Electronic Supplementary Material (ESI) for Molecular BioSystems. This journal is © The Royal Society of Chemistry 2015
Supplementary Information
Predicting the binding modes and sites of metabolism of xenobiotics Goutam Mukherjee, Pancham Lal Gupta and B. Jayaram
Contents Page Number
1. Supplementary Table 1: Details of Statistical Test Formula performed for the validation of the empirical scoring function. 3
2. Supplementary Table 2: Experimental and predicted binding free energies (kcal/mol) of 58 training sets. 4
3. Supplementary Table 3: Experimental and predicted binding free energies (kcal/mol) of 63 test sets. 6
4. Supplementary Table 4: Names of the 60 CYP1A2 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOM, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable). 8
5. Supplementary Table 5: Names of 70 CYP2C9 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable). 10
6. Supplementary Table 6: Names of 36 CYP2C19 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable). 12
7. Supplementary Table 7: Names of 47 CYP3A4 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable). 14
1
8. Supplementary Figure 1: Standardized residual errors shown against the predicted binding energies. 16
9. Supplementary Figure 2: 2D representations of 60 CYP1A2 substrates. SOM of these substrates are predicted by arrows. 17
10. Supplementary Figure 3: 2D representations of 70 CYP2C9 substrates. SOM of these substrates are predicted by arrows. 26
11. Supplementary Figure 4: 2D representations of 36 CYP2C19 substrates. SOM of these substrates are predicted by arrows. 35
12. Supplementary Figure 5: 2D representations of 47 CYP3A4 substrates. SOM of these substrates are predicted by arrows. 41
2
Supplementary Table 1: Details of Statistical Test Formula performed for the validation of the empirical scoring function.
S. No. Statistical Test Formula 1. y y 2 pred exp 2 N q 1 2 yexp yexp N 2. yexp yexp y pred y pred R N 2 2 yexp yexp y pred y pred N 3. yexp y pred N K 2 y pred N 4. yexp y pred N K ' 2 yexp N
5. r0 yexp K y pred
6. r0 y pred K' yexp 2 7. r0 y pred yexp 2 N R0 1 2 y pred y pred N 2 8. r0 yexp y pred '2 N R0 1 2 yexp yexp N 9. 2 y pred yexp RMS error N N 10. 2 y pred yexp S N PRESS N c 1
3
Supplementary Table 2: Experimental and predicted binding free energies (kcal/mol) of 58 training sets.
