This dissertation showed that physicians must be aware of the constraints that allow them to identify or obviate (un)desirable effects most notably if they evaluate these effects in a blinded... Show moreThis dissertation showed that physicians must be aware of the constraints that allow them to identify or obviate (un)desirable effects most notably if they evaluate these effects in a blinded matter. Unblinding might partially mitigate the limitation, but current measurement methods have gaps that we should remain aware of. Detailed measurements of subintervals with characterization of ion channel profiles, concentration QTc modelling, or machine learning might help physicians in their decision making in the future. Show less
Prematurely born neonates require, amongst others, pharmaceutical therapy. Dosing guidelines for these therapies are often based on data from term born neonates or older infants, while these are... Show morePrematurely born neonates require, amongst others, pharmaceutical therapy. Dosing guidelines for these therapies are often based on data from term born neonates or older infants, while these are not necessarily similar to prematurely born neonates. When suboptimal dosing guidelines are applied the neonates are at risk for under- or overdosing. In this thesis the pharmacokinetics and pharmacodynamics of a variety of drugs frequently used in preterm neonates were characterized, ultimately to optimize treatment. Specifically, caffeine, ibuprofen and fluconazole were studied which are drugs to treat apnea of prematurity, to close a patent ductus arteriosus and to treat or prevent infections with Candida in newborns, respectively. These drugs were introduced and used in clinical practice without sufficient knowledge, especially on appropriate dosing for this subpopulation. For caffeine and ibuprofen we found that the clearance rapidly increases with postnatal age, while for fluconazole clearance is better reflected by body weight and serum creatinine. For these drugs dosing guidelines were proposed based on identified covariates for their pharmacokinetics. Ibuprofen therapy was further investigated by examining the course of spontaneous closure of the ductus arteriosus, and evaluating the effects of ibuprofen exposure and patient characteristics simultaneously. Show less
Sepsis is a life-threatening condition caused by a dysregulated host response to infection, it is associated with significant morbidity, mortality, and with a high financial burden on global... Show moreSepsis is a life-threatening condition caused by a dysregulated host response to infection, it is associated with significant morbidity, mortality, and with a high financial burden on global healthcare systems. Bacterial infections are the primary cause of sepsis, but the growing prevalence of antimicrobial resistance complicates the effectiveness of antimicrobial treatments. Moreover, limited understanding of the host immune response during sepsis hinders the discovery of valuable biomarkers and drug targets. As such, there is an urgent need to improve the treatment of sepsis. To tackle this challenge, we have concentrated our efforts on optimizing current treatment strategies and on facilitating the discovery of novel host inflammatory response directed therapeutics. In this thesis, we have utilized quantitative pharmacological modeling approaches to assess the adequacy of current dose regimens and to evaluate antibiotic pharmacokinetic variability, thereby optimizing antimicrobial therapies for sepsis. Additionally, our researches had aimed to deepen our understanding of the underlying dynamics of sepsis pathology, enabling the identification of promising biomarkers and therapeutic targets for sepsis. Our work demonstrated how quantitative modeling strategies can support the design of optimized treatment strategies, and how systematic model-based integration of disease mechanisms can help to overcome the translational challenges in sepsis drug development. Show less
The last decades it is increasingly recognized that acute as well as chronic postoperative pain is an important problem. Treatment and prevention of postoperative pain is a challenge, especially in... Show moreThe last decades it is increasingly recognized that acute as well as chronic postoperative pain is an important problem. Treatment and prevention of postoperative pain is a challenge, especially in special patient populations where there is only limited guidance on how to optimally use opioids. In this thesis we focused on the perioperative use of opioids in three different populations. First, the influence of the opioids remifentanil versus fentanyl on acute and chronic postoperative pain was investigated in adult cardiac surgery patients. Second, pharmacodynamic modelling methods were applied to analyze the postoperative use of morphine in children after cardiac surgery. Finally, a pharmacokinetic model was developed to investigate the influence of obesity on the pharmacokinetics of morphine and its metabolites. Pain remains a complex puzzle among biological, psychological, behavioral and social-cultural factors. The high inter-individual variation in all of these factors results in postoperative pain still being a major issue while the ultimate goal is to stay without pain after a surgical procedure. Therefore, the answer to the question: “Does it still hurt?” is: YES unfortunately. This thesis adds pieces to this complex puzzle by focusing on the use of opioids in three different patient populations. Show less
