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Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery www.bio-mimetic-chromatography.com
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Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Dec 14, 2018

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Page 1: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Comparison of log P/D

with bio-mimetic

properties

Klara Valko

Bio-Mimetic Chromatography

Consultancy for Successful Drug Discovery

www.bio-mimetic-chromatography.com

Page 2: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Solvation process

Solute

molecule

Solvent molecules

(water)

First we need

to create a

cavity

Requires energy that

depends on the size

of the solute

Size descriptor: V

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Page 3: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Solvation process

Second step to build

new interactions

between the solute and

solvent molecules

We gain back

energy.

Solvent molecules

(water)

Solute

molecule

Solute –solvent

interactions

Dipole –dipole S

- --+

+ -

+ -

+

-H ‐‐‐ O=C-

A B

Excess molar refraction E

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Page 4: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Molecular descriptors describe various

solvation and partition processes

SP= c + e* E + s*S + a*A +b*B + v*V

SP is the solute property in a given system

Molecular descriptors

Solvent

characteristics

M. H. Abraham, Scales of solute hydrogen bonding: Their construction and application

to physicochemical and biochemical processes. Chem. Soc. Rev. 22 (1993) 78-83.

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Page 5: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Solvation equations for biomimetic

distributions

e/v s/v a/v b/v

Log K (HSA) 0.02 -0.07 0.16 -1.21

Log K (AGP) 0.46 -0.38 -0.33 -0.85

CHIRP,AcN 0.09 -0.24 -0.30 -0.98

logPoctanol 0.15 -0.28 0.01 -0.91

Log K (IAM) 0.11 -0.03 0.01 -1.05

Blood/brain 0.59 -1.03 -0.84 -0.78

water/skin 0.00 -0.33 -0.35 -1.95

•The octanol/water partition system is an excellent model for compounds binding to

HSA and IAM.

•AGP binding , CHI (reversed phase with acetonitrile) and blood/brain barrier partition

are different from octanol/water.

•Equations are derived from the data of non-ionized compounds.

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Page 6: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Are we just measuring another

lipophilicity by HSA binding?

clogPACD_logD

Scatter Plot

PCv5.clogp_481

-4 -2 0 2 4 6

-1

-0.5

0

0.5

1

1.5

2

logK

HS

A

Scatter Plot

logd_pH74_acd.value

-4 -2 0 2 4 6

-1

-0.5

0

0.5

1

1.5

2

logK

HS

A

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Page 7: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Are we just measuring another

lipophilicity by IAM binding?

clogP

Scatter Plot

logd_pH74_acd.value

-4 -2 0 2 4 6

0

0.5

1

1.5

2

2.5

3

logK

IA

M

ACD_logD

Scatter Plot

PCv5.clogp_481

-4 -2 0 2 4 6

0

0.5

1

1.5

2

2.5

3

logK

IA

M

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Page 8: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

IAM binds positively charged compounds and

HSA binds negatively charged compoundsScatter Plot

elogKHSA

Our mechanistic model shows

the importance of HSA and IAM

binding in modelling volume of

distribution.

Both HSA binding and

membrane partition can be

related to lipophilicity of the

compounds.

However the presence of

positive or negative charge

makes a significant difference

between the two types of

binding.

Positively charged compound Negatively charged compound Neutral compound

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Page 9: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Scatter Plot

elogKHSAe^log k(HSA)

e^

log

k(I

AM

)

IAM binds positively charged compounds

HSA binds negatively charged compounds

Positively charged

compound

Negatively charged

compound

Neutral compound

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Page 10: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

In vivo distribution of drugs

Human Clinical Volume of distribution showed good correlation to the binding difference of compounds

between phospholipids (IAM) and albumin (HSA)

Drug efficiency showed good correlation with the sum of the two types of binding (IAM + HSA) which is

the reciprocal value of the unbound volume of distribution Vdu

HSA

binding

IAM

binding

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Page 11: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

Conclusion The biomimetic protein and phospholipid binding data obtained by HPLC

can be used to model compounds in vivo distribution.

Both protein and phospholipid bindings are governed by lipophilicity.

There are major differences in the effect of charge on the octanol/water

lipophilicity, protein binding and phospholipid binding.

Positively charged compounds bind strongly to phospholipids and AGP,

while negatively charged compounds bind strongly to albumin.

The in vivo volume of distribution can be modelled by the difference of

compounds binding to phospholipids (IAM) and albumin (HSA).

The overall non-specific binding of the compounds in vivo, the drug

efficiency and the unbound volume of distribution can be modelled by the

sum of IAM and HSA binding.

Measurement of the physico-chemical binding behaviour of compounds

using biomimetic HPLC are helpful in drug design and discovery and can

predict in vivo distribution of compounds.

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Page 12: Comparison of log P/D with bio-mimetic properties · Comparison of log P/D with bio-mimetic properties Klara Valko Bio-Mimetic Chromatography Consultancy for Successful Drug Discovery

References

Benet et al. Changes in plasma protein binding have little clinical relevance (Clin. Pharm. Therap.

71 (2002) 115.)

Trainor The importance of plasma protein binding in drug discovery (Expert Opinion in Drug

Discovery, 2, (2007) 52.

Lombardo, F., Obach, R. S., Shalaeva, M. Y., Gao, F., Prediction of volume of distribution values

in humans for neutral and basic drugs using physico-chemical measurements and plasma protein

binding data. J. Med, Chem. 45 (2002) 2867.

Hollosy, F., Valko, K., Hersey, A., Nunhuck, S., Keri, Gy., Bevan, C., Estimation of volume of

distribution in humans from high throughput HPLC-based measurements of human serum albumin

and immobilized artificial membrane partitioning. J. Med. Chem. 49 (2006) 6958.

Valko, K. L., Nunhuck, S. B., Hill, A. P., Estimating unbound volume of distribution by I n vitro

HPLC-based human serum albumin and immobilized artificial membrane-binding measurements.

J. Pharm. Sci., 100 (2011) 849.

S. Braggio, D. Montanari, et al. Expert Opin Drug Discovery, Drug efficiency: a new concept to

guide lead optimization programs towards the selection of better clinical candidates. 5 (7) (2010)

609

D. Montanari, E. Chiarparin, M. P. Gleeson, S. Braggio, R. Longhi, K. Valko, T. Rossi, Application

of drug efficiency index in drug discovery: a strategy towards low therapeutic dose. Exp. Opin

Drug Discovery 6 (9) (2011) 913-920

Testa et al. Perspectives in Drug Discovery and Design: 19 (2000) 179-211

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