Sl. No. Expt. B.E.# Pred B. E.# PDBID Name of proteins 1 -4.78 -6.7 1AC8 Cytochrome c peroxidase 2 -3.96 -4.8 1AEE Cytochrome c peroxidase 3 -4.92 -4.4 1AEM Cytochrome c peroxidase 4 -7.07 -6.22 1AEN Cytochrome c peroxidase 5 -6.23 -5.22 1CMP Cytochrome c peroxidase 6 -5.59 -6.23 1IWJ Cytochrome p450-cam 7 -8.97 -9.49 1JPZ Bifunctional p-450:nadph-p450 reductase 8 -10.5 -10.19 1LWL Cytochrome p450-cam 9 -7.32 -6.49 1M8D Inducible nitric oxide synthase 10 -8.48 -6.56 1M9J Inducible nitric oxide synthase 11 -6.41 -8.19 1N6B Cytochrome p450 2c5 12 -8.89 -7.88 1P6H Nitric oxide synthase, brain 13 -9.3 -7.74 1P6I Nitric oxide synthase, brain 14 -5.69 -6.16 1P6K Nitric oxide synthase, brain 15 -5.41 -5.73 1P6L Nitric oxide synthase, brain 16 -5.59 -6.94 1P6M Nitric oxide synthase, endothelial 17 -10.5 -9.42 1RE9 Cytochrome p450-cam 18 -9.88 -9.39 1Y4Z Respiratory nitrate reductase 19 -6.41 -8.31 1ZZQ Nitric oxide synthase, brain 20 -8.12 -8.66 1ZZT Nitric oxide synthase, endothelial 21 -5.76 -6.13 2ANZ Cytochrome c peroxidase 22 -6.41 -5.73 2AS1 Cytochrome c peroxidase 23 -3.25 -4.15 2AS3 Cytochrome c peroxidase 24 -2.88 -4.83 2AS4 Cytochrome c peroxidase 25 -7.23 -6.91 2CI0 Cytochrome p450 51 26 -5.95 -5.77 2D0E Cytochrome p450 158a2 27 -5.86 -6.77 2EUN Cytochrome c peroxidase 28 -5.86 -4.9 2EUQ Cytochrome c peroxidase 29 -8.31 -7.32 2FDV Cytochrome p450 2a6 30 -7.86 -9.31 2GQX Cytochrome p450-cam 31 -5.8 -5.87 2H7R Cytochrome p450-cam 32 -6.27 -6.53 2HI4 Cytochrome p450 1a2 33 -5.64 -5.22 2HX2 Nitric-oxide synthase 34 -8.87 -8.64 2HX4 Nitric-oxide synthase 35 -7.23 -8.62 2IJ7 Cytochrome p450 121 36 -9.61 -8.77 2NNJ Cytochrome p450 2c8 37 -11.12 -10.7 2Q9F Cytochrome p450 46a1 38 -8.13 -7.84 2WH8 Putative cytochrome p450 130 39 -7.25 -6.87 2WHF Putative cytochrome p450 130
4
40 -5.81 -4.81 2Y5A Cytochrome c peroxidase\, mitochondrial 41 -8.74 -7.46 3B3N Nitric-oxide synthase 42 -9.64 -9.63 3B3O Nitric-oxide synthase 43 -8.24 -6.85 3JT3 Nitric oxide synthase, brain 44 -6.91 -6.67 3JT9 Nitric oxide synthase, brain 45 -6.13 -6.62 3JTA Nitric oxide synthase, brain 46 -10.53 -9.74 3JWV Nitric oxide synthase, brain 47 -6.25 -7.92 3NLD Nitric oxide synthase, endothelial 48 -9.46 -9.74 3NLK Nitric oxide synthase, brain 49 -9.08 -8.98 3NNZ Nitric oxide synthase, brain 50 -7.58 -6.96 8CPP Cytochrome p450cam 51 -9.54 -8.27 1P6J Nitric oxide synthase, brain 52 -7 -5.99 2D09 Cytochrome p450 158a2 53 -5.72 -6.62 1ZZU Nitric oxide synthase, brain 54 -5.88 -7.53 3T3Q Cytochrome P450 2A6 55 -11.32 -9.71 3MDT Cytochrome P450 46A1 56 -8.74 -9.33 3DQR Nitric oxide synthase, brain 57 -7 -7.6 3EKD Cytochrome p450(bm-3) 58 -8.08 -8.95 3JX0 Nitric oxide synthase, brain # kcal/mol
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Supplementary Table 3: Experimental and predicted binding free energies (kcal/mol) of 63 test sets.
