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1.
Brief Bioinform ; 25(5)2024 Jul 25.
Artigo em Inglês | MEDLINE | ID: mdl-39177261

RESUMO

Large language models (LLMs) are sophisticated AI-driven models trained on vast sources of natural language data. They are adept at generating responses that closely mimic human conversational patterns. One of the most notable examples is OpenAI's ChatGPT, which has been extensively used across diverse sectors. Despite their flexibility, a significant challenge arises as most users must transmit their data to the servers of companies operating these models. Utilizing ChatGPT or similar models online may inadvertently expose sensitive information to the risk of data breaches. Therefore, implementing LLMs that are open source and smaller in scale within a secure local network becomes a crucial step for organizations where ensuring data privacy and protection has the highest priority, such as regulatory agencies. As a feasibility evaluation, we implemented a series of open-source LLMs within a regulatory agency's local network and assessed their performance on specific tasks involving extracting relevant clinical pharmacology information from regulatory drug labels. Our research shows that some models work well in the context of few- or zero-shot learning, achieving performance comparable, or even better than, neural network models that needed thousands of training samples. One of the models was selected to address a real-world issue of finding intrinsic factors that affect drugs' clinical exposure without any training or fine-tuning. In a dataset of over 700 000 sentences, the model showed a 78.5% accuracy rate. Our work pointed to the possibility of implementing open-source LLMs within a secure local network and using these models to perform various natural language processing tasks when large numbers of training examples are unavailable.


Assuntos
Processamento de Linguagem Natural , Humanos , Redes Neurais de Computação , Aprendizado de Máquina
2.
Proc Natl Acad Sci U S A ; 120(8): e2210385120, 2023 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-36787350

RESUMO

Immunotherapy holds great promise for the treatment of aggressive and metastatic cancers; however, currently available immunotherapeutics, such as immune checkpoint blockade, benefit only a small subset of patients. A photoactivatable toll-like receptor 7/8 (TLR7/8) nanoagonist (PNA) system that imparts near-infrared (NIR) light-induced immunogenic cell death (ICD) in dying tumor cells in synchrony with the spontaneous release of a potent immunoadjuvant is developed here. The PNA consists of polymer-derived proimmunoadjuvants ligated via a reactive oxygen species (ROS)-cleavable linker and polymer-derived photosensitizers, which are further encapsulated in amphiphilic matrices for systemic injection. In particular, conjugation of the TLR7/8 agonist resiquimod to biodegradable macromolecular moieties with different molecular weights enabled pharmacokinetic tuning of small-molecule agonists and optimized delivery efficiency in mice. Upon NIR photoirradiation, PNA effectively generated ROS not only to ablate tumors and induce the ICD cascade but also to trigger the on-demand release of TLR agonists. In several preclinical cancer models, intravenous PNA administration followed by NIR tumor irradiation resulted in remarkable tumor regression and suppressed postsurgical tumor recurrence and metastasis. Furthermore, this treatment profoundly shifted the tumor immune landscape to a tumoricidal one, eliciting robust tumor-specific T cell priming in vivo. This work highlights a simple and cost-effective approach to generate in situ cancer vaccines for synergistic photodynamic immunotherapy of metastatic cancers.


Assuntos
Neoplasias , Receptor 7 Toll-Like , Animais , Camundongos , Receptor 7 Toll-Like/agonistas , Espécies Reativas de Oxigênio , Imunoterapia/métodos , Neoplasias/terapia , Adjuvantes Imunológicos , Polímeros/química , Vacinação , Linhagem Celular Tumoral
3.
Genomics ; 116(6): 110952, 2024 Oct 18.
Artigo em Inglês | MEDLINE | ID: mdl-39426572

RESUMO

Kidney transplantation (KT) serves as a highly effective treatment for end-stage renal disease (ESRD). Nonetheless, the administration of tacrolimus, a commonly used immunosuppressant in KT, faces challenges due to the lack of dependable biomarkers for its efficacy and the considerable variability in tacrolimus pharmacokinetics (TacIPV). In this study, 183 saliva samples from 48 KT recipients under tacrolimus therapy, alongside 9 healthy control samples, were subjected to 16S rRNA sequencing. The analysis revealed significant differences in the composition of salivary microbiota among KT recipients, patients with ESRD, and healthy controls. Moreover, trough blood concentrations (C0) of tacrolimus were associated with alterations in microbiota composition. Notably, Capnocytophage consistently exhibited a negative correlation in both group-level and individual trends. Furthermore, distinct taxa were identified that effectively distinguished recipients with varying TacIPV, as demonstrated by a cross-validation random forest model (mean AUC = 0.7560), with Anaerolinea emerging as a prominent contributor to the classifier. These findings suggest that salivary microbiota is closely linked to tacrolimus C0 levels and could aid clinicians in differentiating KT recipients based on TacIPV.

