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  1. .gitattributes +4 -0
  2. extra_experiments/ensembles/Algorithm.pdf +3 -0
  3. extra_experiments/ensembles/CASP_Specifications_Final.pdf +3 -0
  4. extra_experiments/ensembles/pdb2quat.py.zip +3 -0
  5. extra_experiments/pharma_ligands/L1000.SMILES.tar.gz +3 -0
  6. extra_experiments/pharma_ligands/L1000_chymase_README.txt +6 -0
  7. extra_experiments/pharma_ligands/L1000_exper_affinity.csv +18 -0
  8. extra_experiments/pharma_ligands/L1000_exper_affinity_obsolete.csv +18 -0
  9. extra_experiments/pharma_ligands/L1000_exper_struct.tar.gz +3 -0
  10. extra_experiments/pharma_ligands/L2000.SMILES.tar.gz +3 -0
  11. extra_experiments/pharma_ligands/L2000_cathepsin_README.txt +6 -0
  12. extra_experiments/pharma_ligands/L2000_exper_struct.tar.gz +3 -0
  13. extra_experiments/pharma_ligands/L3000.SMILES.tar.gz +3 -0
  14. extra_experiments/pharma_ligands/L3000_autotaxin_README.txt +21 -0
  15. extra_experiments/pharma_ligands/L3000_exper_affinity.csv +124 -0
  16. extra_experiments/pharma_ligands/L3000_exper_struct.tar.gz +3 -0
  17. extra_experiments/pharma_ligands/L4000.SMILES.tar.gz +3 -0
  18. extra_experiments/pharma_ligands/L4000_exper_struct.tar.gz +3 -0
  19. extra_experiments/pharma_ligands/L4000_mpro_README.txt +25 -0
  20. extra_experiments/pharma_ligands/L4020_updated.tsv +3 -0
  21. predictions/R1260/R1260TS006.tgz +3 -0
  22. predictions/R1260/R1260TS028.tgz +3 -0
  23. predictions/R1260/R1260TS077.tgz +3 -0
  24. predictions/R1260/R1260TS110.tgz +3 -0
  25. predictions/R1260/R1260TS139.tgz +3 -0
  26. predictions/R1260/R1260TS189.tgz +3 -0
  27. predictions/R1260/R1260TS241.tgz +3 -0
  28. predictions/R1260/R1260TS294.tgz +3 -0
  29. predictions/R1260/R1260TS349.tgz +3 -0
  30. predictions/R1260/R1260TS391.tgz +3 -0
  31. predictions/R1260/R1260TS412.tgz +3 -0
  32. predictions/R1260/R1260TS462.tgz +3 -0
  33. predictions/R1260/R1260TS466.tgz +3 -0
  34. predictions/R1260/R1260TS481.tgz +3 -0
  35. predictions/R1260/R1260TS485.tgz +3 -0
  36. predictions/ligands/pharma/L1000_T.tgz +3 -0
  37. predictions/ligands/pharma/L3000.LG0_T.tgz +3 -0
  38. predictions/ligands/pharma/L3000.LG1_T.tgz +3 -0
  39. predictions/ligands/pharma/L3000.LG2_T.tgz +3 -0
  40. predictions/ligands/pharma/L3000.LG3_T.tgz +3 -0
  41. predictions/ligands/pharma/L3000.LG4_T.tgz +3 -0
  42. predictions/ligands/pharma/L4000_T.tgz +3 -0
  43. predictions/oligo/H1217.tar.gz +3 -0
  44. predictions/oligo/H1227.tar.gz +3 -0
  45. predictions/oligo/H2217.tar.gz +3 -0
  46. predictions/oligo/R1251o.tar.gz +3 -0
  47. predictions/regular/T0208s1.tar.gz +3 -0
  48. predictions/regular/T0218.tar.gz +3 -0
  49. predictions/regular/T0220s1.tar.gz +3 -0
  50. predictions/regular/T0234.tar.gz +3 -0
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extra_experiments/pharma_ligands/L1000_chymase_README.txt ADDED
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1
+ The Chymase dataset, generously provided by F. Hoffmann-La Roche AG (Basel, CH), contains in total 17 protein-ligand(s) complexes after preparation.
2
+
3
+ Tasks:
4
+ - 17 protein-ligand(s) complexes: BOTH Pose (P) and Affinity (A) prediction.