Sl. No. Expt. B.E.# Pred B. E.# PDBID Name of proteins 1 -3.85 -5.7 1AC4 Cytochrome c peroxidase 2 -4.81 -4.97 1AEB Cytochrome c peroxidase 3 -5.86 -5.81 1AED Cytochrome c peroxidase 4 -6 -5.03 1AEF Cytochrome c peroxidase 5 -5.99 -6.05 1AEG Cytochrome c peroxidase 6 -4.96 -5.99 1AEH Cytochrome c peroxidase 7 -5.21 -5.9 1AEJ Cytochrome c peroxidase 8 -4.92 -4.92 1AEK Cytochrome c peroxidase 9 -5.02 -4.82 1AEO Cytochrome c peroxidase 10 -4.73 -5.17 1AEQ Cytochrome c peroxidase 11 -4.33 -4.99 1AES Cytochrome c peroxidase 12 -5.82 -5.48 1AET Cytochrome c peroxidase 13 -5.94 -5.03 1AEU Cytochrome c peroxidase 14 -6.06 -5.33 1AEV Cytochrome c peroxidase 15 -6.35 -5.74 1IWI Cytochrome p450-cam 16 -5.25 -5.2 1KXM Cytochrome c peroxidase 17 -4.91 -5.76 1M9K Nitric oxide synthase, endothelial 18 -5.86 -6.67 1NR6 Cytochrome p450 2c5 19 -5.4 -5.29 1P6N Nitric oxide synthase, endothelial 20 -6.85 -6.09 1Q2O Nitric oxide synthase, endothelial 21 -5.45 -7.23 1X8V Cytochrome p450 51 22 -9.88 -8.94 1Y5N Respiratory nitrate reductase 23 -7.8 -7.18 1Z11 Cytochrome p450 2a6 24 -5.97 -7.29 1ZZR Nitric oxide synthase, brain 25 -7.22 -5.44 1ZZS Nitric oxide synthase, endothelial 26 -14.35 -12.84 2A06 Bovine cytochrome bc1 complex 27 -7.01 -6.95 2CIB Cytochrome p450 51 28 -6 -5.61 2EUP Cytochrome c peroxidase 29 -6.61 -6.48 2FDU Cytochrome p450 2a6 30 -6.79 -6.85 2NZ5 Cytochrome p450 cyp158a1 31 -12.48 -12.53 2QJY Cytochrome bc1 32 -6.18 -5.53 2VKU Cytochrome p450 51 33 -6.07 -6.65 2W09 Cytochrome p450 51 34 -5.77 -5.21 2W0B Cytochrome p450 51 35 -5.89 -6.62 3B3M Nitric-oxide synthase 36 -9 -8.1 3B3P Nitric-oxide synthase 37 -7.46 -7.15 3B6H Prostacyclin synthase(cyp 450) 38 -7.8 -7.54 3B99 Prostaglandin i2 synthase(cytochrome p450 8a1) 39 -8.86 -9.42 3BEN Cytochrome p450 102
6
40 -6.38 -6.1 3EBS Cytochrome p450 2a6 41 -6.72 -7.2 3IW2 Cytochrome p450 cyp125 42 -6.11 -6.13 3JT4 Nitric-oxide synthase 43 -6.91 -6.16 3JT5 Nitric-oxide synthase 44 -6.13 -6.21 3JT6 Nitric-oxide synthase 45 -5.77 -6.15 3JT7 Nitric-oxide synthase 46 -9.93 -9.23 3JWS Nitric oxide synthase, brain 47 -9.23 -9.13 3JWU Nitric oxide synthase, brain 48 -6.4 -7.37 3JWX Nitric oxide synthase, endothelial 49 -5.79 -6.2 3JWZ Nitric oxide synthase, endothelial 50 -8.91 -8.79 3JX1 Nitric oxide synthase, brain 51 -8.08 -7.72 3JX2 Nitric oxide synthase, brain 52 -9.2 -9.23 3JX3 Nitric oxide synthase, brain 53 -7.72 -9.12 3JX6 Nitric oxide synthase, brain 54 -7.53 -8.38 3N2R Nitric oxide synthase 