[HN Gopher] Invention of DNA "page numbers" opens up possibiliti...
       ___________________________________________________________________
        
       Invention of DNA "page numbers" opens up possibilities for the
       bioeconomy
        
       Author : dagurp
       Score  : 134 points
       Date   : 2026-02-06 10:26 UTC (12 hours ago)
        
 (HTM) web link (www.caltech.edu)
 (TXT) w3m dump (www.caltech.edu)
        
       | smackeyacky wrote:
       | Ok that's it for me. Selective breeding via BLUP at least had a
       | speed limit, this is going to end with cronenburg brundlefly
       | creations.
        
       | unsupp0rted wrote:
       | This is probably the only way "humans" are going to colonize any
       | planets other than Earth. And probably lots of new places on
       | Earth too.
       | 
       | Just include the genes for extreme-cold or extreme-arid climates.
       | Or the genes for low oxygen environments, or even for
       | metabolizing useful things from eating rocks. Or from spending 24
       | hours a day in salt water.
        
         | wartywhoa23 wrote:
         | The ease of this "just" is the most concerning thing in the
         | context of humankind's survival.
        
           | vee-kay wrote:
           | Then I recommend you don't find out what "Project Molecule"
           | intends to do.
        
             | imzadi wrote:
             | Care to enlighten? Google has nothing meaningful.
        
               | vee-kay wrote:
               | "Project Molecule": a proposed megafund in collision with
               | Epstein, seeded with Gates-foundation capital and
               | JPMorgan clients, with a sinister purpose : controlled
               | pandemics!
               | 
               | Buried in the Epstein files is a 14-page JPMorgan
               | proposal called Project Molecule--a formal partnership
               | with the Bill & Melinda Gates Foundation to transform
               | pandemic preparedness into a permanently governed,
               | privately controlled, transnational system of vaccine
               | procurement, surveillance, and global health finance--
               | developed within the same institutional ecosystem in
               | which the convicted sex offender (Epstein) operated as a
               | connective broker between Wall Street, global health, and
               | political power.
               | 
               | https://www.nytimes.com/2025/09/08/magazine/jeffrey-
               | epstein-...
               | 
               | https://portside.org/2025-09-15/how-jpmorgan-enabled-
               | crimes-...
               | 
               | https://www.tumlook.com/katiepavlich/post/807627515385561
               | 088
               | 
               | https://www.moneycontrol.com/world/how-jpmorgan-enabled-
               | jeff...
        
               | vee-kay wrote:
               | LOL, I knew this would be downvoted.
        
               | vee-kay wrote:
               | *collusion
        
               | 9dev wrote:
               | These files are a never ending quell of evilness. It's
               | really fascinating. One day people are going to realise
               | the upper 1% are just that--very few....
        
               | vee-kay wrote:
               | And those 1% elites are very rich and very powerful.. so
               | they can do whatever they want.. (and that includes
               | funding and controllimng unethical scientific
               | experiments)..
               | 
               | World's top 1% own more wealth than 95% of humanity, as
               | "the shadow of global oligarchy hangs over UN General
               | Assembly," says Oxfam: https://www.oxfam.org/en/press-
               | releases/worlds-top-1-own-mor...
               | 
               | World's richest 10 percent holds more than three quarters
               | of the world's total wealth:
               | https://www.statista.com/statistics/1417996/wealth-held-
               | rich...
               | 
               | Ten richest men double their fortunes in pandemic while
               | incomes of 99 percent of humanity fall:
               | https://www.oxfam.org/en/press-releases/ten-richest-men-
               | doub...
               | 
               | Over the past 30 years the U.S.'s top 1% got richer, and
               | now hold nearly a third of the nation's wealth:
               | https://fortune.com/2024/10/08/congressional-budget-
               | office-w...
        
               | mmooss wrote:
               | For the most part, they only have the power others give
               | them.
        
             | wartywhoa23 wrote:
             | Thanks for the heads-up!
        
