@> 3007 atoms and 1 coordinate set(s) were parsed in 0.12s.
@> 2687 atoms and 1 coordinate set(s) were parsed in 0.10s.

Visualizations and results¶

Original Structure Visualization¶

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@> 3007 atoms and 1 coordinate set(s) were parsed in 0.11s.
@> 2687 atoms and 1 coordinate set(s) were parsed in 0.10s.
plot fail !

AlphaFold predictions¶

Best AF prediction to fold 1¶

@> 3012 atoms and 1 coordinate set(s) were parsed in 0.18s.
@> 3007 atoms and 1 coordinate set(s) were parsed in 0.15s.
Blue:ShallowMsa_003_unrelaxed_rank_001_alphafold2_ptm_model_4_seed_000
Red:1miqB

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Best AF prediction to fold 2¶

@> 3012 atoms and 1 coordinate set(s) were parsed in 0.11s.
@> 2687 atoms and 1 coordinate set(s) were parsed in 0.09s.
@> 3012 atoms and 1 coordinate set(s) were parsed in 0.22s.
@> 2687 atoms and 1 coordinate set(s) were parsed in 0.11s.
No max_af_pdb2

EsmFold Prediction¶

Out[10]:
fold_pair fold TMscore_fold1 TMscore_fold2 cluster_num TM_mean_cluster_pdb1 TM_mean_cluster_pdb2 sample_count is_fold_1 is_fold_2 cluster_fold_1 cluster_fold_2
0 1dzlA_5keqF ShallowMsa_000_1.pdb 0.21478 0.22071 000 0.281451 0.2755 10 1 0 1 0
1 1dzlA_5keqF ShallowMsa_000_0.pdb 0.23730 0.24378 000 0.281451 0.2755 10 1 0 1 0
2 1dzlA_5keqF ShallowMsa_000_2.pdb 0.38172 0.36978 000 0.281451 0.2755 10 1 0 1 0
3 1dzlA_5keqF ShallowMsa_000_3.pdb 0.38407 0.38314 000 0.281451 0.2755 10 1 0 1 0
4 1dzlA_5keqF ShallowMsa_000_7.pdb 0.18823 0.17477 000 0.281451 0.2755 10 1 0 1 0

Best EsmFold prediction to fold 1¶

single positional indexer is out-of-bounds
name 'max_esm_pdb1' is not defined

Best EsmFold prediction to fold 2¶

@> 2687 atoms and 1 coordinate set(s) were parsed in 0.10s.
@> 3020 atoms and 1 coordinate set(s) were parsed in 0.11s.
@> 2687 atoms and 1 coordinate set(s) were parsed in 0.10s.
reference and target coordinate arrays must have same number of atoms
0.97412
@> 3020 atoms and 1 coordinate set(s) were parsed in 0.11s.
reference and target coordinate arrays must have same number of atoms
Out[13]:
fold_pair fold TMscore_fold1 TMscore_fold2 cluster_num TM_mean_cluster_pdb1 TM_mean_cluster_pdb2 sample_count is_fold_1 is_fold_2 cluster_fold_1 cluster_fold_2
1303 1miqB_1qs8B ShallowMsa_000_0.pdb 0.88169 0.97412 000 0.873815 0.960817 10 0 1 0 1
1489 1miqB_1qs8B ShallowMsa_018_7.pdb 0.89457 0.96910 018 0.741732 0.894821 10 0 1 0 1
1672 1miqB_1qs8B ShallowMsa_037_9.pdb 0.89457 0.96910 037 0.755772 0.907252 10 0 1 0 1
1367 1miqB_1qs8B ShallowMsa_006_0.pdb 0.89457 0.96910 006 0.734956 0.888549 10 0 1 0 1
1808 1miqB_1qs8B ShallowMsa_050_2.pdb 0.89457 0.96910 050 0.754555 0.903276 10 0 1 0 1
... ... ... ... ... ... ... ... ... ... ... ... ...
1793 1miqB_1qs8B ShallowMsa_049_8.pdb 0.68030 0.78449 049 0.728620 0.889646 10 0 1 0 1
1744 1miqB_1qs8B ShallowMsa_044_1.pdb 0.62588 0.73879 044 0.749965 0.893596 10 0 1 0 1
1755 1miqB_1qs8B ShallowMsa_045_3.pdb 0.62969 0.73304 045 0.736162 0.874346 10 0 1 0 1
1448 1miqB_1qs8B ShallowMsa_014_1.pdb 0.57550 0.70378 014 0.690537 0.842039 10 0 1 0 1
1446 1miqB_1qs8B ShallowMsa_014_4.pdb 0.57216 0.70065 014 0.690537 0.842039 10 0 1 0 1

640 rows × 12 columns

Contact maps Msa Transformers¶

No description has been provided for this image
No description has been provided for this image