The Hill-Langmuir Equation Governs Drug-Target Binding Kinetics for Pulsed Drug Delivery.
Receptor occupancy is an important indicator of drug efficacy. Pulsed drug delivery is aimed at accurately determining the dosing time on the basis of the onset rhythm. Seeking analytical expressions to describe steady-state receptor occupancy and providing the essential principles that must be met when designing pulsed drug delivery. We use a simplified model that integrates pharmacokinetics and binding kinetics to obtain analytical results. It was found that a Hill-Langmuir equation can integrate pharmacokinetics and pharmacodynamics and describe receptor occupancy under multiple-dose regimens and pulsed drug delivery without rapid equilibrium assumption. In this equation, the effective dissociation constant is the product of the elimination rate constant, the dosing interval, and the dissociation constant. Thus, the regulation of receptor occupancy by these three parameters has a mutual compensatory function. Regardless of the dosing regimen, the association rate constant mainly controls the rising rate and maximum receptor occupancy, whereas the dissociation rate constant determines the decline rate and maximum receptor occupancy and thus controls the stability of the binding kinetics. The regulation of receptor occupancy by the association and dissociation rate constants is consistent with the classical definition of binding affinity. These results may be useful for drug discovery. When designing pulsed drug delivery, the elimination rate constant must be greater than the dose frequency. The association rate constant produces a fast effect, whereas the dissociation rate constant produces a slow but sustained effect.
- Preprint Article
- 10.21203/rs.3.rs-4616065/v1
- Jul 12, 2024
Receptor occupancy is an important indicator for drug efficacy. Traditional pharmacodynamic model is constrained by assumption of rapid equilibrium, so it cannot provide a complete picture of drug action. Pulsed drug delivery is not aimed at the stability of the drug, but at accurately determining the time of dosing based on rhythm of onset. Using a minimal model, I found that the Hill-Langmuir equation which removes above assumption, can integrate pharmacokinetics and pharmacodynamics and can describe receptor occupancy under multiple dose regimens and pulsed drug delivery. This equation provides an optimization strategy for improving drug efficacy. For the traditional multiple dose regimen, we can optimize the elimination rate constant, association rate constant and drug-target residence time; however, for pulsed drug delivery, we can only optimize the drug-target residence time. Furthermore, using the dissociation rate constant, we are not only able to regulate binding affinity, but also control the stability of drug-target binding. And I provided two conditions must be followed in pulsed drug delivery design. These two conditions are the cost in reducing the stability of drug concentration. These results may reduce the failure rate of drug discovery.
- Research Article
113
- 10.1016/j.molcel.2006.05.030
- Jul 1, 2006
- Molecular Cell
How Initiation Factors Maximize the Accuracy of tRNA Selection in Initiation of Bacterial Protein Synthesis
- Research Article
31
- 10.1074/mcp.m900388-mcp200
- Oct 1, 2010
- Molecular & Cellular Proteomics
We took a discovery approach to explore the actions of cAMP and two of its analogs, one a cAMP mimic ((S(p))-adenosine cyclic 3':5'-monophosphorothioate ((S(p))-cAMPS)) and the other a diastereoisomeric antagonist ((R(p))-cAMPS), on a model system of the type Iα cyclic AMP-dependent protein kinase holoenzyme, RIα(91-244)·C-subunit, by using fluorescence spectroscopy and amide H/(2)H exchange mass spectrometry. Specifically, for the fluorescence experiments, fluorescein maleimide was conjugated to three cysteine single residue substitution mutants, R92C, T104C, and R239C, of RIα(91-244), and the effects of cAMP, (S(p))-cAMPS, and (R(p))-cAMPS on the kinetics of R-C binding and the time-resolved anisotropy of the reporter group at each conjugation site were measured. For the amide exchange experiments, ESI-TOF mass spectrometry with pepsin proteolytic fragmentation was used to assess the effects of (R(p))-cAMPS on amide exchange of the RIα(91-244)·C-subunit complex. We found that cAMP and its mimic perturbed at least parts of the C-subunit interaction Sites 2 and 3 but probably not Site 1 via reduced interactions of the linker region and αC of RIα(91-244). Surprisingly, (R(p))-cAMPS not only increased the affinity of RIα(91-244) toward the C-subunit by 5-fold but also produced long range effects that propagated through both the C- and R-subunits to produce limited unfolding and/or enhanced conformational flexibility. This combination of effects is consistent with (R(p))-cAMPS acting by enhancing the internal entropy of the R·C complex. Finally, the (R(p))-cAMPS-induced increase in affinity of RIα(91-244) toward the C-subunit indicates that (R(p))-cAMPS is better described as an inverse agonist because it decreases the fractional dissociation of the cyclic AMP-dependent protein kinase holoenzyme and in turn its basal activity.
