SlideShare a Scribd company logo
1 of 29
Download to read offline
Lipophilicity in the context of Molecular Design
Peter W Kenny (pwk.pub.2008@gmail.com)
Some things that are hurting Pharma
• Having to exploit targets that are less well-linked to
human disease
• Inability to predict idiosyncratic toxicity
• Inability to measure free (unbound) physiological
concentrations of drug for remote targets (e.g.
intracellular or within blood brain barrier)
Dans la merde: http://fbdd-lit.blogspot.com/2011/09/dans-la-merde.html
Molecular Interactions and Drug Action
Cartoon representation of hydrophobic effect
Polar Surface
Binding Pocket
Cartoon representation of hydrophobic forces
Hydrogen
Bonding
Interactions between drug
molecules in crystal lattice
(Solubility, melting point
polymorphism, crystallinity)
Interactions between drug and
water molecules
(Solubility, distribution,
permeability, potency, toxicity,
efflux, metabolism)
Interactions between drug
molecules & (anti)target(s)
(Potency, toxicity, efflux ,
metabolism, distribution)
Hydrogen Bonding in Drug Discovery & Development
Interactions between water
molecules
(Hydrophobic effect)
bond basicity
 Plot of V/kJmol-1
against r/Å for pyridine on lone pair axis
showing electrostatic potential minimum 1.2Å from nitrogen
-300
-200
-100
0
V
0 1 2 3 4 5
r
Electrostatic potential as function of position for acceptor
V/kJmol-1
r/Å
Comparison of Vmin and pKa as predictors of logKb
logKb
Vmin/(Hartree/electron) pKa
Heteroaromatic nitrogen in five and six-membered rings
Kenny JCS Perkin Trans 2 1994, 199-202
1.01 1.16 0.94 0.40 0.06
2.63 1.53 2.50 1.89 1.82
2.39
Predicted logKb 2.64 1.68 2.51 1.90 2.50
Measured logKb 2.38 1.98 2.36 2.17 1.99
Non-equivalent acceptors provide
validation set
Kenny JCS Perkin Trans 2 1994, 199-202
Fluorine: A weak hydrogen bond acceptor
-0.122 -0.113 -0.071
-0.038
-0.054
-0.086
-0.091
-0.072
-0.104 -0.093
Hydrogen bonding of esters
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
r
Donors: The Va(r) descriptor
Calculate electrostatic
potential (V) at this point
Va(r) as predictor of logKa
Sensitivity to distance from donor hydrogen
Va/(Hartree/electron) Va/(Hartree/electron)
logKa
logKa
r = 0.55 Å r = 1.20 Å
R2 = 0.65
RMSE = 0.43
R2 = 0.93
RMSE = 0.20
Kenny, JCIM, 2009, 49, 1234-1244
Effect of complex formation on Vmin
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
-0.092 -0.103 -0.125 -0.097
-0.078
-0.092 -0.114
-0.113
-0.115 -0.127
H
O
H H
O
H H
O
H
H
O
H
N
H
O
Effect of complex formation on predicted logKa
1.2
(~ Alcohol)
2.0
(~ Phenol)
2.8
(~ 4-CF3Phenol)
Kenny, JCIM, 2009, 49, 1234-1244
Octanol was the first mistake...
Lipophilic & half ionised Hydrophilic
Introduction to partition coefficients
Polarity
N
ClogP ≤ 5 Acc ≤10; Don ≤5
An alternative view of the Rule of 5
Does octanol/water ‘see’ hydrogen bond donors?
--0.06 -0.23 -0.24
--1.01 -0.66
Sangster lab database of octanol/water partition coefficients: http://logkow.cisti.nrc.ca/logkow/index.jsp
--1.05
Octanol/Water Alkane/Water
Octanol/water is not the only partitioning system
logPoct = 2.1
logPalk = 1.9
DlogP = 0.2
logPoct = 1.5
logPalk = -0.8
DlogP = 2.3
logPoct = 2.5
logPalk = -1.8
DlogP = 4.3
Differences in octanol/water and alkane/water logP values
reflect hydrogen bonding between solute and octanol
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
1.0 1.1 0.8 1.3 1.7
0.8 1.5
Measured values of DlogP
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
1.6 1.1
DlogP
(corrected)
Vmin/(Hartree/electron)
DlogP
(corrected)
Vmin/(Hartree/electron)
N or ether O
Carbonyl O
logPalk as perturbation of logPoct
Prediction of contribution of acceptors to DlogP
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
DlogP = DlogP0 x exp(-kVmin)
logPoct = 0.89
predicted logPalk = -4.2
PSA/Å2 = 53
logPoct = 1.58
predicted logPalk = -1.4
PSA/Å2 = 65
Lipophilicity/polarity of Morphine & Heroin
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
logPhxdlogPoct
log(Cbrain/Cblood)
DlogP
Prediction of blood/brain partitioning
R2 = 0.66
RMSE = 0.54
R2 = 0.82
RMSE = 0.39
R2 = 0.88
RMSE = 0.32
Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
logPalk as perturbation of value for saturated hydrocarbon
MSA/Å2
Alkanes
Alkanols
Summary
• Lipophilicity is relevant to both permeability and affinity
• Octanol/water is not the only partitioning system and
alkane/water may be more relevant in Drug Discovery
• Hydrogen bonding is an important determinant of lipophilicity
• Hydrogen bonding is essentially electrostatic in nature and
molecular electrostatic potential is a useful predictor of hydrogen
bond acidity & basicity
Measuring hydrogen bond strength
Acceptors
Donors
pKHB logKb
logKa
(CH3CCl3)(CCl4)
Taft et al , JACS 1969, 91, 4801-4808
Laurence & Berthelot, Perspect. Drug. Discov. Des.
2000, 18, 39-60.
Abraham et al, JCS Perkin Trans 2 1989, 1355-1375
(CH3CCl3)
Abraham et al, JCS Perkin Trans 2 1989, 1355-1375
logKb: Heteroaromatic nitrogen
Azines
pKa 5.22 9.70 2.24 1.23 0.65
logKb 2.52 3.54 2.53 1.67 1.46
Azoles
pKa 7.25 2.09 0.80 -2.03
logKb 3.68 2.22 1.67 1.06
Abraham et al, JCS Perkin Trans 2 1989, 1355-1375

