RoseTTAFold: Accurate prediction of protein structures and interactions using a three-track neural network

Message boards : Rosetta@home Science : RoseTTAFold: Accurate prediction of protein structures and interactions using a three-track neural network

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Falconet

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Message 102253 - Posted: 20 Jul 2021, 9:00:32 UTC - in response to Message 102252.  

Ah that's really interesting, but confusing - the Rosetta 4.20 application is from May 2020 according to the apps page, so it's from before any Alpahfold/AI was built into Rosetta, other than TRrosetta that was a parallel project, as I understand things. Is there any evidence that these are being pushed to R@H rather than being crunched in-house?

Or maybe they are doing the first stage (the AI bit) in-house and then we are doing the final stage which uses 4.20 on R@H, which might explain the still high volume of work coming through 4.20.



True, the app is over 1 year old. But I have seen the Robetta RoseTTAFold jobs run on my computer with different stages than standard Rosetta.
I haven't seen any sign that the tasks that are actually sent by the Baker Lab/IPD use RoseTTAFold. AFAI can tell, RoseTTAFold is only being run by jobs that are submitted to Robetta from other non-IPD researchers all over the world.

Unless someone tells us what we are actually running, we won't know for sure, but the little info available makes me think that we are indeed running RoseTTAFold jobs through the Rosetta 4.20 app from the submissions to Robetta.
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Profile [VENETO] boboviz

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Message 102254 - Posted: 20 Jul 2021, 9:41:39 UTC - in response to Message 102253.  

Unless someone tells us what we are actually running, we won't know for sure, but the little info available makes me think that we are indeed running RoseTTAFold jobs through the Rosetta 4.20 app from the submissions to Robetta.


The situation is very exciting (at scientific level) but also very confused (see, for example, the latest news of Foldit).
Only admins can dispel the fog
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Jim1348

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Message 102257 - Posted: 20 Jul 2021, 13:51:15 UTC - in response to Message 102254.  

The situation is very exciting (at scientific level) but also very confused (see, for example, the latest news of Foldit).
Only admins can dispel the fog

That pretty much summarizes my feelings. I will continue to run them, but at some point I could become convinced that I am just cleaning up old business rather than doing new work.
I would prefer to know which it is.
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Profile [VENETO] boboviz

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Message 102265 - Posted: 23 Jul 2021, 6:27:53 UTC - in response to Message 102257.  

I will continue to run them, but at some point I could become convinced that I am just cleaning up old business rather than doing new work.
I would prefer to know which it is.


From Rosetta@Home Twitter account:
We will be sharing an update about it soon. In short, yes — volunteers are still needed!

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Profile dcdc

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Message 102267 - Posted: 23 Jul 2021, 8:23:27 UTC - in response to Message 102265.  

I will continue to run them, but at some point I could become convinced that I am just cleaning up old business rather than doing new work.
I would prefer to know which it is.


From Rosetta@Home Twitter account:
We will be sharing an update about it soon. In short, yes — volunteers are still needed!

I can't find this reply - can you post a link please?
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Profile [VENETO] boboviz

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Message 102268 - Posted: 23 Jul 2021, 8:58:57 UTC - in response to Message 102267.  

I can't find this reply - can you post a link please?

It's a private message to me.
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Falconet

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Message 102271 - Posted: 23 Jul 2021, 14:52:29 UTC - in response to Message 102265.  

Can't wait for that update.
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Filipe

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Message 102272 - Posted: 23 Jul 2021, 16:16:46 UTC - in response to Message 102271.  

Can't wait for that update.


Rosetta work for GPU's with at least 8GB of VRAM?
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Falconet

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Message 102273 - Posted: 23 Jul 2021, 16:27:49 UTC - in response to Message 102272.  

Can't wait for that update.


Rosetta work for GPU's with at least 8GB of VRAM?


I'm gonna say no lol.
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Profile [VENETO] boboviz

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Message 102312 - Posted: 30 Jul 2021, 8:39:22 UTC - in response to Message 102272.  

Rosetta work for GPU's with at least 8GB of VRAM?


Link
Now, the end-to-end version of RoseTTAFold on RTX 2080 GPUs only takes about 10 minutes to generate skeleton coordinates for proteins with less than 400 residues and can be much more accurate in its predictions as well

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Message 102321 - Posted: 30 Jul 2021, 22:09:00 UTC

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Profile [VENETO] boboviz

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Message 102873 - Posted: 2 Oct 2021, 17:04:15 UTC

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Profile [VENETO] boboviz

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Message 103182 - Posted: 12 Nov 2021, 8:59:52 UTC

Another interesting paper based on RosetTAFold

We explored the application of the deep learning based structure prediction methods, RoseTTAFold (RF) and AlphaFold (AF), to this problem. Even though RF was originally trained on monomeric protein sequences and structures, it can accurately predict the structures of protein complexes given pMSAs with a sufficient number of sequences. We found that a lighter-weight (10.7 million parameters) RF two-track model provided a good tradeoff between compute time and accuracy: the model requires 11 s (about 100 times faster than AF) to process a pMSA of 1,000 amino acids on a NVIDIA TITAN RTX graphic processing unit, and it can effectively distinguish gold standard PPIs amongst much larger sets of randomly paired proteins

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fufu

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Message 103926 - Posted: 27 Dec 2021, 18:53:53 UTC

Hi everybody, I'm wondering if Rosetta@home still has a purpose if Bakerlabs can now predict proteins much faster with RoseTTAFold. Are there any plans to use this AI on the grid? I think it's much easier to do this in their internal network. But if this is the case, why are there still "normal" Rosetta workunits available? I would guess that the "old" way is ineffective compared to the new approach.
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Message 103930 - Posted: 28 Dec 2021, 9:28:15 UTC - in response to Message 103926.  

Alphafold and RosetTAFold are very good at determining most protein 3d structures, in isolation, which is a massive step forwards. But there is still a huge amount to improve, for example, protein-protein interactions. Or designing new proteins to do a task- I think the cages take are design work, but I might be wrong. Or protein-environment interactions.

So in summary, keep those computers crunching if there is work available.
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Message 103931 - Posted: 28 Dec 2021, 9:28:17 UTC - in response to Message 103926.  
Last modified: 28 Dec 2021, 9:28:50 UTC

Duplicate...
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fufu

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Message 103962 - Posted: 31 Dec 2021, 12:10:22 UTC

Ok, thank you for the explanation. I'll just rejoined after some years of Rosetta abstinence. Just one more question because I don't have Virtualbox installed. Is there a different purpose in those python workunits compared to the Rosetta 4.20 or Rosetta Mni 3.78 workunits?
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Message 103963 - Posted: 31 Dec 2021, 12:45:47 UTC - in response to Message 103962.  

Yes, the Python tasks run different stuff.
See this September post for some info on the Pythons.
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Message boards : Rosetta@home Science : RoseTTAFold: Accurate prediction of protein structures and interactions using a three-track neural network



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