- Research Article
15
- 10.1074/jbc.m807152200
- Mar 1, 2009
- Journal of Biological Chemistry
The two transmitter binding sites of the neuromuscular acetylcholine (ACh) receptor channel contain several aromatic residues, including a tryptophan located on the complementary, negative face of each binding pocket. These two residues, Trp-55 in the epsilon subunit and Trp-57 in the delta subunit, were mutated (AEFHILRVY), and for most constructs the rate constants for acetylcholine binding and channel gating were estimated by using single channel kinetic analyses. The rate constants for unliganded channel opening and closing were also estimated for some mutants. From these measurements we calculated all of the equilibrium constants of the "allosteric" cycle as follows: diliganded gating, unliganded gating, dissociation from the C(losed) conformation, and dissociation from the O(pen) conformation. The results indicate the following. (i) These aromatic side chains play a relatively minor role in ACh receptor channel activation. (ii) The main consequence of mutations is to reduce the affinity of the O conformation of the binding site for ACh, with the effect being greater at the epsilon subunit. (iii) In epsilon (but not delta) the aromatic nature of the side chain is important in determining affinity, to a slightly greater degree in the O conformation. Phi value analyses (of both tryptophan residues) show Phi approximately 1 for both the ACh binding and diliganded gating reactions. (iv) This suggests that the structural boundaries of the dynamic elements of the gating conformational change may not be subunit-delimited, and (v) the mutated tryptophan residues experience energy changes that occur relatively early in both the ligand-binding and channel-gating reactions.
- Research Article
89
- 10.1042/bj2990219
- Apr 1, 1994
- Biochemical Journal
The importance of the N-terminal region of human cystatin C or chicken cystatin for the kinetics of interactions of the inhibitors with four cysteine proteinases was characterized. The association rate constants for the binding of recombinant human cystatin C to papain, ficin, actinidin and recombinant rat cathepsin B were 1.1 x 10(7), 7.0 x 10(6), 2.4 x 10(6) and 1.4 x 10(6) M-1.s-1, whereas the corresponding dissociation rate constants were 1.3 x 10(-7), 9.2 x 10(-6), 4.6 x 10(-2) and 3.5 x 10(-4) s-1. N-Terminal truncation of the first ten residues of the inhibitor negligibly affected the association rate constant with papain or ficin, but increased the dissociation rate constant approx. 3 x 10(4)- to 2 x 10(6)-fold. In contrast, such truncation decreased the association rate constant with cathepsin B approx. 60-fold, while minimally affecting the dissociation rate constant. With actinidin, the truncated cystatin C had both an approx. 15-fold lower association rate constant and an approx. 15-fold higher dissociation rate constant than the intact inhibitor. Similar results were obtained for intact and N-terminally truncated chicken cystatin. The decreased affinity of human cystatin C or chicken cystatin for cysteine proteinases after removal of the N-terminal region is thus due to either a decreased association rate constant or an increased dissociation rate constant, or both, depending on the enzyme. This behaviour indicates that the contribution of the N-terminal segment of the two inhibitors to the interaction mechanism varies with the target proteinase as a result of structural differences in the active-site region of the enzyme.