More Related Content

What's hot

Drug receptors in pharmacology
Drug receptors in pharmacologyDrug receptors in pharmacology
Drug receptors in pharmacology
Bindu Pulugurtha
 
fluoroquinolones
 fluoroquinolones fluoroquinolones
fluoroquinolones
Umair hanif
 

What's hot (20)

Drug receptors in pharmacology
Drug receptors in pharmacologyDrug receptors in pharmacology
Drug receptors in pharmacology
 
Bioisosterism - Introduction
Bioisosterism - IntroductionBioisosterism - Introduction
Bioisosterism - Introduction
 
Introduction to Drug Design
 Introduction to Drug Design Introduction to Drug Design
Introduction to Drug Design
 
Biphenyl derivatives & Atropisomerism
Biphenyl derivatives & AtropisomerismBiphenyl derivatives & Atropisomerism
Biphenyl derivatives & Atropisomerism
 
Antiviral agents
Antiviral agentsAntiviral agents
Antiviral agents
 
Qsar parameter
Qsar parameterQsar parameter
Qsar parameter
 
Oxazole
OxazoleOxazole
Oxazole
 
INTRODUCTION TO MALAREA [ANTI-MALARARIAL DRUGS AND ITS ANALOGUES]
INTRODUCTION TO MALAREA [ANTI-MALARARIAL DRUGS AND ITS ANALOGUES]INTRODUCTION TO MALAREA [ANTI-MALARARIAL DRUGS AND ITS ANALOGUES]
INTRODUCTION TO MALAREA [ANTI-MALARARIAL DRUGS AND ITS ANALOGUES]
 