5
+
6
+ The stereochemistry is known and is provided for all the ligands, however the protonation might not be optimal and would need to be determined.
extra_experiments/pharma_ligands/L1000_exper_affinity.csv ADDED
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+ Target ID,STRUCID,ligand_smiles,Compound ID,CHYMASE_IC50_COLI_NH,Task,binding_affinity,rank,binding_affinity_ratio
2
+ L1001,1aatm,Fc4cc1c(n(c(c1CN(C)C(=O)OCC)C(=O)O)Cc2c3c(ccc2)cccc3)cc4,1,0.000997259,PA,-12.35477492,1,0
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extra_experiments/pharma_ligands/L1000_exper_affinity_obsolete.csv ADDED
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+ Target ID,STRUCID,ligand_smiles,Compound ID,CHYMASE_IC50_COLI_NH,CHYMASE_IC50_CATHEP,Task,binding_affinity,rank,binding_affinity_ratio
2
+ L1001,1aatm,Fc4cc1c(n(c(c1CN(C)C(=O)OCC)C(=O)O)Cc2c3c(ccc2)cccc3)cc4,1,0.000997259,0.040756595,PA,-12.354774918877878,1,0.0
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extra_experiments/pharma_ligands/L2000_cathepsin_README.txt ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ The Cathepsin G dataset, generously provided by F. Hoffmann-La Roche AG (Basel, CH), contains in total 2 protein-ligand(s) complexes.
2
+
3
+ Tasks:
4
+ - 2 protein-ligand(s) complexes: ONLY Pose (P) prediction.
5
+
6
+ The stereochemistry is known and is provided for all the ligands, however the protonation might not be optimal and would need to be determined.
extra_experiments/pharma_ligands/L2000_exper_struct.tar.gz ADDED
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extra_experiments/pharma_ligands/L3000.SMILES.tar.gz ADDED
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extra_experiments/pharma_ligands/L3000_autotaxin_README.txt ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ The Autotaxin dataset, generously provided by F. Hoffmann-La Roche AG (Basel, CH), contains in total 219 protein-ligand(s) complexes after preparation.
2
+
3
+ Tasks:
4
+ - 93 protein-ligand(s) complexes: BOTH Pose (P) and Affinity (A) prediction;
5
+ - 96 protein-ligand(s) complexes: ONLY Pose (P) prediction;
6
+ - 30 protein-ligand(s) complexes: ONLY Affinity (A) prediction.
7
+
8
+ The stereochemistry is known and is provided for all the ligands for P and PA tasks but not for A tasks. The protonation state provided might not be optimal and would need to be determined. Some protein-ligand(s) complexes have more than one ligand present in the active site (22 protein-ligand(s) complexes in total). Molecules located nearby (< 4.5 A) the "main" ligand(s) and interacting with specific or non-specific interactions were also included in the SMILES files (.tsv).
9
+
10
+ The autotaxin protein carries a N-glycosylation on residue Asn497, and was considered as part of the structure (see pdb id 5m7m as example). It contains as well multiple ions: 2 zinc ions are present in the active site. These ions were also considered as part of the autotaxin structure. The position of the carbohydrate and ions won't be taken into account for the final scoring.
