[HN Gopher] A protein folding mystery solved: Study explains cor...
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       A protein folding mystery solved: Study explains core packing
       fractions
        
       Author : PaulHoule
       Score  : 83 points
       Date   : 2025-04-14 13:36 UTC (2 days ago)
        
 (HTM) web link (phys.org)
 (TXT) w3m dump (phys.org)
        
       | ChuckMcM wrote:
       | This is the kind of cool stuff I'm going to miss during the
       | coming dark ages. When ever I read this in a paper:
       | 
       | "The authors acknowledge support from NIH Training Grant No.
       | T32GM145452 (A.T.G., C.S.O., and Z.L.), NIH Training Grant No.
       | T15LM007056-37 (J.A.L.), and the High Performance Computing
       | facilities operated by Yale's Center for Research Computing."
       | 
       | All of these things (the NIH and Yale's Center for Research
       | Computing) relied so heavily on government funding that they are
       | no longer getting, especially if they don't sing ideologically
       | pure songs for dear Leader.
        
         | user32489318 wrote:
         | Researchers will seek other opportunities, there are other non-
         | US grants and support structures. While studying in EU, I knew
         | quite a few PhDs who secured substantial financial aid from the
         | industry directly, on their own. Yes, it will get trickier, and
         | will steer the research in a certain direction. But I won't
         | call it the dark ages.
        
           | daveguy wrote:
           | Ah yes. Industry funding. We all know how independent and
           | dedicated to the scientific pursuit of truth industry funded
           | research is.
           | 
           | It very much will be the dark ages if the only money
           | available for research is at the mercy of industry. It
           | probably won't be dark ages for the whole world -- just the
           | countries that squander their research advantage. Brain drain
           | from the US is already starting. Hopefully there will be a
           | clear cease and desist message sent to this regime when the
           | people vote again Nov 2026.
        
         | try_the_bass wrote:
         | > This is the kind of cool stuff I'm going to miss during the
         | coming dark ages.
         | 
         | I really don't get this level of hyperbole. There's so much
         | hand-wringing about funding getting cut, but it turns out it's
         | like a 15% reduction[0]. That's not an insignificant amount,
         | but it's not the end of the world. Taken naively, that's 15%
         | less research that gets done. One can hope that, being a pillar
         | of academia, the intelligent folks over at Yale can figure out
         | how to spend 15% less on research, so the same amount of
         | research gets done with fewer dollars. Or, better yet, they can
         | put more effort into finding and cutting the rising levels of
         | fraud amongst academic researchers[1].
         | 
         | I think 15% might be too drastic, but at the end of the day,
         | things can't always progress up and to the right, all day every
         | day. If you don't want waste, you sometimes have to cut things,
         | or at the very least apply pressure to them. This mindset of
         | "any cut is bad!" prevents necessary cuts, especially when
         | coupled with this "everyone gets a voice" mindset, simply
         | because you can always find someone to speak up in protection
         | of anything--even fraud! I'd say you'd be surprised by how
         | vigorously people protest their own innocence when they're
         | clearly participating in bad behavior, but like... _gestures at
         | everything_
         | 
         | Don't get me wrong, I think this administration is going about
         | this in mostly the wrong ways, but the problem is, they're
         | doing something those in the affected academic organizations
         | refused to do, namely: applying sufficient adversity to the
         | system to keep it strong.[2] The fact that fraud among
         | scientific research is increasing over time is ample evidence
         | that they're not doing enough to self-police. I don't know how
         | rigorously studied the phenomenon is, but I've certainly seen
         | an increase in popular science coverage of various frauds and
         | scandals in all kinds of scientific fields over the years.
         | Should we really continue paying and promoting the people who
         | are perpetrating this fraud? (As an aside, I wonder how much
         | money is given back to the government when fraud like this is
         | exposed before the grant is fully filled? Or does it usually
         | escape detection until after the grant has been paid out?
         | Anyone know this?)
         | 
         | When you depend on someone else funding your studies, but don't
         | do sufficient legwork to keep things operating smoothly, why is
         | it a seemingly the end of the world for the organization
         | providing the funding to decide to cut it? This is essentially
         | the ruling demographic says: "we think you're wasting our
         | money, so we're going to give you less of it until we see you
         | do better". I think this is a personally reasonable ask! I
         | think the definition of "do better" is troubling in some cases,
         | but this sort of thing should be happening _all the time_. I
         | don 't understand why you and seemingly so many others seem to
         | think that the government shouldn't _ever_ be cutting funding
         | to research programs, especially when the level of waste just
         | keeps going up? You and others _constantly_ hyperbolize a
         | (admittedly large) cut into  "oh no it's the end of the world".
         | But it really isn't, and it's not even really an insurmountable
         | challenge. Run a few plagiarism/LLM checks, fire/expel the
         | worst offenders, and you've already saved a significant
         | fraction of the newfound deficit! Yeah, you might destroy some
         | "promising" careers, but look: attempting to deceive the
         | _entire world_ for personal gain (even if just to maintain a
         | basic standard of living!) probably should come with a pretty
         | stiff penalty. The kind of person who would falsify data for
         | personal gain is only promising to do more of the same for
         | their whole career. They 're exactly the kind of people that
         | academia should be _vigorously_ expelling.
         | 
         | To look at it from another angle: Academic research _needs_ to
         | be built on a foundation of trust. There will also _always_ be
         | adversaries in the system, and how hard they have to work to
         | stay hidden is dependent on how much oversight there is. If the
         | oversight is lax, adversaries can thrive, which ultimately
         | erodes trust both within the system and without. If academia
         | (as a nebulous whole) is not doing enough internal oversight to
         | keep adversaries in check, then it falls to those outside
         | academia to try affect this oversight. Given the current
         | capitalistic nature of our society, this tends to come in the
         | form of withholding or cutting funding. The more the trust
         | erodes, the stronger the external response, which is what I
         | think we 're seeing today. But while a 15% cut might be "too
         | far" or "too much" or "too inaccurate in allocation", consider
         | that part of the reason these cuts are happening is because
         | those "outside the system" have lost trust in the academic
         | system in this country. In response, they did what they could:
         | elected adversaries of the system as it exists today.
         | 
         | And why have the people who support these cuts lost trust in
         | the academic system? Abstractly, I think this boils down to the
         | contrast between this apparent lack of internal oversight and
         | the nature of academia itself: the pursuit of knowledge.
         | Academia literally exists to discover new truths and present
         | them to the rest of the world. It asks the rest of the world to
         | subsidize this learning in various ways, with the promise that
         | the newfound knowledge will vastly repay the subsidy. But when
         | the knowledge the academic system is putting out is
         | increasingly found to actually be bullshit, it repeatedly
         | breaks this promise.
         | 
         | ---
         | 
         | Anyway, that's a lot of words to say I think your opinion is
         | wildly hyperbolic and immature. I'm getting tired of folks
         | defending an obviously imperfect system as if every small
         | attack on it is "the end of democracy!" It's not helpful, and
         | it just reinforces the image that folks who hold the same
         | beliefs as yourself are also likely to be equally hyperbolic
         | and immature. It's not a good look.
         | 
         | [0] https://yaledailynews.com/blog/2025/02/10/nih-slashes-
         | indire...
         | 
         | [1] https://retractionwatch.com/2024/09/24/1-in-7-scientific-
         | pap... unsure the quality of this source, but fraud in research
         | is definitely a thing I've been hearing more and more about,
         | especially with generative AI getting let loose on it by folks
         | with... looser morals
         | 
         | [2] https://www.apa.org/topics/resilience
        