55 -6.43 -7.79 3NLE Nitric oxide synthase, endothelial 56 -6.44 -6.56 3NLF Nitric oxide synthase, endothelial 57 -6.06 -7.08 3NLG Nitric oxide synthase, endothelial 58 -9.95 -8.57 3NNY Nitric oxide synthase, brain 59 -7.41 -5.57 3QOA Cytochrome P450 2B6 60 -5.45 -5.48 3T3R Cytochrome P450 2A6 61 -5.95 -5.89 6CPP Cytochrome p450cam 62 -5.25 -4.83 7CPP Cytochrome p450cam 63 -8.77 -14.77 3UA1 Cytochrome P450 3A4 # kcal/mol
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Supplementary Table 4: Names of the 60 CYP1A2 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOM, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable). Pose rank based on
Molecule# Only Unique docked Predicted Deep lying MO docking pose+knowledge binding to HOMO based+QM energy energy gap approach (kcal/mol) of (kcal/mol)* the corresponding pose 3-Cyano-7-ethoxycoumarin 1 1 -9.2 3-Methylether-estradiol 2 1 -8.7 4-Chloromethyl-7- 1 1 -8.3 ethoxycoumarin 7-Methoxyresorufin 1 1 -8.9 7-Ethoxycoumarin 1 1 -7.0 Acenocoumarol 2 2 -7.1 Aflatoxin 8 3 -9.2 -9.0 Amiodarone 3 2 -13.1 Antipyrine 0 0 --- Azelastine 2 2 -11.1 BFC 2 2 -8.3 BMAMC 1 1 -9.0 Carvedilol 4 2 -9.6 Chlorzoxazone 1 1 -6.7 Cilostazol 7 3 -10.5 Clomipramine 1 1 -11.3 -8.3 Cyclobenzaprine 1 1 -12.5 Dacarbazine 1 1 -8.8 Di-MMAMC 1 1 -10.6 DMXAA 1 1 -6.5 Doxepin 1 1 -10.4 EFC 1 1 -8.1 EMAMC 3 2 -8.2 Fluoxetine 0 0 --- Flutamide 3 1 -7.1 -12.1 (-0.8) Furametpyr 3 3 -10.3 Galangin 4 3 -7.4 GTS-21 2 2 -10.5
8
Kaempferide 2 2 -10.5 MAMC 1 1 -7.4 MBDB 1 1 -8.8 MDE 1 1 -8.0 -10.06 (-2.9) MDMA 1 1 -8.4 Melatonin 6 2 -7.4 Mephenytoin 3 2 -6.5 Methoxychlor 1 1 -11.1 MMAMC 2 2 -8.9 Nordiazepam 0 0 --- Nortriptyline 2 2 -8.6 o-Phenylphenol 4 3 -5.3 Pimozide 2 2 -12.0 -3.5 Pimobendan 7 3 -9.0 Perphenazine 3 3 -11.0 p-Isopropyloxyacetanilide 4 2 -6.7 PMAMC 1 1 -8.8 p-Methoxyacetanilide 1 1 -6.9 Propofol 0 0 --- Progesterone 5 2 -8.1 Pranidipine 1 1 -11.6 Proguanil 1 1 -9.6 -9.5 (-4.5) Toremifene 0 0 --- Propafenone 3 3 -8.8 Ranitidine 4 3 -11.2 Reduced diclofenac 4 2 -8.3 Ropinirole 1 1 -7.9 Selegiline 1 1 -9.3 Ropivacaine 1 1 -7.6 Thiabendazole 6 3 -6.8 R-Warfarin 1 1 -7.4 Zolpidem 1 1 -10.4 # 2D representations of these molecules along with their experimentally verified SOM are given in supplementary (Supplementary Fig. 2); *BP86 values are in parentheses.
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Supplementary Table 5: Names of 70 CYP2C9 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable).
