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1.
AAPS J ; 26(4): 65, 2024 Jun 06.
Article in English | MEDLINE | ID: mdl-38844719

ABSTRACT

The recruitment of a parallel, healthy participants (HPs) arm in renal and hepatic impairment (RI and HI) studies is a common strategy to assess differences in pharmacokinetics. Limitations in this approach include the underpowered estimate of exposure differences and the use of the drug in a population for which there is no benefit. Recently, a method was published by Purohit et. al. (2023) that leveraged prior population pharmacokinetic (PopPK) modeling-based simulation to infer the distribution of exposure ratios between the RI/HI arms and HPs. The approach was successful, but it was a single example with a robust model having several iterations of development and fitting to extensive HP data. To test in more studies and models at different stages of development, our catalogue of RI/HI studies was searched, and those with suitable properties and from programs with available models were analyzed with the simulation approach. There were 9 studies included in the analysis. Most studies were associated with models that would have been available at the time (ATT) of the study, and all had a current, final model. For 3 studies, the HP PK was not predicted well by the ATT (2) or final (1) models. In comparison to conventional analysis of variance (ANOVA), the simulation approach provided similar point estimates and confidence intervals of exposure ratios. This PopPK based approach can be considered as a method of choice in situations where the simulation of HP data would not be an extrapolation, and when no other complicating factors are present.


Subject(s)
Computer Simulation , Healthy Volunteers , Models, Biological , Humans , Retrospective Studies , Pharmacokinetics , Liver Diseases/metabolism , Kidney Diseases , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Renal Insufficiency/metabolism
2.
Drug Deliv Transl Res ; 14(8): 2032-2040, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38837116

ABSTRACT

Drug delivery technology has advanced significantly over >50 years, and has produced remarkable innovation, countless publications and conferences, and generations of talented and creative scientists. However, a critical review of the current state-of-the-art reveals that the translation of clever and sophisticated drug delivery technologies into products, which satisfy important, unmet medical needs and have been approved by the regulatory agencies, has - given the investment made in terms of time and money - been relatively limited. Here, this point of view is illustrated using a case study of technology for drug delivery into and through the skin and aims:  to examine the historical development of this field and the current state-of-the-art;  to understand why the translation of drug delivery technologies into products that improve clinical outcomes has been quite slow and inefficient; and  to suggest how the impact of technology may be increased and the process of concept to approved product accelerated.


Subject(s)
Administration, Cutaneous , Drug Delivery Systems , Skin , Humans , Skin/metabolism , Animals , Skin Absorption , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/chemistry
3.
AAPS PharmSciTech ; 25(5): 126, 2024 Jun 04.
Article in English | MEDLINE | ID: mdl-38834910

ABSTRACT

In the dynamic landscape of pharmaceutical advancements, the strategic application of active pharmaceutical ingredients to the skin through topical and transdermal routes has emerged as a compelling avenue for therapeutic interventions. This non-invasive approach has garnered considerable attention in recent decades, with numerous attempts yielding approaches and demonstrating substantial clinical potential. However, the formidable barrier function of the skin, mainly the confinement of drugs on the upper layers of the stratum corneum, poses a substantial hurdle, impeding successful drug delivery via this route. Ultradeformable vesicles/carriers (UDVs), positioned within the expansive realm of nanomedicine, have emerged as a promising tool for developing advanced dermal and transdermal therapies. The current review focuses on improving the passive dermal and transdermal targeting capacity by integrating functionalization groups by strategic surface modification of drug-loaded UDV nanocarriers. The present review discusses the details of case studies of different surface-modified UDVs with their bonding strategies and covers the recent patents and clinical trials. The design of surface modifications holds promise for overcoming existing challenges in drug delivery by marking a significant leap forward in the field of pharmaceutical sciences.