4.
Annu Rev Pharmacol Toxicol ; 61: 85-112, 2021 01 06.
Artigo em Inglês | MEDLINE | ID: mdl-32871087

RESUMO

T cells have a central role in immune system balance. When activated, they may lead to autoimmune diseases. When too anergic, they contribute to infection spread and cancer proliferation. Immune checkpoint proteins regulate T cell function, including cytotoxic T lymphocyte antigen-4 (CTLA-4) and programmed cell death-1 (PD-1) and its ligand (PD-L1). These nodes of self-tolerance may be exploited pharmacologically to downregulate (CTLA-4 agonists) and activate [CTLA-4 and PD-1/PD-L1 antagonists, also called immune checkpoint inhibitors (ICIs)] the immune system.CTLA-4 agonists are used to treat rheumatologic immune disorders and graft rejection. CTLA-4, PD-1, and PD-L1 antagonists are approved for multiple cancer types and are being investigated for chronic viral infections. Notably, ICIs may be associated with immune-related adverse events (irAEs), which can be highly morbid or fatal. CTLA-4 agonism has been a promising method to reverse such life-threatening irAEs. Herein, we review the clinical pharmacology of these immune checkpoint agents with a focus on their interplay in human diseases.


Assuntos
Antineoplásicos Imunológicos , Doenças Autoimunes , Neoplasias , Antineoplásicos Imunológicos/uso terapêutico , Humanos , Imunoterapia , Neoplasias/tratamento farmacológico , Yin-Yang
5.
Annu Rev Pharmacol Toxicol ; 61: 225-245, 2021 01 06.
Artigo em Inglês | MEDLINE | ID: mdl-33035445

RESUMO

Model-informed precision dosing (MIPD) has become synonymous with modern approaches for individualizing drug therapy, in which the characteristics of each patient are considered as opposed to applying a one-size-fits-all alternative. This review provides a brief account of the current knowledge, practices, and opinions on MIPD while defining an achievable vision for MIPD in clinical care based on available evidence. We begin with a historical perspective on variability in dose requirements and then discuss technical aspects of MIPD, including the need for clinical decision support tools, practical validation, and implementation of MIPD in health care. We also discuss novel ways to characterize patient variability beyond the common perceptions of genetic control. Finally, we address current debates on MIPD from the perspectives of the new drug development, health economics, and drug regulations.


Assuntos
Desenvolvimento de Medicamentos , Humanos
6.
Antimicrob Agents Chemother ; 68(9): e0128723, 2024 Sep 04.
Artigo em Inglês | MEDLINE | ID: mdl-39058022

RESUMO

This first-in-human study assessed safety, tolerability, and pharmacokinetics (PK) of cipargamin (intravenous) in healthy adults. It included part 1, single ascending dose [SAD: 10.5 mg-210 mg; n = 8 (active: 6, placebo: 2)], and part 2, multiple ascending dose [MAD: 60 and 120 mg daily for 5 days; n = 9 (active: 6, placebo: 3)]. Last dose follow-ups were on days 3, 4, and 6 for SAD and 7, 8, and 10 for MAD. Safety and PK review was done at completion of each cohort. We explored the cipargamin use for clinical development in patients with severe malaria. In SAD part, systemic exposure (maximum measured concentration and area under the curve) increased with increasing dose (10.5 mg-210 mg) following single intravenous dose. Cipargamin was eliminated with a mean T1/2 of 21.9-38.9 h. Volume of distribution (92.9 L-154 L) and clearance (2.43 L/h-4.33 L/h) was moderate and low, respectively, across the dose range. In MAD part, the mean accumulation ratio was 1.51 (60 mg) and 2.43 (120 mg) after once-daily cipargamin administration for 5 days. After day 5, the mean T1/2 was 35.5 (60 mg) and 31.9 h (120 mg) with twofold dose increase (60-120 mg) resulting in ~2-fold increased exposure. Cipargamin was well tolerated with commonly reported mild gastrointestinal, neurological, and genitourinary events. Increasing exposure to cipargamin showed higher baseline-corrected QTcF, and model-predicted ΔΔQTcF indicated that an effect on ΔΔQTcF ≥10 ms can be excluded up to 6470 ng/mL. However, these results should be interpreted with caution due to inadequate Fridericia's QT correction. CLINICAL TRIALS: This study is registered with ClinicalTrials.gov as NCT04321252.