Pose rank based on
Molecule# Only Unique docked Predicted Deep lying MO docking pose+knowledge binding energy to HOMO based+QM (kcal/mol)of the energy gap approach corresponding (kcal/mol)* pose Flurbiprofen 7 3 -5.2 Naproxen 1 1 -6.5 Tienilic_acid 3 1 -7.5 GV-150526 3 1 -9.1 Fluvastatin 3 2 -8.8 Indomethacin 1 1 -8.7 Mefenamic acid 2 2 -6.1 Zaltoprofen 4 3 -5.7 Etodolac 0 0 --- Aceclofenac 0 0 --- Ibuprofen 3 1 -5.6 Diclofenac 4 2 -7.2 Valproic acid 2 1 -5.3 Arachidonic acid 3 2 -9.3 Seratrodast 3 2 -7.6 Suprofen 1 1 -6.0 TR-14035 1 1 -10.2 Linoleic acid 2 1 -7.9 Montelukast 0 0 --- S_MTPPA 3 2 -6.0 Rosuvastatin 3 1 -10.8 Zolpidem 5 3 -8.6 Sulprofos 4 3 -8.6 Tolbutamide 0 0 --- Desogestrel 2 2 -9.2 Dapsone 1 1 -6.9 Dibenzo[a,h]anthracene 1 1 -7.9 Losartan 3 2 -11.5 Piroxicam 3 2 -7.4 Phorate 0 0 ---
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Chlorpropamide 3 2 -7.2 Amitriptyline 3 2 -9.1 Celecoxib 1 1 -9.2 Galangin 4 1 -6.8 Mestranol 3 3 -8.9 Methiocarb 6 3 -7.4 17 Ethinyl Estradiol 1 1 -8.6 Disulfoton 3 1 -8.3 Sildenafil 2 1 -12.4 Tolterodine 3 3 -7.6 Meloxicam 3 3 -8.3 Acenocoumarol 5 2 -6.6 Methoxychlor 1 1 -10.3 Clozapine 4 3 -10.2 -11.8 (-3.7) Terbinafine 0 0 --- Tenoxicam 3 2 -7.3 Methyleugenol 0 0 --- DMZ 1 1 -7.5 -10.2 (-5.6) N-dehydroxyzileuton 2 2 -6.4 Kaempferide 1 1 -9.5 Limonene 1 1 -7.0 Lansoprazole 6 2 -8.3 Safrole 2 1 -7.1 Warfarin 2 2 -6.8 Lornoxicam 6 3 -8.1 Fluoxetine 2 1 -9.1 Phenytoin 0 0 --- Zafirlukast 0 0 --- Phenprocoumon 7 3 -6.1 Ketamine 1 1 -7.9 58C80 3 1 -7.0 9 Tetrahydrocannabinol 6 3 -7.8 -6.1 Voriconazole 0 0 --- Torsemide 6 3 -7.6 Hydromorphone 3 3 -8.2 Carvedilol 2 2 -9.6 -12.2 (-9.0) Hexobarbital 1 1 -6.4 Tamoxifen 1 1 -12.2 Zopiclone 4 3 -11.1 Phenobarbital 3 1 -5.7 # 2D representations of these molecules along with their experimentally verified SOM are given in supplementary (Supplementary Fig. 3); *BP86 values are in parentheses.
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Supplementary Table 6: Names of 36 CYP2C19 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable).
Pose rank based on
Molecule# Only Unique docked Predicted Deep lying MO docking pose+knowledge binding energy to HOMO based+QM (kcal/mol) of energy gap approach the (kcal/mol)* corresponding pose Mephenytoin 1 1 -6.5 Phenobarbital 3 2 -5.2 Mephobarbital 3 3 -6.4 Hexobarbital 5 2 -6.2 Omeprazole 1 1 -10.5 Lansoprazole 1 1 -9.5 Warfarin 7 3 -6.5 Moclobemide 1 1 -9.2 Proguanil 1 1 -9.2 -9.5 (-4.5) Propranolol 3 3 -6.8 -6.2 Diazepam 5 3 -8.0 Benzbromarone 1 1 -9.2 (2-ethylbenzofuran-3-yl)(4- 1 1 -8.6 hydroxy-3,5- dimethylphenyl)methanone 4-[(2-methyl-1-benzofuran- 5 2 -7.2 3-yl)carbonyl]phenol Sertraline 8 2 -9.0 N-3-benzyl-phenobarbital 3 2 -6.9 Citalopram 3 3 -12.3 Clomipramine 1 1 -11.1 -8.9 Pantoprazole 2 2 -10.4 -8.8 Clopidogrel 1 1 -8.7 Cyclophosphamide 4 3 -8.3 Amitriptyline 1 1 -9.3 Imipramine 2 2 -9.5 -11.16 (-3.9) Indomethacin 0 0 --- Primidone 1 1 -6.4 -3.0 Progesterone 0 0 --- Venlafaxine 2 1 -10.9 12
Methadone 2 2 -9.4 Clobazam 2 2 -7.8 Arformoterol 0 0 --- Rosuvastatin 1 1 -10.4 Tamoxifen 1 1 -12.6 Lumiracoxib 2 2 -7.4 Carisoprodol 1 1 -8.9 Escitalopram 4 3 -12.3 Eletriptan 3 2 -9.3 # 2D representations of these molecules along with their experimentally verified SOM are given in supplementary (Supplementary Fig. 4); *BP86 values are in parentheses.