- Abstract
2
- 10.1093/ofid/ofab466.1282
- Dec 4, 2021
- Open Forum Infectious Diseases
BackgroundADG20 is a fully human IgG1 monoclonal antibody engineered to have potent and broad neutralization against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and other SARS-like CoVs with pandemic potential and an extended half-life. ADG20 is administered intramuscularly (IM). A QSP/PBPK model was constructed to support dose selection for a Phase 2/3 trial of ambulatory patients with mild to moderate COVID-19 (STAMP: NCT04805671).MethodsA QSP/PBPK model was used to simulate receptor occupancy (RO) and drug exposure in the upper airway (nasopharyngeal/oropharyngeal epithelial lining fluid [ELF] compartment). RO was linked to an existing viral dynamic model to enable the prediction of the natural time course of viral load and the effect of ADG20 on viral clearance and infectivity rate. RO was calculated using: 1) in vitro ADG20–SARS-CoV-2 binding kinetics (association rate constant (kon) of 1.52E+06 M-1•s1 and dissociation rate constant (koff) of 2.81E-04 s-1 from a Biacore assay; 2) time course of ADG20 concentrations in ELF; and 3) time course of viral load following ADG20 administration. Molar SARS-CoV-2 viral binding site capacity was calculated assuming 40 spike proteins per virion, 3 binding sites per spike, and an initial viral load of log 107 copies/mL for all patients. The QSP/PBPK model and a 2018 CDC reference body weight distribution (45–150 kg) were used to simulate 1000 concentration-time profiles for a range of candidate ADG20 regimens. ADG20 regimens were evaluated against 2 criteria: 1) ability to attain near complete ( >90%), and durable (28-day) SARS-CoV-2 RO in the ELF; and 2) ability to maintain ELF ADG20 concentrations relative to a concentration (0.5 mg/L) associated with 100% viral growth suppression in an in vitro post-infection assay.ResultsA single 300 mg IM ADG20 dose met the dose selection criteria in terms of RO (Figure A) and viral growth suppression (Figure B).ConclusionThese data support the evaluation of an ADG20 300 mg IM dose for the treatment of mild to moderate COVID-19. ADG20 is forecasted to attain near complete ( >90%) SARS-CoV-2 RO in the ELF and maintain ELF ADG20 concentrations above that associated with 100% viral growth suppression in vitro.Figure. QSP/PBPK model forecast of ADG20 300 mg IM in adults(A) Predicted RO expressed as percent occupancy with the dotted line representing the threshold for 90% RO. (B) Predicted median concentration of ADG20 relative to a concentration (0.5 mg/L) associated with 100% viral growth suppression as indicated by the dotted line; the shaded area represents the 90% prediction interval.DisclosuresEvan D. Tarbell, PhD, Adagio Therapeutics, Inc. (Independent Contractor) Scott A. Van Wart, PhD, Adagio Therapeutics, Inc. (Independent Contractor) Laura M. Walker, PhD, Adagio Therapeutics, Inc. (Other Financial or Material Support, Laura M. Walker is an inventor on a patent application submitted by Adagio Therapeutics, Inc., describing the engineered SARS-CoV-2 antibody.) Andrew Santulli, PhD, Adagio Therapeutics, Inc. (Independent Contractor) Lynn E. Connolly, MD, PhD, Adagio Therapeutics, Inc. (Employee) Donald E Mager, PharmD, PhD, Adagio Therapeutics, Inc. (Independent Contractor) Paul G. Ambrose, PharmD, Adagio Therapeutics, Inc. (Employee)
- Research Article
24
- 10.1074/jbc.m109.038463
- Dec 1, 2009
- Journal of Biological Chemistry
The wheat germ eukaryotic translation initiation factor (eIF) 4F binds tightly to the mRNA internal ribosome entry site (IRES) of tobacco etch virus (TEV) to promote translation initiation. When eIF4F is limiting, TEV is preferentially translated compared with host cell mRNA. To gain insight into the dynamic process of protein synthesis initiation and the mechanism of binding, the kinetics of eIF4F binding to TEV IRES were examined. The association rate constant (k(on)) and dissociation rate constant (k(off)) for eIF4F binding to IRES were 59 +/- 2.1 micro s(-1) and 12.9 +/- 0.3 s(-1), respectively, comparable with the rates for capped RNA. Binding of eIF4E or eIF4F to the cap of mRNA is the rate-limiting step for