@> 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