Gel chromatography
Gel chromatographyGel chromatography
Gel chromatography
 
Chiral drug
Chiral drugChiral drug
Chiral drug
 
fluoroquinolones
 fluoroquinolones fluoroquinolones
fluoroquinolones
 
Cytochrome p450
Cytochrome p450Cytochrome p450
Cytochrome p450
 
Pharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screeningPharmacophore mapping and virtual screening
Pharmacophore mapping and virtual screening
 
Non Steroidal Anti-inflammatory Drugs
Non Steroidal Anti-inflammatory DrugsNon Steroidal Anti-inflammatory Drugs
Non Steroidal Anti-inflammatory Drugs
 
Combinatorial chemistry
Combinatorial chemistry Combinatorial chemistry
Combinatorial chemistry
 
Pharmacophore modeling
Pharmacophore modelingPharmacophore modeling
Pharmacophore modeling
 
Drug metabolism
Drug metabolism Drug metabolism
Drug metabolism
 
Prodrug
ProdrugProdrug
Prodrug
 
nmr
nmrnmr
nmr
 
Prodrug Design
Prodrug DesignProdrug Design
Prodrug Design
 

Viewers also liked (8)

partition coefficients in drug discovery
partition coefficients in drug discoverypartition coefficients in drug discovery
partition coefficients in drug discovery
 
Measuring pKas, logP and Solubility by Automated titration
Measuring pKas, logP and Solubility by Automated titrationMeasuring pKas, logP and Solubility by Automated titration
Measuring pKas, logP and Solubility by Automated titration
 
Pharmacokinetics :Passage of drug molecules across cell membrane and its dris...
Pharmacokinetics :Passage of drug molecules across cell membrane and its dris...Pharmacokinetics :Passage of drug molecules across cell membrane and its dris...
Pharmacokinetics :Passage of drug molecules across cell membrane and its dris...
 
Qsar
QsarQsar
Qsar
 
Physicochemical Properties effect on Absorption of Drugs
Physicochemical Properties effect on Absorption of DrugsPhysicochemical Properties effect on Absorption of Drugs
Physicochemical Properties effect on Absorption of Drugs
 
Drug absorption
Drug absorption Drug absorption
Drug absorption
 
Drug distribution
Drug distributionDrug distribution
Drug distribution
 
Solubility and partition coefficient
Solubility and partition coefficientSolubility and partition coefficient
Solubility and partition coefficient
 

Similar to Lipophilicity in the context of molecular design

Perspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular designPerspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular design
Peter Kenny
 
Photochemical study of micelles in photogalvanic cell for solar energy conver
Photochemical study of micelles in photogalvanic cell for solar energy converPhotochemical study of micelles in photogalvanic cell for solar energy conver
Photochemical study of micelles in photogalvanic cell for solar energy conver
IAEME Publication
 

Similar to Lipophilicity in the context of molecular design (20)

Hydrogen bonding and molecular design (BrazMedChem 2010)
Hydrogen bonding and molecular design (BrazMedChem 2010)Hydrogen bonding and molecular design (BrazMedChem 2010)
Hydrogen bonding and molecular design (BrazMedChem 2010)
 
Hydrogen bonding and molecular design (EuroQSAR 2010)
Hydrogen bonding and molecular design (EuroQSAR 2010)Hydrogen bonding and molecular design (EuroQSAR 2010)
Hydrogen bonding and molecular design (EuroQSAR 2010)
 
Some new directions for pharmaceutical molecular design
Some new directions for pharmaceutical molecular designSome new directions for pharmaceutical molecular design
Some new directions for pharmaceutical molecular design
 
Perspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular designPerspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular design
 
Aspects of pharmaceutical molecular design (Belgrade version)
Aspects of pharmaceutical molecular design (Belgrade version)Aspects of pharmaceutical molecular design (Belgrade version)
Aspects of pharmaceutical molecular design (Belgrade version)
 
Aspects of pharmaceutical molecular design
Aspects of pharmaceutical molecular designAspects of pharmaceutical molecular design
Aspects of pharmaceutical molecular design
 
