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Statistical analysis of bioequivalence studiesNyathi, Mavuto January 2016 (has links)
A Research Report submitted to the Faculty of Science in partial fulfilment of the
requirements for the degree of Master of Science. 26 October 2016. / The cost of healthcare has become generally expensive the world over, of which the greater part of the money is spent buying drugs. In order to reduce the cost of drugs, drug manufacturers came up with the idea of manufacturing generic drugs, which cost less as compared to brand name drugs. The challenge which arose was how safe, effective and efficient the generic drugs are compared to the brand name drugs, if people were to buy them. As a consequence of this challenge, bioequivalence studies evolved, being statistical procedures for comparing whether the generic and brand name drugs are similar in treating patients for various diseases. This study was undertaken to show the existence of bioequivalence in drugs. Bioavailability is considered in generic drugs to ensure that it is more or less the same as that of the original drugs by using statistical tests. The United States of America’s Food and Agricultural Department took a lead in the research on coming up with statistical methods for certifying generic drugs as bioequivalent to brand name drugs. Pharmacokinetic parameters are obtained from blood samples after dosing study subjects with generic and brand name drugs. The design for analysis in this research report will be a 2 2 crossover design. Average, population and individual bioequivalence is checked from pharmacokinetic parameters to ascertain as to whether drugs are bioequivalent or not. Statistical procedures used include confidence intervals, interval hypothesis tests using parametric as well as nonparametric statistical methods. On presenting results to conclude that drugs are bioequivalent or not, in addition to hypothesis tests and confidence intervals, which indicates whether there is a difference or not, effect sizes will also be reported. If ever there is a difference between generic and brand name drugs, effect sizes then quantify the magnitude of the difference.
KEY WORDS:
bioequivalence, bioavailability, generic (test) drugs, brand name (reference) drugs, average bioequivalence, population bioequivalence, individual
bioequivalence, pharmacokinetic parameters, therapeutic window, pharmaceutical equivalence, confidence intervals, hypothesis tests, effect sizes. / TG2016
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Bioequivalence studies of ketoprofen : product formulation, pharmacokinetics, deconvolution, and in vitro - in vivo correlationsHolt, Kris Edward 20 August 1997 (has links)
This thesis describes a project to produce controlled release ketoprofen beads for capsules, both at Oregon State University and in an industrial scale-up operation, that are bioequivalent to the commercial product Oruvail. A bead formulation was produced by layering drug and binders in water onto nonpareil sugar seeds in a spray coating apparatus. Ketoprofen beads manufactured in this manner will immediately release their drug content in either an in vitro or an in vivo environment. Industrially produced beads were non-homogeneous in size. Large beads in a coating batch sweep up a disproportional amount of coating material leading to a thicker coating layer and decreased drug release rates. In order to predict the effects of coating modifications, an equation was developed to accurately predict the coating thickness of any material applied to spherical particles of any size. The equation developed is suggested as a replacement for one that has been in published and cited for over 20 years, but overestimates
coating thickness.
The bulk of this thesis details the process of altering the drug release
characteristics of the beads through application of diffusional and enteric barrier coatings, and testing for bioequivalence with Oruvail through biostudy data gathered from human volunteers. Urinary drug excretion rates were measured as a substitute for timed blood sampling of the subjects. Validity of the substitution was shown. Fed state biostudies involved beads manufactured and coated at Oregon State University. Fasted state biostudies involved beads that were industrially manufactured in a scale-up operation and coated both industrially and at Oregon State University.
Deconvolution, a mathematical tool, was used to determine in vivo dissolution rates and the need for further coating modification. Statistical testing using a Two 1-Sided T test was the final arbiter of whether or not bioequivalence
was concluded. Bioequivalence was achieved in subjects under a fed state and finally under fasting conditions, as required by the Food and Drug Administration, with drug beads coated with ethylcellulose to slow drug release and overcoated with an enteric bather to retard early drug release.