initiation of cap-dependent protein synthesis. The concentration dependence of the reactions suggested a simple one-step association mechanism. However, the association rate was reduced more than 10-fold when KCl concentration was increased from 50 to 300 mm, whereas the dissociation rate constant was increased 2-fold. The addition of eIF4B and poly(A)-binding protein enhanced the association rate of eIF4F approximately 3-fold. These results suggest a mechanism where eIF4F initially binds electrostatically, followed by a conformational change to further stabilize binding. Poly(A)-binding protein and eIF4B mainly affect the eIF4F/TEV association rate. These results demonstrate the first direct kinetic measurements of translation initiation factor binding to an IRES.
- Research Article
168
- 10.1074/jbc.270.35.20309
- Sep 1, 1995
- Journal of Biological Chemistry
The kinetic binding characteristics of four Bacillus thuringiensis CryI insecticidal crystal proteins to a Cry-binding protein, purified from Manduca sexta brush-border vesicles, were analyzed by an optical biosensor. This 120-kilodalton binding protein, previously determined to be aminopeptidase N, was converted to a 115-kilodalton water-soluble form by removing the attached glycosylphosphatidylinositol anchor with phospholipase C. The solubilized form recognized the three major subclasses of CryIA toxins but not CryIC even though all four CryI proteins are toxic to larvae of M. sexta. CryIA(a) and CryIA(b) toxins bound to a single site on the solubilized aminopeptidase N molecule whereas CryIA(c) bound to two distinct sites. Apparent kinetic rate constants were determined for each binding reaction. All three CryIA toxins exhibited moderately fast on rates (approximately 10(-5) M-1 s-1) and a slow reversible off rate (approximately 10(-3) s-1). Although the second CryIA(c)-binding site retained a moderately fast association rate, it was characterized by a rate of dissociation from the amino-peptidase an order of magnitude faster than observed for the other CryIA-binding sites. CryIA(c) binding to both sites was strongly inhibited in the presence of N-acetylgalactosamine (IC50 = 5 mM) but not N-acetylglucosamine, mannose, or glucose. CryIA(a) and CryIA(b) binding were unaffected in the presence of the same sugars. Our results serve to illustrate both the complexity and the diverse nature of toxin interactions with Cry-binding proteins.
- Research Article
7
- 10.1016/0005-2736(80)90456-3
- Aug 1, 1980
- BBA - Biomembranes
A study of the rate of chelation of magnesium by CDTA and EDTA in the ATP (Na + + K +)-ATPase system
- Research Article
597
- 10.1006/abio.1993.1355
- Aug 1, 1993
- Analytical Biochemistry
Determination of Rate and Equilibrium Binding Constants for Macromolecular Interactions Using Surface Plasmon Resonance: Use of Nonlinear Least Squares Analysis Methods
- Research Article
39
- 10.1021/bi00515a030
- Jun 9, 1981
- Biochemistry
The binding kinetics of methyl alpha- and methyl beta-D-galactopyranoside to the anti-T lectin from peanuts were studied by 13C NMR, employing methyl galactopyranosides specifically enriched in 13C at C-1. Association and dissociation rate constants, as well as their activation parameters, are reported. The association rate constants, 4.6 X 10(4) M-1 s-1 for the alpha-galactopyranoside and 3.6 X 10(4) M-1 s-1 for the beta-galactopyranoside, are several orders of magnitude below those expected for a diffusion-controlled process. For both anomers, the association rate constant was temperature independent, implying that the association process occurs without a significant activation enthalpy. However, a considerable association activation entropy was found for both ligands. The dissociation rate constants were in the range of 9-46 s-1 within a temperature range of 5-35 degrees C for the alpha-galactopyranoside, and in the range of 9-39 s-1 within a temperature range of 5-25 degrees C for the beta-galactopyranoside. A considerable dissociation activation enthalpy of ca. 10 kcal mol-1 was found for both anomers. A two-step binding model, consistent with the present NMR data and with previous UV and CD spectroscopic data, is presented.