           | fabian2k wrote:
           | It is a lot more than 15% cuts. The latest numbers I saw
           | about grant approvals were something like only half of the
           | number of approved grants compared to the same timeframe last
           | year. On top of that you have the cap of indirect costs at
           | 15%, which is alone more than what you describe. And on top
           | of that are the other ways they are interfering with
           | research, e.g. by the draconic spending limits on credit
           | cards and other arbitrary ways they are blocking money from
           | getting spent.
        
           | hengheng wrote:
           | In any other industry, a 15% cut would be Bad News, and
           | people would be talking about ripple effects, they would call
           | it a "shock" and talk about the long-term consequences.
        
           | agoose77 wrote:
           | I want to be careful about what I write given the context of
           | what's going on, and the personal ramifications that can
           | have.
           | 
           | Suffice to say, it's worth considering whether the cost of a
           | decision can be interpreted solely as how much money there is
           | vs the wider ecosystem level consequences of said decision.
        
           | dbspin wrote:
           | The fraud issues you mention are real and pressing... They're
           | also completely disconnected from blanket cuts to NIH
           | funding. There seems to be some kind of grasping for a
           | positive in heavy cuts to essential research here. Put
           | another way, there is zero selective pressure for 'less
           | fraudulent' research to be cut. If anything, this applies
           | selective pressure on publish or perish, false positive,
           | press release style research. Harsh cuts in funding always
           | penalise blue sky research, controversial work and anything
           | that isn't guaranteed to bring press to the funding
           | institution.
           | 
           | > Run a few plagiarism/LLM checks, fire/expel the worst
           | offenders, and you've already saved a significant fraction of
           | the newfound deficit!
           | 
           | This is absurdly reductive, and doesn't connect with the
           | genuine issues at play incentivising good research and
           | detecting fraud.
        
