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