- Research Article
16
- 10.1088/2050-6120/4/1/015002
- Jan 29, 2016
- Methods and Applications in Fluorescence
Current methods for the determination of molecular interactions are widely used in the analytical sciences. To identify new methods, we investigated as a model system the hybridisation of a short 7 nt oligonucleotide labelled with, structurally, very similar cyanine dyes CY3 and DY-547, respectively, to a 34 nt oligonucleotide probe immobilised in a zero-mode waveguide (ZMW) nanostructure. Using a modified commercial off-the-shelf DNA sequencer, we established the principles to measure biomolecular interactions at the single-molecule level. Kinetic data were obtained from trains of fluorescence pulses, allowing the calculation of association and dissociation rate constants (kon, koff). For the 7mer labelled with the positively charged CY3 dye, kon and koff are ~3 larger and ~2 times smaller, respectively, compared with the oligonucleotide labelled with negatively charged DY-547 dye.The effect of neighbouring molecules lacking the 7nt binding sequence on single-molecule rate constants is small. The association rate constants is reduced by only 20–35%. Hybrid dissociation is not affected, since as a consequence of the experimental design, rebinding cannot take place.Results of single-molecule experiments were compared with data obtained from surface plasmon resonance (SPR) performed under comparable conditions. A good correlation for the association rate constants within a factor of 1.5 was found. Dissociation rate constants are smaller by a factor of 2–3 which we interpreted as a result of rebinding to neighbouring probes.Results of SPR measurements tend to systematically underestimate dissociation rate constants. The amount of this deviation depends on the association rate constant and the surface probe density. As a consequence, it is recommended to work at low probe densities to keep this effect small.
- Research Article
4
- 10.1021/bi00626a017
- Apr 5, 1977
- Biochemistry
The kinetics of binding and dissociation for the progesterone-binding globulin (PBG)-progesterone complex have been measured as a function of pH. The association rate constant appears to be independent of pH from pH to 10 with an average value of kon = 8.5 X 10(7)M-1 S-1. The dissociation rate constant is strongly pH dependent with the dependency defined by: koff = k0 (1 + [H+]/K1 + K2/[H+])(1 + K3*/[H+])/(1 + K3/[H+]). The best values for the various parameters were k0 = 0.0785 s-1, pK1 = 5.30, pK2 = 10.54, pK3* = 7.41, and pK3 = 7.21. Simpler expressions were inadequate to fit the data, and it was concluded that at least three ionizing residues are responsible for the stability of the PBG-progesterone complex. The affinity constant was determined by equilibrium dialysis over the range of pH 3 to 12. The ratio of the association and dissociation rate constants is in agreement with the affinity constant from pH 6.5 to 10.5. The influence of pH on the conformation and binding activity of PBG was also investigated. Denaturation by acid, base, or guanidine hydrochloride leads to a reversible loss of binding activity. Regain of binding activity in all cases is slow with half-times of 0.5 to 2.7 h, depending on conditions. The rate of acid denaturation was found to be incompletely protonated at pH 1.4, suggesting a buried carboxylic acid residue. The slow renaturation of PBG might be due to the difficulty of burying a charged residue in the protein's interior coupled with steric hindrance by the large carbohydrate moiety of PBG.