           | Windchaser wrote:
           | >The ease of this "just" is the most concerning thing in the
           | context of humankind's survival.
           | 
           | Right? I wouldn't expect genes for heat/cold tolerance in
           | other organisms to necessarily be useful in humans. They work
           | by mechanisms that are useful for that organism, but humans
           | have our own set of problems.
           | 
           | It's like saying you can strap a jet engine on to a tractor
           | and expect farm work to massively speed up. No: the machinery
           | doesn't translate for a clean swap like that.
        
         | Traubenfuchs wrote:
         | Oh if only science was not constrained by ethics.
         | 
         | I can already see the people protesting against the creation of
         | space marines.
        
           | whycome wrote:
           | No laws on mars
        
           | vee-kay wrote:
           | Science has never been constrained by ethics.
           | 
           | The same scientists who cry about ethics, have happily
           | experimented on mice and guinea pigs in their labs, even if
           | it causes the deaths or distress of those little sentient
           | beings.
           | 
           | Mutations/mutatives like Halo's Master Chief and Marvel's
           | Super Soldier serum won't remain sci-fi for much longer,
           | methinks.
        
             | melagonster wrote:
             | And save human life at the same time? Experiments are not
             | just about torturing animals; people spend a lot of time
             | optimizing for experiment design.
        
               | vee-kay wrote:
               | Human life is meaningless to people without ethics. For
               | them, humans are guinea pigs; or worse - slaves.
               | 
               | Talking of "human life" and "experiment", did you know
               | about this billionaire chap and what he's been really
               | doing in the name of science, experiment and charity? htt
               | ps://m.economictimes.com/industry/healthcare/biotech/heal
               | ...
        
               | vee-kay wrote:
               | Hey, did you hear about the Volkswagen Monkeys?
               | 
               | Volkswagen (the same megacorp that did the infamous
               | Dieselgate/Emissionsgate scams) forced monkeys to inhale
               | exhaust from its automobiles, to try to show that fumes
               | from current models (the cars, not the monkeys) were less
               | noxious than previous models.
               | 
               | https://www.msn.com/en-us/science/sociology/20-of-the-
               | most-u...
               | 
               | https://en.wikipedia.org/wiki/Volkswagen_emissions_scanda
               | l
               | 
               | I guess this cannot be termed as "torturing animals" in
               | the "name of science".
               | 
               | We humans also inhale vehicular exhaust fumes, don't we?
               | 
               | Oh wait, I forgot. Monkeys don't drive cars.
               | 
               | Or do they? https://m.youtube.com/watch?v=XW5NLeGEo94
        
             | a_better_world wrote:
             | former practicing scientist at an institute whose name you
             | would recognize.
             | 
             | The field may not be fully constrained by ethics, which is
             | just a way of saying that the work is done by people and
             | people have varying ethical bounds, but from what I saw
             | many of my colleagues were highly ethics driven.
             | 
             | I remember one Russian colleague who smuggled blood
             | products out of Russia so they could be tested for HIV.
             | Because the Russian government refused to help these
             | patients. The man risked his life to help HIV sufferers.
             | 
             | Ethics is best when matched with courage, if a person is
             | willing to put their life on the line for their beliefs.
             | 
             | Also noting that in the western world, experiments
             | generally need approval of an ethics board before
             | proceeding. That board's sense of ethics might make
             | different judgments than you on, for example, mice
             | experiments, but there is a big difference between "not
             | constrained" and "some of the constraints are different
             | than what I would choose".
             | 
             | where in this case, the ethics boards decided that provided
             | a certain risk/reward barrier is crossed, and that the
             | animals are otherwise treated well, sacrificing mice to
             | improve human health is just fine.
             | 
             | That is an ethics based decision that was debated for a
             | long time. And maybe should continue to be debated, there
             | is real value in your stance that all beings are sentient
             | and this demands a level of care.
        
