@> 2056 atoms and 1 coordinate set(s) were parsed in 0.07s.
@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.

Visualizations and results¶

Original Structure Visualization¶

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@> 2056 atoms and 1 coordinate set(s) were parsed in 0.08s.
@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.
1nqdA_TEMP
Blue:1nqjB
Red:1nqdA

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AlphaFold predictions¶

Best AF prediction to fold 1¶

@> 932 atoms and 1 coordinate set(s) were parsed in 0.03s.
@> 2056 atoms and 1 coordinate set(s) were parsed in 0.07s.
@> 932 atoms and 1 coordinate set(s) were parsed in 0.04s.
@> 2056 atoms and 1 coordinate set(s) were parsed in 0.07s.
No max_af_pdb1

Best AF prediction to fold 2¶

@> 932 atoms and 1 coordinate set(s) were parsed in 0.03s.
@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.
@> 932 atoms and 1 coordinate set(s) were parsed in 0.03s.
@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.
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¶

@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.
@> 932 atoms and 1 coordinate set(s) were parsed in 0.03s.
@> 1064 atoms and 1 coordinate set(s) were parsed in 0.04s.
@> 932 atoms and 1 coordinate set(s) were parsed in 0.03s.
reference and target coordinate arrays must have same number of atoms
0.97429
An invalid selection string is encountered:
'resnum '
 ^ must be followed by values
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
2833 1nqjB_1nqdA ShallowMsa_010_1.pdb 0.85291 0.97429 010 0.762800 0.855282 10 0 1 0 1
2925 1nqjB_1nqdA ShallowMsa_019_4.pdb 0.85291 0.97429 019 0.788351 0.851142 10 0 1 0 1
2771 1nqjB_1nqdA ShallowMsa_004_7.pdb 0.85291 0.97429 004 0.749460 0.811058 10 0 1 0 1
2817 1nqjB_1nqdA ShallowMsa_008_5.pdb 0.85291 0.97429 008 0.755264 0.833999 10 0 1 0 1
2839 1nqjB_1nqdA ShallowMsa_011_8.pdb 0.85291 0.97429 011 0.759878 0.852080 10 0 1 0 1
... ... ... ... ... ... ... ... ... ... ... ... ...
2816 1nqjB_1nqdA ShallowMsa_008_4.pdb 0.67970 0.71379 008 0.755264 0.833999 10 0 1 0 1
2819 1nqjB_1nqdA ShallowMsa_009_9.pdb 0.66321 0.71368 009 0.753575 0.813312 10 0 1 0 1
2869 1nqjB_1nqdA ShallowMsa_014_9.pdb 0.64471 0.70421 014 0.766470 0.841917 10 0 1 0 1
2753 1nqjB_1nqdA ShallowMsa_002_4.pdb 0.61445 0.69464 002 0.730552 0.824872 10 0 1 0 1
2811 1nqjB_1nqdA ShallowMsa_008_0.pdb 0.65943 0.68077 008 0.755264 0.833999 10 0 1 0 1

210 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)
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