Assuntos
Administração Intravenosa , Humanos , Adulto , Método Duplo-Cego , Masculino , Feminino , Adulto Jovem , Antimaláricos/farmacocinética , Antimaláricos/efeitos adversos , Antimaláricos/administração & dosagem , Antimaláricos/uso terapêutico , Pessoa de Meia-Idade , Voluntários Saudáveis , Área Sob a Curva
7.
Antimicrob Agents Chemother ; 68(9): e0086324, 2024 Sep 04.
Artigo em Inglês | MEDLINE | ID: mdl-39136464

RESUMO

The rise of multidrug-resistant malaria requires accelerated development of novel antimalarial drugs. Pharmacokinetic-pharmacodynamic (PK-PD) models relate blood antimalarial drug concentrations with the parasite-time profile to inform dosing regimens. We performed a simulation study to assess the utility of a Bayesian hierarchical mechanistic PK-PD model for predicting parasite-time profiles for a Phase 2 study of a new antimalarial drug, cipargamin. We simulated cipargamin concentration- and malaria parasite-profiles based on a Phase 2 study of eight volunteers who received cipargamin 7 days after inoculation with malaria parasites. The cipargamin profiles were generated from a two-compartment PK model and parasite profiles from a previously published biologically informed PD model. One thousand PK-PD data sets of eight patients were simulated, following the sampling intervals of the Phase 2 study. The mechanistic PK-PD model was incorporated in a Bayesian hierarchical framework, and the parameters were estimated. Population PK model parameters describing absorption, distribution, and clearance were estimated with minimal bias (mean relative bias ranged from 1.7% to 8.4%). The PD model was fitted to the parasitaemia profiles in each simulated data set using the estimated PK parameters. Posterior predictive checks demonstrate that our PK-PD model adequately captures the simulated PD profiles. The bias of the estimated population average PD parameters was low-moderate in magnitude. This simulation study demonstrates the viability of our PK-PD model to predict parasitological outcomes in Phase 2 volunteer infection studies. This work will inform the dose-effect relationship of cipargamin, guiding decisions on dosing regimens to be evaluated in Phase 3 trials.


Assuntos
Antimaláricos , Teorema de Bayes , Antimaláricos/farmacocinética , Antimaláricos/uso terapêutico , Antimaláricos/farmacologia , Humanos , Malária Falciparum/tratamento farmacológico , Malária Falciparum/parasitologia , Plasmodium falciparum/efeitos dos fármacos , Adulto , Parasitemia/tratamento farmacológico , Parasitemia/parasitologia , Malária/tratamento farmacológico , Masculino , Simulação por Computador , Feminino
8.
Antimicrob Agents Chemother ; 68(5): e0150423, 2024 May 02.
Artigo em Inglês | MEDLINE | ID: mdl-38587380

RESUMO

A fixed-dose combination (FDC) of 50 mg dolutegravir and 300 mg lamivudine is indicated for the treatment of HIV-1 infection. This analysis aimed to characterize the population pharmacokinetics (PK) of dolutegravir and lamivudine based on data from a phase 3 study (TANGO) in virologically suppressed adults living with HIV-1 switching to dolutegravir/lamivudine FDC. These analyses included 362 participants who contributed 2,629 dolutegravir and 2,611 lamivudine samples collected over 48 weeks. A one-compartment model with first-order absorption and elimination parameterized by apparent oral clearance (CL/F), apparent volume of distribution (V/F), and absorption rate constant (Ka) described dolutegravir PK. Covariate search yielded body weight, bilirubin, and ethnicity as predictors of CL/F, and weight was predictive for V/F. The estimates of CL/F, V/F, and Ka were 0.858 L/h, 16.7 L, and 2.15 h-1, respectively. A two-compartment model with first-order absorption and elimination parameterized by CL/F, apparent intercompartmental clearance (Q/F), apparent central volume of distribution (V2/F), apparent peripheral volume of distribution (V3/F), and Ka described lamivudine PK. Covariate search yielded eGFR and race as predictors of CL/F, and weight was predictive for V2/F. The estimated parameter values were CL/F = 19.6 L/h, Q/F = 2.97 L/h, V2/F = V3/F = 105 L, and Ka = 2.30 h-1. The steady-state prediction suggested that the effect of covariates dolutegravir and lamivudine exposures was small (<20%) and not clinically relevant. Therefore, no dose adjustments are recommended based on these analyses. The results support the use of dolutegravir/lamivudine FDC in the treatment of HIV-1 infection in adults.CLINICAL TRIALSThis study is registered with ClinicalTrials.gov as NCT03446573.


