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

Attenuated total reflectance spectroscopy
Attenuated total reflectance spectroscopyAttenuated total reflectance spectroscopy
Attenuated total reflectance spectroscopychaitanya kolli
 
Reactions of heterocyclic chemistry
 Reactions of heterocyclic chemistry Reactions of heterocyclic chemistry
Reactions of heterocyclic chemistrysuraj wanjari
 
Nmr spectroscopy
Nmr spectroscopyNmr spectroscopy
Nmr spectroscopyAsma Ashraf
 
Stereochemistry&drug action- mounika.perli
Stereochemistry&drug action- mounika.perliStereochemistry&drug action- mounika.perli
Stereochemistry&drug action- mounika.perlimounikaperli
 
McLafferty Rearrangement.pptx
McLafferty Rearrangement.pptxMcLafferty Rearrangement.pptx
McLafferty Rearrangement.pptxJustsci
 
Attenuated total reflectance (atr)
Attenuated total reflectance (atr)Attenuated total reflectance (atr)
Attenuated total reflectance (atr)Arisha Sharma
 
Drug receptor intraction
Drug receptor intractionDrug receptor intraction
Drug receptor intractionHarpreet Kaur
 
Mass fragmentation & rules
Mass fragmentation & rulesMass fragmentation & rules
Mass fragmentation & rulesMehulJain143
 
Fragmentation techniques
Fragmentation techniquesFragmentation techniques
Fragmentation techniquessamiya shaik
 
Validation & Diversity of drug targets
Validation & Diversity of drug targetsValidation & Diversity of drug targets
Validation & Diversity of drug targetsSnigdhaBharadwaaj
 
STEREOCHEMISTRY AND DRUG ACTION.pptx
STEREOCHEMISTRY AND DRUG ACTION.pptxSTEREOCHEMISTRY AND DRUG ACTION.pptx
STEREOCHEMISTRY AND DRUG ACTION.pptxAchalYawalkar
 
E1 &E2 mechanism, sandmeyer and benzyne mechanism
E1 &E2  mechanism, sandmeyer and benzyne mechanismE1 &E2  mechanism, sandmeyer and benzyne mechanism
E1 &E2 mechanism, sandmeyer and benzyne mechanismlsk1976
 
Asymmetric Synthesis - Christeena Shaji
Asymmetric Synthesis - Christeena ShajiAsymmetric Synthesis - Christeena Shaji
Asymmetric Synthesis - Christeena ShajiBebeto G
 
Retrosynthes analysis and disconnection approach
Retrosynthes analysis and disconnection approach Retrosynthes analysis and disconnection approach
Retrosynthes analysis and disconnection approach ProttayDutta1
 
Ir principle and factors affecting-lakshmi priya
Ir  principle and factors affecting-lakshmi priyaIr  principle and factors affecting-lakshmi priya
Ir principle and factors affecting-lakshmi priyasuhasini
 

What's hot (20)

Attenuated total reflectance spectroscopy
Attenuated total reflectance spectroscopyAttenuated total reflectance spectroscopy
Attenuated total reflectance spectroscopy
 
Reactions of heterocyclic chemistry
 Reactions of heterocyclic chemistry Reactions of heterocyclic chemistry
Reactions of heterocyclic chemistry
 
Nmr spectroscopy
Nmr spectroscopyNmr spectroscopy
Nmr spectroscopy
 
Stereochemistry&drug action- mounika.perli
Stereochemistry&drug action- mounika.perliStereochemistry&drug action- mounika.perli
Stereochemistry&drug action- mounika.perli
 
McLafferty Rearrangement.pptx
McLafferty Rearrangement.pptxMcLafferty Rearrangement.pptx
McLafferty Rearrangement.pptx
 
C 13 NMR Spectroscopy
C 13 NMR SpectroscopyC 13 NMR Spectroscopy
C 13 NMR Spectroscopy
 
Nuclear overhauser effect
Nuclear overhauser effectNuclear overhauser effect
Nuclear overhauser effect
 
Attenuated total reflectance (atr)
Attenuated total reflectance (atr)Attenuated total reflectance (atr)
Attenuated total reflectance (atr)
 
Drug receptor intraction
Drug receptor intractionDrug receptor intraction
Drug receptor intraction
 
Noesy [autosaved]
Noesy [autosaved]Noesy [autosaved]
Noesy [autosaved]
 
