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Issue reproducing quality of models available on AF DB

Open maschka opened this issue 3 years ago • 3 comments
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Hi, I tried to reproduce a protein available on the AF database. I understand that the protein may be different from run to run. However, I have run with 'reduced db' and 'full db' on our clusters (In each case the models generated are fairly similar to each other). My predicted structure is farther from the available crystal structures than the predicted structures that are available for download. I'm wondering if there are specific setting you had to run it on to get these? Why are my predictions coming out slightly worse?

For reference the gene is https://alphafold.ebi.ac.uk/entry/Q8TDU6

I am also running a pretty early version of this repository - somewhere near the initial release.

maschka avatar Dec 03 '21 17:12 maschka

Hi all - I would be very much interested in exactly the same question. I observe a similar behaviour for some of my structures and wonder how the structures on alphafold-db were predicted, i.e. which settings and models were used

Thanks a bunch!

MFSeidl avatar Jan 28 '22 17:01 MFSeidl

Actually, I ran the same FASTA sequence twice using the same setting, and AF give me different results (fragments aligned: 74%) for O00141.

pykao avatar May 09 '22 08:05 pykao

Dear all,

I probably find the reason why the resulting structures are different:

https://github.com/deepmind/alphafold/blob/b85ffe10799ca08cc62146f1dabb4e4ee6c0a580/run_alphafold.py#L105-L109

pykao avatar May 09 '22 08:05 pykao

Hi, yes, the random seed is likely to be the culprit if seeing differences between runs. If you see differences with a fixed seed, please re-open the issue.

Also, we advise using the latest version of AlphaFold, which will mostly give structures at least as good as what is seen in AFDB. However, please note that this code is not meant to reproduce the AFDB results 100%.

Jane333 avatar Jan 16 '23 23:01 Jane333