               | vee-kay wrote:
               | @a_better_world: (apt username for this conversation!)
               | 
               | I do understand what you mean, and I do comprehend that
               | animal testing cannot be avoided for scientific
               | advancements to help and progress humanity.
               | 
               | But I have a simple motto I want to adhere to (it is very
               | hard though, to practice it in principle and action
               | daily): Ethics is best when it is for the good of
               | humanity, without being bad for Earth.
               | 
               | In recent years, I am starting to feel humanity is
               | sharply veering away from its basic ethics (and the first
               | ethic must be to not shit where one eats - but hey, we
               | are actively aggressively destroying the only beautiful
               | bountiful planet we know of, that can support humanity),
               | and doing whatever the top richest most-powerful elites
               | want.
               | 
               | And this unbridled greed and apathy is going to sow the
               | seeds for the downfall of humanity, I'm afraid. At the
               | cost of our precious Earth and its other denizens who
               | share this planet with us humans.
               | 
               | There has been a catastrophic 73% decline in the average
               | size of monitored wildlife populations* in just 50 years
               | (1970-2020), according to World Wildlife Fund's (WWF)
               | Living Planet Report 2024.
               | 
               | https://www.worldwildlife.org/news/press-
               | releases/catastroph...
               | 
               | https://www.bbc.com/news/articles/c5y3j0vzpl3o
               | 
               | Forests around the world disappeared at a rate of 18
               | soccer fields every minute, a global survey found.
               | 
               | https://www.nytimes.com/2025/05/22/climate/deforestation-
               | wri...
               | 
               | Our generation is the last one that can still save the
               | wild forests of the Earth, which help us cope with the
               | climate crisis and preserve the biodiversity of the
               | planet. A new study by Greenpeace Russia and the
               | University of Maryland has shown that if urgent and
               | effective measures are not taken to preserve wild
               | forests, most of them will disappear in the next 20
               | years.
               | 
               | https://www.greenpeace.org/international/story/51810/wild
               | -fo...
        
         | vee-kay wrote:
         | Is there a gene to avoid getting addicted to doomscrolling? ;-)
        
           | vee-kay wrote:
           | Relevant and topical..
           | 
           | TikTok's 'Addictive Design' Found to Be Illegal in Europe:
           | https://news.ycombinator.com/item?id=46911869
           | 
           | Gen Z less intelligent than millennials: How skipping books
           | and doomscrolling are taking a toll on cognitive abilities:
           | says Dr. Jared Cooney Horvath: https://www.msn.com/en-
           | in/news/India/gen-z-less-intelligent-...
        
         | krzat wrote:
         | Imagine if we could turn our bodies into perfect spheres, and
         | then adjust genetic beauty preferences to match it.
        
           | Windchaser wrote:
           | Seems like a heat dissipation problem
        
         | throwaway198846 wrote:
         | There is no way it is just "just". And we should start from
         | simpler stuff like vitamin B12, C and D.
        
           | unsupp0rted wrote:
           | Everything is "just" eventually.
           | 
           | Just tell your car to drive you to the airport. On the way
           | just tell it to play that song you like.
        
             | wartywhoa23 wrote:
             | Alas, one's happiness (as in genuine inner wellbeing, as
             | opposed to the consumption-based external one) is no "just"
             | matter, and never will be.
        
       | jryb wrote:
       | Paper: https://www.nature.com/articles/s41586-025-10006-0
        
       | jurgenburgen wrote:
       | The article mentions AI multiple times even though the invention
       | appears to have nothing to do with AI. I guess it's important to
       | have it as a marketing buzzword.
       | 
       | Sidewinder itself sounds neat.
       | 
       | Has anyone dabbled in hobbyist genome editing and DNA synthesis
       | or is this something that requires a huge pile of capital?
        
         | maxboone wrote:
         | Probably AI in the sense of what Google DeepMind has been up to
         | with the protein folding and other biological simulations,
         | instead of the LLM variant of AI.
        
       | krzat wrote:
       | Cool. I wonder how long until we are able to steal anti-cancer
       | genes from whales.
        
       | trebligdivad wrote:
       | That page numbers in books were only invented 50 years after the
       | printing press is a fun snippet from the article
        
         | swalsh wrote:
         | Many times obvious things are only obvious once you see them.
         | Like roller suitcases.
        