Deconvolved in vivo dissolutions originating from biostudy data were used to develop In Vitro / In Vivo Correlations (IVIVC's). IVIVC's were used to predict in vivo biostudy data from in vitro dissolution results following coating formulation modification. A practical guide for the development and use of an IVIVC was written for pharmaceutics practitioners who have an understanding of pharmacokinetics, but may lack sufficient expertise in pharmacokinetics to develop
an IVIVC. / Graduation date: 1998
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Investigations of the assessment of bioequivalence of topical clotrimazole products using a dermatopharmacokinetic approachParfitt, Natalie Rae 05 July 2010 (has links)
The specialised nature of the stratum corneum makes it an efficient barrier to foreign substances, including drug molecules. Therefore, cutaneous drug absorption is a slow and complex process of which stratum corneum penetration is the rate limiting step. The rate and extent of stratum corneum penetration by a drug compound depends greatly on the presence of penetration enhancing/retarding excipients and therefore the clinical outcomes of a product rely greatly on the components and quality of the formulation. Hence, establishing bioequivalence between topical products is crucial to ensure that patients receiving multisource drug products are assured of the same efficacy and safety as the brand product. Since locally acting topical formulations do not target the systemic circulation, conventional methods of assessing bioequivalence using plasma levels are not appropriate. Consequently, the current regulatory guidelines require comparative clinical trials to be carried out to show bioequivalence between topical products. As these studies are very expensive and time consuming, the development of a more direct and relatively rapid and inexpensive method for determining bioequivalence between topical products is required. Clotrimazole is an anti-fungal agent where the target site of action is in the stratum corneum. In this work, tape stripping, which involves the sampling of stratum corneum, was investigated as a tool for the determination of bioequivalence between topical clotrimazole products. The tape stripping method involved the analysis of each tape strip individually and standardization of stratum corneum thickness between subjects was carried out using TEWL measurements. This approach provided detailed information regarding the amount of clotrimazole present in the stratum corneum as well as the extent of drug penetration. Prior to the tape stripping studies an HPLC method was developed for the quantitative analysis of clotrimazole from the tape strip samples. This method was shown to be accurate and reproducible across the required range. It was also shown to be selective for clotrimazole in the presence of possible interfering substances such as those present in the tape adhesive and also skin components. The bioequivalence studies were conducted using a single “uptake” time point. In order to determine an appropriate dose duration for these studies a novel approach was employed, involving a preliminary dose duration study. For the bioequivalence investigations, Canesten® Topical cream was used as both test and reference products to determine if the method was capable of showing bioequivalence. Subsequently, Canesten® Topical cream was also compared to a 1% gel formulation to determine if the method could detect formulation differences. The conventional BE limits of 0.8 – 1.25 were used for the assessment of BE, however, the clinical relevance of using these limits for dermal studies is debatable since they are derived from oral pharmacokinetic studies. Therefore, the data from the tape stripping investigations were also assessed using more realistic limits of 0.75 – 1.33 and even 0.7 – 1.44. In addition to the tape stripping studies a novel method of determining the amount of drug present in the stratum corneum, the “Residual Method”, was investigated. This method involved assaying the amount of clotrimazole found in the residual formulation after a specified dose duration had elapsed and subtracting that amount from the amount of clotrimazole initially applied. The results of tape stripping investigations showed that, if the study is sufficiently powered, tape stripping may be used to determine bioequivalence according to the conventional limits, as well as possibly detect formulation differences between different clotrimazole products. Bioequivalence assessment using the widened intervals showed that fewer subjects were required to achieve a sufficient statistical power. The variability associated with this method was acceptable and tape stripping may therefore have the potential to be used as a BE tool in a regulatory setting for clotrimazole or other antifungal topical formulations. The “Residual Method” also showed promising results as a bioequivalence tool, but further investigation and extensive validation of this method is required before it can be suggested as a regulatory method. The results of these studies have clearly indicated that tape stripping has the potential to be used as an alternative to comparative clinical trails for the assessment of bioequivalence between clotrimazole formulations and also to assess bioequivalence between other antifungal products.
