AlphaFold2 examples from CASP 14: Difference between revisions

Revision as of 19:46, 23 February 2021

This page is under construction. Eric Martz 01:03, 22 February 2021 (UTC)

Prediction of protein structures from amino acid sequences, homology modeling, has been extremely challenging. In 2020, breakthrough success was achieved by AlphaFold2^[1], a project of DeepMind. For an overview of this breakthrough, verified by the bi-annual prediction competition empirical models, please see 7jtl. Below are illustrated some examples of predictions from that competition.

SARS-CoV-2 ORF8

Following the discussion by Rubiera^[1], our first example will be SARS-CoV-2 protein ORF8, a protein that contributes to virulence in COVID-19^[2]. CASP 14 classified ORF8 as a "free modeling" (FM) target^[3], meaning that there were no adequate empirical templates for homology modeling. This was easily confirmed. When the amino acid sequence of ORF8 is submitted to Swiss Model, it reports the best templates for homology modeling. When the two empirical models that were not available during CASP 14 are excluded (7jtl and 7jx6), the best template offered, chain B of 3afc, covers only 36% of the length of ORF8 at 13.2% sequence identity, with a 4-residue untemplated gap in the sequence alignment. This template would not be adequate for constructing a useful model.

X-Ray Structures for ORF8

The quality of predictions for the structure of ORF8 are judged by comparison with X-ray crystallographic empirical models which were not available to the groups making predictions. Shortly after the CASP 14 competition (summer 2020), two X-ray crystal structures were reported for ORF8: 7jtl released August 26, 2020, and 7jx6, released September 23, 2020. The resolutions are 2.0 and 1.6 Å respectively, and both have worse than average Rfree values.

Click the green links below to change the molecular scene. Drag to rotate. Zoom the molecule with your mouse wheel, or Shift-Drag up/down.

The two X-ray structures agree very well: 87 of the 102 residues/chain align with a root mean square deviation (RMSD) of 0.66 Å^[4].

AlphaFold2 Prediction for ORF8

The quality of a prediction in CASP is judged, in large part, by the Global Distance Test Total Score, GDT_TS. AlphaFold2's predicted structure^[5] has a GDT_TS score of 87. (A score of 0 is meaningless, and a score of 100 means perfect agreement with an X-ray crystal structure.) 87 means the model is close to the accuracy of an X-ray crystal structure. Indeed, AlphaFold2's prediction is very close to the X-ray crystallographic model 7jx6. AlphaFold2 predicted the positions of 92 amino acids. CASP 14 excluded residues 48-59, a long surface loop, from the target residues^[3].

↑ CASP14: what Google DeepMind’s AlphaFold 2 really achieved, and what it means for protein folding, biology and bioinformatics, a blog post by Carlos Outeir al Rubiera, December 3, 2020.
↑ Flower TG, Buffalo CZ, Hooy RM, Allaire M, Ren X, Hurley JH. Structure of SARS-CoV-2 ORF8, a rapidly evolving immune evasion protein. Proc Natl Acad Sci U S A. 2021 Jan 12;118(2). pii: 2021785118. doi:, 10.1073/pnas.2021785118. PMID:33361333 doi:https://dx.doi.org/10.1073/pnas.2021785118
↑ ^3.0 ^3.1 Summary and Classifications of Domains for CASP 14.
↑ Alignment and RMSD calculation was by iterative magic fit of Swiss PDB Viewer.
↑ Download AlphaFold2's predicted structure for ORF8 from T1064TS427_1-D1.pdb.

References

↑ Senior AW, Evans R, Jumper J, Kirkpatrick J, Sifre L, Green T, Qin C, Zidek A, Nelson AWR, Bridgland A, Penedones H, Petersen S, Simonyan K, Crossan S, Kohli P, Jones DT, Silver D, Kavukcuoglu K, Hassabis D. Improved protein structure prediction using potentials from deep learning. Nature. 2020 Jan;577(7792):706-710. doi: 10.1038/s41586-019-1923-7. Epub 2020 Jan, 15. PMID:31942072 doi:https://dx.doi.org/10.1038/s41586-019-1923-7

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Eric Martz

[rubiera-1] CASP14: what Google DeepMind’s AlphaFold 2 really achieved, and what it means for protein folding, biology and bioinformatics, a blog post by Carlos Outeir al Rubiera, December 3, 2020.