           | bookofjoe wrote:
           | See also: the wheel
        
         | ssivark wrote:
         | The early printing press was probably focused on short few page
         | documents (an increasing scale), and it wouldn't be surprising
         | if page numbers were a solution to help printers not mix up
         | pages.
        
           | adrian_b wrote:
           | Your hypothesis does not match history, because the early
           | printing was focused on things that had a potentially large
           | market, which at that time meant books like The Bible, with a
           | lot of pages.
           | 
           | The parent article mentions that binding the pages of the
           | first bibles in the correct order, in the absence of page
           | numbers, was an extremely tedious work.
           | 
           | That is why page numbers have invented many years later,
           | exactly as you say, "to help printers not mix up pages".
        
           | observationist wrote:
           | The Gutenberg Bible was one of the first mass produced books
           | - no page numbers on early copies.
           | 
           | https://en.wikipedia.org/wiki/Gutenberg_Bible#/media/File:Gu.
           | ..
           | 
           | Hindsight is 20/20 , lol. There are so many obvious,
           | effective constructs and functions in modern English, we
           | kinda miss the absolute janky mess of hacking and tradition
           | and arbitrary rules and facepalm moments that went in to the
           | last 1500+ years of development, let alone the tens of
           | thousands of years prior.
        
           | mmooss wrote:
           | > it wouldn't be surprising if page numbers were a solution
           | to help printers not mix up pages.
           | 
           | It's an interesting idea. Remember they printed large sheets
           | containing many 'pages', I think even in different
           | orientations, which were then folded and the ends cut to
           | produce a nice orderly codex for the reader. They were
           | printing in a different order than the one you read in.
           | 
           | I do think they numbered the large sheets or similar, and you
           | can find old books that retain that number, but I don't
           | recall what it is called.
        
         | observationist wrote:
         | Sometime after 685 AD, they invented spaces between words. All
         | text - in Latin to that point, mostly - was written in scriptio
         | continua.
         | 
         | All sorts of ambiguity and hilarity would ensue; to be a good
         | writer, you needed to ensure that words didn't bleed together
         | and form incorrect meanings in unintended combinations. If you
         | lost your place when reading, you'd have to know generally
         | where you were in a scroll, and restart from a place you
         | remembered.
         | 
         | Kinda crazy to think how difficult it would be to cross
         | reference things and do collaborative research with no spaces
         | or pages.
        
           | datsci_est_2015 wrote:
           | Also kind of crazy how long "but that's the way we've always
           | done it" can remain the dominant system, despite a
           | revolutionary change being so trivially achievable. This
           | required absolutely no technological advancement, literally
           | just putting a little more space between letters to reduce
           | ambiguity.
        
             | Ekaros wrote:
             | English is good example. It has not been fixed for long
             | while. Even if there would be so many better ways to write
             | certain words.
        
               | HappMacDonald wrote:
               | I feel like Mathematical notation is also a great example
               | (since Math is ultimately a separate language: the
               | language of measurement)
               | 
               | It's been built up over centuries where new innovations
               | and shifts in perspective often create _new_ kinds of
               | notation, but those most frequently just get tacked onto
               | whatever else is already standard and the new notations
               | almost never actually _supplant_ the old.
               | 
               | AFAICT we haven't really had a big shift in fundamental
               | mathematical notation in Europe (and its colonies) since
               | Roman Numerals (CXXIII) gave way to Arabic (123) numerals
               | four hundred years ago. 8I
        
               | duskwuff wrote:
               | > AFAICT we haven't really had a big shift in fundamental
               | mathematical notation in Europe (and its colonies) since
               | Roman Numerals (CXXIII) gave way to Arabic (123) numerals
               | four hundred years ago. 8I
               | 
               | Your history is a little confused. Arabic numerals came
               | into use in Europe as early as the 13th century
               | (introduced by Leonardo Fibonacci), but most other
               | mathematical notation like "=" or or "[?]" didn't show up
               | until the 16th or 17th century.
        