Subject(s)
Administration, Cutaneous , Drug Carriers , Drug Delivery Systems , Skin Absorption , Skin , Humans , Drug Delivery Systems/methods , Skin/metabolism , Skin Absorption/physiology , Skin Absorption/drug effects , Drug Carriers/chemistry , Animals , Nanoparticles/chemistry , Surface Properties , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/chemistry , Nanomedicine/methods
4.
Expert Opin Drug Metab Toxicol ; 20(6): 459-471, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38832686

ABSTRACT

INTRODUCTION: Advances in the accessibility of manufacturing technologies and iPSC-based modeling have accelerated the overall progress of organs-on-a-chip. Notably, the progress in multi-organ systems is not progressing with equal speed, indicating that there are still major technological barriers to overcome that may include biological relevance, technological usability as well as overall accessibility. AREAS COVERED: We here review the progress in the field of multi-tissue- and body-on-a-chip pre and post- SARS-CoV-2 pandemic and review five selected studies with increasingly complex multi-organ chips aiming at pharmacological studies. EXPERT OPINION: We discuss future and necessary advances in the field of multi-organ chips including how to overcome challenges regarding cell diversity, improved culture conditions, model translatability as well as sensor integrations to enable microsystems to cover organ-organ interactions in not only toxicokinetic but more importantly pharmacodynamic and -kinetic studies.


Subject(s)
COVID-19 , Lab-On-A-Chip Devices , Pharmacokinetics , Humans , Animals , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Models, Biological , Microphysiological Systems
5.
Expert Opin Drug Metab Toxicol ; 20(6): 439-458, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38850058

ABSTRACT

INTRODUCTION: Recent years have witnessed remarkable progress in the development of cell-based in vitro models aimed at predicting drug permeability, particularly focusing on replicating the barrier properties of the blood-brain barrier (BBB), intestinal epithelium, and lung epithelium. AREA COVERED: This review provides an overview of 2D in vitro platforms, including monocultures and co-culture systems, highlighting their respective advantages and limitations. Additionally, it discusses tools and techniques utilized to overcome these limitations, paving the way for more accurate predictions of drug permeability. Furthermore, this review delves into emerging technologies, particularly microphysiological systems (MPS), encompassing static platforms such as organoids and dynamic platforms like microfluidic devices. Literature searches were performed using PubMed and Google Scholar. We focus on key terms such as in vitro permeability models, MPS, organoids, intestine, BBB, and lungs. EXPERT OPINION: The potential of these MPS to mimic physiological conditions more closely offers promising avenues for drug permeability assessment. However, transitioning these advanced models from bench to industry requires rigorous validation against regulatory standards. Thus, there is a pressing need to validate MPS to industry and regulatory agency standards to exploit their potential in drug permeability prediction fully. This review underscores the importance of such validation processes to facilitate the translation of these innovative technologies into routine pharmaceutical practice.


Subject(s)
Blood-Brain Barrier , Intestinal Mucosa , Models, Biological , Permeability , Humans , Blood-Brain Barrier/metabolism , Animals , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Intestinal Mucosa/metabolism , Lung/metabolism , Organoids/metabolism , Coculture Techniques
6.
Pharm Res ; 41(6): 1093-1107, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38862720

ABSTRACT

OBJECTIVE: Drug delivery from a drug-loaded device into an adjacent tissue is a complicated process involving drug transport through diffusion and advection, coupled with drug binding kinetics responsible for drug uptake in the tissue. This work presents a theoretical model to predict drug delivery from a device into a multilayer tissue, assuming linear reversible drug binding in the tissue layers. METHODS: The governing mass conservation equations based on diffusion, advection and drug binding in a multilayer cylindrical geometry are written, and solved using Laplace transformation. The model is used to understand the impact of various non-dimensional parameters on the amounts of bound and unbound drug concentrations as functions of time. RESULTS: Good agreement for special cases considered in past work is demonstrated. The effect of forward and reverse binding reaction rates on the multilayer drug binding process is studied in detail. The effect of the nature of the external boundary condition on drug binding and drug loss is also studied. For typical parameter values, results indicate that only a small fraction of drug delivered binds in the tissue. Additionally, the amount of bound drug rises rapidly with time due to early dominance of the forward reaction, reaches a maxima and then decays due to the reverse reaction. CONCLUSIONS: The general model presented here can account for other possible effects such as drug absorption within the device. Besides generalizing past work on drug delivery modeling, this work also offers analytical tools to understand and optimize practical drug delivery devices.


