer term and shorter term mediums of memory.

So as an simplified analogy, the DNA would be like a dictionary of common words that could be used to encode a meaningful story about something the organism has experienced. The RNA would be like the handwritten copy of each word as the story is written down on a piece of paper. The paper with the handwritten story is analogous to the proteins that have been shown numerous times to be involved in long term memory storage and recall.


the idea would be that learned behavior which is not genetically encoded is instead passed down in the form of specifically structured information molecules.


I don't think they mean the literal information encoded in the RNA. The fact the RNA exists is, itself, a signal. It shows that there was previously a signal that caused the RNA to be transcribed. And then once you start including concentrations and degradation times for all the various things involved in the system...

Well there's lots of information there which can be used to infer aspects of previous states. I assume it's more of this aspect that is being referenced, rather than what is encoded in the RNA.


98.8% of our DNA is identical with a chimpanzee, and 60% common with a fruit fly.

I am personally interested by the 'RNA Computer' hypothesis which posits an additional layer of differentiation in computations performed by interacting RNA.

I have also read of experiments where memories (learned behaviors) were transplanted by injecting ground-up neural material. Flatworms were the subject I think.

Of course this is all near the edge of mainstream, but I think genuine science demands openness to new ideas.


That's on a GENE level. On a nucleotide base by base we are very different.


From what I understand, most of the RNA just sits there, and people are speculating its role. Did I get that part wrong?


no. RNA is a very active molecule. It rarely sits around, nearly all organisms have RNAses which are eating RNA that is sitting around.


Yes... any human instinct, like the fear of spiders that you can observe in a days old baby, is a form of memory, and DNA/RNA could certainly be a storage mechanism for these.


Evolved behaviours are arguably the opposite of memory: it's the RNA of the people who avoided the spiders that got reproduced.


I mean... By definition isn't that a form of memory?

Whether it's learned or you were born with it doesn't really change that the information had to be stored and transferred which is...memory?


I guess what the OP means is that one definition of memory is that it is generated by your experiences. In this case the memory is the lack of experience (with a spider), because those genes keep you away from spiders. So it is possible that you can develop the RNA without seeing a spider, hence the opposite of memory.


In this case no information was "stored" after meeting a spider or getting bitten by it. Rather people who (by accident) had predisposition to avoid spiders happened to survive better.


Selection may be a part of it, but you may be wrong in saying no information was stored.

I remember hearing about this one really interesting experiment where they would expose mice to a specific scent (I think it was citrus), and then give them a shock. Obviously after a while, when the mice smelled that scent they would get nervous and try to hide (or something along those lines, this is from memory so forgive any erroneous details). They then bred those mice and separated the offspring from the parents so that there was no way they could learn about the smell from them.

When they exposed the offspring to the smell, they reacted in the same way their parents did. Without ever having been exposed to it before, or knowing about the shocks. Pretty interesting stuff.


The article points out that while far from being widely accepted, this theory is getting a new look because of some experimental evidence that supports it.

> I don't think there's any real doubt that memory is

> stored in neurons, this is really a fringe theory.

All theories are fringe theories at first, that's where they start (as hypothesis before there's any experimental evidence or mathematical proofs).

I would agree that there is little doubt that memory is stored in neurons. However, that does not exclude some memory being stored elsewhere. It's generally accepted that the brain stores memories first in short term memory, and then after a time some of those memories are stored in long term memory, with the memories chosen according to some criteria.

I could see RNA memory as a third stage of memory storage. Memories that the brain views as high impact to the species according to some criteria might get copied from long term memory into RNA memory to be passed on to future generations, accessible only by subconscious.


That link to the experimental evidence is just an article. And that article mentions experiments by David Glanzman, but I can't find any publications by him on Pubmed in the mentioned timeframe. I don't see any new experimental evidence here.


>that does not exclude some memory being stored elsewhere

If RNA is not simply the conduit between DNA and protein, but the original biological operating system, from which many functions have been refactored out to DNA and protein it's fascinating to think about what other functions may have existed and may still exist entirely in RNA.

I like to assume that RNA is the original biological information store, the original structural material and the original catalyst. DNA is the long term cache version of RNA information, and protein the improved structural and catalytic material. The information in RNA can be translated directly to and from DNA, and there is an interesting idea that the mapping from RNA codon to amino acid may have began directly on the RNA strand, some RNA sequences seem to have an affinity for certain amino acids.

https://www.ncbi.nlm.nih.gov/books/NBK26876/#_A1136_


But RNA rapidly degrades. It would need a mechanism of error correction and regeneration.


