@> 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

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

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