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Supplementary Table 7: Names of 47 CYP3A4 substrates along with their pose rank based on only docking and combined approach for predicting experimentally verified SOMs, predicted binding free energy of the corresponding pose and energy gap between deep lying MO to HOMO (if applicable).
Pose rank based on
Molecule# Only Unique docked Predicted binding Deep lying MO docking pose+knowledge energy (kcal/mol) of to HOMO based+QM the corresponding energy gap approach pose (kcal/mol)* Adinazolam 2 2 -11.1 Alfentanil 8 3 -8.7 Amiodarone 1 1 -10.7 Azelastine 2 2 -10.0 Buprenorphine 2 2 -11.0 -2.0 Citalopram 5 2 -10.8 Clarithromycin 1 1 -16.0 Clozapine 4 2 -8.5 Codeine 2 2 -9.6 -5.4 Dextromethorphan 3 3 -7.9 Diazepam 1 1 -7.6 Diltiazem 1 1 -11.0 Erythromycin 3 3 -14.4 Fentanyl 6 4 -7.5 Halofantrine 1 1 -12.4 Haloperidol 4 3 -8.7 Indinavir 0 0 --- LAAM 1 1 -10.0 Lilopristone 0 0 --- Onapristone 0 0 --- Pimozide 5 3 -8.8 -4.2 Propafenone 7 3 -6.9 Tamoxifen 0 0 --- Terbinafine 1 1 -10.1 -3.0 Terfenadine 2 2 -9.2 Verapamil 2 2 -14.8 -1.6 Zaleplon 6 3 -8.7 β-Arteether 2 2 -7.9 Pranidipine 1 1 -9.0 Teniposide 3 2 -12.7 Cortisol 1 1 -7.4 Dexamethasone 1 1 -8.0 14
Docetaxel 0 0 --- Lovastatin 3 2 -8.2 Midazolam 1 1 -8.0 Quinidine 0 0 --- Carbamazepine 7 3 -5.1 Ebastine 8 3 -8.7 Colchicine 2 2 -9.9 Etoposide 1 1 -13.0 Iloperidone 5 3 -10.0 Loratadine 0 0 --- Senecionine 2 2 -8.0 Salmeterol 0 0 --- Saquinavir 2 2 -11.4 Seratrodast 2 2 -7.3 Testosterone 2 2 -7.5 # 2D representations of these molecules along with their experimentally verified SOM are given in supplementary (Supplementary Fig. 5); *BP86 values are in parentheses.
15
Supplementary Figure 1: Standardized residual errors shown against the predicted binding energies.