That's not how reproduction works though. Losing a limb has zero impact on that person's germline cells.


From my reading it seems as if a rather large subset of neurologist do not believe that memory is stored at all. In fact, I have a book written by a computer scientist and neurologist, intending to be a very long argument for why memory must be stored in the brain, weather by neurons or something else. I happened to read a review published in a neurology journal that was brutally dismissive of the book and near made fun of it. Despite the fact that the reviewer failed at providing any answers for logic problems outlined in the book. The reviewer even mistook a logic gate feed back structure for a dual input (the review quoted a study done that cut the “front processor” of the visual cortex to prove that a back connection also existed, I.e. the poor monkey did not lose sight until they severed both the front and back of his brain.)

The claim as I understand it is that there is no “memory” at all. What we experience as memories are simply input parameters that signal our brain to begin a particular function. In the way a neural net does not “remember” the training data but carries out what it “learned” anyway. I have problems explaining this idea as I think it is full of holes and would require some fundamental changes in how we think about feedback structures (I mean this neurologically as well as mathematical/computational).

Either way if most people don’t doubt memory storage in neurons then they are very quite about it. I’ve rarely ever read an argument for memory storage mechanisms in the brain. A good reason for this is simply the question: Where is it then? Neurons individually can’t really provide this sort of expansive data storage. And what they seem to be able to account for is too little and too widely spaced apart. Interestingly this spacing also provides a counter argument against the complex processing that would be required if there wasn’t a memory mechanism.

Personally I think the dismissal of memory comes with a lot of hubris attached, as well as a total lack of understanding information theory. Information theory itself seems to be popularly bemoaned by neuroscientist as well. But it’s hard to see the alternative and is a bit paradoxical since the only way I can seem to understand the “no memory” claim is by using a computer neural net metaphor.


When a neural network "learns" something, it ends up with knowledge encoded in the network parameters. If that's not memory, we're using terminology in a different way.


I don't disagree that this is a possible way of viewing memory. I'm am simply restating the argument that I've heard the best I know how. That usually comes with a "memory is an illusion" caveat. If you want to argue that that is memory instead of a typical "hard drive" sort of situation then sure, okay, but this is not what most people think of when they think "memory". They believe it is something in which individual memories could perhaps be extracted, implanted, etc. I personally believe it's a valid theory, however it lacks experimental evidence and has yet to account for the fact that we can recall individual "training data". To account for this I do think it would require fundamental changes in how we view "computation". If you believe that artificial neural network structures can account for the brains real neuron processing I suggest checking out the book I mentioned, not because it cant be true but that there are still big unknowns left to discover before we know for sure if this is correct.[0]

[0]Memory and the Computational Brain, C. R. Gallistel and Adam Philip King

You can read the main thesis here https://onlinelibrary.wiley.com/doi/pdf/10.1002/978144431049...


I have no idea; this is not my field. Just pointing out it's quite possible people are just talking through each other.

Human language is like that, full of ambiguity, of implicit baggage.

If you feel "memory" means a recording of an event, or a photo book, then faced with the discovery that brains actually don't work like that you may want to state "neurons don't store memories!".


I am sorry in advance if I misunderstood your sentence.

Are you claiming there is a large subset of neurologists how do not believe in long-term potentiation and other plasticity processes driving long-term retention of memoranda? If so, could you please show me to these crowds?


I'm sorry, after the fact, if I've been unclear.

Long-term potentiality is not the point of disagreement. The disagreement is that individual memories are not recalled, as they are not stored, per se. The idea is that neurons acclimate to inputs, so that when we "recall" them we are not retrieving a "memory" from a storage location but instead are being activated in a way that allows us to preform a learned action.

I imagine those marble/cardboard diagrams of logic gates, where the cardboard flap will be left in a particular position after a marble has passed. In this way you can add numbers by dropping marbles into the appropriate input slots. Yet in this way, one could not derive prior calculations, as it does not store this information anywhere.


Can you name the book and the reviews? I'd like to read more but don't know which terms to Google.


Sorry about that. It was late when I posted this.

Book: [0]Memory and the Computational Brain, C. R. Gallistel and Adam Philip King

You can read the main thesis here https://onlinelibrary.wiley.com/doi/pdf/10.1002/978144431049...

Review: https://www.researchgate.net/publication/262093114_Man_as_Ma...