This thesis concerns five studies where the statistical consequences of violations of modeling assumptions are assessed using experimental and simulated pharmacokinetic-pharmacodynamic data. The... Show moreThis thesis concerns five studies where the statistical consequences of violations of modeling assumptions are assessed using experimental and simulated pharmacokinetic-pharmacodynamic data. The first study describes the development of an open source web application for Bland-Altman analysis of comparison data, which is able to take into account both intra- and interindividual variability. In the second study the behavior of Akaike's information theoretic criterion is investigated in the presence of interindividual variability. The effects of neglecting or allowing for process noise are described in the third and fourth studies, for surrogate measures of clinical endpoints such depth of anesthesia and analgesia. In the fifth study pharmacodynamic model parameter estimates are compared when these are based on venous versus arterial blood samples. Show less
Personalized medicine, in modern drug therapy, aims at a tailored drug treatment accounting for inter-individual variations in drug pharmacology to treat individuals effectively and safely. The... Show morePersonalized medicine, in modern drug therapy, aims at a tailored drug treatment accounting for inter-individual variations in drug pharmacology to treat individuals effectively and safely. The inter-individual variability in drug response upon drug administration is caused by the interplay between drug pharmacology and the patients’ (patho)physiological status. Individual variations in (patho)physiological status may result from genetic polymorphisms, environmental factors (including current/past treatments), demographic characteristics, and disease related factors. Identification and quantification of predictors of inter-individual variability in drug pharmacology is necessary to achieve personalized medicine. Here, we highlight the potential of pharmacometabolomics in prospectively informing on the inter-individual differences in drug pharmacology, including both pharmacokinetic (PK) and pharmacodynamic (PD) processes, and thereby guiding drug selection and drug dosing. This review focusses on the pharmacometabolomics studies that have additional value on top of the conventional covariates in predicting drug PK. Additionally, employing pharmacometabolomics to predict drug PD is highlighted, and we suggest not only considering the endogenous metabolites as static variables but to include also drug dose and temporal changes in drug concentration in these studies. Although there are many endogenous metabolite biomarkers identified to predict PK and more often to predict PD, validation of these biomarkers in terms of specificity, sensitivity, reproducibility and clinical relevance is highly important. Furthermore, the application of these identified biomarkers in routine clinical practice deserves notable attention to truly personalize drug treatment in the near future. Show less
Many physiological processes, including those involved in the absorption, distribution, metabolism, elimination, pharmacodynamics and toxicity of therapeutic drugs, show profound fluctuations... Show moreMany physiological processes, including those involved in the absorption, distribution, metabolism, elimination, pharmacodynamics and toxicity of therapeutic drugs, show profound fluctuations over the course of the day and night. This may lead to time-of-day dependent changes in the exposure and effect of therapeutic drugs. The aim of this thesis is to provide a structured framework for chronopharmacological studies, while concurrently touching upon several critical issues encountered during the development and optimization of new and existing drug treatments. Firstly, we studied 24-hour variation in the pharmacokinetics of both midazolam and levofloxacin in healthy male subjects and found that for both drugs, absorptive processes show time-of-day dependency. Moreover, the magnitude of QT prolongation induced by levofloxacin, a common side-effect induced by many types of drugs, varied considerably and systematically over the course of the day. Furthermore, we investigated daily variation of drug distribution to the brain and found that time of day can be a considerable source of variation that could influence the effectiveness of drugs targeted to the brain. Taken together, these studies show that chronopharmacological aspects should not be overlooked in order to benefit from the systematic fluctuations in physiological processes during the development and optimization of drug treatments. Show less
This thesis describes the potential role of non-invasive measurement of pharmacokinetics (pk) and pharmacodynamics (pd) in the research and development of central nervous system (cns) stimulants or... Show moreThis thesis describes the potential role of non-invasive measurement of pharmacokinetics (pk) and pharmacodynamics (pd) in the research and development of central nervous system (cns) stimulants or depressants for children and adolescents. First, we evaluated the feasibility of using saliva as an alternative to plasma in two studies on psychostimulants (caffeine and methylphenidate). Second, neuropsychological and neurophysiological functions were measured longitudinally using the NeuroCart, a battery of tests developed at the Centre for Human Drug Research (chdr, Leiden, The Netherlands) that includes non-invasive tests for alertness, visuomotor coordination, motor control, memory, and subjective drug effects. Using a non-invasive approach, age-dependent differences in alcohol pk and pd were evaluated between healthy adolescents and adults. This thesis concludes with the report of two clinical trials that were designed to evaluate age-appropriate formulations of sedative drugs that have the potential for use in children. Show less