Subject(s)
Drug Delivery Systems , Models, Biological , Drug Delivery Systems/methods , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/administration & dosage , Diffusion , Humans , Kinetics , Biological Transport
7.
Adv Drug Deliv Rev ; 211: 115358, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38851590

ABSTRACT

Administered drug molecules, whether dissolved or solubilized, have the potential to precipitate and accumulate as solid forms in tissues and cells within the body. This phase transition can significantly impact the pharmacokinetics of treatment. It is thus crucial to gain an understanding of how drug solubility/permeability, drug formulations and routes of administration affect in vivo behaviors of drug deposition. This review examines literature reports on the drug deposition in tissues and cells of poorly water-soluble drugs, as well as underlying physical mechanisms that lead to precipitation. Our work particularly highlights drug deposition in macrophages and the subcellular fate of precipitated drugs. We also propose a tissue permeability-based classification framework to evaluate precipitation potentials of poorly soluble drugs in major organs and tissues. The impact on pharmacokinetics is further discussed and needs to be considered in developing drug delivery systems. Finally, bioimaging techniques that are used to examine aggregated states and the intracellular trafficking of absorbed drugs are summarized.


Subject(s)
Solubility , Humans , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/chemistry , Animals , Drug Delivery Systems , Tissue Distribution , Permeability
8.
Int J Pharm Pract ; 32(4): 311-315, 2024 Jul 04.
Article in English | MEDLINE | ID: mdl-38865359

ABSTRACT

BACKGROUND: Medication recycling within hospitals has proven financial and possible environmental benefits according to local evaluations done in British Columbia. Despite this, the extent of medication recycling in Canadian hospitals remains unclear in the literature. OBJECTIVE(S): To determine if Canadian hospitals recycle medications, provide an estimate of how much medication is recycled by dosage form, and identify medication recycling barriers through the distribution of a cross-sectional survey. METHODS: A nine-question survey was distributed to 171 hospital pharmacy departments across Canada that consented to complete the survey. The survey identified whether sites recycled unused medications, an estimate of how much is recycled based on dosage form, and barriers to recycling. KEY FINDINGS: Of 62 respondents, the majority indicated they do have medication recycling procedures; however, the frequency of recycling is suboptimal (30-50% of medications are not recycled), and not all medication types are always recycled. Individually packaged oral tablets were most often recycled, and oral liquid medications were least often recycled. Many multi-dose medications were not tamper-proofed. Most respondents selected "sanitization/infection control" and "resource constraint" as reasons for not recycling all medications. CONCLUSIONS: Among respondents, the proportion and type of unused medicines that are recycled varied. For sites that did not respond, this might suggest that medication recycling is not a priority. This could represent a missed opportunity to standardize practices and increase medication recycling in hospitals, both of which could represent a meaningful step towards responsible use of medications and reduction of negative impacts on human health and the environment.


Subject(s)
Pharmacy Service, Hospital , Recycling , Cross-Sectional Studies , Humans , Canada , Recycling/statistics & numerical data , Surveys and Questionnaires , Pharmacy Service, Hospital/organization & administration , Pharmacy Service, Hospital/statistics & numerical data , Pharmaceutical Preparations/administration & dosage , Dosage Forms
9.
Int J Pharm ; 660: 124382, 2024 Jul 20.
Article in English | MEDLINE | ID: mdl-38917959

ABSTRACT

A challenge in development of peptide and protein therapeutics is rapid elimination from the body, necessitating frequent dosing that may lead to toxicities and/or poor patient compliance. To solve this issue, there has been great investment into half-life extension of rapidly eliminated drugs using approaches such as albumin binding, fusion to albumin or Fc, or conjugation to polyethylene glycol. Despite clinical successes of half-life extension products, no clear relationship has been drawn between properties of drugs and the pharmacokinetic parameters of their half-life extended analogues. In this study, non-compartmentally derived pharmacokinetic parameters (half-life, clearance, volume of distribution) were collected for 186 half-life extended drugs and their unmodified parent molecules. Statistical testing and regression analysis was performed to evaluate relationships between pharmacokinetic parameters and a matrix of variables. Multivariate linear regression models were developed for each of the three pharmacokinetic parameters and model predictions were in good agreement with observed data with r2 values for each parameter being: half-life: 0.879, clearance: 0.820, volume of distribution: 0.937. Significant predictors for each parameter included the corresponding pharmacokinetic parameter of the parent drug and descriptors related to molecular weight. This model represents a useful tool for prediction of the potential benefits of half-life extension.