Also please take all my comments with a grain of salt. I am not expert, I'm just trying to restate what I've read and understood.


I was initially skeptical about your statement that Ron Main is avcrackpot, since he comes across as highly intelligent and very well versed in physics and mathematics. However, he also thinks there is a sufficiently strong axiomatic system to resolve all arithmetic questions, and claims Godel did not disprove this. That is indeed quackery. I guess he is one of those geniuses that went off the deep end.


Hard drives couldn't possibly contain operating systems - they're much too slow to run them.


Good comment, but it might be a little too cryptic.

Another attempt:

Straw man:

Phones are too slow and too dangerous to be used as a real time vehicular traffic indicator. If drivers were to text their location back to google every 10 seconds, they would have too many accidents. It isn't even possible to look up the location on google maps and then text a geocoordinate in 10 seconds. Drivers just wouldn't do this anyway because there is no incentive for them to do so. Google would have to pay drivers $2 or so for each location bulletin. That would cost billions and google would go bankrupt.


Are the solid state hard drives of today, faster than the RAM memory from the 1990s?


EDO RAM performs quite comparably to a modern SATA SSD, I think it topped out at around 320MB/s


I don't think it's the bandwidth that was being opposed but the latency. The cell can run multiple transcriptions at a time just like we can increase the number of memory channels, but each one of those molecules is still waiting around for the random chance for their next molecule to physically appear on the reaction stage.


There are a few Cell papers on heritable RNA-mediated behavior change in C. Elegans using siRNA[1] and piRNA[2], both with strong evidence. While the author may be a crackpot and the specific ideas may be wrong, there is strong evidence that RNA-based memory exists in some creatures.

[1] https://www.cell.com/cell/fulltext/S0092-8674(19)30448-9 [2] https://www.cell.com/cell/fulltext/S0092-8674(19)30552-5


Memory isn't stored "in neurons". It is stored in electrochemical oscillations created by interactions between a plethora of different biochemicals.


Yes, I do not consider myself an expert, but reading this post just makes me think it is not EVEN wrong. It looks like self contradictory gibberish. I worry that a well trained ML tool could generate a million such posts of equally illucid commentary without substance. Whether the purpose of such discussion is to slow down understanding and scientific inquiry, I don't know, but the confusion sowed appears to have that effect.


This is not a GPT.

But it is a thing to write in GPT style.

GPTs want to be human like, for funding.

Chess AI's still can't play like a human (but people are working on it), chess AIs were designed to solve problems.

The easiest way to pretend to write 'human like' for a computer is to say as little as possible with tiny contractions and poetic words.

Some humans similarly do this, if you get paid by the word it makes sense.

OP style fails on this topic because it's so technical.

GPT-3 wasn't even designing to mess with our heads, but it does, wait till someone designs it to. It's very possible, because it's not about intelligence, making it worse is easier than making it better. If you use engagement as a measure of 'success' you can see you can evolve GPT-3 quickly to a worst nightmare. (It is already a nightmare)


Exactly, I didn't think that it was auto generated, but as you say it is exactly the sort of non-sense that could be generated... of course you can have more than a million GPT monkeys so in this case one of them might actually come up with something clever!


> The person cited in the post is also a crackpot

My first reaction was to downvote your comment for the ad hominem, which doesn't contribute to the discussion. But I can see you are giving consideration to the article, and want to discuss it further - it's just that you haven't got enough out of it to make much of a start, and so this is your conversation starter.

I'm assuming you've labelled this a "fringe theory" by a "crackpot" not to be nasty, buy in order to start a conversation.

Let's start with your statement:

> I don't think there's any real doubt that memory is stored in neurons

The question is "how?". The article is postulating that each neuron is a computer, and RNA is a storage medium.

You say "my first objection would be that RNA would be far too slow for this purpose." That's because your thinking about RNA is limited to what you understand about RNA. You've learned about mRNA, which is one application that uses this molecular format, but it's not the only possible application.

The article suggests that the data transmission protocol which leads to thought and/or behaviour could be electrical, through simultaneous aggregated neuronal RNA based data processing.

Read the section he quotes from Ron Maimon, subtitled RNA ticker tape. What do you make of this statement?

"The RNA in a cell is the only entity which is active and carries significant bit density."


There are a lot of claims without any evidence in that blog post. "The RNA in a cell is the only entity which is active and carries significant bit density." is one of them.

