@shozeb_haider
Shozeb Haider
1 month
I read a lovely post on how AF3 can predict electrolyte RDFs. So I digress from protein-NA complexes to just NA complexes. (Will come back to it) Case 3: 1JRN oxytricha bimolecular G4T4G4. My fav since I solved it. Perfect prediction with loops and 5 ions.
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@shozeb_haider
Shozeb Haider
1 month
After reading about what Alphafold3 can do all day yesterday, I have designed a series of 10 attempts (max daily limit) that I will try out today. I shall push AF3 limits on non-canonical nucleic acids-protein complexes. Will keep posting results as they appear.
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@shozeb_haider
Shozeb Haider
1 month
Case 1: PDB 2QNC. A DNA Holliday junction in complex with T4 endo IV resolvase. Amazingly AF3 predicts the complex within 1.3A. The protein is spot on although one arm is slightly splayed outwards. Not unexpected as this protein was used in training. Pink-AF3 Green-2QNC
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@shozeb_haider
Shozeb Haider
1 month
However, the DNA is a mess. AF3 pushes the strands up by 2 bp.
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@shozeb_haider
Shozeb Haider
1 month
As a result, AF3 (pink) is clueless about the base pairing. It randomly starts placing bases. An incorrect purine:pyrimidine swap occurs.
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@shozeb_haider
Shozeb Haider
1 month
The most important part is the junction. There are certain structural rules that govern how and what sequences form the junction. They all break down in the AF3 prediction (pink).
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@shozeb_haider
Shozeb Haider
1 month
The ions are perfectly placed.
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@shozeb_haider
Shozeb Haider
1 month
Case 2: what happens if you change the sequence of DNA to equal length? The protein again is perfectly predicted, however the DNA becomes long rods.
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@shozeb_haider
Shozeb Haider
1 month
This got me thinking: how about the human telomeric sequence that forms 6 different topologies Case 4: 1KF1 The intramolecular 21mer Pretty impressive so far.
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@shozeb_haider
Shozeb Haider
1 month
we know from experiments that telomeric G4 can adopt multiple topologies Case 5: 2HY9 Incorrect prediction. The strand polarity changes and AF3 pushes towards propeller instead of hybrid1
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@shozeb_haider
Shozeb Haider
1 month
How does it fare with bimolecular telomeric RNA Case 6: 3IBK Telomeric RNA The G4 backbone fits well, however there is a bit of wobbling of bases in the loops. So far, so good since the model would be trained on these systems.
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@shozeb_haider
Shozeb Haider
1 month
What if I trick AF3. Change a BrU to T in one of the bimolecular structures which AF3 has never seen before. Case 7: 1K8P bimolecular human telomeric G4 AF3 goes crazy. It now predicts 2 hexads and 1 AT tetrad.
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@shozeb_haider
Shozeb Haider
1 month
Attempt 8, was wasted on 3SC8. I should have known better that all G4 structures with ND compounds will be predicted parallel stranded. What a cheap waste of precious resources :0) Oh well, on to the next difficult case.
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@shozeb_haider
Shozeb Haider
1 month
What if I give it the telomeric G4-duplex hybrid that AF3 has never seen before. Case 9: 5DWX It predicts the duplex part and the G-Stem correctly but has no clue what to with the super important loops. However if I give it what it saw in training, it gives a perfect fit.
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@shozeb_haider
Shozeb Haider
1 month
Last of the day has to be our latest structure due to come out any time now. Not seen yet by AF3 Case 10: 8AYG the first intramolecular ILPR iMotif The C-stem is predicted correctly, but again the loops are just collapsed on the stem. Not quite right.
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@shozeb_haider
Shozeb Haider
1 month
Will continue with complexes again.
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