@> 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)