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Quantifying the drug-target binding affinity

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Page 1: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Quantifying the drug-target binding affinity

Page 2: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Receptors as targets (Receptors are 45% of current drug

targets)•Receptors are areas of proteins found in cellular membranes or nuclei •They are classified by their function (superfamilies)•Any natural (or unnatural) chemical that binds is a ligand (Natural: neurotransmitters, hormones, growth factors, insulin, some vitamins)

Page 3: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Observed responses: effect of addition of an agonist or antagonist

Dose-response or concentration-response curve: plot of response (y axis) vs. -log[ligand](semilogarithmic plots):

AntagonistAgonist

Page 4: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Observed responses: Types of antagonists

ACh+Competitive antagonist Y: •Effect of Y is reversed by addition of more ligand

ACh+Noncompetitive antagonist Y’:•Effect of Y’is unaffected by [ligand]

How do different antagonists affect the activity of a ligand (agonist)?

Ex.: ACh = Acetylcholine = ligand (agonist)

Page 5: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

•EC50 is the molar concentration that produces half the maximum biological response observed. This is often used to estimate the value of KD, but the correlation is not always reliable.

•IC50 is the concentration at which an antagonist exerts its half-maximal effect.

•ED50 is the dose administered that produces half the maximum biological response observed.

Observed responses: Some definitions

Page 6: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Theories of Drug-receptor interactionsCan they explain the observations?(Receptors are 45% of current drug

targets)Occupancy theory: intensity of the pharmacological effect is directly proportional to the number of receptors occupied by the drug (fraction bound, or fMbound).

[ A M ]

[ M ]0

fM bound

=

A+ MAM[AM]

[A][M]Keq = = Kd

A = drug; M = receptor

Page 7: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Occupancy Theory: Types of antagonists - one receptor

Ligand (agonist)binding site

Competitive antagonist(no activity)

Ligand (agonist)binding site

Noncompetitiveantagonist(no activity)

Ligand (agonist)binding site

Agonist(full activity)

Ligand (agonist)binding site

Unoccupied(no activity)

Receptor

May bind in the ligand binding site OR nearby, partially blocking it

May bind at allosteric site, altering ligand binding site

Page 8: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Additional known expressions (besides fMbound) can be used to generate a different equation for fraction bound:

Use mass balance and K to generate the following:

Substitute this into the expression for fraction bound:

Theories of Drug-receptor interactions

[M]0 + [M] [M](1+Ka[A])= Ka[A][M] =

[AM][M]0 [M]0 [M](1+Ka[A])

fMbound =Ka[A][M]

= =Ka[A][M]

=(1+Ka[A])

Ka[A]

(KD+[A])

[A]=

[M]0 [AM]+[M]= mass balance

Ka[AM]= Ka[A][M]

Page 9: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Plot fraction bound versus [A]: direct or saturation plot

Theories of Drug-receptor interactions

fMbound =(1+Ka[A])

Ka[A]

(KD+[A])

[A]=

Page 10: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Data may be displayed in a semi-logarithmic plot as well.

Theories of Drug-receptor interactions

fMbound =(1+Ka[A])

Ka[A]

(KD+[A])

[A]=

Page 11: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

While the occupancy theory simulates actual dose-response curves, (theoretically, KD = EC50), it does not account for agonists that do not produce the maximum effect.

Modified occupancy theory: modified to separate the binding affinity from the intrinsic activity () of the compound. That is, a compound can bind tightly, but cause a little or no effect.

Theories of Drug-receptor interactions

Page 12: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

The modified occupancy theory is also incomplete:

How can two molecules binding to one receptor cause different effects? (one as

an agonist; on as an antagonist) How can desensitization be explained?

Theories of Drug-receptor interactions

Rate theory: stimulus occurs only when the ligand first occupies the receptor.

Induced fit theory: a specific conformational change in a receptor is responsible for initiation of the biological response.

•Agonist binding induces this conformational change. •Partial agonist induces a partial conformational change.•Antagonist binding would either not cause a conformational change OR it would cause a conformational change without eliciting a biological response.

Page 13: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of affinity constants K.

A+ MAM[AM]eq

[A]eq[M]eqKeq = = Kd

•Simply measure the equilibrium concentrations of each of the species involved, (A, M, AM), and plug in the Kd expression. •It is generally difficult to directly measure these concentrations.•Many alternative methods have been developed to measure ligand binding strength.

1. Determination of concentration of unbound [ligand] using phase separation (equilibrium dialysis; ultrafiltration)

semipermeable membrane

Right side (R)Left side (L)

A

A

A

A M

A M

A A

A

M

Page 14: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of affinity constants K.2. Add one component to the other in

successively larger amounts, with the concurrent measurement of some observable (titration). The observable (often spectral) change is from either the ligand OR the macromolecule.