Assuntos
Fármacos Anti-HIV , Infecções por HIV , HIV-1 , Compostos Heterocíclicos com 3 Anéis , Lamivudina , Oxazinas , Piperazinas , Piridonas , Humanos , Lamivudina/farmacocinética , Lamivudina/uso terapêutico , Lamivudina/administração & dosagem , Compostos Heterocíclicos com 3 Anéis/farmacocinética , Compostos Heterocíclicos com 3 Anéis/administração & dosagem , Compostos Heterocíclicos com 3 Anéis/uso terapêutico , Oxazinas/farmacocinética , Infecções por HIV/tratamento farmacológico , Infecções por HIV/virologia , Piperazinas/farmacocinética , Piridonas/farmacocinética , Adulto , Masculino , Feminino , HIV-1/efeitos dos fármacos , Pessoa de Meia-Idade , Fármacos Anti-HIV/farmacocinética , Fármacos Anti-HIV/uso terapêutico , Fármacos Anti-HIV/administração & dosagem , Combinação de Medicamentos
9.
Antimicrob Agents Chemother ; : e0083124, 2024 Oct 09.
Artigo em Inglês | MEDLINE | ID: mdl-39382276

RESUMO

Leishmaniasis is a parasitic neglected tropical disease, affecting 12 million people. Available treatments present several limitations, with an increasing number of resistance cases. In the search for new chemotherapies, the natural product dehydrodieugenol B was used as a scaffold for the synthesis of a series of derivatives, resulting in the discovery of the promising analog [4-(4-(5-allyl-3-methoxy-2-((4-methoxybenzyl)oxy)phenoxy)-3-methoxybenzyl)morpholine, 1]. In this work, we investigated the effect of compound 1 on cell signaling in Leishmania (L.) infantum, culminating in cell death, as well as its immunomodulatory effect in the host cell. Additionally, we performed a pharmacokinetic profile study in an animal model. After treatment, compound 1 induced the alkalinization of acidocalcisomes and concomitant Ca2+ release in the parasite. These events may induce depolarization of the mitochondrial potential, with successive collapse of the bioenergetic system, leading to a reduction of ATP and reactive oxygen species (ROS) levels. The analysis of total proteins and protein profile by matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF/MS) demonstrated that compound 1 also altered the parasite proteins after treatment. Transmission electron microscopy studies revealed ultrastructural damage to mitochondria; together, these data suggest that compound 1 may promote autophagic cell death. Additionally, compound 1 also induced an immunomodulatory effect in host cells, with a reduction of Th1 and Th2 cytokine response, characterizing an anti-inflammatory compound. The obtained pharmacokinetic profile in rats enhances the potential of the compound, with a mean plasma half-life (T1/2) of 21 h. These data reinforce the potential of compound 1 as a new lead for future efficacy studies.

10.
Antimicrob Agents Chemother ; 68(7): e0032824, 2024 Jul 09.
Artigo em Inglês | MEDLINE | ID: mdl-38842325

RESUMO

Miltefosine (MTS) is the only approved oral drug for treating leishmaniasis caused by intracellular Leishmania parasites that localize in macrophages of the liver, spleen, skin, bone marrow, and lymph nodes. MTS is extensively distributed in tissues and has prolonged elimination half-lives due to its high plasma protein binding, slow metabolic clearance, and minimal urinary excretion. Thus, understanding and predicting the tissue distribution of MTS help assess therapeutic and toxicologic outcomes of MTS, especially in special populations, e.g., pediatrics. In this study, a whole-body physiologically-based pharmacokinetic (PBPK) model of MTS was built on mice and extrapolated to rats and humans. MTS plasma and tissue concentration data obtained by intravenous and oral administration to mice were fitted simultaneously to estimate model parameters. The resulting high tissue-to-plasma partition coefficient values corroborate extensive distribution in all major organs except the bone marrow. Sensitivity analysis suggests that plasma exposure is most susceptible to changes in fraction unbound in plasma. The murine oral-PBPK model was further validated by assessing overlay of simulations with plasma and tissue profiles obtained from an independent study. Subsequently, the murine PBPK model was extrapolated to rats and humans based on species-specific physiological and drug-related parameters, as well as allometrically scaled parameters. Fold errors for pharmacokinetic parameters were within acceptable range in both extrapolated models, except for a slight underprediction in the human plasma exposure. These animal and human PBPK models are expected to provide reliable estimates of MTS tissue distribution and assist dose regimen optimization in special populations.