             | wat10000 wrote:
             | Imagine if it Turned Out that Capitalizing Various Words
             | made Things more Readable. How Quickly Would That be
             | Adopted?
        
               | datsci_est_2015 wrote:
               | Do you speak German? A language famous for capitalizing
               | its nouns of course.
        
           | wl wrote:
           | Hittite was putting spaces between words in the 17th century
           | BCE. And if we're just interested in Latin, it used the
           | interpunct as a word divider hundreds of years before the use
           | of the space as word divider happened. The use of scriptio
           | continua despite knowledge of word dividers was a choice.
        
             | observationist wrote:
             | I wonder, how much was gatekeeping, keeping things hard on
             | purpose, how much waas inertia, "that's just the way things
             | are done", and how much was a kind of despairing "holy
             | shit, it'd be so much work to have to go through and recopy
             | everything in the new format, literally decades of effort,
             | and there's other things we want to do with our lives".
             | 
             | The whole context of written words had so much implicit
             | process and knowledge and institutional memory, compared to
             | now when we have petabytes of throwaway logs and trivial
             | scratchpads for software running on a "just in case I might
             | need to figure something out" basis. I'd love to see a
             | written word graph over time, starting ~4k BC to now. And
             | the complexity and diversity of those automated words are
             | going up like crazy since LLMs.
        
               | duskwuff wrote:
               | Also probably a bit of "good parchment is expensive, why
               | would we waste it on blank space?"
        
           | mistrial9 wrote:
           | yeah - under certain "the winners write the history"
           | framework, I believe that scribes did not add spaces between
           | "words".. However, the world is a big place; history is long.
        
           | jjtheblunt wrote:
           | i've had lots of Latin, know what you mean, but then thought
           | of the Pantheon, where the word breaks (acronyms included)
           | are indicated (with interstitial dots).
           | 
           | https://commons.wikimedia.org/wiki/File:Pantheon_Rom_1_cropp.
           | ..
        
         | BurningFrog wrote:
         | I can see how it wculd take that long to realize it would be
         | nice to have a way to tell people which page to look at in
         | their exact copy of a book.
        
       | nullbyte808 wrote:
       | Such a simple concept took this long to discover? Now we just
       | need a way of packing the DNA strings into blank cells reliably.
        
         | pc86 wrote:
         | "just"
        
         | ben_w wrote:
         | > Now we just need a way of packing the DNA strings into blank
         | cells reliably.
         | 
         | Huh, I kinda assumed we'd already done that part with Dolly the
         | sheep. But I'm not a biologist, I just saw headlines.
        
         | oofbey wrote:
         | They have a nice simple explanation. But the biochemistry of it
         | I'm guessing is anything but simple. I've never heard of three
         | way junctions in DNA before. I wonder how new those are. And
         | designing the molecules to do the matching and splicing must
         | have taken a long time.
        
         | epistasis wrote:
         | It's a lot like TikTok, right? It's a very simple concept:
         | immediately produce customized video recommendations taking
         | into account even the most recent interactions.
         | 
         | You just need a way to pack the TikToks into blank data
         | centers.
         | 
         | (Note: blank data centers is a concept that kind of sorta makes
         | sense. A blank cell doesn't make any sense at all)
        
         | Metacelsus wrote:
         | It was known in 2006 but rediscovered recently:
         | https://patents.google.com/patent/US20060281113A1/en
        
       | jycnaw wrote:
       | Movies that come to mind that involve genetic building at this
       | level are Gremlins 2, The Clone Wars, and some in the Alien
       | franchise.
       | 
       | Yes, someone has attempted in the last to breed or alter for
       | specific traits, we've cloned many kinds of life, and if there
       | was extraterrestrial life here, someone probably mixed it with
       | humans and animals.
       | 
       | But the pace of this is not going to increase anytime soon, if
       | history is a judge. CRISPR was scaring people years ago when
       | publicized, but those worries were unfounded and so shall these
       | be. Life is much harder than coding apps.
        
