Browsing by Subject "N-acetylcysteine"
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Item Application of Clinical Pharmacology in Rare Diseases and Non-suicidal Self-injury(2022-08) Sahasrabudhe, SiddheeThe overall objectives of this dissertation are twofold (1) to develop N-acetylcysteine (NAC) as a repurposed adjunctive treatment for two rare diseases -childhood cerebral adrenoleukodystrophy (cALD), and Gaucher disease type 1 (GD1); and a psychiatric behavior called non-suicidal self-injury (NSSI) and (2) to explore in-silico approaches to improve dosing flexibility and safety associated with the use of eliglustat in the treatment of GD1. A rare disease is a condition that affects not more than 200,000 people in the US. The regulatory definition of rare diseases varies across the globe. Few regulatory agencies further classify rare diseases that affect an even smaller fraction of patients as ultrarare diseases, such a classification does not exist per the US-FDA. There are about 7,000 rare diseases of which for approximately 5,000 conditions there are no approved pharmacological treatments. In cALD, hematopoietic stem cell transplant (HSCT) is practiced as a standard of care regimen for pediatric patients with radiological evidence of cerebral disease when the symptoms are still mild, and the risk-to-benefit ratio is favorable. Only the individual components such as medications (e.g., cytotoxic drugs, antibiotics) and procedures (e.g., use of radiation) that encompass HSCT have been approved by the FDA, largely in reference to other diseases (e.g., cancer, infectious diseases)—thus, there is variability in HSCT practice across different clinics. Due to the oxidative stress and inflammation caused by the underlying disease and enhanced by the procedures such as radiation as part of HSCT, a supporting treatment that can alleviate post-transplant complications, and improve prognosis is desired. For treatment of GD1, there are 5 approved products in the US, however, the patients continue to suffer worsening and sporadic symptoms related to pain and fatigue—thought to emerge from unresolved inflammation. A safe and effective adjunctive treatment that can address the unabated underlying pathophysiology leading to symptom manifestation can be of immense importance to enhance patient care. There are no FDA-approved pharmacological treatments for NSSI, a common adolescent mental health problem manifested as self-inflicted harmful behavior. Owing to the shared underlying pathophysiology of oxidative stress and inflammation in these three diseases, this dissertation investigated the hypothesis that an antioxidant and anti-inflammatory agent N-acetylcysteine (NAC) would be of clinical benefit in patients with these diseases. This dissertation specifically studied clinical pharmacology aspects of NAC in patients with cALD, GD1, and NSSI including characterization of pharmacokinetics (PK), pharmacodynamics, variability in biomarkers at baseline, and implications for optimum NAC dose and the design of future clinical studies. The steady-state pharmacokinetics of IV NAC were studied following 70mg/kg doses on three occasions in pediatric patients with inherited metabolic disorders (IMDs, e.g., cALD). The objective was to identify if the NAC dose would need to be adjusted relative to the transplant day from a PK standpoint (chapter 3). The PK and pharmacodynamics following oral doses of NAC in patients with NSSI were assessed for dose optimization and to identify the biological signature of NAC in these patients (chapter 4). I also explored the longitudinal biological variability in fifteen oxidative stress and inflammation biomarkers to assess candidate biomarkers with a smaller extent of variability to aid the design of a prospective clinical trial of NAC in patients with GD1 (chapter 5). Finally, for eliglustat, a first-line oral substrate reduction therapy for adult patients with GD1 the drug-drug interactions (DDI) were simulated to identify situations where lower eliglustat doses would improve safety from a QT prolongation perspective (chapter 6) The objectives of chapter 3 were to (1) characterize NAC PK in patients with IMDs undergoing HSCT using population PK modeling and (2) evaluate the impact of the HSCT process on NAC PK parameters. Eighteen pediatric patients with IMDs who underwent HSCT were included in a population PK analysis using nonlinear mixed-effects modeling. NAC clearance (CL) and volume of distribution (V) were explored on 3 occasions: –7, +7, and +21 days relative to the transplant. Additionally, the effect of transplant procedure on NAC disposition was explored by accounting for between-occasion variability. We found that a 2-compartment model adequately described the PK of total NAC. Additionally, HSCT did not change CL and V1 significantly, and analysis across occasions did not reveal any trends. PK parameter estimates were in general comparable to those reported previously in different