DNA certainly encodes for a significant amount of information as well. And why not proteins, there are a lot of proteins in a cell and you can also modify them in various ways. A cell has an enormous amount of state, any of it could theoretically store information like memory. There are a lot of different molecules active in a cell, in various modification states, at various locations, and all of that could encode information.

What this blog posts doesn't provide is any experimental evidence, this is a pure thought experiment. If RNA were to actually store memory, that would be great. Because determining the RNA sequences inside a cell is something we can do.


I was going to say, that the DNA in all the brain cells is identical and unchanging, so it cannot possibly record memories. But I decided to google first, and found this: https://onlinelibrary.wiley.com/doi/full/10.1002/dneu.22626

It appears that the brain cells in particular actually do develop significant changes to their DNA.


He wrote "active and [has encoded information]".

mRNA and tRNA move, so "active". Ribosome is also (re)active, and "the ribosome is itself composed of both RNA and protein, likely reflecting its own descent from an RNA world." [1]

[1]: The Ribosome Moves: RNA Mechanics and Translocation

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6581036/


> DNA certainly encodes for a significant amount of information as well. And why not proteins

True!

> What this blog posts doesn't provide is any experimental evidence, this is a pure thought experiment.

Yeah, so?


> My first reaction was to downvote your comment for the ad hominem

Why? Ad-homs aren't necessarily bad, it's contextual.


It’s lazy and uninformative to call someone a crackpot.

More informative to state the views you disagree with and say why.


It's entitled to demand someone provide that, or be "lazy". Inform yourself - checkout said users post on stack exchange.


As someone who's lab studies how memories are stored and recalled in the mamalian brain, I was excited to see a headline in the top list of Hacker News. Unfortunately, I was disappointed to see what was actually there.

As is often the case, this article conflates some ideas that are truly remarkable and interesting (how are memories stored?) and mixes them with very strong statements that are clearly wrong. In this case, it is clear that synapses (connections between neurons) HAVE to be involved in memory, as the only way that a memory can ever be expressed is if a neuron triggers another neuron, etc, down the chain to a muscle. (OK, thoughts don't necessarily involve muscles, but to show your thoughts to the world.) And if synapse *dynamics* are not involved in memory, then either they never change, or they change randomly, both of which will lead to problems. (That's an exercise left to the reader.) So dynamic synapses are involved in memory, definitely, no question.

The article mentions a couple of things that are interesting misdirection, like invertebrate models where "memories" are transmitted via serum. These are super cool experiments, but these are memories in the same way your immune system "remembers" a virus. Despite Tonegawa's best efforts, I think most researchers are quite confident that recalling your memory of last Christmas uses a very different mechanism than your immune system does to generate imagined tastes and smells and warm feelings.

The article also talks about RNA ticker tapes. There is some super cool neuroengineering research around the idea of making a designer protein that would record a neurons activity in nucleotide chains as a readout. Definitely worth a dive if you're interested.

And how neural activity drives synapse dynamics is a very big open question. It's known to involve protein synthesis (pkm-zeta, anyone?), so RNA is definitely involved.

Finally, for those curious about how memories work, look up the "cognitive map" or the "index theory of memory".


That's very interesting, thank you! Do you know of any good video series / lectures that would be a good primer for a layperson on the topics you touched on?


There's clear evidence of epigenetics playing a role in brain activity, though these are more linked to hormonal responses such as stress. It's also been proven that RNA transcripts are used to trigger maternal instincts when a zygote is present in a mother: https://en.wikipedia.org/wiki/Epigenetics

Scientists have already modeled memory retrieval using current neural network models. There's literally videos on youtube demonstrating this. I'd be surprised if RNA was used to encode memories to the extent OP is suggesting: there would have to be a mechanism for storing this RNA inside cells or there would be evidence of random strands of RNA floating around in the body. We would have been found it a long time ago, and scientists would also be able to decode it if these strands of RNA were standardized and could be transferred person to person.

Though the way evolution works and how complicated the body is, it could be occurring in a small sub process in a neurons somewhere in the body. though this would likely be tied to hormonal responses or something equally boring.


A similar idea was discussed in 2018: https://news.ycombinator.com/item?id=16139798 "Brain Cells Share Information With Virus-Like Capsules". It would be interesting to know how the science of that article panned out.


A relevant paper (authored in part by the subject of the Atlantic piece being discussed): https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5884693/


I think RNA memory hypothesis is not popular because there exist better, less controversial memory systems in the cell. For example gene regulatory network or bioelectric circuits in the cell (or, more likely a combination of them).