Subject(s)
Algorithms , Half-Life , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/metabolism , Humans , Models, Biological , Pharmacokinetics , Linear Models
10.
Pharmacol Res Perspect ; 12(4): e1220, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38899589

ABSTRACT

Cholestasis, a chronic liver condition, disrupts bile acid homeostasis and complicates drug disposition, posing significant challenges in medicating cholestatic patients. Drug metabolism enzymes and transporters (DMETs) are pivotal in drug clearance. Research indicates that cholestasis leads to alterations in both hepatic and extrahepatic DMETs, with changes in expression and function documented in rodents and humans. This review synthesizes the modifications in key drug disposition components within cholestasis, focusing on cytochrome P450 (CYP450), drug transporters, and their substrates. Additionally, we briefly discuss certain drugs that have demonstrated efficacy in restoring DMET expression in cholestatic conditions. Ultimately, these insights necessitate a reevaluation of drug selection and dosing guidelines for patients with cholestasis.


Subject(s)
Cholestasis , Cytochrome P-450 Enzyme System , Humans , Cholestasis/metabolism , Cholestasis/drug therapy , Animals , Cytochrome P-450 Enzyme System/metabolism , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Membrane Transport Proteins/metabolism , Liver/metabolism , Bile Acids and Salts/metabolism
11.
Int J Mol Sci ; 25(11)2024 May 27.
Article in English | MEDLINE | ID: mdl-38892030

ABSTRACT

This study provides a brief discussion of the major nanopharmaceuticals formulations as well as the impact of nanotechnology on the future of pharmaceuticals. Effective and eco-friendly strategies of biofabrication are also highlighted. Modern approaches to designing pharmaceutical nanoformulations (e.g., 3D printing, Phyto-Nanotechnology, Biomimetics/Bioinspiration, etc.) are outlined. This paper discusses the need to use natural resources for the "green" design of new nanoformulations with therapeutic efficiency. Nanopharmaceuticals research is still in its early stages, and the preparation of nanomaterials must be carefully considered. Therefore, safety and long-term effects of pharmaceutical nanoformulations must not be overlooked. The testing of nanopharmaceuticals represents an essential point in their further applications. Vegetal scaffolds obtained by decellularizing plant leaves represent a valuable, bioinspired model for nanopharmaceutical testing that avoids using animals. Nanoformulations are critical in various fields, especially in pharmacy, medicine, agriculture, and material science, due to their unique properties and advantages over conventional formulations that allows improved solubility, bioavailability, targeted drug delivery, controlled release, and reduced toxicity. Nanopharmaceuticals have transitioned from experimental stages to being a vital component of clinical practice, significantly improving outcomes in medical fields for cancer treatment, infectious diseases, neurological disorders, personalized medicine, and advanced diagnostics. Here are the key points highlighting their importance. The significant challenges, opportunities, and future directions are mentioned in the final section.


Subject(s)
Green Chemistry Technology , Humans , Animals , Green Chemistry Technology/methods , Nanotechnology/methods , Drug Compounding/methods , Nanoparticles/chemistry , Nanostructures/chemistry , Nanostructures/therapeutic use , Drug Delivery Systems/methods , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/administration & dosage
12.
Recent Adv Drug Deliv Formul ; 18(1): 2-11, 2024.
Article in English | MEDLINE | ID: mdl-38841731

ABSTRACT

The most common route for drug administration is the oral route due to the various advantages offered by this route, such as ease of administration, controlled and sustained drug delivery, convenience, and non-invasiveness. In spite of this, oral drug absorption faces challenges due to various issues related to its stability, permeability and solubility in the GI tract. Biologic drugs generally face problems when administered by oral route as they are readily degradable and thus required to be injected. To overcome these issues in oral absorption, different approaches like novel drug delivery systems and newer pharmaceutical technologies have been adopted. With a combined knowledge of drug delivery and pharmaceutical technology, robotic pills can be designed and used successfully to enhance the adhesion and permeation of drugs through the mucus membrane of the GI tract to achieve drug delivery at the target site. The potential application of robotic pills in diagnosis and drug dispensing is also discussed. The review highlights recent developments in robotic pill drug-device technology and discusses its potential applications to solve the problems and challenges in oral drug delivery.