populations. These results suggest that the dosing of NAC does not need to be altered following HSCT. The study detailed in chapter 4 was a randomized, double-blind study comparing two doses of NAC against the placebo. The objectives of chapter 4 were (1) to assess the effect of 4-weeks-treatment with NAC on percent change observed in four candidate biomarkers of oxidative stress (total glutathione (GSH), redox ratio (GSH/GSSG), catalase, and heme oxygenase (HO-1)) and (2) to assess the differences in NAC exposure between the 5.4g/day (HIGH dose) and 3.6 g/day (LOW dose) group at the steady-state. The exposure was compared using steady-state trough concentration of NAC and the partial area under the curve (AUC0-2) following the last dose of either HIGH or LOW NAC. Our results suggest that there was no discernable relationship between NAC dose and response. In addition to the high prevalence of placebo response; there was large variability in response in all three groups dampening the statistical significance of differences across groups. In chapter 5 our objective was to estimate plausible baseline values of fifteen biomarkers of interest along with the extent of the inherent variability; both intra-subject and inter-subject, observed in their repeated measurements over three months in participants with GD1 on stable standard-of-care therapy (N=13), treatment-naïve participants with GD1 (N=5) and in age- and gender-matched healthy volunteers (N=18). We utilized Bland-Altman plots for visual comparison of the biological variability among the three measurements. We also report group-wise means and the percentage of coefficient of variation (%CV) for the biomarkers. Qualitatively, we show specific markers (IL-1Ra, IL-8, and MIP-1b) to be consistently altered in GD1, irrespective of therapy status, highlighting the need for adjunctive therapies that can target and modulate these biomarkers. The objectives of chapter 6 were (1) to develop and validate the eliglustat physiologically based PK model (PBPK) with and without drug interactions, (2) to simulate untested DDI scenarios, and (3) to explore potential dosing flexibility using lower doses of eliglustat (commercially not available, compounding of eliglustat capsules is not recommended). Published physicochemical properties and PK information of eliglustat was utilized for the development and validation of the eliglustat PBPK model. Then, as model-based simulations, we illustrated eliglustat exposure as a victim of interaction when co-administered with an anti-depressant and exploratory COVID medication fluvoxamine. Second, we showed that lower eliglustat doses (21mg, 42mg QD) may benefit patients in a co-administration setting with ketoconazole, a strong metabolism inhibitor for eliglustat. NAC has been used for various indications since the 1960s, however systematic studies investigating NAC’s clinical pharmacology and biomarkers of response have been lacking. This dissertation attempts to bridge those knowledge gaps and makes the better design of future NAC clinical trials possible. Research presented in this dissertation can also serve as a prototype for ad-hoc studies that can be undertaken to answer new clinical questions. DDI simulations and possible mitigation strategies for eliglustat represent an example of the impact of clinical pharmacology techniques such as PBPK modeling and simulations.Item Mitigating oxidative stress in childhood cerebral adrenoleukodystrophy -an investigation of N-acetylcysteine pharmacology(2014-02) Zhou, JieAdrenoleukodystrophy (ALD) is an X-linked genetic disorder which affects the adrenal glands, peripheral neuronal system, the spinal cord and white matter of central nervous system (CNS). It is a progressive neurology disorder with incidence of 1 in 17,000 newborns. ALD is caused by mutations in the ABCD1 gene, which encodes the peroxisomal membrane transporter for transporting very long chain fatty acids (VLCFAs) into peroxisomes for degradation. As a result, VLCFAs accumulate in the plasma and tissues of ALD patients. Elevated VLCFAs along with ABCD1 gene mutations are used for the diagnosis of ALD. ALD has various clinical phenotypes. Childhood cerebral adrenoleukodystrophy (CCALD) is the cerebral form of ALD that affects young boys (4~10 years of age), causing progressive, debilitating effects on the CNS leading to death within a few years. The pathophysiology of CCALD is only partially understood, but it is known that VLCFAs accumulate in the plasma, brain and other tissues in CCALD patients, which can cause oxidative stress and downstream neurodegeneration. Recently, oxidative stress, the accumulation of free radicals (reactive molecules), has been shown to cause CNS neurodegeneration and play a major role in CCALD pathophysiology. Currently, the most successful treatment for CCALD is hematopoietic stem cell transplantation (HSCT), which halts disease progression and extends life when CCALD is treated early. But