       | jackconsidine wrote:
       | Saw the headline and thought we were coming full circle on GEB --
       | a discovery of page number mechanisms in DNA functioning like
       | GOTOs in code.
       | 
       | It's instead a way to stitch together longer sequences of DNA.
       | Still very cool
        
       | biophysboy wrote:
       | Chemical modifications of DNA are so amazing, and underpin so
       | much DNA related research and engineering. Illumina and Moderna
       | would not exist without DNA mods. It's very cool that the set of
       | tools is expanding further!
       | 
       | " Guided by the removable DNA page numbers, Sidewinder achieves
       | an incredibly high fidelity in DNA construction with a measured
       | misconnection rate of just one in one million, a four to five
       | magnitude improvement over all prior techniques whose
       | misconnection rates range from 1-in-10 to 1-in-30."
       | 
       | I wonder if this is even a problem, since you could amplify the
       | correct sequence with PCR afterward.
        
         | codesnik wrote:
         | pcr amplifies all sequences, correct or wrong, no? and as I
         | understand it, it works on short snippets the best.
        
           | biophysboy wrote:
           | It amplifies sequences that contain the two primer sequences
           | on each end of the target. So if you had synthesized sequence
           | XYZ with some mistakes like YZX, then you could target X and
           | Z and purify.
           | 
           | You're correct that PCR has a limited max length, but it is
           | longer and cheaper than vanilla DNA synthesis.
        
             | bookofjoe wrote:
             | Kary B. Mullis Nobel Prize lecture Nobel Lecture, December
             | 8, 1993
             | 
             | The Polymerase Chain Reaction
             | 
             | https://www.nobelprize.org/prizes/chemistry/1993/mullis/lec
             | t...
        
         | oofbey wrote:
         | Intuitively I agree some kind of selective amplification should
         | be able to correct for the mistakes. But I think it will be
         | complicated. Because the filtering process needs to be much
         | more complex. It can't just chemically match to a known
         | subsequence - you won't know where the mistake might be in a
         | long sequence.
        
           | biophysboy wrote:
           | This is a good point. WXYZ and WYXZ are indistinguishable via
           | PCR. And the possibilities accumulate with more segments.
        
         | mbreese wrote:
         | I don't think PCR is necessarily relevant here. I had the
         | impression that this would be lost useful at linking multi-kb
         | fragments together. If we are looking at sizes much above 2kb,
         | PCR is going to struggle to generate full length fragments
         | efficiently.
         | 
         | I didn't see this technique as having DNA modification per-se,
         | but a novel way to managing the hybridization process. It's
         | stock (well engineered) oligos, if I read it correctly.
        
       | Kirr wrote:
       | Very cool, but may have some unexpected consequences. E.g.,
       | someone can probably use this to synthesize a bacterial genome
       | containing every known drug resistance gene, and this is just the
       | first thing that comes to mind. Possibilities for bioeconomy
       | indeed.
        
         | jryb wrote:
         | You don't need to synthesize an entire bacterial genome from
         | scratch to do this. You can just insert them one at a time into
         | existing bacteria. Or just give them plasmids. Anyway, the
         | ability to achieve the outcome you're describing has existed
         | for decades.
        
       | GlibMonkeyDeath wrote:
       | What really blows my mind about this is that they are using off-
       | the-shelf T4 Ligase to ligate the junctions. I figured this was
       | going to be some tour-de-force of enzyme engineering, but nope,
       | all the reagents are pretty much commercially available.
       | 
       | It is super clever and exciting. Note that people have been able
       | to assemble short (<100 bases) DNA oligomer fragments of
       | synthetic DNA into longer fragments using "splint" oligos since
       | forever. But in this case, each splint has to be custom
       | engineered to only bind to the junction of interest (in practice
       | it is pretty tricky and expensive to do this.) These guys figured
       | out a way to use engineered sequences to make the match, and used
       | a clever (but also more or less standard) way to chew up the
       | engineered stuff, leaving behind only the desired long assembly
       | with no scars at the end of the process.
        
