@> 7118 atoms and 1 coordinate set(s) were parsed in 0.27s.
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.28s.
Visualizations and results¶
Original Structure Visualization¶
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@> 7118 atoms and 1 coordinate set(s) were parsed in 0.24s.
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.26s.
2a73B_TEMP
Blue:3l5nB Red:2a73B
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AlphaFold predictions¶
Best AF prediction to fold 1¶
@> 7117 atoms and 1 coordinate set(s) were parsed in 0.24s.
@> 7118 atoms and 1 coordinate set(s) were parsed in 0.24s.
Blue:ShallowMsa_006_unrelaxed_rank_002_alphafold2_ptm_model_4_seed_000 Red:3l5nB
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Best AF prediction to fold 2¶
@> 7117 atoms and 1 coordinate set(s) were parsed in 0.24s.
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.29s.
@> 7117 atoms and 1 coordinate set(s) were parsed in 0.24s.
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.34s.
2a73B_TEMP
Blue:ShallowMsa_005_unrelaxed_rank_004_alphafold2_ptm_model_2_seed_000 Red:2a73B
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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¶
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.27s.
@> 6920 atoms and 1 coordinate set(s) were parsed in 0.24s.
reference and target coordinate arrays must have same number of atoms 0.75866
@> 7821 atoms and 1 coordinate set(s) were parsed in 0.26s.
@> 6920 atoms and 1 coordinate set(s) were parsed in 0.23s.
ShallowMsa_040_4_TEMP
Blue:2a73B Red:ShallowMsa_040_4
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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 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
13651 | 3l5nB_2a73B | ShallowMsa_040_4.pdb | 0.33507 | 0.75866 | 040 | 0.365014 | 0.677508 | 10 | 0 | 1 | 0 | 1 |
13673 | 3l5nB_2a73B | ShallowMsa_042_3.pdb | 0.37313 | 0.73315 | 042 | 0.387725 | 0.674512 | 10 | 0 | 1 | 0 | 1 |
13574 | 3l5nB_2a73B | ShallowMsa_032_2.pdb | 0.37440 | 0.73199 | 032 | 0.384659 | 0.692990 | 10 | 0 | 1 | 0 | 1 |
13623 | 3l5nB_2a73B | ShallowMsa_037_1.pdb | 0.36735 | 0.72322 | 037 | 0.374114 | 0.617405 | 10 | 0 | 1 | 0 | 1 |
13575 | 3l5nB_2a73B | ShallowMsa_032_3.pdb | 0.38405 | 0.72035 | 032 | 0.384659 | 0.692990 | 10 | 0 | 1 | 0 | 1 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
13558 | 3l5nB_2a73B | ShallowMsa_031_9.pdb | 0.28753 | 0.43488 | 031 | 0.329115 | 0.548075 | 10 | 0 | 1 | 0 | 1 |
13624 | 3l5nB_2a73B | ShallowMsa_037_5.pdb | 0.31913 | 0.42608 | 037 | 0.374114 | 0.617405 | 10 | 0 | 1 | 0 | 1 |
13562 | 3l5nB_2a73B | ShallowMsa_031_6.pdb | 0.31296 | 0.42286 | 031 | 0.329115 | 0.548075 | 10 | 0 | 1 | 0 | 1 |
13686 | 3l5nB_2a73B | ShallowMsa_043_8.pdb | 0.29777 | 0.42258 | 043 | 0.312549 | 0.538982 | 10 | 0 | 1 | 0 | 1 |
13636 | 3l5nB_2a73B | ShallowMsa_038_9.pdb | 0.29992 | 0.39771 | 038 | 0.379000 | 0.604916 | 10 | 0 | 1 | 0 | 1 |
470 rows × 12 columns
Contact maps Msa Transformers¶
Out[15]:
array(['1qb3A_3qy2A', '3l5nB_2a73B', '5l35G_5l35D', '4ydqB_4twaA', '2mwfA_2nntA', '1qlnA_1h38D', '1xezA_3o44A', '1zk9A_3jv6A', '1xjuB_1xjtA', '3meeA_4b3oB', '3r9jC_2kxoA', '5f5rB_5f3kA', '1nqjB_1nqdA', '4yhdG_7ahlE', '1mnmD_1mnmC', '2bzyB_2lqwA', '3lowA_3m1bF', '1iytA_2naoF', '2kb8A_6vw2A', '5et5A_3ifaA', '1nocA_1qomB', '4o01D_4o0pA', '3v0tA_3uyiA', '4q79F_4uv2D', '2uy7D_5fluE', '5c1vB_5c1vA', '2k42A_1ceeB', '2lelA_2k0qA', '1miqB_1qs8B', '3t5oA_4a5wB', '6c6sD_2ougC', '3lqcA_1xntA', '3mkoA_5ineA', '5jytA_2qkeE', '4dxrA_4dxtA', '2kkwA_2n0aD', '5c3iF_3kuyA', '5tpnA_1g2cF', '3j7vG_3j7wB', '1svfC_4wsgC', '5jztG_5jzhA', '5bmyA_5b3zA', '2z9oB_1repC', '2n54B_2hdmA', '3g0hA_3ewsB', '1rk4B_1k0nA', '1kctA_3t1pA', '2c1vB_2c1uC', '2lv1A_6lniA', '4pyjA_4pyiA', '2qqjA_4qdsA', '1xtgB_3j97M', '4n9wA_4nc9C', '2lepA_4hddA', '5lj3M_3tp2A', '5i2sA_5i2mA', '5ly6B_5aoeB', '4tsyD_3zwgN', '3m7pA_3ejhA', '1eboE_5fhcJ', '2jmrA_4j3oF', '2namA_1uxmK', '4qhhA_4qhfA', '1dzlA_5keqF', '4rmbB_4rmbA', '2pbkB_3njqA', '4xwsD_4y0mJ', '2h44A_1rkpA', '5wrgC_1wyyB', '1jfkA_2nxqB', '3kdsG_2ce7C', '3hdfA_3hdeA', '3ztjE_5hmgA', '1x0gD_1x0gA', '3l9qB_4rr2D', '1nrjB_2gedB', '4rwqB_4rwnA', '2p3vD_2p3vA', '4h2aA_3j9cA', '5hk5H_4jphB', '4zrbH_4zrbC', '2vfxL_3gmhL', '4gqcB_4gqcC'], dtype=object)