- Research Article
32
- 10.1016/j.bcp.2006.07.011
- Aug 22, 2006
- Biochemical Pharmacology
Kinetics of nonpeptide antagonist binding to the human gonadotropin-releasing hormone receptor: Implications for structure–activity relationships and insurmountable antagonism
- Research Article
82
- 10.1111/j.1476-5381.1991.tb12409.x
- Sep 1, 1991
- British Journal of Pharmacology
1. The kinetics of action of 17 structurally related NMDA receptor competitive antagonists were measured under voltage clamp in mouse hippocampal neurones. Analysis of the response to rapid changes in antagonist concentration during constant application of agonist was used to estimate microscopic association (kon) and dissociation (koff) rate constants for antagonist binding, assuming a two-equivalent site model for competitive antagonism. Dose-inhibition curves were analysed to estimate antagonist equilibrium dissociation constants. 2. For a series of 11 omega-phosphono, alpha-amino acids kon and koff varied 26 and 107 fold respectively. Rapid association and dissociation rate constants were obtained for flexible antagonist molecules such as D-2-amino-7-phosphonoheptanoic acid (D-AP7): kon 1.4 x 10(7) M-1 s-1; koff 20.3 s-1. For conformationally restrained molecules such as 3S,4aR,6S,8aR-6-phosphonomethyl-decahydroisoquinoline- 3-carboxylic acid (LY 235959), association and dissociation rate constants were much slower: kon 1.1 x 10(6) M-1 s-1; koff 0.2 s-1. For the D- and L-isomers of 3-(2-carboxypiperazin-4-yl)-propyl-1-phosphonic acid (CPP) estimates for kon were similar, but for the L-isomer koff was 10 fold faster than for the D-isomer. 3. For 2-amino-5-phosphonopentanoic acid (AP5) and its piperidine derivative cis-4-(phosphonomethyl)piperidine-2-carboxylic acid (CGS 19755), an increase in chain length of two methylene groups between the omega-phosphono and alpha-carboxylate moieties caused a 1.6 to 1.8 fold decrease in kon with little change in koff. In contrast, for AP5, CPP and its omega-carboxylate analogue, addition of a double bond close to the phosphonate moiety caused a 1.3 to 1.6 fold increase in kon. 4. For antagonists with an omega-tetrazole moiety, kon and koff were 2.8-4.6 times faster than for the parent omega-phosphono compounds. A similar, but smaller increase in kon and koff was observed for antagonists with an omega-carboxylate moiety. 5. The slow kinetics of action of potent NMDA receptor antagonists were not an artefact of buffered diffusion. In neurones equilibrated with 200 microM D-AP7, 2 microM LY 235959 and 10 microM NMDA, a transient agonist response was recorded following a rapid switch to D-AP7-free solution. This can only be explained by differences in the binding kinetics of AP7 and LY 235959, since at equilibrium, with these concentrations, either antagonist essentially eliminates the agonist response to 10 microM NMDA. 6. For all antagonists studied, the ratio koff/k0. was consistent with equilibrium Ki values obtained under similar experimental conditions, over a 40 fold range of potency. Comparison of these values with Ki estimates determined from both agonist ([3H]-glutamate), and antagonist ([3H]-CGS 19755 and [3H]- CPP) radioligand competition studies revealed good correlation between data from voltage clamp and binding experiments. However, Ki values obtained in antagonist binding assays showed on average 6.5 fold higher affinity than those obtained in voltage clamp experiments; in contrast Ki values obtained in agonist binding assays showed only 1.4 fold higher affinity. 7. The insights gained from our experiments may be of use for predicting the structural features required to generate more potent NMDA receptor antagonists, and suggest that novel acyclic compounds will have greater potential for high potency than derivatives of conformationally rigid compounds with piperazine, piperidine or bicyclic ring structures.
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