Assuntos
Antiprotozoários , Fosforilcolina , Fosforilcolina/análogos & derivados , Fosforilcolina/farmacocinética , Animais , Antiprotozoários/farmacocinética , Camundongos , Humanos , Ratos , Distribuição Tecidual , Administração Oral , Masculino , Feminino
11.
Antimicrob Agents Chemother ; 68(10): e0084224, 2024 Oct 08.
Artigo em Inglês | MEDLINE | ID: mdl-39194209

RESUMO

UCT594 is a 2-aminopyrazine carboxylic acid Plasmodium phosphatidylinositol 4-kinase inhibitor with potent asexual blood-stage activity, the potential for interrupting transmission, as well as liver-stage activities. Herein, we investigated pharmacokinetic/pharmacodynamic (PK/PD) relationships relative to blood-stage activity toward predicting the human dose. Dose-fractionation studies were conducted in the Plasmodium falciparum NSG mouse model to determine the PK/PD indices of UCT594, using the in vivo minimum parasiticidal concentration as a threshold. UCT594 demonstrated concentration-dependent killing in the P. falciparum-infected NSG mouse model. Using this data and the preclinical pharmacokinetic data led to a low predicted human dose of <50 mg. This makes UCT594 an attractive potential antimalarial drug.


Assuntos
1-Fosfatidilinositol 4-Quinase , Antimaláricos , Modelos Animais de Doenças , Malária Falciparum , Plasmodium falciparum , Animais , Camundongos , Antimaláricos/farmacologia , Antimaláricos/farmacocinética , Antimaláricos/uso terapêutico , Plasmodium falciparum/efeitos dos fármacos , Humanos , 1-Fosfatidilinositol 4-Quinase/antagonistas & inibidores , 1-Fosfatidilinositol 4-Quinase/metabolismo , Malária Falciparum/tratamento farmacológico , Malária Falciparum/parasitologia , Relação Dose-Resposta a Droga , Feminino , Testes de Sensibilidade Parasitária
12.
Am J Physiol Gastrointest Liver Physiol ; 327(3): G424-G437, 2024 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-38917324

RESUMO

Ischemia-reperfusion injury (IRI) is an intrinsic risk associated with liver transplantation. Ex vivo hepatic machine perfusion (MP) is an emerging organ preservation technique that can mitigate IRI, especially in livers subjected to prolonged warm ischemia time (WIT). However, a method to quantify the biological response to WIT during MP has not been established. Previous studies used physiologically based pharmacokinetic (PBPK) modeling to demonstrate that a decrease in hepatic transport and biliary excretion of the tracer molecule sodium fluorescein (SF) could correlate with increasing WIT in situ. Furthermore, these studies proposed intracellular sequestration of the hepatocyte canalicular membrane transporter multidrug resistance-associated protein 2 (MRP2) leading to decreased MRP2 activity (maximal transport velocity; Vmax) as the potential mechanism for decreased biliary SF excretion. We adapted an extant PBPK model to account for ex vivo hepatic MP and fit a six-parameter version of this model to control time-course measurements of SF in MP perfusate and bile. We then identified parameters whose values were likely insensitive to changes in WIT and fixed them to generate a reduced model with only three unknown parameters. Finally, we fit the reduced model to each individual biological replicate SF time course with differing WIT, found the mean estimated value for each parameter, and compared them using a one-way ANOVA. We demonstrated that there was a significant decrease in the estimated value of Vmax for MRP2 at the 30-min WIT. These studies provide the foundation for future studies investigating real-time assessment of liver viability during ex vivo MP.NEW & NOTEWORTHY We developed a computational model of sodium fluorescein (SF) biliary excretion in ex vivo machine perfusion and used this model to assess changes in model parameters associated with the activity of MRP2, a hepatocyte membrane transporter, in response to increasing warm ischemia time. We found a significant decrease in the parameter value describing MRP2 activity, consistent with a role of decreased MRP2 function in ischemia-reperfusion injury leading to decreased secretion of SF into bile.


