@> 3726 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3760 atoms and 1 coordinate set(s) were parsed in 0.13s.

Visualizations and results¶

Original Structure Visualization¶

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@> 3726 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3760 atoms and 1 coordinate set(s) were parsed in 0.13s.
4o0pA_TEMP
Blue:4o01D
Red:4o0pA

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AlphaFold predictions¶

Best AF prediction to fold 1¶

@> 3683 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3726 atoms and 1 coordinate set(s) were parsed in 0.13s.
Blue:ShallowMsa_078_unrelaxed_rank_004_alphafold2_ptm_model_5_seed_000
Red:4o01D

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Best AF prediction to fold 2¶

@> 3683 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3760 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3683 atoms and 1 coordinate set(s) were parsed in 0.12s.
@> 3760 atoms and 1 coordinate set(s) were parsed in 0.14s.
4o0pA_TEMP
Blue:ShallowMsa_045_unrelaxed_rank_002_alphafold2_ptm_model_4_seed_000
Red:4o0pA

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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¶

@> 3726 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3683 atoms and 1 coordinate set(s) were parsed in 0.13s.
Blue:4o01D
Red:ShallowMsa_048_7

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

Best EsmFold prediction to fold 2¶

@> 3760 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3701 atoms and 1 coordinate set(s) were parsed in 0.13s.
@> 3760 atoms and 1 coordinate set(s) were parsed in 0.14s.
reference and target coordinate arrays must have same number of atoms
0.89032
@> 3701 atoms and 1 coordinate set(s) were parsed in 0.13s.
ShallowMsa_029_9_TEMP
Blue:4o0pA
Red:ShallowMsa_029_9

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
18842 4o01D_4o0pA ShallowMsa_029_9.pdb 0.85487 0.89032 029 0.840934 0.847639 10 0 1 0 1
18846 4o01D_4o0pA ShallowMsa_029_5.pdb 0.83370 0.88714 029 0.840934 0.847639 10 0 1 0 1
18961 4o01D_4o0pA ShallowMsa_041_5.pdb 0.79958 0.88496 041 0.789859 0.843613 10 0 1 0 1
18845 4o01D_4o0pA ShallowMsa_029_4.pdb 0.81314 0.88448 029 0.840934 0.847639 10 0 1 0 1
18668 4o01D_4o0pA ShallowMsa_011_7.pdb 0.80039 0.88292 011 0.748695 0.781563 10 0 1 0 1
... ... ... ... ... ... ... ... ... ... ... ... ...
19255 4o01D_4o0pA ShallowMsa_070_2.pdb 0.63578 0.63157 070 0.747208 0.760504 10 0 1 0 1
18903 4o01D_4o0pA ShallowMsa_035_1.pdb 0.61472 0.62664 035 0.776403 0.801098 10 0 1 0 1
19254 4o01D_4o0pA ShallowMsa_070_0.pdb 0.60277 0.62550 070 0.747208 0.760504 10 0 1 0 1
18728 4o01D_4o0pA ShallowMsa_017_1.pdb 0.59599 0.61558 017 0.765014 0.805656 10 0 1 0 1
18940 4o01D_4o0pA ShallowMsa_038_8.pdb 0.60137 0.58306 038 0.731005 0.749382 10 0 1 0 1

510 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