16
OH
N
O O O O 3-Cyano-7-ethoxycoumarin 3-Methylether-estradiol
O O O N
O O O
4-Chloromethyl-7-ethoxycoumarin 7-Methoxy-resorufin Cl O
OH
O O O -O N+ O O 7-Ethoxy-coumarin O Acenocoumarol
O O
I O O O
O C4H9 N
O I O O Amiodarone Aflatoxin
17
O O
N N N N N Cl Azelastine Antipyrine
O O O
O O O
N H BMAMC
CF3
BFC
O O O O
N OH H Cl HN
O Chlorzoxazone
NH
Carvedilol
18
N N Cl N N N O
O N N H Cilostazol Clomipramine
N
N N
O NH
N H2N N Cyclobenzaprine Dacarbazine
O
O O O
O
HO
DMXAA O N
diMMAMC
19
O O O O
CF3 EFC
N Doxepin
O O O F F
HN F
O EMAMC NH Fluoxetine
O Cl N N+ O - O H N N F
N O H F O F
Flutamide Furametpyr
20
N O OH
HO
N O OH
O O Galangin
HO O GTS-21
H2N HO
OH O
O O O
O MAMC Kaempferide
O O NH NH
O O MBDB MDE
H N
O NH N H O O O Melatonin MDMA
21
O CCl3
N
NH O O O Mephenytoin Methoxychlor O
H N N NH
O O O Cl MMAMC Nordiazepam
OH
HN O-phenyl phenol
O Nortriptyline NH F F N
NH
N N O
O N NH Pimobendan Pimozide
22
OH
H N N
N S O N O p-Isopropyloxyacetanilide
Perphenazine Cl H H N N
O O
p-Methoxyacetanilide O O O PMAMC
O
OH Propofol Progesterone
NO2 O
O O
NH2
N NH2
N O N
HN Cl O
Pranidipine Proguanil
23
N
O O
O
NH
Cl OH Toremifene
Propafenone NO 2 Cl
OH HN N NH H
S Cl N
O Ranitidine reduced Diclofenac
O
N HN N
Ropinirole Selegiline
24
H N N N O
S N HN Thiabendazole Ropivacaine
O
N OH
O
N O O N Zolpidem R-warfarin
Supplementary Figure 2: 2D representations of 60 CYP1A2 substrates. SOM of these substrates are predicted by arrows.
25
HO
O
HO O
O
F Naproxen Flurbiprofen OH
O O O HN Cl O
Cl O
Cl S N Cl HO H GV150526 Tienilic acid Cl
F
O
N
HO N O OH HO
HO Indomethacin O Fluvastatin
O O HO O HO O
H N
S
Mefenamic Acid Zaltoprofen
26
Cl O
H N NH HO O Cl O O
Etodolac O OH Aceclofenac
Cl
OH HO NH
O O Cl Ibuprofen
Diclofenac
O OH
OH
O Valproic acid
O
OH Arachidonic Acid O
O O
S HO
Linoleic acid
O Seratrodast
27
OH
O O Cl Cl
HN O
O OH
TR-14035 O
Linoleic acid
O S
HO Cl O OH S N HO S_MTPPA
Montelukast F N
O
HO N N O N O N HO N S O HO Zolpidem Rosuvastatin
O S HN S P O S HN O O O
Tolbutamide S Sulprofos
28
H2N HO
O
S
O
Desogestrel
Dapsone NH2
N N Cl
HO H N N Dibenzo[a,h]anthracene N N
Losartan
O O S S N P O S S HO O
N NH O Dapsone
Piroxicam
29
Cl O
S HN O HN O
C3H7 Chlorpropamide N Amitriptyline
F3C O OH
N HO
N
O OH
Galangin O S Celecoxib O H2N
S O
O O NH OH Methiocarb Mestranol
S S
P S HO O O OH Disulfoton 17-alpha-Ethinyl Estradiol
30
O O O S S N N O N O OH HO N O O NH NH N N N S N
Sildenafil Tolterodine Meloxicam
O
CCl3 OH
-O N+ O O O O Methoxychlor O Acenocoumarol
H N
Me3C N N Cl
N Terbinafine
N
Clozapine
O O O S N HN O N
OH
S O Methyleugenol Tenoxicam
31
N NH2 O N O NH N S
O S
DMZ N-dehydroxy zileuton
O OH
HO
O OH kaempferide Limonene O
CF3 O O
O
Safrole N N S O NH
Lansoprazole
O HN O N N O S OH OH
O S O O Cl Lornoxicam Warfarin
32
HN
O
HN O NH F3C O O Phenytoin Fluoxetine
HN O
O
N O O HO O
O NH Phenprocoumon S O Zafirlukast
HO
O Cl NH
O O 58C80
Ketamine
F F
OH N HO N N N N
O F Voriconazole 9-Tetrahydrocannabinol
33
H H N N O N NH S O O
O N O Torasemide
OH NH Hydromorphone
O O HO N O N H O N O H O Carvedilol Hexobarbital
Cl
N
N O N O N N O O N Tamoxifen N
Zopiclone O
HN
O N O H Phenobarbital
Supplementary Figure 3: 2D representations of 70 CYP2C9 substrates. SOM of these substrates are predicted by arrows.
