AlphaFold2 examples from CASP 14: Difference between revisions
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===Second Best Prediction for ORF8=== | ===Second Best Prediction for ORF8=== | ||
In CASP 14, 70 research groups and 42 automated servers predicted structures for ORF8. The median GDT_TS score for all 112 predictions was 26. AlphaFold2 made the best prediction (GDT_TS 87). <scene name='87/875686/Second_best_orf8_imf/1'>The second best prediction was by the group of Xian Ming Pan</scene>, with GDT_TS 43 (see TABLE above). The fold and topology were predicted correctly, but the '''details are far less accurate''' than those in AlphaFold2's prediction. The 2nd best prediction has '''no disulfide bonds'''. | In CASP 14, 70 research groups and 42 automated servers predicted structures for ORF8. The median GDT_TS score for all 112 predictions was 26. AlphaFold2 made the best prediction (GDT_TS 87). <scene name='87/875686/Second_best_orf8_imf/1'>The second best prediction was by the group of Xian Ming Pan</scene>, with GDT_TS 43 (see TABLE above). The fold and topology were predicted correctly, but the '''details are far less accurate''' than those in AlphaFold2's prediction. The 2nd best prediction has '''no disulfide bonds'''. The '''salt bridge''' Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. | ||
===Third Best Prediction for ORF8=== | ===Third Best Prediction for ORF8=== | ||
The third best prediction for ORF8 was by the Perez Lab, with GDT_TS 33 (see TABLE above). It '''correctly predicted the parallel beta strands formed by the amino and carboxy terminal ends of the chain'''. <scene name='87/875686/3rd_best_orf8/1'>When the 2-stranded parallel beta strands formed by the ends of the chains are aligned, the remainder aligns poorly</scene>. This prediction has '''no disulfide bonds'''. | The third best prediction for ORF8 was by the Perez Lab, with GDT_TS 33 (see TABLE above). It '''correctly predicted the parallel beta strands formed by the amino and carboxy terminal ends of the chain'''. <scene name='87/875686/3rd_best_orf8/1'>When the 2-stranded parallel beta strands formed by the ends of the chains are aligned, the remainder aligns poorly</scene>. This prediction has '''no disulfide bonds'''. The '''salt bridge''' Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. | ||
===Top Prediction by an Automated Server=== | ===Top Prediction by an Automated Server=== | ||
Among predictions by automated servers for all ~100 CASP 14 targets, the top ranking server was QUARK from the Yang Zhang group (Univ. Michigan). For ORF8, the Zhang-TBM server made the best server prediction with a '''GDT_TS of 27'''. (The prediction by QUARK was almost as good, GDT_TS 26.) The prediction has the '''two chain termini not parallel, and the amino terminus is not a beta strand''', differing in both respects from the X-ray model. Also, '''no disulfide bonds''' are predicted. The structural alignment is very poor and is not shown. | Among predictions by automated servers for all ~100 CASP 14 targets, the top ranking server was QUARK from the Yang Zhang group (Univ. Michigan). For ORF8, the Zhang-TBM server made the best server prediction with a '''GDT_TS of 27'''. (The prediction by QUARK was almost as good, GDT_TS 26.) The prediction has the '''two chain termini not parallel, and the amino terminus is not a beta strand''', differing in both respects from the X-ray model. Also, '''no disulfide bonds''' are predicted. The structural alignment is very poor and is not shown. The '''salt bridge''' Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. | ||
===Baker Rosetta Server Prediction for ORF8=== | ===Baker Rosetta Server Prediction for ORF8=== | ||
Among predictions for all ~100 CASP 14 targets, the group of David Baker [https://predictioncenter.org/casp14/zscores_final.cgi ranked second]. The Rosetta Server of the Baker group ranked 18th overall, but was the 4th ranked server<ref name="serverranks">For all targets in CASP 14, the top two servers were QUARK and Zhang-server (which were not significantly different at a Z-score sum of 62.9), followed by Zhang-CEthreader (55.9) and BAKER-ROSETTASERVER (55.3).</ref>. [https://predictioncenter.org/casp14/results.cgi?view=tables&target=T1064-D1&model=1&groups_id= For ORF8, the Rosetta Server prediction GDT_TS was 26], a bit better than the median of 23. The Rosetta Server's prediction for ORF8 has '''the two termini far apart''' (Cα 13 Å or farther apart), a substantial difference from the X-ray structure (Cα mostly ~5 Å apart). It predicts '''two disulfide bonds, but neither matches''' the pairs of Cys residues in the actual disulfide bonds. The structural alignment is very poor and is not shown. | Among predictions for all ~100 CASP 14 targets, the group of David Baker [https://predictioncenter.org/casp14/zscores_final.cgi ranked second]. The Rosetta Server of the Baker group ranked 18th overall, but was the 4th ranked server<ref name="serverranks">For all targets in CASP 14, the top two servers were QUARK and Zhang-server (which were not significantly different at a Z-score sum of 62.9), followed by Zhang-CEthreader (55.9) and BAKER-ROSETTASERVER (55.3).</ref>. [https://predictioncenter.org/casp14/results.cgi?view=tables&target=T1064-D1&model=1&groups_id= For ORF8, the Rosetta Server prediction GDT_TS was 26], a bit better than the median of 23. The Rosetta Server's prediction for ORF8 has '''the two termini far apart''' (Cα 13 Å or farther apart), a substantial difference from the X-ray structure (Cα mostly ~5 Å apart). It predicts '''two disulfide bonds, but neither matches''' the pairs of Cys residues in the actual disulfide bonds. The '''salt bridge''' Arg86:Asp98 is correctly predicted, along with one incorrectly predicted salt bridge. The structural alignment is very poor and is not shown. | ||
</StructureSection> | </StructureSection> | ||
Revision as of 03:58, 26 February 2021
This page is under construction. Eric Martz 01:03, 22 February 2021 (UTC)
Prediction of protein structures from amino acid sequences, theoretical modeling, has been extremely challenging. In 2020, breakthrough success was achieved by AlphaFold2[1], a project of DeepMind. For an overview of this breakthrough, documented by the bi-annual prediction competition CASP, please see 2020: CASP 14. Below are illustrated some examples of predictions from that competition.