This thesis focuses on the implications of empirical evidence generation for the evaluation of safety and toxicity during drug development. A shift in paradigm is proposed to 1) ensure that... Show moreThis thesis focuses on the implications of empirical evidence generation for the evaluation of safety and toxicity during drug development. A shift in paradigm is proposed to 1) ensure that pharmacological concepts are incorporated into the evaluation of safety and toxicity; 2) facilitate the integration of historical evidence and thereby the translation of findings across species; and 3) promote the use of experimental protocols tailored to address specific safety and toxicity questions. Nonlinear-mixed effects modelling is recommended as a tool to account for such requirements. Our goal was to explore the feasibility of a model-based approach to toxicology assessment and risk prediction in humans and, where possible, to compare the performance of this approach to traditional safety assessment approaches. The investigational plan of the thesis was divided into two sections where the development of methodology is followed by a case study with real data. A variety of analysis strategies and protocol designs are investigated where we set the constraint that proposals to deviate from existing protocols be minimal. We finally compile recommendations for protocol optimisation and data analysis/interpretation strategies to facilitate the implementation of model-based techniques in safety pharmacology and toxicology research Show less
De neurotransmitter dopamine speelt een essenti_le rol in diverse neurofysiologische functies en is betrokken bij de pathofysiologie van diverse neuropsychiatrische aandoeningen, waaronder de... Show moreDe neurotransmitter dopamine speelt een essenti_le rol in diverse neurofysiologische functies en is betrokken bij de pathofysiologie van diverse neuropsychiatrische aandoeningen, waaronder de ziekte van Parkinson, schizofrenie, drugsverslaving en hyperprolactinemie. De huidige farmacotherapeutische methoden om dopaminerge neurotransmissie te be_nvloeden, hebben slechts een beperkt effect op de symptomen, terwijl hinderlijke bijwerkingen kunnen optreden. Derhalve heeft verbetering van de farmacotherapie van deze ziekten een hoge prioriteit. De bevindingen van studies in dit proefschrift en followup studies tonen aan dat verbetering van de kinetiek van het geneesmiddel ter plaatse van de receptor en verbetering van de selectiviteit van het geneesmiddel veelbelovende strategie_n zijn. De resultaten van be_nvloeding van de controle mechanismen door tachykinines en gaba lijken vooralsnog minder therapeutisch nut op te leveren, maar geven wel indicaties voor biologische effecten die verder onderzoek verdienen. Deze onderzoekslijnen geven aan dat, ondanks de grote verscheidenheid aan beschikbare dopamine agonisten en antagonisten, de therapeutische mogelijkheden om dopamine neurotransmissie te be_nvloeden nog lang niet verzadigd zijn Show less
The endocannabinoid system has only been discovered during the last few decades, and scientific progress in understanding the relevance of this system in health and disease has been limited and... Show moreThe endocannabinoid system has only been discovered during the last few decades, and scientific progress in understanding the relevance of this system in health and disease has been limited and slow. CB1 antagonists were considered a __miracle drug__ for the treatment of obesity and smoking with __blockbuster__ potential. But due to central side effects (such as depression and suicidal behaviour) and a lack of systematic clinical pharmacologic research, market access of a CB1 antagonists failed. In this thesis, we explored some improvements in the early development of cannabinoids, and by systematically investigating, we found that the new cannabinoid antagonist TN38837 seems effective with a reduced propensity for central side effects, and that a new oral THC formulation enhances the pharmacological activities by its seemingly superior pharmacokinetics. Also, we experiment with new methodology to optimise effect measurement, including resting state-FMRI which we found suitable for early phase cannabinoid research, and including new concentration-effect models to improve the simulation and prediction of future studies. The research in this thesis shows that a revival of research on the cannabinoid system requires novel approaches to the administration of cannabinoids, to the measurements and the study designs, and to the analyses of the effects. This reflects the complexity of the highly integrated endocannabinoid system, but also sets the stage for other innovative drug development programs Show less