Biswas, S., Manicka, S., Hoel, E., and Levin, M., (2021), Gene Regulatory Networks Exhibit Several Kinds of Memory: Quantification of Memory in Biological and Random Transcriptional Networks, https://www.cell.com/iscience/fulltext/S2589-0042(21)00099-7


The bigger problem with most of these memory systems is eliciting correct behavior of amnesia in case of both electric and chemical shock, as well as permanence or lack of permanence of those amnesic inputs.


Short term memory and problems with recall are different issues from long term memory.


Very interesting, but also worrying, in a way. If neurons are actually reasonably large, complex computers in their own right, brain emulation is much further off than some people are thinking. It's possible that ASC brain preservation doesn't preserve the internal details necessary if this hypothesis ends up being true.


To be fair it's more than just possible that ASC brain preservation doesn't work even under any other hypothesis of cognition.


That's true. I think the fair way to put it that it's possible that ASC preserves the necessary data to simulate a brain.


This is the opposite of worrying.


How so?


You seemed to be saying that it is worrying, as it may indicate brain emulation is much further off than some people are thinking.

This indication is the opposite of worrying to me, it's reassuring.


You don’t want everything you or anyone else has loved or valued to be replaced unimaginable monsters?


You're going to have to explain what you're talking about.

Everything be replaced? What does that have to do with brain emulation?

Also I think you're implying that brain emulation will lead to more "unimaginable monsters", when it could very easily be the opposite: if you can't emulate a brain then an AI has to be even weirder and harder to understand.


Dystopian futures where you exist as only as much as your can afford. It's cheapest to download yourself into a computer and slow down your computation speed than to continue to pay have a flesh and blood body.


One of my theories is that this (or similar virus-like mechanism) is how some memories are transferred to offspring. The reasons are:

* Prodigies which happen to be good in a field related to what their parents are good at. Often the wording used indicates a memory-like reason. For example, finding the rules of chess "familiar."

* Embeddings in machine learning, which allow encoding of high-dimensional information in a low-dimensional space. This would imply that humans have a somewhat-shared embedding space at some "layers". It's interesting to wonder how similar this space would be across various animals, as it would effectively be an evolved language.

* Other more subtle things, like the "cultural memory" of a society.

One question would be what types of time scales these memories survive across. Maybe some forms of instinct are deep memories that have been directly encoded in DNA.


> Prodigies which happen to be good in a field related to what their parents are good at. Often the wording used indicates a memory-like reason. For example, finding the rules of chess "familiar."

I think this could be equally well explained through 'nurture' rather than 'nature'. If a child's parents are skilled at chess and play it often, the child is going to be exposed to it at a much earlier age and for more often than a child of non-chess-players, making it more 'familiar' and 'intuitive'.

To be honest I'm not super familiar with the research in this area but my sense was that there's some amount of experimental evidence for both genetic and environmental factors playing a part together, rather than just one or the other. It's very interesting though -- might have to go do some reading.


It would be interesting to see whether this kind of relationship has been seen where parents were separated (eg died).


I had to scroll a long way for an intelligent contribution!

https://www.scientificamerican.com/article/prehistoric-virus...

I also wonder if and to what extent this information can transfer between individuals?

I'm reminded of the Jungian collective unconscious.

You're going to think I'm a kook now, but, there's also a panspermia angle on this. Big ifs here, but. If panspermia is true. If evolution on earth is tied to evolution of life in the wider universe via transfer of genetic material. Then it could be possible that the code in which memories (or a learned manifold, encoding useful generalisation) are encoded is compatible with life here today. You could conceivably get not just morphological/physiological changes in terrestrial organisms through viral horizontal gene transfer, but also transfer of cognitive strategy via the same mechanism. X-files kinda stuff. All kind of unlikely, but an interesting possibility.


But that would imply that evolution was "directed", which I think is proven that it's not. The role of viruses in evolution is almost mainstream now, it is much more likely that virus was just a method for ancient extinct organisms to exchange genes, sort of proto-sex, and not anything else outlandish.


Why would it imply that?

> The role of viruses in evolution is almost mainstream now, it is much more likely that virus was just a method for ancient extinct organisms to exchange genes

Of course it is.

You seem to be arguing with a straw man.


