@> 1069 atoms and 20 coordinate set(s) were parsed in 0.22s.
@> 1185 atoms and 20 coordinate set(s) were parsed in 0.24s.

Visualizations and results¶

Original Structure Visualization¶

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@> 1069 atoms and 20 coordinate set(s) were parsed in 0.22s.
@> 1185 atoms and 20 coordinate set(s) were parsed in 0.24s.
plot fail !

AlphaFold predictions¶

Best AF prediction to fold 1¶

@> 520 atoms and 1 coordinate set(s) were parsed in 0.02s.
@> 1069 atoms and 20 coordinate set(s) were parsed in 0.23s.
Blue:ShallowMsa_039_unrelaxed_rank_005_alphafold2_ptm_model_2_seed_000
Red:2n54B

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Best AF prediction to fold 2¶

@> 520 atoms and 1 coordinate set(s) were parsed in 0.02s.
@> 1185 atoms and 20 coordinate set(s) were parsed in 0.25s.
@> 520 atoms and 1 coordinate set(s) were parsed in 0.02s.
@> 1185 atoms and 20 coordinate set(s) were parsed in 0.24s.
2hdmA_TEMP
Blue:ShallowMsa_023_unrelaxed_rank_001_alphafold2_ptm_model_1_seed_000
Red:2hdmA

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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¶

@> 1185 atoms and 20 coordinate set(s) were parsed in 0.24s.
@> 529 atoms and 1 coordinate set(s) were parsed in 0.02s.
reference and target coordinate arrays must have same number of atoms
0.71495
@> 1185 atoms and 20 coordinate set(s) were parsed in 0.24s.
@> 529 atoms and 1 coordinate set(s) were parsed in 0.02s.
ShallowMsa_042_7_TEMP
Blue:2hdmA
Red:ShallowMsa_042_7

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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
8606 2n54B_2hdmA ShallowMsa_042_7.pdb 0.31682 0.71495 042 0.325012 0.673573 10 0 1 0 1
8398 2n54B_2hdmA ShallowMsa_021_1.pdb 0.32517 0.71410 021 0.327278 0.695387 10 0 1 0 1
8344 2n54B_2hdmA ShallowMsa_016_9.pdb 0.33417 0.71388 016 0.327378 0.691466 10 0 1 0 1
8347 2n54B_2hdmA ShallowMsa_016_4.pdb 0.33489 0.71285 016 0.327378 0.691466 10 0 1 0 1
8195 2n54B_2hdmA ShallowMsa_001_3.pdb 0.32452 0.71164 001 0.322092 0.690840 10 0 1 0 1
... ... ... ... ... ... ... ... ... ... ... ... ...
8415 2n54B_2hdmA ShallowMsa_023_4.pdb 0.32812 0.54567 023 0.334405 0.592497 10 0 1 0 1
8698 2n54B_2hdmA ShallowMsa_051_4.pdb 0.26996 0.54443 051 0.319474 0.660945 10 0 1 0 1
8259 2n54B_2hdmA ShallowMsa_007_3.pdb 0.32701 0.54432 007 0.330555 0.595216 10 0 1 0 1
8215 2n54B_2hdmA ShallowMsa_003_1.pdb 0.32434 0.53126 003 0.324772 0.611211 10 0 1 0 1
8433 2n54B_2hdmA ShallowMsa_024_8.pdb 0.32059 0.52081 024 0.317607 0.606019 10 0 1 0 1

540 rows × 12 columns

Contact maps Msa Transformers¶

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