Assuntos
Fluoresceína , Fígado , Modelos Biológicos , Traumatismo por Reperfusão , Traumatismo por Reperfusão/metabolismo , Fígado/metabolismo , Animais , Fluoresceína/farmacocinética , Fluoresceína/metabolismo , Perfusão , Isquemia Quente , Bile/metabolismo , Transplante de Fígado , Proteína 2 Associada à Farmacorresistência Múltipla , Preservação de Órgãos/métodos , Eliminação Hepatobiliar , Transportadores de Cassetes de Ligação de ATP
13.
Br J Haematol ; 204(4): 1354-1366, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38432257

RESUMO

This study delivers a comprehensive evaluation of the efficacy and pharmacokinetics of high-dose methotrexate (HDMTX) in a large cohort of Chinese paediatric acute lymphoblastic leukaemia patients. A total of 533 patients were included in the prognostic analysis. An association was observed between lower steady-state MTX concentrations (<56 µmol/L) and poorer outcomes in intermediate-/high-risk (IR/HR) patients. Subgroup analysis further revealed that this relationship between concentrations and prognosis was even more pronounced in patients with MLL rearrangements. In contrast, such an association did not emerge within the low-risk patient group. Additionally, utilizing population pharmacokinetic modelling (6051 concentrations from 815 patients), we identified the significant impact of physiological maturation, estimated glomerular filtration rate, sex and concurrent dasatinib administration on MTX pharmacokinetics. Simulation-based recommendations include a reduced dosage regimen for those with renal insufficiency and a specific 200 mg/kg dosage for infants under 1 year. The findings underscore the critical role of HDMTX in treating IR/HR populations and call for a reassessment of its application in lower-risk groups. An individualized pharmacokinetic dosage regimen could achieve the most optimal results, ensuring the largest proportion of steady-state concentrations within the optimal range.


Assuntos
Metotrexato , Leucemia-Linfoma Linfoblástico de Células Precursoras , Criança , Lactente , Humanos , Antimetabólitos Antineoplásicos , Leucemia-Linfoma Linfoblástico de Células Precursoras/tratamento farmacológico , Leucemia-Linfoma Linfoblástico de Células Precursoras/induzido quimicamente , Prognóstico , Fatores de Risco
14.
Drug Metab Rev ; : 1-33, 2024 Jul 26.
Artigo em Inglês | MEDLINE | ID: mdl-39057923

RESUMO

Enzyme-mediated pharmacokinetic drug-drug interactions can be caused by altered activity of drug metabolizing enzymes in the presence of a perpetrator drug, mostly via inhibition or induction. We identified a gap in the literature for a state-of-the art detailed overview assessing this type of DDI risk in the context of drug development. This manuscript discusses in vitro and in vivo methodologies employed during the drug discovery and development process to predict clinical enzyme-mediated DDIs, including the determination of clearance pathways, metabolic enzyme contribution, and the mechanisms and kinetics of enzyme inhibition and induction. We discuss regulatory guidance and highlight the utility of in silico physiologically-based pharmacokinetic modeling, an approach that continues to gain application and traction in support of regulatory filings. Looking to the future, we consider DDI risk assessment for targeted protein degraders, an emerging small molecule modality, which does not have recommended guidelines for DDI evaluation. Our goal in writing this report was to provide early-career researchers with a comprehensive view of the enzyme-mediated pharmacokinetic DDI landscape to aid their drug development efforts.

15.
Drug Metab Rev ; : 1-28, 2024 Jul 05.
Artigo em Inglês | MEDLINE | ID: mdl-38967415

RESUMO

This review, part of a special issue on drug-drug interactions (DDIs) spearheaded by the International Society for the Study of Xenobiotics (ISSX) New Investigators, explores the critical role of drug transporters in absorption, disposition, and clearance in the context of DDIs. Over the past two decades, significant advances have been made in understanding the clinical relevance of these transporters. Current knowledge on key uptake and efflux transporters that affect drug disposition and development is summarized. Regulatory guidelines from the FDA, EMA, and PMDA that inform the evaluation of potential transporter-mediated DDIs are discussed in detail. Methodologies for preclinical and clinical testing to assess potential DDIs are reviewed, with an emphasis on the utility of physiologically based pharmacokinetic (PBPK) modeling. This includes the application of relative abundance and expression factors to predict human pharmacokinetics (PK) using preclinical data, integrating the latest regulatory guidelines. Considerations for assessing transporter-mediated DDIs in special populations, including pediatric, hepatic, and renal impairment groups, are provided. Additionally, the impact of transporters at the blood-brain barrier (BBB) on the disposition of CNS-related drugs is explored. Enhancing the understanding of drug transporters and their role in drug disposition and toxicity can improve efficacy and reduce adverse effects. Continued research is essential to bridge remaining gaps in knowledge, particularly in comparison with cytochrome P450 (CYP) enzymes.