Observed data is fit to a binding model that incorporates the spectroscopic observables. Best fit of data to model reveals K.

Page 15: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of affinity constants K.

3. Competetive binding assaysa. Quantitative affinity chromatography. b. Biosensor technology (BIAcore or IASys).

Quantitation of bound ligand by mass.c. Radioligand binding assay.

Step1. Determine binding constant (Kd) of ligandStep2. Determine binding constant of drugs by competition

Page 16: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of K - Radioligand competition binding assaysStep 1: Determine binding constant Kd of

ligand (radiolabeled) with receptor•Incubate different ratios of [radiolabeled ligand] and [receptor]; equilibrate; separate receptor-bound ligand from unbound ligand; determine [ ]bound using scintillation counting.•Correct for nonspecific binding of radioligand to other substances

Page 17: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Step 1(cont): Correction for nonspecific binding (example):

Determination of K - Radioligand competition binding assays

Page 18: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Step 1: Determination of radioligand KD: Rearrange our equations…

(1+Ka[A])

Ka[A][AM]

[M]0=(KD+[A])

[A][M]0=

•Plot corrected [AM] versus [A] (direct plot). Evidence of saturation of receptor must be shown.•Analyze data using nonlinear regression. (Minimizes the sum of squares of deviations from fit and iteratively tries may solutions to get the best fit of [M]0 and KD to the experimental data). Usually linear transformations (Scatchard) of data are shown in publications, even if nonlinear regression analysis was used.

(1+Ka[A])

Ka[A][AM][M]0

fMbound = =(KD+[A])

[A]=

Determination of K - Radioligand competition binding assays

Page 19: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of K - Radioligand competition binding assays

Step 1: Determination of radioligand KD: plots (example)

Scatchard:

Page 20: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Determination of K - Radioligand competition binding assaysStep 2: Competition Studies: Determine KI (drug). Fix the concentration of receptor and radioligand, while varying the concentration of the test compound (drug). •This results in a decrease of radioligand (L1) binding with increasing [drug] (L2). • the observed IC50 will depend on the amounts of radioligand and drug as well as KD (ligand) and KI (drug).

Page 21: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

KD (ligand) = KL1

KI (drug) = KL2

•KI can be determined mathematically (Cheng and Prusoff, 1973).

Determination of K - Radioligand competition binding assays

[Radioligand]

Page 22: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

References for quantification of binding:

Ninfa A. J.; Ballou, D. P. Fundamental Laboratory Approaches for Biochemistry and Biotechnology; Fitzgerald Science Press: Bethesda, MD, 1998.

Patrick, G. L. An Introduction to Medicinal Chemistry; Oxford University Press: New York, NY, 2001

Silverman, R. B. The Organic Chemistry of Drug Design and Drug Action ; Academic Press: San Diego, CA, 1992.

Thomas, G. Medicinal Chemistry An Introduction; John Wiley and Sons, Ltd.: New York, NY, 2000.

Page 23: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

Example problems

Biochemistry, 41 (32), 2002, 10262-10269.

Dose-response curves for the application of 5-hydroxytryptamine (5HT, a ligand) to nAchR variants (receptor mutants). Each receptor variant has a binding site residue with 0, 1, 2, or 3 fluorines on a key tryptophan residue.

What is the EC50 of 5HT to each variant 1-4 (labeled curves from left to right)?

Which variant binds to 5HT most strongly?

5HT has the following structure. Can you explain the observed EC50’s?

NH

HO

NH3

F3TrpTrp

Page 24: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

J Med Chem 45 (15) 2002 p. 3234

Nicotinic acetylcholine receptor agonists: 34 receptor

Using KI (table 1), rank agonists 1, 2, and 3 from best to worst for binding the 34 receptor.

Does the functional assay (right) reflect this ranking?

Page 25: Quantifying the drug-target binding affinity. Receptors as targets (Receptors are 45% of current drug targets) Receptors are areas of proteins found in

All these compounds have been tested as influenza endonuclease (enzyme) inhibitors.•Compare the IC50’s of compounds 9-12. Which is the best inhibitor?•This data (for 9-12) reveals that a structural feature is important for inhibition. What is it?•The IC50 vs. pH graph for compound 8 is shown to the right. What is the optimal pH for inhibition?•All of these inhibitors are thought to bind to a metal ion in the enzyme active site. How might the IC50 vs. pH graph support this?

J. Med. Chem., 46 (7), 1153 -1164, 2003