11
+
12
+ Reference:
13
+ @article{hunziker2022synthesis,
14
+ title={Synthesis, characterization, and in vivo evaluation of a novel potent autotaxin-inhibitor},
15
+ author={Hunziker, Daniel and Reinehr, Sabrina and Palmhof, Marina and Wagner, Natalie and Biniasch, Thomas and Stute, Gesa and Mattei, Patrizio and Schmitz, Petra and DiGiorgio, Patrick and Hert, J{\'e}r{\^o}me and others},
16
+ journal={Frontiers in Pharmacology},
17
+ volume={12},
18
+ pages={699535},
19
+ year={2022},
20
+ publisher={Frontiers Media SA}
21
+ }
extra_experiments/pharma_ligands/L3000_exper_affinity.csv ADDED
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+ Target ID,Proasis ID,Structure,Compound ID,IC50,Task,binding_affinity,rank,binding_affinity_ratio
2
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26
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27
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28
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+ L3061,1cuvw,Clc5cc1c(n(c2c1CCN(C2)C(=O)CCc3[nH]cnc3)Cc4ccc(cc4)C#N)cc5,91.0,1.379984022,PA,-8.043438771589056,100,0.35255981113124213
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32
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33
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34
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36
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40
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43
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44
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45
+ L3099,1svwq,Fc1c(ccc(c1)Cl)-c2cc4c(cc2)NC(=O)[C@@H]3N(CCN(C3)C(=O)OC(C)(C)C)C4=O,128.0,0.506838889,PA,-8.640512810856396,83,-0.24451422813609885
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47
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52
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55
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56
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57
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58
+ L3131,2atxb,Clc1cc2c(c(c1)C#N)C[C@H](C2)Nc3nc4c(cn3)CN(C4)S(=O)(=O)C,160.0,0.002145292,PA,-11.89815013634028,7,-3.502151553619983
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63
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+ L3140,3atx7,n21c(nnc1)c(nc3c2cccc3)Nc4cc(cc(c4)OC)OC,169.0,2.481024975,PA,-7.693766600811382,104,0.7022319819089154
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67
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+ L3145,4atx2,N1(CCC(CC1)NC(=O)c2ccc(cc2)Nc3nc4c(cn3)N(C(=O)N4C)Cc5ccccc5)C,174.0,0.061158503,PA,-9.90109995174182,55,-1.5051013690215227
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+ L3151,4atx8,FC(F)(F)Oc1ccc(cc1)COC(=O)N2C[C@H]3[C@H](C2)CN(C3)C(=O)c4nc5c(cc4)NC(=O)O5,180.0,0.009084531,PA,-11.037800554227731,26,-2.6418019715074337
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74
+ L3156,5atx3,N1N=C(N(C1=O)C)COc2c(cc(cc2)C#N)NC(=O)C(C)(C)C,185.0,5.600066045,PA,-7.208477644476114,111,1.1875209382441845
75
+ L3157,5atx4,[N+](=O)([O-])c1c(ccc(c1)C(=O)Nc2ccccc2)-c3cn(c4ncccc43)Cc5ccccc5,186.0,0.030999568,PA,-10.306147299809975,45,-1.910148717089679
76
+ L3158,5atx5,[N+](=O)([O-])c1c(ccc(c1)C(=O)NC)-c2cn(c3ncccc32)Cc4ccccc4,187.0,0.046685988,PA,-10.062061751207512,49,-1.6660631684872145
77
+ L3159,5atx6,Clc2nc1[nH]nc(c1cc2)-c3cnc(c(c3)C4CC4)OC5CCOCC5,188.0,1.826664486,PA,-7.8762805898173465,102,0.5197179929029503
78
+ L3160,5atx7,Clc1c(cc(c(c1)Cl)C(=O)Nc2ccccc2)S(=O)(=O)N3CCCCC3,189.0,3.494236975,PA,-7.4896361725364,108,0.9063624101838965
79
+ L3162,5atx9,[N+](=O)([O-])c1c(ccc(c1)C(=O)NC)-c2cnc(c(c2)C)OCCC,191.0,2.804638881,PA,-7.620682941575394,106,0.775315641144903
80
+ L3165,6atx2,Fc1c(ccc(c1)CN5c2c(nc(nc2)Nc3ccc(cc3)C(=O)N4CCC(CC4)S(=O)(=O)N)N(C5=O)C)F,194.0,0.00233021,PA,-11.848862967770641,9,-3.4528643850503444
81
+ L3170,6atx7,Clc1c(ccc(c1)Cn2nnc(c2)CN5C=Nc3c(cc(cc3)N4CCN(CC4)C(=O)C)C5=O)Cl,199.0,0.030941354,PA,-10.307267766683784,44,-1.911269183963486
82