it is much less effective for late-stage CCALD. Based on evidence that oxidative stress plays a role in the disease, the Blood and Marrow transplantation group at University of Minnesota has utilized N-acetylcysteine (NAC) as adjunctive therapy together with HSCT in late-stage CCALD. This combinatorial approach has improved survival rate from 36% to 84% compared to HSCT only in a cohort study (Miller et al., 2011). However, NAC's mechanisms of action are still unclear in CCALD patients. As an FDA-approved drug, NAC is used as an antidote for acetaminophen overdose and as a mucolytic agent to reduce symptoms associated with cystic fibrosis. It has gained renewed attention as a potential therapy for a number of conditions including pulmonary, neurological, psychiatric, and cardiovascular diseases. With a long history of clinical use, several mechanisms including antioxidative and anti-inflammatory activities have been proposed as the basis for its therapeutic effects. However, the exact molecular mechanism by which NAC improves the survival rate of CCALD patients is still unclear. And this missing piece of information, which is the basis for my research work, is required to further optimize the therapy. In my thesis, four research projects were designed and implemented to address the pharmacology of NAC in CCALD related biological models. The first study was to investigate the downstream signaling molecules induced by NAC in the plasma of CCALD patients. Heme oxygenase-1 (HO-1) and ferritin were examined in CCALD patients before and after NAC exposure. Based on the clinical study results that the expression of HO-1 and downstream ferritin were induced by NAC, the second study was further designed in oligodendrocytes, which are CNS glial cells and closely related to demyelination and neurodegneration, to investigate the cytoprotective role of HO-1 induced by NAC. Moreover, we also tried to delineate the role of accumulation of VLCFAs in CCALD and its relationship with oxidative stress and mitochondria. The third study was designed in oligodendrocytes to investigate whether mitochondria and oxidative stress status are affected by pathophysiological concentrations of VLCFAs and if so, whether NAC could be used to reverse this condition. Finally, the fourth pharmacokinetic/pharmacodynamics study was designed and implemented in wild-type mice to address the relationship between NAC concentration and pharmacodynamic endpoints in vivo. This study is also critical to determine the biotransformation of NAC in vivo.The results from my studies indicate HO-1 as the newly discovered downstream mediators for NAC action. Studies also show for the first time that depletion of mitochondrial glutathione (mtGSH) is the pathological cause for CCALD, and that targeting mitochondrial dysfunction can be a potential effective intervention for CCALD patients. In addition, GSH levels, redox ratio, HO-1 and ferritin levels can serve as biomarkers or pharmacodynamic endpoints to evaluate NAC efficacy. In the long term, characterization of NAC mechanisms of action will help to optimize therapy in CCALD patients. In addition, the information generated from my studies on the efficacy of NAC in CCALD is also applicable to other neurodegenerative disorders sharing similar pathologies such as Gaucher's disease, multiple Sclerosis, Alzheimer's disease etc.Item Quantitative Methods for Evidence Building in Clinical Pharmacology and Pharmaceutical Outcomes Research(2021-05) Margraf, DavidA variety of methods are employed to build evidence in pharmacology and pharmaceutical outcomes research. Descriptive and inferential statistics are used to describe the data and generalize findings to populations. Regression models, propensity score adjustment, and meta-analysis extend upon the quantitative approach to building evidence. Topic areas in this dissertation include demonstrating the application of these methods to a comparison of three-factor prothrombin complex concentrate versus four-factor prothrombin complex concentrate for emergent warfarin reversal via a propensity score adjusted retrospective cohort study and a systematic review and meta-analysis to address clinical problems and improve health outcomes. Also presented are the pharmacokinetics of intravenous N-acetylcysteine, Cysteine, and Glutathione and the effect of N-acetylcysteine as a reducing agent in Parkinson’s disease and Gaucher disease. While quantitative methods help us explore, explain, and generalize from data, it is imperative to consider the clinical relevance of the findings. We found that four-factor prothrombin complex concentrate is preferred for emergent warfarin reversal. This is a finding is useful in real-world patient care. Also, increased N-acetylcysteine plasma concentrations and Glutathione redox ratio are related, which could be used to optimize dosing in future studies. These examples are described in detail as examples of applications of quantitative methods.