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Bioequivalence tests based on individual estimates using non-compartmental or model-based analysisMakulube, Mzamo January 2019 (has links)
A research report submitted in partial fulfilment of Mathematical Statistics Masters by Coursework and Research Report to the Faculty of Science, University of the Witwatersrand, Johannesburg, 2019 / The growing demand for generic drugs has led to an increase in the generic drug industry. As a result, there has been a growing demand for bioequivalence studies. The challenges with the bioequivalence studies arose with the method used to quantify bioavailability. Bioavailability is commonly estimated by the area under the concentration-time curve (AUC), which is traditionally estimated by Non-Compartmental Analysis (NCA) such as interpolation in aid of the trapezoidal rule. However, when the number of samples per subject is insufficient, the NCA estimates may be biased and this can result in incorrect conclusions about bioequivalence. Alternatively, AUC can be estimated by the Non-Linear Mixed Effect Model (NLMEM). The objective of this study is to evaluate bioequivalence on lnAUC estimated by using a NCA approach to those based on the lnAUC estimated by the NLMEM approach. The NCA and NLMEM approaches are compared on the resulting bias when the linear mixed effect model is used to analyse the lnAUC data estimated by each method. The methods are evaluated on simulated and real data. The 2x2 crossover designs of different sample sizes and sampling time intensities are simulated using two null hypotheses. In each crossover design, concentration profiles are simulated with different levels of between-subject variability, within-subject variability and residual error variance. A higher bias is obtained with the lnAUC estimated by the NCA approach for trials with a limited number of samples per subject. The NCA estimates provide satisfactory global TypeI-error results. The NLMEM fails to distinguish between the existing formulation differences when the residual variability is high. / TL (2020)
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Investigations of the bioavailability/bioequivalence of topical corticosteroid formulations containing clobetasol propionate using the human skin blanching assay, tape stripping and microdialysisAu, Wai Ling January 2010 (has links)
Currently, clinical trials in patients are required by most regulatory authorities for the assessment of bioequivalence of topical products where the drug is not intended for systemic absorption. Hence there is a dire need for suitable methods for the assessment of bioavailability and bioequivalence of such products since clinical safety and efficacy studies are expensive, time-consuming and require very large numbers of patients. Except for topical corticosteroid products where the human skin blanching assay/vasoconstrictor assay has been approved by the US FDA for bioequivalence assessment of those products, no other method has been “officially” approved for use in those investigations. However, a few alternative methods such as tape stripping and microdialysis have been pursued and considered to have the potential for use in ioequivalence/bioavailability studies. The human skin blanching assay was used to assess the bioequivalence of commercially available topical products containing 0.05% clobetasol propionate. Both visual and chromameter data were obtained and a commercially available topical corticosteroid product, Dermovate® cream was used as both the “Test” and the “Reference” product. The results indicated that both visual and chromametric assessments were comparable to each other and that either could be used for the assessment of the bioequivalence of topical products containing clobetasol propionate. The screening procedure was optimized to identify potential “detectors” for inclusion in the bioequivalence studies. This resulted in fewer subjects being required in a bioequivalence pivotal study, still having the necessary power to confirm bioequivalence using the human skin blanching assay. Another objective of this research was to re-visit tape stripping and other possible alternative methods such as dermal microdialysis and to optimize these procedures for bioequivalence assessment of topical formulations where the drug is not intended for systemic absorption. In the past few decades, tape stripping has been used to investigate bioavailability/bioequivalence of various topical formulations. This technique involves the removal of the stratum corneum to assess drug penetration through the skin. A draft FDA guidance for tape stripping was initially published but was subsequently withdrawn due to high variability and poor reproducibility. This research project used an optimized tape stripping procedure to determine bioavailability and establish bioequivalence between three commercially available formulations containing 0.05 % m/m clobetasol propionate. Furthermore, tape stripping was validated by undertaking a study to assess the bioequivalence of a 0.05% topical cream formulation (Dermovate® cream) using the same cream as both the “Test” and “Reference” product, in which bioequivalence was confirmed. The findings highlight the potential of tape stripping as an alternative method for the assessment of bioequivalence of clobetasol propionate formulations and may possibly be extended for use in other topical products. Microdialysis is another useful technique that can assess the penetration of topically applied substances which diffuses through the stratum corneum and into the dermis. Microdialysis has previously been successfully used for in vivo bioavailability and bioequivalence assessments of topical formulations. However, the drugs which were under investigation were all hydrophilic in nature. A major problem with the use of microdialysis for the assessment of lipophilic substances is the binding/adherence of the substance to the membrane and other components of the microdialysis system. As a result, this necessitates the development of a microdialysis system which can be used to assess lipophilic drugs. Intralipid® 20% was investigated and successfully utilized as a perfusate to recover a lipophilic topical corticosteroid, clobetasol propionate, in microdialysis studies. Hence, the bioavailability of clobetasol propionate from an extemporaneous preparation was determined in healthy human volunteers using microdialysis. These findings indicate that in vivo microdialysis can be used to assess lipophilic drug penetration through the skin. A novel approach to investigate drug release from topical formulations containing 0.05% clobetasol propionate using in vitro microdialysis was also undertaken. The in vitro findings were found to be in agreement with the results obtained using tape stripping to assess bioequivalence of the same commercially available products, namely Dermovate® cream, Dovate® Cream and Dermovate® ointment. These results indicate the potential to correlate in vitro with in vivo data for bioequivalence assessment of such topical dosage forms.