People love bringing up E. coli whenever this sort of thing comes up, but it's not a compelling argument. It generally refers to the observation that if you have a bacterium swimming towards something that's bad (ie, an increasing concentration of a toxic molecule), it'll tend to start swimming away. The obvious implication is that the bacterium has to remember that it's trying to swim away from something in order to keep doing so.

In reality, we've had an alternative explanation for about 20 years. The chemical receptors that respond to the molecules E. coli wants to get away from activate and generate a cascade that causes the flagella (the stranded "tail" molecules that allow them to swim) to start rotating in the opposite direction. This causes them to become tangled, and this results in the bacterium moving around randomly rather than making any progress in one direction. If it heads away from the noxious source, the receptors stop activating, the flagella start rotating in the correct direction, and it heads off in a straight line again.

But what about the memory? If the bacterium didn't remember what happened, isn't there a high chance that it would just end up doing the same thing again? Yes, but we don't need to bring RNA into this. One of the molecules involved in the cascade is activated by phosphorylation - once phosphorylated, its sensitivity changes. Over time, another molecule dephosphorylates it, but this altered sensitivity means the bacterium is more sensitive to the noxious molecule than it was previously and biases the bacterium to move away.

So "memory" in this case is actually just a modification of the gain in the response to a stimulus. Does it demonstrate that responses can be influenced by something that happened in the past without requiring a nervous system? Yup, absolutely. Is it something that gives us a better understanding of how rich long term memories are stored in the brain? Not really.

(Source: my first attempt at a PhD was working with https://en.wikipedia.org/wiki/Dennis_Bray who did a bunch of the computational modelling that demonstrated we didn't need anything overly complicated to understand what was going on here. Absolutely wonderful scientist, but I fell out with departmental IT staff over network security stuff. Ironic with hindsight. Also, this is my recollection from almost 20 years ago, so details may be inaccurate)


There was a really interesting episode of the mindscape podcast[0] recently which discusses a system in Planaria where the expression of the way the worm grows (with one head or two) is found to be encoded in an electronic structure within the tissue of the worm -- rather than within the worm's DNA.

In a very real and observable sense, the 'blueprint' for the target worm is stored in the tissue system rather than as a 'plan' stored in the DNA itself. I think it feels surprising to see something that seems a lot like 'memory' influencing the action that results in the expression of the complete organism via the cellular level processes in this way.

I find it easy to postulate from the example of planaria that analogous 'memory encoding' systems probably exist in all sorts of cellular systems ... though I think the information theoretic reasoning referenced by the participants in that podcast for how life creates and operates these systems makes it likely that 'the existence of information storage and retrieval' in a cellular system is not at all required to imply that 'this kind of system is therefore the storage model for long term cognition'.

[0] https://www.preposterousuniverse.com/podcast/2021/02/01/132-...


I had surgery which left me with scar tissue; years later another surgery removed it, and I carefully padded and taped over it, hoping it would settle at skin level. It pushed on, I got nurses to apply chemical cauterization, it still filled out until it was back the same as before, then stopped. Maybe 1 cubic cm of flesh. That's not in my DNA, I wasn't born with that, why did it grow and why did it regrow both times differently to how I grew from conception?

See also this talk by Prof. Michael Levin, same guy as your podcast - https://news.ycombinator.com/item?id=18736698 - titled "What Bodies Think About: Bioelectric Computation Outside the Nervous System", including from the top comment by keithwhor:

" - Organism morphology seem to be highly dependent upon large-scale electrical potential differentials between cells

- These electrical networks are primarily regulated by cell-to-cell gated ion channels; simple chemical pumps (the same types of membrane proteins that control faster-acting electric potentials that enable muscle contraction, neural activity)

- These networks and patterns of bioelectric signalling have stable memory (once a pattern between cells is induced, it remains stable) and are responsible for driving "subroutines" of large groups of cells -- morphological gene, protein expression downstream of this "


Michael Levin's work seems incredibly important and one of the most likely truly breakthrough discoveries I've heard of in a long while. I'm not so sure about RNA memory storage but the point about unicellular life possessing some form of information processing ability is certainly something more people should be thinking about. The fact that such complex behaviour is possible on that minuscule of a scale means there is really something special about the computational properties of organic chemistry. I can't help but feel a lot of the hardware that makes up macro scale life is really just used for dealing with the inefficiencies of getting so many individual cells to cooperate and interface with their environment in a coordinated manner. Single celled organisms have a shorter round trip time for their decision - action - sensation loop but are generally unable to make major modifications to their surroundings by acting or moving. Nonetheless, I think they're a lot smarter than we give them credit for.