         | timr wrote:
         | > "The authors acknowledge support from NIH Training Grant No.
         | T32GM145452 (A.T.G., C.S.O., and Z.L.), NIH Training Grant No.
         | T15LM007056-37 (J.A.L.), and the High Performance Computing
         | facilities operated by Yale's Center for Research Computing."
         | 
         | Well, NIH training grants aren't going anywhere, so far as I
         | know, and the high-performance computing facilities may or may
         | not be affected by a cut in indirects. If they _are_ affected,
         | one reasonably has to ask: what line items made it past the
         | cut? It 's a more productive framing of the question.
         | 
         | Either way, you can't just leap to the conclusion that
         | everything you like will be gone.
         | 
         | > especially if they don't sing ideologically pure songs for
         | dear Leader.
         | 
         | I think it's possible that you're exaggerating.
        
           | jibal wrote:
           | Lots of things are possible while clearly not true, and
           | that's one of them.
        
             | timr wrote:
             | Well, pretty much everything in the comment I replied to is
             | untrue, so technically the entire comment falls in that
             | category.
        
         | timewizard wrote:
         | > relied so heavily
         | 
         | One grant started in 1987 and has extensions running into 2027
         | for dozens of different sub-projects. Total award so far has
         | been $13.1m. The other grant is for up to $800k over 5 years
         | for 5 student positions ostensibly worth $32k per year. The
         | YCRC seems to be funded directly by Yale.
         | 
         | https://www.highergov.com/grant/T32GM145452/
         | 
         | https://www.highergov.com/grant/T15LM007056/
         | 
         | > sing ideologically pure songs for dear Leader.
         | 
         | Hot take; however, perhaps the energy put into this ideological
         | signalling could be better spent on working to solve what is a
         | relatively small problem.
        
         | esbranson wrote:
         | Well we're certainly not going to see any European institutions
         | step up, despite their propaganda to the contrary.
        
       | banq wrote:
       | The research direction has gone off track--it's overly fixated on
       | proteins "chasing fireworks" (metaphorically trivial pursuits),
       | while mitochondrial and other molecular pathways represent a far
       | more substantial and impactful frontier. The academic world is
       | mired in stagnation and decay, demanding external pressure to
       | break its complacency.
        
         | refactor_master wrote:
         | No sources cited?
        
           | therein wrote:
           | It comes across borderline comical when a man gets asked for
           | his sources while he is clearly stating his formed opinion
           | based on his impressions.
           | 
           | It is hard to think of an example without sounding like I am
           | exaggerating. Imagine if you shared on a thread that Rust has
           | a great ecosystem but it is a little bit too overhyped and
           | someone so cleverly asked for you to cite sources.
           | 
           | Do you really rely on academic studies to form any impression
           | of anything? Is your chain of thought full of citations?
           | 
           | I have this screw I want to undo but Schonenberg et. al. has
           | demonstrated that a Philips screw should be used for this
           | situation. Unable to find any citations on the feasibility of
           | a blunt knife in this situation. Further research needed.
        
             | thaumasiotes wrote:
             | There was a thread on HN semi-recently where I observed
             | that if you think about classifying complexities ("big-O of
             | n squared") by polynomial degree (so we think of O(n^2) as
             | "2"), the logarithm function gives you a literally
             | infinitesimal value.
             | 
             | I was then asked about sources for what amounts to an easy
             | homework problem.
        
       | gilleain wrote:
       | The 'explanation' in the article is a little thin:
       | 
       | Why is the packing fraction 55% maximum (in globular proteins)?
       | "The answer seems to be that the packing fraction stops
       | increasing when the protein cores jam or rigidify." Ok, so ...
       | 
       | > "That is, the individual amino acids that make up the protein
       | core couldn't compress any further when the protein folded"
       | 
       | So they can't pack any further because they 'jam'? Ohhh, from the
       | abstract of the paper:
       | 
       | > "... However, important developments in the physics of jamming
       | in particulate systems can shed light on the packing of protein
       | cores. ... Then, we develop an all-atom model for proteins and
       | find that, above ~0.55, protein cores undergo a jamming-like
       | transition"
       | 
       | Possibly this is related to the need for protein cores to remain
       | relatively 'liquid', as enzymes (for example) need to be somewhat
       | flexible when binding/releasing substrates. A fully
       | 'jammed'/packed core would lead to an inflexible structure with
       | lower ability to ... er... move, bind stuff (I'm handwaving here
       | :) )
        
       | timdellinger wrote:
       | for perspective, monodisperse spheres max out at 74% (hexagonal
       | close packing)
        
       | pfdietz wrote:
       | "In living organisms, every protein--a type of biological polymer
       | consisting of hundreds of amino acids--carries out specific
       | functions, such as catalysis, molecule transport, or DNA repair.
       | To perform these functions, they must fold up into specific
       | shapes."
       | 
       | This is not true. There are some proteins that are intrinsically
       | disordered, not folding into any preferred way, but they still
       | perform biological functions.
       | 
       | https://en.wikipedia.org/wiki/Intrinsically_disordered_prote...
        
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       (page generated 2025-04-16 17:02 UTC)