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1) Preparation of acetaminophen capsules containing beads prepared by hot-melt direct blend coating method 2) Pharmacokinetic modeling and Monte Carlo simulations in context of additional criteria for bioequivalence assessments 3) Pharmacokinetic prediction of levofloxacin accumulation in tissue and its association to tendinopathyPham, Loan 07 June 2014 (has links)
The thrust of this thesis is to study oral solid dosage formulation using hot melt coating method and to use pharmacokinetic modeling and simulation (PK M&S) as a tool that can help to predict pharmacokinetics of a drug in human and the probability of passing various bioequivalence criteria of the formulation based on the PK of the drug.
Hot-melt coating using a new method, direct blending, was performed to create immediate and sustained release formulations (IR and SR). This new method was introduced to offer another choice to produce IR and SR drug delivery formulations using single and double coating layer of waxes onto sugar beads and/or drug loaded pellets.
Twelve waxes were applied to coat sugar cores. The harder the wax the slower the drug was released from single coated beads. The wax coating can be deposited up to 28% of the weight of the core bead with 58% drug loading efficiency in the coating
The cores were coated with single or double wax layers containing acetaminophen. Carnauba wax coated beads dissolved in approximately 6 hrs releasing 80% of loaded drug. However, when covered with another layer, the drug loaded beads released drug for over 20 hrs. When drug loaded pellets were used as cores, 33-58% drug loading was achieved. Double coated pellets exhibited a near zero order drug release for up to 16 hrs.
Hot melt coating by direct blending using waxes is a simple process compared to conventional hot melt coating using coating pan or fluid bed coating machines. It offers an alternative way of making immediate, sustained drug release (IR, SR) and modified release (IR+SR) oral dosage forms of drugs which are stable at high temperature (100°C). The pellet-containing-drug coated formulations provide options when higher drug loading is warranted.
It is required by the US Food and Drug Administration (FDA) that a new modified –release (MR) product or identical generic product be regarded as bioequivalent (BE) to the originators reference drug product. However, there are concerns that current regulatory criteria are not sufficient when evaluating bioequivalence (BE) for many MR products, and additional metrics for BE assessment of the products should be applied to ensure therapeutic equivalence. This study used pharmacokinetic modeling and simulation (M&S) to investigate 1) the probability of BE occurring between the MR test and reference products 2) the rates of false positive and true negative of the BE test; and 3) the estimation of the sample size in pivotal BE studies; all of which when partial area under the curves (pAUCs) were applied as additional BE criteria.
Reference data of two MR forms of methylphenydate HCl (MPH) were simulated and obtained from literature (formulation Q and Metadate CD, respectively). Monte Carlo simulations were performed to simulate the test drug concentration profiles and BE assessment was carried out utilizing the mean (method 1) and individual concentration time curves (method 2).
For formulation Q, adding pAUC₀₋[subscript Tmax] to current BE criteria reduced the possibility of passing BE from approximately 98% to 85%, with a true negative rate of 5%. The earlier the time points used to determine for pAUC before Tmax, the lower the chance of passing BE for the test product. The possibility of passing BE varied and depended on the coefficient of variations (CV) of T[subscript lag], K[subscript a] and K[subscript e] and that considerable variability in the parameters affected the earlier segments of the drug concentration profile curves more. Similar drug concentration time profiles between the test and reference products is recommended to ensure bioequivalence occurs with a reasonable subject sample size. A similar scenario was seen when Metadate CD was used as the reference product.