> "The fact that such complex behaviour is possible on that minuscule of a scale"

It's a small scale, but it's not empty; ask yourself how many atoms are in a human cell, then check this link for an answer and see how close you are: https://www.thoughtco.com/how-many-atoms-in-human-cell-60388...


Wow! That is such a surprising fact. I’m not going to post my guess because that would influence this for others, but... do guess and click that link.


Human memory is truly fascinating. I recently was trying to remember the name of a software vendor sales contact who I dealt with early last year.

For the better part of the past week, try as I might I couldn't remember either his first name or last, but I had a vague feeling about the "fit" or "taste" for lack of a better word of his name. After a few days of conscious effort, yesterday I remembered his first name spontaneously and then suddenly his last name too. Almost like a AWS Glacier request.


> After a few days of conscious effort, yesterday I remembered his first name spontaneously and then suddenly his last name too.

A background process completing and notifying the result to the frontend.


We've sequenced a lot of RNA in the past decade. A lot of that were extracted from neurons. I don't think we've seen evidence of this memory storing function through sequencing.


Not to mention the persistence of these memories over long periods of time, or the protein infrastructure that would be needed to decode them in real time


What I find fascinating, is that babies are born knowing how to suck.

How? It’s not something you can teach them. They say it’s an innate thing. But what does that even mean.

I think babies are born with this programmed into them. Like a genetic type of memory.

Then over time, the neurons establish more connections, and learn more advanced things. But the spark for that was set off at birth.


I agree that there must be some genetic component to it, but if that were the case then by the law of large numbers we should have seen some counter examples by now too, i.e. babies that lack the instinct to suck or cry, etc. It'd be interesting to know if they show any obvious genetic changes that could explain that behavior. Casual googling hasn't turned up anything, but I'm sure someone has looked into it somewhere...


Behaviors like sucking and grasping are considered reflexes. Those reflexes are present in all mammals and are relatively primative, the more modern parts of our brain eventually learn to suppress them and they typically disappear in most humans after around 1 year old.

Interestingly, patients with brain lesions in certain places or with diseases like parkinsons sometimes lose the ability to suppress these reflexes.

More info: https://www.ncbi.nlm.nih.gov/books/NBK395/


You might want to look into ethology, which studies innate behavior like the one you referenced.

https://en.wikipedia.org/wiki/Ethology


I would think dna methylation would be a better candidate.


Assuming this speculation is correct (just for fun), then we can wonder about the memory model of the body.

This would be a distributed memory system, as obviously not all RNA molecules in the body could transit from memory state M0 to M1 spontanuously. So there has to be a consensus and propagation mechanism. Wouldn't it be cool if it turned out to be something like CRDTs?


RNA has a half life of 8 hours, so uh... no.

Edit: 10 hours... https://bionumbers.hms.harvard.edu/bionumber.aspx?id=104747


This is nonsense. Evidence collected over the last 40 years have detailed how memory is encoded by synaptic weights, but the premise...

"there’s no obvious way for all that sensory data to be captured in synapses as long term memories"

...just ignores these findings. The model described in the article on the other hand, has never been observed. At the least, if you are going to propose an mRNA hypothesis don't use "T" as one of your RNA bases.


> have detailed how memory is encoded by synaptic weights

Synaptic weights is our computational model of neural networks that seems to work pretty well. But this is a model. No one has discovered the biological mechanism by which synapses are "weighted". The actual computation going on in a cell is totally based on chemistry.

There are a lot of different specialized networks in human and animal brains that don't necessarily translate easily to "weighted synaptic networks" all that well. For example, networks that process audio information have been shown to recognize individual frequencies (in fact, they pretty much solely do this!) Such networks seem to be primarily based on the firing rate across a synapse. For such networks is seems more reasonable to think of neurons as signal processors whose internal computation is more based on the time domain, e.g. some kind of Fourier transform-equivalent.

In short, I think you should put less weight (pun intended) in our computational model of neurons (link weights) and look more at biology.


It has been over a decade since I studied neurobiology, but from what I recall we do have at least some understanding of how synapses become "weighted". For example: long-term-potentiation, the idea that "neurons that fire together wire together" https://en.wikipedia.org/wiki/Long-term_potentiation https://www.khanacademy.org/test-prep/mcat/behavior/learning...