16.
BMC Med ; 22(1): 248, 2024 Jun 18.
Artigo em Inglês | MEDLINE | ID: mdl-38886762

RESUMO

BACKGROUND: Most women use medication during pregnancy. Pregnancy-induced changes in physiology may require antenatal dose alterations. Yet, evidence-based doses in pregnancy are missing. Given historically limited data, pharmacokinetic models may inform pregnancy-adjusted doses. However, implementing model-informed doses in clinical practice requires support from relevant stakeholders. PURPOSE: To explore the perceived barriers and facilitators for model-informed antenatal doses among healthcare practitioners (HCPs) and pregnant women. METHODS: Online focus groups and interviews were held among healthcare practitioners (HCPs) and pregnant women from eight countries across Europe, Africa and Asia. Purposive sampling was used to identify pregnant women plus HCPs across various specialties prescribing or providing advice on medication to pregnant women. Perceived barriers and facilitators for implementing model-informed doses in pregnancy were identified and categorised using a hybrid thematic analysis. RESULTS: Fifty HCPs and 11 pregnant women participated in 12 focus groups and 16 interviews between January 2022 and March 2023. HCPs worked in the Netherlands (n = 32), the UK (n = 7), South Africa (n = 5), Uganda (n = 4), Kenya, Cameroon, India and Vietnam (n = 1 each). All pregnant women resided in the Netherlands. Barriers and facilitators identified by HCPs spanned 14 categories across four domains whereas pregnant women described barriers and facilitators spanning nine categories within the same domains. Most participants found current antenatal dosing information inadequate and regarded model-informed doses in pregnancy as a valuable and for some, much-needed addition to antenatal care. Although willingness-to-follow model-informed antenatal doses was high across both groups, several barriers for implementation were identified. HCPs underlined the need for transparent model validation and endorsement of the methodology by recognised institutions. Foetal safety was deemed a critical knowledge gap by both groups. HCPs' information needs and preferred features for model-informed doses in pregnancy varied. Several pregnant women expressed a desire to access information and partake in decisions on antenatal dosing. CONCLUSIONS: Given the perceived limitations of current pharmacotherapy for pregnant women and foetuses, model-informed dosing in pregnancy was seen as a promising means to enhance antenatal care by pregnant women and healthcare practitioners.


Assuntos
Grupos Focais , Pessoal de Saúde , Gestantes , Pesquisa Qualitativa , Humanos , Feminino , Gravidez , Adulto , Cuidado Pré-Natal , África , Ásia , Europa (Continente) , Uganda
17.
J Pharmacol Exp Ther ; 2024 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-38777603

RESUMO

Metformin's potential in treating ischemic stroke and neurodegenerative conditions is of growing interest. Yet, the absence of established systemic and brain pharmacokinetic (PK) parameters at relevant pre-clinical doses presents a significant knowledge gap. This study highlights these PK parameters and the importance of using pharmacologically relevant pre-clinical doses to study pharmacodynamics (PD) in stroke and related neurodegenerative diseases. An LC-MS/MS method to measure metformin levels in plasma, brain, and cerebrospinal fluid (CSF) was developed and validated. In vitro assays examined brain tissue binding and metabolic stability. Intravenous (IV) bolus administration of metformin to C57BL6 mice covered low to high dose range maintaining pharmacological relevance. Quantification of metformin in the brain was used to assess brain pharmacokinetic parameters, such as unidirectional blood-to-brain constant (Kin) and unbound brain-to-plasma ratio (Kp, uu, brain). Metformin exhibited no binding in the mouse plasma and brain and remained metabolically stable. It rapidly entered the brain, reaching detectable levels in as little as 5 minutes. A Kin value of 1.87 {plus minus} 0.27 µl/g/min was obtained. As the dose increased, Kp, uu, brain showed decreased value, implying saturation, but this did not affect an increase in absolute brain concentrations. Metformin was quantifiable in the CSF at 30 minutes but decreased over time, with concentrations lower than those in the brain across all doses. Our findings emphasize the importance of metformin dose selection based on pharmacokinetic parameters for pre-clinical pharmacological studies. We anticipate further investigations focusing on pharmacokinetics and pharmacodynamics (PKPD) in disease conditions, such as stroke. Significance Statement The study establishes crucial pharmacokinetic parameters of metformin for treating ischemic stroke and neurodegenerative diseases, addressing a significant knowledge gap. It further emphasizes the importance of selecting pharmacologically relevant pre-clinical doses. The findings highlight metformin's rapid brain entry, minimal binding, and metabolic stability. The necessity of considering pharmacokinetic parameters in pre-clinical studies provides a foundation for future investigations into metformin's efficacy for neurodegenerative disease (s).