34
O O
N HN
NH
O O N O H
Mephenytoin Phenobarbital
O O
N N
O N O H O N O H Hexobarbital Mephobarbital
F O F F
O
N
N S O N
NH N S O
NH O
Omeprazole Lansoprazole
35
O Cl
OH O
NH
O O
N Warfarin O
Cl Moclobemide
H2N HO O H2N NH
N N N H
Proguanil Propranolol
O
O N N
Br
O OH
Cl Br Diazepam
36
O O
O O OH
O
O
H N N
O N O H
Cl N-3 benzyl phenobarbital Ser Cl traline
N N Cl
F
O N
N Clomipramine Citalopram
37
O O
O N O S
Cl N N S Clopidogrel O F NH
O Pantoprazole F
HN O
P C2H4Cl N O N N C2H4Cl
Cyclophosphamide Amitriptyline Imipramine
Cl H N O
O HN
N O
O OH
Primidone Indomethacin O
38
O N
O
HO
O venlafaxine
Progesterone O
O N
N
N
O Clobazam Cl Methodone
O O F N N S
O N
HO N H
HO HN OH OH OH O Rosuvastatin Arformoterol O
39
Cl
HO
HN
O N F O Tamoxifen Lumaricoxib
N
O
O N F O H2N O
O NH
Escitalopram
Carisoprodol
O S O
N
N H
Eletriptan Supplementary Figure 4: 2D representations of 36 CYP2C19 substrates. SOM of these substrates are predicted by arrows.
40
Cl O O
N
N N N O N N N N N N N Alfentanil Adinazolam
O N
I N N O N
I
O
O
Cl Azelastine Amiodarone
N
F
O
N
Citalopram Buprenorphine
41
HO O
N O O O N O O N
H O OH N HO Cl O HO
N O Clozapine Clarithromycin
Dextromethorphan
Codeine
O O
O O O
N N N S
N
Diltiazem Cl Diazepam
42
HO O
O O N O O O N
O OH HO OH HO O N Fentanyl O Erythromycin Cl
HO F
F F
O N
Cl
N
Cl OH F Halofantrine Haloperidol
O
N H N N
N N OH O HO O NH
O
Indinavir LAAM
43
OH OH
OH OH
H N N H H H
O O Onapristone Lilopristone
F F
O O
N O HO N NH NH
Propafenone Pimozide
N
N terbinafine O Tamoxifen
44
O
O N
OH
N N HO O
Verapamil O
Terfinadine
N
N
N N N
O
Zaleplon beta-Arteether
O O O OH O O OH O + N O- H H O O HN O H H O HO O O O O S O Pranidipine Teniposide
45
HO O
H H O OH OH OH H F H
H OH OH O O Cortisol Dexamethasone
H HO OH O O
HO O H O
O O OH H O O O O O
OH
NH O O
O Lovastatin
Docetaxel
O N F H Cl N H
HO
N N Quinidine N
Midazolam
46
O N
O N NH2 O
Carbamazepine
Ebastine
OH
O O O
HN
O H O O O O O O O H H O O O O
Colchicine O OH H OH Etoposide
O N Cl F
N
N
O O N
O O O Iloperidone Loratadine
47
HO
OH
O O H
O O HO
O H N H
O N
Salmeterol Senecionine
O OH
OH H2N O O O S O
O NH N
NH N N H O OH O H
O Saquinavir
Seratrodast H H
O OH
H
Testosterone Supplementary Figure 5: 2D representations of 47 CYP3A4 substrates. SOM of these substrates are predicted by arrows.
48