         | pcrh wrote:
         | Yes, it's very elegant! It's one of those things you wish you
         | had thought of yourself. Kudos to these guys for being first.
        
       | victor106 wrote:
       | For someone in Software what is a good way to learn the
       | fundamentals of this?
        
         | zulko wrote:
         | Possibly not what you're asking for, but I wrote a generally-
         | accessible intro to why it can be tricky to assemble many DNA
         | fragments with "Golden Gate Assembly", a mainstream method
         | which relies on short sequence overhangs. The Sidewinder method
         | discussed in this thread aims to solve that "short overhang"
         | problem.
         | 
         | https://zulko.github.io/bricks_and_scissors/posts/overhangs/
        
         | vikramkr wrote:
         | If you live near a community bio lab see if you can join up and
         | take some classes to learn some basic lab techniques. And some
         | sort of intro bio class via mooc/textbook/local college class
         | whatever if you can but community lab is honestly a great place
         | to start if you have one.
         | 
         | The main thing to keep in mind is that all the stuff that
         | involves analogies between software and biology is almost
         | universally a bullshit oversimplification that you can safely
         | ignore. It's just that software is so profitable and there's so
         | much vc money in it that there's a ton of pressure to be like
         | "oh we can program biology like we program computers." We can't
         | - we invented computers but didn't invent biology. Biology is
         | the end result of 4 billion years of unchecked entropy - it's a
         | chaos system, non deterministic in the wildest ways, impossibly
         | complicated, and yet something we are getting astonishingly
         | good at understanding and engineering.
         | 
         | Basically, all the biologists that started companies that were
         | like "we can program biology like we can program computers" are
         | bankrupt now.
         | 
         | On the other hand, the computer scientists that respected the
         | nature of biology and pushed the limits of computing to develop
         | Alphafold - giant models trained on the full complexity of
         | biological data - finally created computer systems that could
         | handle biological systems like protein folding at an
         | extraordinary level of capability. They won a nobel.
        
           | ramon156 wrote:
           | Follow up question (Not OP), would alphafold more be used to
           | experiment with an already-defined theory that you have, or
           | could you also make some toy projects (e.g. how people make
           | projects around trading engines).
           | 
           | I'm wondering if I could find a fun weekend project in
           | alphafold just to see what it's like.
        
           | elric wrote:
           | TIL community biolabs are a thing ...
           | 
           | Are they really? Is this just limited to some very specific
           | areas with an active biotech scene?
        
             | cess11 wrote:
             | In my part of the world it is a common thing among high
             | schoolers, which form associations and use labs at school
             | or a local university.
             | 
             | It's not uncommon that adults do something similar and run
             | a community workshop with whatever the members are
             | interested in.
        
       | oytis wrote:
       | Could we better not?
        
       | daemonk wrote:
       | Pretty cool technique using complementary overhangs and toehold
       | sequences to generate a 3-way heteroduplex, ligate knick, and
       | then remove barcode duplex.
       | 
       | They don't give much details on how the barcode duplex is removed
       | though. I guess ultimately the barcode duplex strands can just be
       | melted off and the ligated strand can be used to template off of.
       | 
       | If this can be made into an easy to use kit, can really make
       | vector generation much easier and hopefully not locked into
       | proprietary systems.
       | 
       | I can imagine a company that bioinformatically generates
       | libraries of common long oligos with corresponding barcode and
       | allow end-users to select oligos to modularly ligate together in
       | a one pot reaction. Cool stuff.
        