+ L3171,6atx8,Fc1c(ccc(c1)Cn2nnc(c2)CN5C=Nc3c(cc(cc3)N4CCN(CC4)C(=O)C)C5=O)C#N,200.0,10.0,PA,-6.862854869668753,121,1.5331437130515444
83
+ L3177,7atx4,Clc1ccc(cc1)-c2nc3n(c2)C(=O)C=C(N3CCCCC)C,206.0,0.065824167,PA,-9.85727578457932,58,-1.461277201859023
84
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+ L3184,8atx1,FC(F)(F)c1cc(c(cc1)/C=C/C(=O)N(CCOc2ccccc2)C)Cn3nnc(n3)C,213.0,0.008162606,PA,-11.101588974537213,24,-2.705590391816915
86
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+ L3188,8atx5,Clc1c(ccc(c1)CN(C)C(=O)CN4CCc2c(cc(cc2)C3CCN(CC3)C(=O)COC)C4=O)C#N,217.0,0.271592643,PA,-9.012413563690462,76,-0.6164149809701651
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+ L3189,8atx6,Clc1c(ccc(c1)CN(C)C(=O)CN5C=Nc2c(cc(cc2)N3CCN(CC3)c4sccn4)C5=O)Cl,218.0,0.076434234,PA,-9.768192434185051,60,-1.3721938514647527
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+ L3190,8atx7,Brc1cc(ccc1)-c2[nH]nc(c2)C(=O)OCC,219.0,9.481569353,PA,-6.894588400323512,114,1.5014101823967854
90
+ L3192,8atx9,Brc1nc(cnc1N)-c2ccc(cc2)C(F)(F)F,221.0,10.0,PA,-6.862854869668753,118,1.5331437130515444
91
+ L3194,9atx1,Clc1c(ccc(c1)Cl)/C=C(\OC(CC)C)/c2cnccc2,223.0,0.314573845,PA,-8.924837209007663,78,-0.5288386262873658
92
+ L3196,9atx3,S(=O)(=O)(N)c1cnc(cc1)C(=O)N2C[C@@H]3[C@@H](C2)CN(C3)C(=O)c4cc(nc(c4)C5CC5)OCC6CCOCC6,225.0,0.004166302,PA,-11.502486878761786,13,-3.106488296041489
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95
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+ L3203,,Clc1c(cc(c(c1)OCc2n(c(cn2)-c3noc(c3)CCO)C)C(C)(C)C)C#N,27.0,0.018009745,A,-10.629865525932697,36,-2.2338669432124
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+ The Mpro dataset, generously provided by Idorsia Pharmaceuticals Ltd (Allschwil, CH), contains in total 25 protein-ligand(s) complexes. The structure is a homodimer.
2
+
3
+ Tasks:
4
+ - 25 protein-ligand(s) complexes: ONLY Pose (P) prediction.
5
+
6
+ The stereochemistry is known and is provided for all the ligands, however the protonation might not be optimal and would need to be determined. Some protein-ligand(s) complexes have more than one ligand present in the active site (20 protein-ligand(s) complexes in total). Molecules located nearby (< 4.5 A) the "main" ligand(s) and interacting with specific or non-specific interactions were also included in the SMILES files (.tsv).
7
+
8
+ Some ligands are covalently bound to a cysteine residue. Here the attachment points for each covalent inhibitor:
9
+ - L4003, LIG, SMARTS: [cX3][nX2][cX3][nX2] (first atom)
10
+ - L4013, LIG, SMARTS: [C](=[N])[c] (first atom)
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+ - L4019, LIG, SMARTS: [C](=[N])[c] (first atom)
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+ - L4023, LIG, SMARTS: [C](=[N])[c] (first atom)
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+
14
+ In L4007, Cys145 is chemically modified to S-Hydroperoxycysteine (https://pubchem.ncbi.nlm.nih.gov/compound/S-Hydroperoxycysteine).
15
+
16
+ Reference:
17
+ @article {Hazemann2024.02.12.579977,
18
+ author = {Julien Hazemann and Thierry Kimmerlin and Roland Lange and Aengus Mac Sweeney and Geoffroy Bourquin and Daniel Ritz and Paul Czodrowski},
19
+ title = {Identification of SARS-CoV-2 Mpro inhibitors through deep reinforcement learning for de novo drug design and computational chemistry approaches},
20
+ year = {2024},
21
+ doi = {10.1101/2024.02.12.579977},
22
+ URL = {https://www.biorxiv.org/content/early/2024/02/13/2024.02.12.579977},
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+ eprint = {https://www.biorxiv.org/content/early/2024/02/13/2024.02.12.579977.full.pdf},
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+ journal = {bioRxiv}
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+ }
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+ ID Name SMILES Task
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+ 0 LIG O=C1C[C@@H](C(=O)Nc2cccc(C3CC3)c2)c2cccnc2N1 P
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