Aspects of pharmaceutical molecular design (Fidelta version)
Aspects of pharmaceutical molecular design (Fidelta version)Aspects of pharmaceutical molecular design (Fidelta version)
Aspects of pharmaceutical molecular design (Fidelta version)
 
An overview of drug discovery
An overview of drug discoveryAn overview of drug discovery
An overview of drug discovery
 
I'm a molecule designer... get me out of here!
I'm a molecule designer... get me out of here!I'm a molecule designer... get me out of here!
I'm a molecule designer... get me out of here!
 
Pushkar N Patil
Pushkar N PatilPushkar N Patil
Pushkar N Patil
 
Phase behavior and characterization of Polyelectrolyte Complexes
Phase behavior and characterization of Polyelectrolyte ComplexesPhase behavior and characterization of Polyelectrolyte Complexes
Phase behavior and characterization of Polyelectrolyte Complexes
 
Molecular design: How to and how not to?
Molecular design:  How to and how not to?Molecular design:  How to and how not to?
Molecular design: How to and how not to?
 
The effect of dielectric constant on the kinetics of reaction between plasm...
The effect of dielectric constant on the kinetics  of reaction  between plasm...The effect of dielectric constant on the kinetics  of reaction  between plasm...
The effect of dielectric constant on the kinetics of reaction between plasm...
 
From screening to molecular interactions: A short tour
From screening to molecular interactions: A short tour From screening to molecular interactions: A short tour
From screening to molecular interactions: A short tour
 
Photochemical study of micelles in photogalvanic cell for solar energy conver
Photochemical study of micelles in photogalvanic cell for solar energy converPhotochemical study of micelles in photogalvanic cell for solar energy conver
Photochemical study of micelles in photogalvanic cell for solar energy conver
 
11.dosimetry control and electromagnetic shielding analysis for nuclear waste...
11.dosimetry control and electromagnetic shielding analysis for nuclear waste...11.dosimetry control and electromagnetic shielding analysis for nuclear waste...
11.dosimetry control and electromagnetic shielding analysis for nuclear waste...
 
Dosimetry control and electromagnetic shielding analysis for nuclear waste tr...
Dosimetry control and electromagnetic shielding analysis for nuclear waste tr...Dosimetry control and electromagnetic shielding analysis for nuclear waste tr...
Dosimetry control and electromagnetic shielding analysis for nuclear waste tr...
 
2017 apme le-me
2017 apme le-me2017 apme le-me
2017 apme le-me
 
2017 apme le-me
2017 apme le-me2017 apme le-me
2017 apme le-me
 
Molecular design: One step back and two paths forward
Molecular design:  One step back and two paths forwardMolecular design:  One step back and two paths forward
Molecular design: One step back and two paths forward
 

More from Peter Kenny

More from Peter Kenny (15)

LE Metrics (EuroQSAR2016)
LE Metrics (EuroQSAR2016)LE Metrics (EuroQSAR2016)
LE Metrics (EuroQSAR2016)
 
PWK EuroQSAR
PWK EuroQSARPWK EuroQSAR
PWK EuroQSAR
 
Thermodynamics for medicinal chemistry design
Thermodynamics for medicinal chemistry designThermodynamics for medicinal chemistry design
Thermodynamics for medicinal chemistry design
 
Property-based molecular design: where next? (12-Jun-2015)
Property-based molecular design: where next? (12-Jun-2015)Property-based molecular design: where next? (12-Jun-2015)
Property-based molecular design: where next? (12-Jun-2015)
 
Ligand efficiency: nice concept shame about the metrics
Ligand efficiency: nice concept shame about the metricsLigand efficiency: nice concept shame about the metrics
Ligand efficiency: nice concept shame about the metrics
 