         | omnicognate wrote:
         | > using complementary overhangs and toehold sequences to
         | generate a 3-way heteroduplex, ligate knick, and then remove
         | barcode duplex
         | 
         | At first I thought this was about olympic figure skating, but
         | after a bit of googling I _think_ :
         | 
         | Complementary overhang -
         | https://en.wikipedia.org/wiki/Sticky_and_blunt_ends
         | 
         | Toehold sequences:
         | https://en.wikipedia.org/wiki/Toehold_mediated_strand_displa...
         | 
         | Ligate (ligase?) knick (nick?) -
         | https://en.wikipedia.org/wiki/Nick_(DNA)
         | 
         | Barcode - https://en.wikipedia.org/wiki/DNA_barcoding
         | 
         | Heteroduplex - https://en.wikipedia.org/wiki/Heteroduplex
        
         | mbreese wrote:
         | We've been able to do this type of nucleotide 3D engineering
         | for a while. I used to use large DNA branched complexed
         | fluorophores to label cDNA back when I was in grad school. They
         | were more or less mixed of DNA that self assembled into larger
         | hairballs.
         | 
         | But branched DNA is really interesting. It's a bit hard to get
         | my head around. We spend so much time thinking about DNA in the
         | 2D sequence sense, it's easy to forget that it exists in 3D
         | space.
         | 
         | I'm honestly not sure how different this really is to the
         | traditional ways of doing this (with custom oligos). The common
         | set of large self-hybridizing oligos is definitely easier, but
         | you still have to have compatible tag overhangs between your
         | two fragments. Meaning, it isn't quite as universal and you'll
         | still need work to pair the fragments together. But where I
         | think it might be useful is if you have a set of common
         | hybridizing pairs that can be easily located onto the custom
         | flanking oligos. You'll still need some sequence analysis to
         | get your custom oligos, but it would make the process more
         | "standardized".
         | 
         | I think the main bonus here is the self correcting selection...
         | that you only end up with matching pairs linking together, so
         | you could really have a mix in a one tube reaction that links
         | many kilobase fragments together. That's quite nice. And
         | useful. And still cool.
         | 
         | One thing that is interesting is that this is another step
         | towards getting the "writing" step of DNA analysis better. For
         | the past 50+ years, we've developed all sorts of tools for
         | reading DNA. It's only really been the past 20-ish or so that
         | we've had tools for writing. And now we can write longer
         | chunks. That's all a good thing.
         | 
         | Not sure I think it's revolutionary (yet), but that's a
         | university PR release for you! I'm still thinking about the
         | paper.
        
       | koeng wrote:
       | I work in DNA assembly and synthesis. Here is my take:
       | 
       | They don't use oligo pools - "This capacity may be adapted to use
       | large oligo pools to substantially reduce the cost per
       | construct45 but requires further engineering to account for the
       | formation of the unintended Sidewinder heteroduplexes before
       | assembly and the higher truncation rate of pooled oligos"
       | 
       | This absolutely destroys any unit economics when it comes to DNA
       | synthesis. Oligo pool synthesis isn't 10x cheaper, it's 100x to
       | 1000x cheaper than individual oligo synthesis.
       | 
       | So what they really have is a good way to do DNA assembly from
       | synthesized oligos; fair. But we have that: GoldenGate can do 40
       | part assemblies, hell it can do 52 part assemblies, and you CAN
       | use oligo pools -
       | https://pmc.ncbi.nlm.nih.gov/articles/PMC10949349/ (there are a
       | couple enzymatic properties which allow this, mainly that you can
       | use full doublestranded DNA, which you can make with a PCR. Can't
       | make these overhang guys with a PCR).
       | 
       | We've even found that with some GoldenGate enzymes, the biology
       | somehow breaks the current models of the physics of ligation by
       | being so efficient -
       | https://www.biorxiv.org/content/10.64898/2026.01.31.702778v1
       | 
       | Their gels do look really good, I'll admit. I can imagine
       | circumstances (exception cases) where this would be better. But
       | not only is this kind of thing for 99% of cases has already been
       | available for many years while being orders of magnitude cheaper
       | (plural).
        
       | 1vuio0pswjnm7 wrote:
       | Here's the paper without the cookies
       | 
       | https://web.archive.org/web/20260121201045if_/https://www.na...
        
       | Metacelsus wrote:
       | The Church lab came up with this in 2006, sadly it never took
       | off: https://patents.google.com/patent/US20060281113A1/en
        
       ___________________________________________________________________
       (page generated 2026-02-06 23:01 UTC)