LTP is only one mechanism. Neurons vary their responses in multiple ways, usually some form of receptor protein modification. But again, this is one mechanism of many.


We have discovered it, and understand it quite well. It's fairly simple, at the level of the synapse there are ultimately three ways to evoke increased firing in the downstream neuron: (1) the upstream neuron's axon can release more neurotransmitter, (2) the upstream neuron can establish more axon collateral connections with the downstream neuron, or (3) the downstream postsynaptic membrane can express a greater number of neurotransmitter receptors.


Perhaps mRNA are performing the synaptic weighting.

After gene expression, mRNA's are left floating as debris in the cytoplasm, until they are cleaned up and expelled. If the gene expression continues chronically, the same mRNA sequences will populate the same cells, transiently, for as long as the gene expression recurs. What if the mass of the mRNA sequences influences the electrical conductivity of the cell e.g. functions as a form of antenna. In the aggregate, cells with mRNA populations e.g. neutrons active in particular thought patterns, might have stronger antenna, or differentiated electrical characteristics, and hence influence thought more or less in the network, for the duration of the gene expression.


Your comment sparked a thought about a possible collection of RNA memory functions:

If RNA is the memory mechanism, and it floats around for a while, then it gets cleaned up over time, this collection might allow long term memory recall and replay.

Function 1: Surface protein encodes the pattern of incoming synapse firings on RNA, then releases it. This pattern would have a start and end block indicating it is "new".

Function 2: Relatively rare protein finds RNA marked "new" and replaces start and end blocks with "old" markers.

Function 3: Common protein grabs one strand marked new, and one strand marked old and compares part of the tail of "new" to the head of "old" by sliding them past each other.

If a match is found, the older strand is marked "match" at the start.

Function 4: Match strands are used to trigger the next several firings of the neuron, then marked "hold"

Function 5: "Old" strands are gradually recycled.

Function 6: "Hold" strands are copied into new "old" strands for comparison to "new" strands by function 3

Function 7: Something to do with continual refinement of "hold" strands with incoming "new" strands.

...

Anyway, this whole little system just popped into my head based on the small amount I know about crispr and cellular machinery (which honestly isn't much), and I wanted to share.


Sure, debris mRNA may affect neuron electrical potentials. But this would be an extremely wonky way for neurons to regulate electrochemical propagation. One that has not been observed irl, afaik. However we know a ton about how neurons directly regulate electrical potentiation by modifying the expression of postsynaptic neurotransmitter receptors. The mechanism is simple... the more receptors in a given synapse, the greater the dendritic membrane will depolarize from each upstream signal (signal being each synaptic release of a neurotransmitter vesicle by the upstream axon). Electrophysiology instruments are so sensitive now-days that we can detect, in a quantized way, the release of single synaptic vesicles. We can then do things to increase synaptic expression of neurotransmitter receptors, and find that each vesicle release results in a greater depolarization of the downstream neuron. Long story short, the quantity of neurotransmitter receptors at postsynaptic membranes is a physical correlate (probably the primary physical correlate) of synaptic weights in artificial neural networks.


What is the physical realisation of the synaptic weight? (Here's trouble, we do not know. It's not in just connectivity or myelination.)


The physical realization is the number of postsynaptic receptors. In terms of fast excitatory transmission it is the quantity of AMPA receptors. You can potentiate or depress synapses by controlling the amount of these receptors. This has been demonstrated in vivo, and in cell culture. We are at the point where we can manipulate the strength of individual synapses.

Here is a nice review article:

https://royalsocietypublishing.org/doi/10.1098/rstb.2013.013...


See my response to your sibling comment; clearly we still have a lot to learn, but there is already some understanding of the biological mechanisms of synaptic plasticity (which I think is what the parent comment is referring to as "synaptic weights").

https://en.wikipedia.org/wiki/Synaptic_plasticity


It’s definitely fun to think about. Are vesicles in synapses really the whole story? It’s amazing how much we don’t know.


Very weird

Maybe the ancients are right and the soul resides somewhere in the liver. Don’t laugh; people have led normal lives with giant pieces of their brain removed, but nobody has survived the death of their livers. The former fact; normal people getting by without much brain tissue, at least, ought to be the end of the argument: purely Hebbian models of the brain are obviously false.


> accounts of people “inheriting” memories after organ transplants

This is interesting.

So if you transplant a liver, you get memories of the donor’s eating habits? LOL.


LOL indeed. And if you eat an apple, you would become an Apple fanboy.




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