Subject(s)
Drug Delivery Systems , Precision Medicine , Robotics , Humans , Precision Medicine/methods , Drug Delivery Systems/methods , Administration, Oral , Pharmaceutical Preparations/administration & dosage
13.
AAPS J ; 26(4): 71, 2024 Jun 17.
Article in English | MEDLINE | ID: mdl-38886275

ABSTRACT

Dose selection for investigations of intrinsic and extrinsic factors of pharmacokinetic variability as well as safety is a challenging question in the early clinical stage of drug development. The dose of an investigational product is chosen considering the compound information available to date, feasibility of the assessments, regulatory requirements, and the intent to maximize information for later regulatory submission. This review selected 37 programs as case examples of recently approved drugs to explore the doses selected with focus on studies of drug interaction, renal and hepatic impairment, food effect and concentration-QTc assessment.The review found that regulatory agencies may consider alternative approaches if justified and safe as illustrated in these examples. It is thus recommendable to use the first in human trial as an opportunity to assess QT-prolongation and drug interactions using probes or endogenous markers while maximizing the DDI potential, increasing sensitivity and ensuring safety. Early understanding of dose proportionality assists dose finding and simple and fast to conduct DDI study designs are advantageous. Single dose impairment studies despite non-proportional/time-dependent PK are often acceptability.Overall, the early understanding of the drug's safety profile is essential to ensure the safety of doses selected while preventing clinical trials with unnecessary exposure when using high doses or multiple doses. The information collected in this retrospective survey is a good reminder to tailor the early clinical program to the profile and needs of the molecule and consider regulatory opportunities to streamline the development path.


Subject(s)
Dose-Response Relationship, Drug , Drug Development , Humans , Drug Development/methods , Drug Approval , Drug Interactions , Pharmacology, Clinical/methods , Pharmacokinetics , Clinical Trials as Topic/methods , Drug-Related Side Effects and Adverse Reactions/prevention & control , Food-Drug Interactions , Pharmaceutical Preparations/administration & dosage
14.
Expert Opin Drug Deliv ; 21(4): 639-662, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38703363

ABSTRACT

INTRODUCTION: Novel injectables possess applications in both local and systemic therapeutics delivery. The advancement in utilized materials for the construction of complex injectables has tremendously upgraded their safety and efficacy. AREAS COVERED: This review focuses on various strategies to produce novel injectables, including oily dispersions, in situ forming implants, injectable suspensions, microspheres, liposomes, and antibody-drug conjugates. We herein present a detailed description of complex injectable technologies and their related drug formulations permitted for clinical use by the United States Food and Drug Administration (USFDA). The excipients used, their purpose and the challenges faced during manufacturing such formulations have been critically discussed. EXPERT OPINION: Novel injectables can deliver therapeutic agents in a controlled way at the desired site. However, several challenges persist with respect to their genericization. Astronomical costs incurred by innovator companies during product development, complexity of the product itself, supply limitations with respect to raw materials, intricate manufacturing processes, patent evergreening, product life-cycle extensions, relatively few and protracted generic approvals contribute to the exorbitant prices and access crunch. Moreover, regulatory guidance are grossly underdeveloped and significant efforts have to be directed toward development of effective characterization techniques.


Subject(s)
Drug Approval , Drug Delivery Systems , Injections , United States Food and Drug Administration , Humans , United States , Drug Development , Drug Compounding , Excipients/chemistry , Pharmaceutical Preparations/administration & dosage , Animals , Chemistry, Pharmaceutical
15.
Expert Opin Drug Deliv ; 21(4): 553-572, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38720439

ABSTRACT

INTRODUCTION: Intranasal administration is an effective drug delivery routes in modern pharmaceutics. However, unlike other in vivo biological barriers, the nasal mucosal barrier is characterized by high turnover and selective permeability, hindering the diffusion of both particulate drug delivery systems and drug molecules. The in vivo fate of administrated nanomedicines is often significantly affected by nano-biointeractions. AREAS COVERED: The biological barriers that nanomedicines encounter when administered intranasally are introduced, with a discussion on the factors influencing the interaction between nanomedicines and the mucus layer/mucosal barriers. General design strategies for nanomedicines administered via the nasal route are further proposed. Furthermore, the most common methods to investigate the characteristics and the interactions of nanomedicines when in presence of the mucus layer/mucosal barrier are briefly summarized. EXPERT OPINION: Detailed investigation of nanomedicine-mucus/mucosal interactions and exploration of their mechanisms provide solutions for designing better intranasal nanomedicines. Designing and applying nanomedicines with mucus interaction properties or non-mucosal interactions should be customized according to the therapeutic need, considering the target of the drug, i.e. brain, lung or nose. Then how to improve the precise targeting efficiency of nanomedicines becomes a difficult task for further research.