Mass fragmentation & rules
Mass fragmentation & rulesMass fragmentation & rules
Mass fragmentation & rules
 
Fragmentation techniques
Fragmentation techniquesFragmentation techniques
Fragmentation techniques
 
Flavonoids
Flavonoids Flavonoids
Flavonoids
 
Validation & Diversity of drug targets
Validation & Diversity of drug targetsValidation & Diversity of drug targets
Validation & Diversity of drug targets
 
STEREOCHEMISTRY AND DRUG ACTION.pptx
STEREOCHEMISTRY AND DRUG ACTION.pptxSTEREOCHEMISTRY AND DRUG ACTION.pptx
STEREOCHEMISTRY AND DRUG ACTION.pptx
 
E1 &E2 mechanism, sandmeyer and benzyne mechanism
E1 &E2  mechanism, sandmeyer and benzyne mechanismE1 &E2  mechanism, sandmeyer and benzyne mechanism
E1 &E2 mechanism, sandmeyer and benzyne mechanism
 
Asymmetric Synthesis - Christeena Shaji
Asymmetric Synthesis - Christeena ShajiAsymmetric Synthesis - Christeena Shaji
Asymmetric Synthesis - Christeena Shaji
 
Retrosynthes analysis and disconnection approach
Retrosynthes analysis and disconnection approach Retrosynthes analysis and disconnection approach
Retrosynthes analysis and disconnection approach
 
Ir principle and factors affecting-lakshmi priya
Ir  principle and factors affecting-lakshmi priyaIr  principle and factors affecting-lakshmi priya
Ir principle and factors affecting-lakshmi priya
 
Alkaloids
AlkaloidsAlkaloids
Alkaloids
 

Viewers also liked

partition coefficients in drug discovery
partition coefficients in drug discoverypartition coefficients in drug discovery
partition coefficients in drug discoveryPeter Kenny
 
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 titrationJon Mole
 
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...Dr.UMER SUFYAN M
 
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 DrugsSuraj Choudhary
 
Solubility and partition coefficient
Solubility and partition coefficientSolubility and partition coefficient
Solubility and partition coefficientManoj Kumar Tekuri
 

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

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)Peter Kenny
 
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)Peter Kenny
 
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 designPeter Kenny
 
Perspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular designPerspective of pharmaceutical molecular design
Perspective of pharmaceutical molecular designPeter Kenny
 
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)Peter Kenny
 
Aspects of pharmaceutical molecular design
Aspects of pharmaceutical molecular designAspects of pharmaceutical molecular design
Aspects of pharmaceutical molecular designPeter Kenny
 
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)Peter Kenny
 
An overview of drug discovery
An overview of drug discoveryAn overview of drug discovery
An overview of drug discoveryPeter Kenny
 
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!Peter Kenny
 
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 ComplexesDavid Scheuing
 
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?Peter Kenny
 
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...Alexander Decker
 
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 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 converIAEME Publication
 
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...Alexander Decker
 
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...Alexander Decker
 
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 forwardPeter Kenny
 

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
 
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...
 
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...
 
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

LE Metrics (EuroQSAR2016)
LE Metrics (EuroQSAR2016)LE Metrics (EuroQSAR2016)
LE Metrics (EuroQSAR2016)Peter Kenny
 
Thermodynamics for medicinal chemistry design
Thermodynamics for medicinal chemistry designThermodynamics for medicinal chemistry design
Thermodynamics for medicinal chemistry designPeter Kenny
 
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)Peter Kenny
 
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 metricsPeter Kenny
 
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 Peter Kenny
 
A survey of halogens (2008 EuroCUP)
A survey of halogens (2008 EuroCUP)A survey of halogens (2008 EuroCUP)
A survey of halogens (2008 EuroCUP)Peter Kenny
 
Fragment screening library workshop (IQPC 2008)
Fragment screening library workshop (IQPC 2008)Fragment screening library workshop (IQPC 2008)
Fragment screening library workshop (IQPC 2008)Peter Kenny
 
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)Peter Kenny
 
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)Peter Kenny
 
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)Peter Kenny
 
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) 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

A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
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 2024The Digital Insurer
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
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 CVKhem
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
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 Scriptwesley chun
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 

Recently uploaded (20)

A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
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
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 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
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
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
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 

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