For most commonly used drugs in morbidly obese patients evidence based dosing guidelines are not available. Therefore, current dosing is based on experience of the prescriber rather than on... Show moreFor most commonly used drugs in morbidly obese patients evidence based dosing guidelines are not available. Therefore, current dosing is based on experience of the prescriber rather than on clinical evidence. Pharmacokinetic and pharmacodynamics data in non-obese patients are extrapolated without proper exploration of influence of overweight on the dose-exposure-effect relationship. The research described in this thesis focused on two commonly used drugs, propofol and the low-molecular-weight heparin (LMWH) nadroparin with the aim to develop weight appropriate dosing algorithms for these drugs in morbidly obese patients based on population pharmacokinetic and pharmacodynamics analysis. A non-linear relationship was found between propofol clearance and total body weight in both morbidly obese and non-obese adults, adolescents and children. Furthermore, the influence of age on propofol clearance was described using a bilinear function. A model based dosing algorithm using an adjusted dosing weight for propofol maintenance infusion was successfully evaluated in a prospective study in morbidly obese adults and can therefore be implemented in daily practice. For nadroparin in both morbidly obese and non-obese patients, total body clearance increased linearly with total body weight whereas the central of volume distribution increased linearly with lean body weight, suggesting that lean body weight is clinically useful for nadroparin dosing. The developed pharmacodynamic model for nadroparin in non-obese and morbidly obese patients can be used as a starting point to further identify the appropriate anti-Xa targets in morbidly obese patients. Show less
This thesis covers a variety of topics around the central theme of pharmacological research involving children, with a specific focus on the development of minimally invasive methodology that can... Show moreThis thesis covers a variety of topics around the central theme of pharmacological research involving children, with a specific focus on the development of minimally invasive methodology that can be employed in future studies involving children. Children form a unique group within the area of pharmacological research and pharmacotherapy. The heterogeneity even within this group is large, covering the range of preterm neonates weighing 500 grams up to adolescents. Obviously, therapeutic needs change across this range, as among others disease epidemiology, drug disposition, pharmacodynamic response, and suitable drug formulations change with age. The same holds true for the design of drug trials involving children: where pharmacokinetics in adults can be studied simply by recruiting a number of healthy volunteers, such a study with a number of healthy toddlers is clearly not feasible and not acceptable. Therefore, approaches and new methodology are needed to circumvent these issues. Show less
For mechanism-based investigations on PK-PD relationships following intranasal administration, the use of advanced animal models and analytical techniques are crucial. As described in this thesis,... Show moreFor mechanism-based investigations on PK-PD relationships following intranasal administration, the use of advanced animal models and analytical techniques are crucial. As described in this thesis, quantitative information on distinction between extent as well as rate of absorption between nose-to-systemic and nose-to-brain distribution can now be obtained. Using plasma prolactin concentrations as a biomarker for dopamine D2 inhibition, a mechanism-based PK-PD model was developed. Most important aspects in this approach were incorporation of target site exposure (brain extracellular fluid) of remoxipride and a biological system response (positive feedback) mechanism on the synthesis of prolactin, thereby increasing the mechanistic insight in modulation of the dopaminergic system in rats. Simulating remoxipride brain extracellular fluid concentrations in humans, allometric scaling and use of independent information on interspecies differences proved that the structural model is applicable in both rats and man. Show less
Calcineurin inhibitors are crucial in the prevention of acute rejection in the first year after renal transplantation. Unfortunately, these drugs (ciclosporin A, tacrolimus) are characterized by... Show moreCalcineurin inhibitors are crucial in the prevention of acute rejection in the first year after renal transplantation. Unfortunately, these drugs (ciclosporin A, tacrolimus) are characterized by serious clinical toxicity and between patient variability in their effect. Therefore, the dose of these drugs should be individualized in order to reach a balance between rejection and toxicity. This thesis aimed to describe the variability between and within patients using mathematical models and subsequently to explain this variability. Genetic and non-genetic factors were used to explain variability and several factors were identified (polymorphism in metabolism enzyme CYP3A5, body weight, concomitant prednisolone dose). For this purpose drug concentrations in blood are measured as a concentration biomarker. Furthermore, another biomarker the activity ot the target enzyme calcineurin was determined in leukocytes, but was found to be more variable within patients than between patients. This response biomarker was not found to be clinically useful to individualize the drug dosage. Finally, pharmacological determinants for subclinical acute rejection at 6 months were determined in patients treated with ciclosporin. Although ciclosporin exposure and several genetic variants were not found to relate, a previous acute rejection period and a kidney from a deceased donor increased the risk of rejection 5-fold. Show less