Subject(s)
Administration, Intranasal , Drug Delivery Systems , Mucus , Nanomedicine , Nasal Mucosa , Nasal Mucosa/metabolism , Humans , Animals , Mucus/metabolism , Permeability , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/metabolism , Drug Design , Nanoparticles
16.
Clin Transl Sci ; 17(5): e13810, 2024 May.
Article in English | MEDLINE | ID: mdl-38716900

ABSTRACT

One of the key pharmacokinetic properties of most small molecule drugs is their ability to bind to serum proteins. Unbound or free drug is responsible for pharmacological activity while the balance between free and bound drug can impact drug distribution, elimination, and other safety parameters. In the hepatic impairment (HI) and renal impairment (RI) clinical studies, unbound drug concentration is often assessed; however, the relevance and impact of the protein binding (PB) results is largely limited. We analyzed published clinical safety and pharmacokinetic studies in subjects with HI or RI with PB assessment up to October 2022 and summarized the contribution of PB results on their label dose recommendations. Among drugs with HI publication, 32% (17/53) associated product labels include PB results in HI section. Of these, the majority (9/17, 53%) recommend dose adjustments consistent with observed PB change. Among drugs with RI publication, 27% (12/44) of associated product labels include PB results in RI section with the majority (7/12, 58%) recommending no dose adjustment, consistent with the reported absence of PB change. PB results were found to be consistent with a tailored dose recommendation in 53% and 58% of the approved labels for HI and RI section, respectively. We further discussed the interpretation challenges of PB results, explored treatment decision factors including total drug concentration, exposure-response relationships, and safety considerations in these case examples. Collectively, comprehending the alterations in free drug levels in HI and RI informs treatment decision through a risk-based approach.


Subject(s)
Drug Labeling , Protein Binding , Humans , Renal Insufficiency/metabolism , Dose-Response Relationship, Drug , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Liver Diseases/metabolism , Liver Diseases/drug therapy , Blood Proteins/metabolism , Drug Dosage Calculations
17.
Expert Opin Drug Metab Toxicol ; 20(5): 319-332, 2024 May.
Article in English | MEDLINE | ID: mdl-38785066

ABSTRACT

INTRODUCTION: Medications are frequently prescribed for patients with irritable bowel syndrome (IBS) or disorders of gut brain interaction. The level of drug metabolism and modifications in drug targets determine medication efficacy to modify motor or sensory function as well as patient response outcomes. AREAS COVERED: The literature search included PubMed searches with the terms: pharmacokinetics, pharmacogenomics, epigenetics, clinical trials, irritable bowel syndrome, disorders of gut brain interaction, and genome-wide association studies. The main topics covered in relation to irritable bowel syndrome were precision medicine, pharmacogenomics related to drug metabolism, pharmacogenomics related to mechanistic targets, and epigenetics. EXPERT OPINION: Pharmacogenomics impacting drug metabolism [CYP 2D6 (cytochrome P450 2D6) or 2C19 (cytochrome P450 2C19)] is the most practical approach to precision medicine in the treatment of IBS. Although there are proof of concept studies that have documented the importance of genetic modification of transmitters or receptors in altering responses to medications in IBS, these principles have rarely been applied in patient response outcomes. Genome-wide association (GWAS) studies have now documented the association of symptoms with genetic variation but not the evaluation of treatment responses. Considerably more research, particularly focused on patient response outcomes and epigenetics, is essential to impact this field in clinical medicine.