PK M&S can help provide appropriate additional metrics to assure the BE test is a better tool ensuring therapeutic equivalence for MR products with little negative impact to generic manufacturers. Predictions can also be made about the required sample size and the chances of passing BE with any addition to the conventional three criteria for the test product.
PK M&S was also used to predict drug concentrations of levofloxacin in tissue. Levofloxacin has been widely used in clinical practice as an effective broad-spectrum antimicrobial, however tendonitis and tendon rupture have been reported with increasing use of this agent. Here, these incidents will be assessed by investigating pharmacokinetic behavior of the compound to see if they are related to drug's tissue disposition. The PK model for levofloxacin was established. Mean concentration time profiles of single or multiple dosing of 500 mg levofloxacin following oral and IV infusion administration were simulated. Monte Carlo simulation was used to simulate the drug concentration time profiles in plasma (compartment 1) and tissue (compartment 2) after seven dosing regimens while varying the drug's elimination and distribution rates to see the effect of changing those rates have on the drug accumulation in tissue. Monte Carlo Simulation shows that low elimination rates affect the drug concentration in plasma and tissue significantly with the level in plasma rising up to 35 μg/mL at day 7. A normal elimination rate together with escalation of distribution rates from plasma to tissue could increase the tissue concentration after 7 doses to 9.5 µg/mL, a value that is more than twice that of normal. PK M&S can be used as an effective tool to evaluate drug concentration in different compartments (plasma and tissues, for example). The unexpectedly high concentration values in some cases may explain, at least in part, the reason of tendinopathy occurs in the clinical setting. / Graduation date: 2012 / Access restricted to the OSU Community at author's request from June 7, 2012 - June 7, 2014
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Application of dermal microdialysis and tape stripping methods to determine the bioavailability and/or bioequivalence of topical ketoprofen formulationsTettey-Amlalo, Ralph Nii Okai January 2008 (has links)
The widespread acceptance of topical formulations intended for local and/or regional activity has prompted renewed interest in developing a model to determine the bioavailability of drugs in order to establish bioequivalence as a means of evaluating formulation performance of multisource products and also for use during formulation development. Current in vivo techniques such as blister suction and skin biopsy amongst others used to determine the bioavailability and/or bioequivalence of topical formulations are either too invasive to generate appropriate concentration-time profiles or require large numbers of study subjects thereby making the study expensive and time-consuming. Moreover, there are currently no sampling techniques that can demonstrate dermal bioavailability and/or bioequivalence of topical formulations intended for local and/or regional activity. Dermal microdialysis is a relatively new application of microdialysis that permits continuous monitoring of endogenous and/or exogenous solutes in the interstitial fluid. The technique is involves the implantation of semi-permeable membranes which are perfused with an isotonic medium at extremely slow flow rates and collection of microlitre sample volumes containing diffused drugs. Tape stripping, a relatively older technique, has been extensively used in comparative bioavailability studies of various topical formulations. However, due to shortcomings arising from reproducibility and inter-subject variation amongst others, the published FDA guidance outlining the initial protocol was subsequently withdrawn. The incorporation of transepidermal water loss with tape stripping has garnered renewed interest and has been used for the determination of drug bioavailability from a number of topical formulations. Hence the primary objective of this research is to develop and evaluate microdialysis sampling and tape stripping techniques, including the incorporation of the determination of transepidermal water loss, to assess the dermal bioavailability of ketoprofen from topical gel formulations and to develop models for bioequivalence assessment. A rapid UPLC-MS/MS method with requisite sensitivity for the analysis of samples generated from dermal microdialysis was developed and validated which accommodated the microlitre sample volumes collected. An HPLC-UV method was developed and validated for the analysis of samples generated from the in vitro microdialysis and in vivo tape stripping studies. The work presented herein contributes to a growing body of scientific knowledge seeking to develop a model for the determination of bioequivalence of pharmaceutically equivalent topical formulations intended for local and/or regional activity in human subjects.
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