[7jtl-2] Flower TG, Buffalo CZ, Hooy RM, Allaire M, Ren X, Hurley JH. Structure of SARS-CoV-2 ORF8, a rapidly evolving immune evasion protein. Proc Natl Acad Sci U S A. 2021 Jan 12;118(2). pii: 2021785118. doi:, 10.1073/pnas.2021785118. PMID:33361333 doi:https://dx.doi.org/10.1073/pnas.2021785118

[casp14domains-3] 3.0 ^3.1 Summary and Classifications of Domains for CASP 14.

[4] Alignment and RMSD calculation was by iterative magic fit of Swiss PDB Viewer.

[5] Download AlphaFold2's predicted structure for ORF8 from T1064TS427_1-D1.pdb.

[af2-1] Senior AW, Evans R, Jumper J, Kirkpatrick J, Sifre L, Green T, Qin C, Zidek A, Nelson AWR, Bridgland A, Penedones H, Petersen S, Simonyan K, Crossan S, Kohli P, Jones DT, Silver D, Kavukcuoglu K, Hassabis D. Improved protein structure prediction using potentials from deep learning. Nature. 2020 Jan;577(7792):706-710. doi: 10.1038/s41586-019-1923-7. Epub 2020 Jan, 15. PMID:31942072 doi:https://dx.doi.org/10.1038/s41586-019-1923-7

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Revision as of 19:30, 23 February 2021 view source Eric Martz (talk \| contribs) ConfirmAccount, Editor, Print3D, Tester, Bureaucrats, journal, Administrators 30,125 edits No edit summary ← Older edit		Revision as of 19:46, 23 February 2021 view source Eric Martz (talk \| contribs) ConfirmAccount, Editor, Print3D, Tester, Bureaucrats, journal, Administrators 30,125 edits No edit summary Newer edit →
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	===AlphaFold2 Prediction for ORF8===		===AlphaFold2 Prediction for ORF8===

	The quality of a prediction in CASP is judged, in large part, by the [[Theoretical_models#CASP_14_Global_Distance_Test_Results\|Global Distance Test Total Score, GDT_TS]]. AlphaFold2's predicted structure<ref>Download AlphaFold2's predicted structure for ORF8 from [https://predictioncenter.org/casp14/MODELS_PDB/T1064-D1/T1064TS427_1-D1.pdb T1064TS427_1-D1.pdb].</ref> has a '''GDT_TS score of 87'''. (A score of 0 is meaningless, and a score of 100 means perfect agreement with an X-ray crystal structure.) 87 means the model is close to the accuracy of an X-ray crystal structure.		The quality of a prediction in CASP is judged, in large part, by the [[Theoretical_models#CASP_14_Global_Distance_Test_Results\|Global Distance Test Total Score, GDT_TS]]. AlphaFold2's predicted structure<ref>Download AlphaFold2's predicted structure for ORF8 from [https://predictioncenter.org/casp14/MODELS_PDB/T1064-D1/T1064TS427_1-D1.pdb T1064TS427_1-D1.pdb].</ref> has a '''GDT_TS score of 87'''. (A score of 0 is meaningless, and a score of 100 means perfect agreement with an X-ray crystal structure.) 87 means the model is close to the accuracy of an X-ray crystal structure. Indeed, AlphaFold2's prediction is very close to the X-ray crystallographic model [[7jx6]]. AlphaFold2 predicted the positions of 92 amino acids. CASP 14 excluded residues 48-59, a long surface loop, from the target residues<ref name="casp14domains" />.

AlphaFold2 examples from CASP 14: Difference between revisions

Revision as of 19:46, 23 February 2021

SARS-CoV-2 ORF8

X-Ray Structures for ORF8

AlphaFold2 Prediction for ORF8

References

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