Subject(s)
Genome-Wide Association Study , Irritable Bowel Syndrome , Pharmacogenetics , Precision Medicine , Humans , Irritable Bowel Syndrome/drug therapy , Irritable Bowel Syndrome/genetics , Precision Medicine/methods , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2D6/genetics , Cytochrome P-450 CYP2D6/metabolism , Gastrointestinal Agents/pharmacology , Gastrointestinal Agents/pharmacokinetics , Gastrointestinal Agents/administration & dosage , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Epigenesis, Genetic , Animals
18.
Eur J Pharm Sci ; 198: 106799, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38754592

ABSTRACT

The clearance concept has been used in pharmacokinetics for over 50 years. However, there is still much debate regarding mathematical clearance models. A recent article discussed that there is a critical error in a basic assumption that leads to the mechanistic hepatic clearance models (Benet, L.Z., Sodhi, J.K., 2024. Are all measures of liver Kpuu a function of FH, as determined following oral dosing, or have we made a critical error in defining hepatic drug clearance? European Journal of Pharmaceutical Sciences 196, 106,753. https://doi.org/10.1016/j.ejps.2024.106753). This commentary discusses this point based on the extended clearance model (ECM), which is increasingly used in modern drug discovery and development. Confusion about clearance can be avoided by using clearly defined drug concentrations based on hierarchical body structures.


Subject(s)
Liver , Models, Biological , Humans , Liver/metabolism , Administration, Oral , Pharmaceutical Preparations/metabolism , Pharmaceutical Preparations/administration & dosage , Metabolic Clearance Rate , Pharmacokinetics , Animals
19.
Int J Pharm ; 658: 124188, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38705248

ABSTRACT

Orodispersible films (ODFs) have emerged as innovative pharmaceutical dosage forms, offering patient-specific treatment through adjustable dosing and the combination of diverse active ingredients. This expanding field generates vast datasets, requiring advanced analytical techniques for deeper understanding of data itself. Machine learning is becoming an important tool in the rapidly changing field of pharmaceutical research, particularly in drug preformulation studies. This work aims to explore into the application of machine learning methods for the analysis of experimental data obtained by ODF characterization in order to obtain an insight into the factors governing ODF performance and use it as guidance in pharmaceutical development. Using a dataset derived from extensive experimental studies, various machine learning algorithms were employed to cluster and predict critical properties of ODFs. Our results demonstrate that machine learning models, including Support vector machine, Random forest and Deep learning, exhibit high accuracy in predicting the mechanical properties of ODFs, such as flexibility and rigidity. The predictive models offered insights into the complex interaction of formulation variables. This research is a pilot study that highlights the potential of machine learning as a transformative approach in the pharmaceutical field, paving the way for more efficient and informed drug development processes.


Subject(s)
Machine Learning , Administration, Oral , Support Vector Machine , Drug Development/methods , Algorithms , Chemistry, Pharmaceutical/methods , Pilot Projects , Drug Delivery Systems , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/administration & dosage , Dosage Forms
20.
Curr Pharm Des ; 30(6): 410-419, 2024.
Article in English | MEDLINE | ID: mdl-38747045

ABSTRACT

Foam-based delivery systems contain one or more active ingredients and dispersed solid or liquid components that transform into gaseous form when the valve is actuated. Foams are an attractive and effective delivery approach for medical, cosmetic, and pharmaceutical uses. The foams-based delivery systems are gaining attention due to ease of application as they allow direct application onto the affected area of skin without using any applicator or finger, hence increasing the compliance and satisfaction of the patients. In order to develop foam-based delivery systems with desired qualities, it is vital to understand which type of material and process parameters impact the quality features of foams and which methodologies may be utilized to investigate foams. For this purpose, Quality-by-Design (QbD) approach is used. It aids in achieving quality-based development during the development process by employing the QbD concept. The critical material attributes (CMAs) and critical process parameters (CPPs) were discovered through the first risk assessment to ensure the requisite critical quality attributes (CQAs). During the initial risk assessment, the high-risk CQAs were identified, which affect the foam characteristics. In this review, the authors discussed the various CMAs, CPPs, CQAs, and risk factors associated in order to develop an ideal foam-based formulation with desired characteristics.


Subject(s)
Drug Delivery Systems , Humans , Drug Compounding , Drug Design , Pharmaceutical Preparations/chemistry , Pharmaceutical Preparations/administration & dosage , Chemistry, Pharmaceutical
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