Protein binding can have major impact on a drug__s pharmacokinetics (PK) and pharmacodynamics (PD). At present the theoretical basis of the influence of (alterations in) plasma protein binding on... Show moreProtein binding can have major impact on a drug__s pharmacokinetics (PK) and pharmacodynamics (PD). At present the theoretical basis of the influence of (alterations in) plasma protein binding on pharmacokinetics is well-established. The role of plasma-protein binding on pharmacodynamics however has sofar not been established in a systematic manner. As such there is no scientific basis for the __free drug hypothesis__ which states that the pharmacological activity is correlated with unbound drug concentrations in plasma. The objective of the research described in this thesis is to determine, in a strictly quantitative manner, the influence of plasma protein binding on in vivo pharmacodynamics. To this end both in silico and in vivo investigations were performed using the beta-blockers as model compounds. In contrast to the PK, the free drug concentration is the main determinant of the PD under equilibrium conditions for both target and plasma protein. Moreover for the beta-blockers, the free plasma concentration appears to be the best predictor of in vivo PD. In case of a dynamic interaction, the probability of non-restrictive protein binding is (theoretically) higher with regard to the PD under certain conditions, but more extensive research is needed to confirm this statement. Show less
This thesis describes different ways of exploring the pharmacological and therapeutic effects of novel GABA-ergic and GABA-like agents in humans. Systematic pharmacodynamic evaluations, using well... Show moreThis thesis describes different ways of exploring the pharmacological and therapeutic effects of novel GABA-ergic and GABA-like agents in humans. Systematic pharmacodynamic evaluations, using well-characterised positive controls, can confirm or refute the unique pharmacological properties of GABAA-subtype selective drugs in healthy volunteers. Such studies can help to predict dosing regimens and therapeutic advantages of these drugs. The distribution of different GABAA-receptor subtypes provides clues for their functional relevance. This knowledge can be used to optimise the desirable and undesirable effect profiles of selective GABA-ergic drugs. Very little is still known about the pathophysiological relevance of GABA-systems in CNS-disorders, although GABA-ergic treatments are in use for a wide range of clinical conditions. The availability of novel compounds with well defined pharmacological characteristics can clarify the involvement of these mechanisms in normal or abnormal physiology. This thesis hopes to show that carefully designed studies, using a range of CNS-measurement that reflect different GABAergic systems, can aid in the development of new GABA-ergic drugs, and help to unravel the role of the different GABA-ergic systems in health and disease. Show less
Although cannabis is especially known for its recreational use as a __soft drug__, its potential therapeutic properties have been recognized for hundreds of years. Since the isolation of THC from... Show moreAlthough cannabis is especially known for its recreational use as a __soft drug__, its potential therapeutic properties have been recognized for hundreds of years. Since the isolation of THC from Cannabis sativa L, the discovery of cannabinoid receptors and their natural ligands (endocannabinoids) the interest in the development of novel cannabinoids as medicine is accelerating. This thesis describes useful cannabis-biomarkers and the clinical pharmacology of some cannabinoid agonists and antagonists in early phase drug development. This includes a novel mode of pure intrapulmonary THC administration that can be used as a benchmark for novel CB1/CB2-agonists, or to demonstrate inhibitory activity of CB1-antagonists. In addition, the pharmacodynamics and pharmacokinetics of two novel CB1/CB2 agonists are evaluated and compared with the pharmacodynamic effect profile of THC. The clinical trials carried out for this research were performed at the Centre for Human Drug Research, Leiden, The Netherlands. Show less
The overall goal was to develop individualized dosing guidelines for the sedatives propofol and midazolam in infants and in critically ill patients, on the basis of population pharmacokinetic... Show moreThe overall goal was to develop individualized dosing guidelines for the sedatives propofol and midazolam in infants and in critically ill patients, on the basis of population pharmacokinetic-pharmacodynamic (PK-PD) modeling. Both under- and oversedation significantly and adversely affects patient outcome. Due to the high intra- and interindividual variability in dose requirements dosing is complicated. In this thesis the interindividual variability in response has been examined by covariate analysis. In this analysis the effects of bodyweight, cardiac function, severity of illness and liver blood flow and the unexplained interindividual variability have been characterized. It was shown that infants require higher doses of propofol because of differences in pharmacokinetics rather than pharmacodynamics. When comparing the results of the PK-PD model of propofol and midazolam in infants, propofol is preferred over midazolam because of the lower interindividual variability in pharmacodynamics compared to midazolam. In critically ill patients severity of the illness was found to be a major determinant of the level of sedation, with lower propofol dosing requirements with increasing severity of illness. The PK-PD models can be used as a basis for individualized dosing of propofol and midazolam, which is essential for optimizing the quality of sedation in clinical practice and will improve patients__ outcome. Show less