BrazMedChem2014
BrazMedChem2014BrazMedChem2014
BrazMedChem2014
 
IQSC Oct 2014
IQSC Oct 2014IQSC Oct 2014
IQSC Oct 2014
 
UCT Oct 2014
UCT Oct 2014UCT Oct 2014
UCT Oct 2014
 
Data-analytic sins in property-based molecular design
Data-analytic sins in property-based molecular design Data-analytic sins in property-based molecular design
Data-analytic sins in property-based molecular design
 
A survey of halogens (2008 EuroCUP)
A survey of halogens (2008 EuroCUP)A survey of halogens (2008 EuroCUP)
A survey of halogens (2008 EuroCUP)
 
Fragment screening library workshop (IQPC 2008)
Fragment screening library workshop (IQPC 2008)Fragment screening library workshop (IQPC 2008)
Fragment screening library workshop (IQPC 2008)
 
Design of fragment screening libraries (IQPC 2008)
Design of fragment screening libraries (IQPC 2008)Design of fragment screening libraries (IQPC 2008)
Design of fragment screening libraries (IQPC 2008)
 
Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)Design of compound libraries for fragment screening (Feb 2012 version)
Design of compound libraries for fragment screening (Feb 2012 version)
 
Design of fragment screening libraries (Feb 2010 version)
Design of fragment screening libraries (Feb 2010 version)Design of fragment screening libraries (Feb 2010 version)
Design of fragment screening libraries (Feb 2010 version)
 
Tales of correlation inflation (2013 CADD GRC)
Tales of correlation inflation (2013 CADD GRC) Tales of correlation inflation (2013 CADD GRC)
Tales of correlation inflation (2013 CADD GRC)
 

Recently uploaded

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 

Recently uploaded (20)

Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 

Lipophilicity in the context of molecular design

  • 1. Lipophilicity in the context of Molecular Design Peter W Kenny (pwk.pub.2008@gmail.com)
  • 2. Some things that are hurting Pharma • Having to exploit targets that are less well-linked to human disease • Inability to predict idiosyncratic toxicity • Inability to measure free (unbound) physiological concentrations of drug for remote targets (e.g. intracellular or within blood brain barrier) Dans la merde: http://fbdd-lit.blogspot.com/2011/09/dans-la-merde.html
  • 4. Cartoon representation of hydrophobic effect Polar Surface Binding Pocket
  • 5. Cartoon representation of hydrophobic forces
  • 6. Hydrogen Bonding Interactions between drug molecules in crystal lattice (Solubility, melting point polymorphism, crystallinity) Interactions between drug and water molecules (Solubility, distribution, permeability, potency, toxicity, efflux, metabolism) Interactions between drug molecules & (anti)target(s) (Potency, toxicity, efflux , metabolism, distribution) Hydrogen Bonding in Drug Discovery & Development Interactions between water molecules (Hydrophobic effect)
  • 7. bond basicity  Plot of V/kJmol-1 against r/Å for pyridine on lone pair axis showing electrostatic potential minimum 1.2Å from nitrogen -300 -200 -100 0 V 0 1 2 3 4 5 r Electrostatic potential as function of position for acceptor V/kJmol-1 r/Å
  • 8. Comparison of Vmin and pKa as predictors of logKb logKb Vmin/(Hartree/electron) pKa Heteroaromatic nitrogen in five and six-membered rings Kenny JCS Perkin Trans 2 1994, 199-202
  • 9. 1.01 1.16 0.94 0.40 0.06 2.63 1.53 2.50 1.89 1.82 2.39 Predicted logKb 2.64 1.68 2.51 1.90 2.50 Measured logKb 2.38 1.98 2.36 2.17 1.99 Non-equivalent acceptors provide validation set Kenny JCS Perkin Trans 2 1994, 199-202
  • 10. Fluorine: A weak hydrogen bond acceptor -0.122 -0.113 -0.071 -0.038
  • 11. -0.054 -0.086 -0.091 -0.072 -0.104 -0.093 Hydrogen bonding of esters Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
  • 12. r Donors: The Va(r) descriptor Calculate electrostatic potential (V) at this point
  • 13. Va(r) as predictor of logKa Sensitivity to distance from donor hydrogen Va/(Hartree/electron) Va/(Hartree/electron) logKa logKa r = 0.55 Å r = 1.20 Å R2 = 0.65 RMSE = 0.43 R2 = 0.93 RMSE = 0.20 Kenny, JCIM, 2009, 49, 1234-1244
  • 14. Effect of complex formation on Vmin Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730 -0.092 -0.103 -0.125 -0.097 -0.078 -0.092 -0.114 -0.113 -0.115 -0.127
  • 15. H O H H O H H O H H O H N H O Effect of complex formation on predicted logKa 1.2 (~ Alcohol) 2.0 (~ Phenol) 2.8 (~ 4-CF3Phenol) Kenny, JCIM, 2009, 49, 1234-1244
  • 16. Octanol was the first mistake...
  • 17. Lipophilic & half ionised Hydrophilic Introduction to partition coefficients
  • 18. Polarity N ClogP ≤ 5 Acc ≤10; Don ≤5 An alternative view of the Rule of 5
  • 19. Does octanol/water ‘see’ hydrogen bond donors? --0.06 -0.23 -0.24 --1.01 -0.66 Sangster lab database of octanol/water partition coefficients: http://logkow.cisti.nrc.ca/logkow/index.jsp --1.05
  • 20. Octanol/Water Alkane/Water Octanol/water is not the only partitioning system
  • 21. logPoct = 2.1 logPalk = 1.9 DlogP = 0.2 logPoct = 1.5 logPalk = -0.8 DlogP = 2.3 logPoct = 2.5 logPalk = -1.8 DlogP = 4.3 Differences in octanol/water and alkane/water logP values reflect hydrogen bonding between solute and octanol Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
  • 22. 1.0 1.1 0.8 1.3 1.7 0.8 1.5 Measured values of DlogP Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730 1.6 1.1
  • 23. DlogP (corrected) Vmin/(Hartree/electron) DlogP (corrected) Vmin/(Hartree/electron) N or ether O Carbonyl O logPalk as perturbation of logPoct Prediction of contribution of acceptors to DlogP Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730 DlogP = DlogP0 x exp(-kVmin)
  • 24. logPoct = 0.89 predicted logPalk = -4.2 PSA/Å2 = 53 logPoct = 1.58 predicted logPalk = -1.4 PSA/Å2 = 65 Lipophilicity/polarity of Morphine & Heroin Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
  • 25. logPhxdlogPoct log(Cbrain/Cblood) DlogP Prediction of blood/brain partitioning R2 = 0.66 RMSE = 0.54 R2 = 0.82 RMSE = 0.39 R2 = 0.88 RMSE = 0.32 Toulmin et al, J. Med. Chem. 2008, 51, 3720-3730
  • 26. logPalk as perturbation of value for saturated hydrocarbon MSA/Å2 Alkanes Alkanols
  • 27. Summary • Lipophilicity is relevant to both permeability and affinity • Octanol/water is not the only partitioning system and alkane/water may be more relevant in Drug Discovery • Hydrogen bonding is an important determinant of lipophilicity • Hydrogen bonding is essentially electrostatic in nature and molecular electrostatic potential is a useful predictor of hydrogen bond acidity & basicity
  • 28. Measuring hydrogen bond strength Acceptors Donors pKHB logKb logKa (CH3CCl3)(CCl4) Taft et al , JACS 1969, 91, 4801-4808 Laurence & Berthelot, Perspect. Drug. Discov. Des. 2000, 18, 39-60. Abraham et al, JCS Perkin Trans 2 1989, 1355-1375 (CH3CCl3) Abraham et al, JCS Perkin Trans 2 1989, 1355-1375
  • 29. logKb: Heteroaromatic nitrogen Azines pKa 5.22 9.70 2.24 1.23 0.65 logKb 2.52 3.54 2.53 1.67 1.46 Azoles pKa 7.25 2.09 0.80 -2.03 logKb 3.68 2.22 1.67 1.06 Abraham et al, JCS Perkin Trans 2 1989, 1355-1375