SARS-CoV-2 ORF8Following the discussion by Rubiera[2], our first example will be SARS-CoV-2 protein ORF8, a protein that contributes to virulence in COVID-19[3]. CASP 14 classified ORF8 as a "free modeling" (FM) target[4], 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 ORF8The 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.
from the higher resolution X-ray structure, 7jx6. These chains form disulfide-linked dimers, and the dimers form higher order multimers[5] (not shown). Notice that the amino and carboxy ends of the chain come together to form two parallel beta strands of a beta sheet. Also notice that there are 3 disulfide bonds. An accurate prediction would include both of these features. [6]. The only substantial disagreement is for a large surface loop, sequence range 48-57. See the TABLE below for RMSD values. AlphaFold2 Prediction for ORF8The quality of a prediction in CASP is judged, in large part, by the Global Distance Test Total Score, GDT_TS. AlphaFold2's predicted structure[7] 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 [6]. The structure predicted by AlphaFold2 is almost as close to the X-ray crystallographic model 7jx6 as is the independently-determined X-ray structure 7jtl. AlphaFold2 predicted the positions of 92 amino acids. (CASP 14 excluded residues 48-59, a 12-residue surface loop, from the target residues[4].) See TABLE below for RMSD values. The only intra-chain salt bridge (4.0 Å cutoff) that occurred in all 4 chains of the two X-ray structures was Arg101:Asp113. It also occurred in the AlphaFold2 prediction (Arg86:Asp98).
Second Best Prediction for ORF8In CASP 14, 70 research groups and 42 automated servers predicted structures for ORF8. The median GDT_TS score for all 112 predictions was 26. AlphaFold2 made the best prediction (GDT_TS 87). , with GDT_TS 43 (see TABLE above). The fold and topology were predicted correctly, but the details are far less accurate than those in AlphaFold2's prediction. The 2nd best prediction has no disulfide bonds. The salt bridge Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. Third Best Prediction for ORF8The third best prediction for ORF8 was by the Perez Lab, with GDT_TS 33 (see TABLE above). It correctly predicted the parallel beta strands formed by the amino and carboxy terminal ends of the chain. . This prediction has no disulfide bonds. The salt bridge Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. Top Prediction by an Automated ServerAmong predictions by automated servers for all ~100 CASP 14 targets, the top ranking server was QUARK from the Yang Zhang group (Univ. Michigan). For ORF8, the Zhang-TBM server made the best server prediction with a GDT_TS of 27. (The prediction by QUARK was almost as good, GDT_TS 26.) The prediction has the two chain termini not parallel, and the amino terminus is not a beta strand, differing in both respects from the X-ray model. Also, no disulfide bonds are predicted. The structural alignment is very poor and is not shown. The salt bridge Arg86:Asp98 is correctly predicted, along with two incorrectly predicted salt bridges. Baker Rosetta Server Prediction for ORF8Among predictions for all ~100 CASP 14 targets, the group of David Baker ranked second. The Rosetta Server of the Baker group ranked 18th overall, but was the 4th ranked server[9]. For ORF8, the Rosetta Server prediction GDT_TS was 26, a bit better than the median of 23. The Rosetta Server's prediction for ORF8 has the two termini far apart (Cα 13 Å or farther apart), a substantial difference from the X-ray structure (Cα mostly ~5 Å apart). It predicts two disulfide bonds, but neither matches the pairs of Cys residues in the actual disulfide bonds. The salt bridge Arg86:Asp98 is correctly predicted, along with one incorrectly predicted salt bridge. The structural alignment is very poor and is not shown.
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ReferencesReferences
- ↑ 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:http://dx.doi.org/10.1038/s41586-019-1923-7
- ↑ 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:http://dx.doi.org/10.1073/pnas.2021785118
- ↑ 4.0 4.1 Summary and Classifications of Domains for CASP 14.
- ↑ 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:http://dx.doi.org/10.1073/pnas.2021785118
- ↑ 6.0 6.1 6.2 Alignment by Swiss-PdbViewer's iterative magic fit. This starts with a sequence alignment-guided structural alignment, and then selects subsets of the structures to minimize the RMSD. Eight intermediate structures were generated by the Theis Morph Server by linear interpolation.
- ↑ Download AlphaFold2's predicted structure for ORF8 from T1064TS427_1-D1.pdb.
- ↑ Alignment by Swiss-PdbViewer's magic fit. This is a sequence alignment-guided structural alignment. Eight intermediate structures were generated by the Theis Morph Server by linear interpolation.
- ↑ For all targets in CASP 14, the top two servers were QUARK and Zhang-server (which were not significantly different at a Z-score sum of 62.9), followed by Zhang-CEthreader (55.9) and BAKER-ROSETTASERVER (55.3).