18.
J Pharmacol Exp Ther ; 2024 Oct 23.
Artigo em Inglês | MEDLINE | ID: mdl-39443143

RESUMO

Aneurysmal subarachnoid hemorrhage (aSAH) may be associated with cerebral vasospasm, which can lead to delayed cerebral ischemia, infarction, and worsened functional outcomes. The delayed nature of cerebral ischemia secondary to SAH-related vasculopathy presents a window of opportunity for the evaluation of well-tolerated neuroprotective agents administered soon after ictus. Secondary ischemic injury in SAH is associated with increased extracellular glutamate, which can overactivate NMDA receptors (NMDARs), thereby triggering NMDAR-mediated cellular damage. In this study, we have evaluated the effect of the pH-sensitive GluN2B-selective NMDAR inhibitor, NP10679, on neurologic impairment after SAH. This compound demonstrates a selective increase in potency at the acidic extracellular pH levels that occur in the setting of ischemia. We found that NP10679 produced durable improvement of behavioral deficits in a well-characterized murine model of SAH, and these effects were greater than those produced by nimodipine alone, the current standard of care. In addition, we observed an unexpected reduction in SAH-induced luminal narrowing of the middle cerebral artery. Neither nimodipine nor NP10679 alter each other's pharmacokinetic profile, suggesting no obvious drug-drug interactions. Based on allometric scaling of both toxicological and efficacy data, the therapeutic margin in man should be at least 2. These results further demonstrate the utility of pH-dependent neuroprotective agents and GluN2B-selective NMDAR inhibitors as potential therapeutic strategies for the treatment of aSAH. Significance Statement This report describes the properties and utility of the GluN2B-selective pH-sensitive NMDA receptor inhibitor, NP10679, in a well-characterized rodent model of subarachnoid hemorrhage. We show that the administration of NP10679 improves long-term neurological function following subarachnoid hemorrhage, and that in rats there are no drug-drug interactions between NP10679 and nimodipine, the standard of care for this indication.

19.
J Pharmacol Exp Ther ; 2024 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-39455283

RESUMO

Amyloid beta (Aß) deposition and neurofibrillary tangles are widely considered as the primary pathological hallmarks of familial and sporadic forms of Alzheimer's disease (AD). However, cerebrovascular inflammation, which is prevalent in 70% of AD patients is emerging as another core feature of AD pathology. In addition, activation of inflammatory signaling pathways have been observed in AD patients; specifically, cerebrovascular inflammation was found to be augmented in Alzheimer's patients. Our studies have demonstrated that the inflammation signaling pathway is upregulated in AD patient brains. Moreover, vascular cell adhesion molecule-1 (VCAM-1), a cerebrovascular inflammatory marker expressed on the blood-brain barrier (BBB) endothelium, was observed to be upregulated in APP,PS1 mice (a mouse model that overexpresses Ab42), as detected by dynamic SPEC/CT imaging. While there is a strong association between Aß42 exposure and an increase in VCAM-1 expression, the mechanisms underlying the influence of Aß42 on VCAM-1 expression remain understudied. Therefore, we investigated the hypothesis that Ab42 exposure increases VCAM-1 expression in human cerebral microvascular endothelial cell (hCMEC/D3) monolayers. In addition, reverse phase protein array assays (RPPA) and immunocytochemistry demonstrated that Ab42 increases VCAM-1 expression through the Src/p38/MEK signaling pathway specifically within the blood-brain barrier (BBB) endothelium. In summary, these results demonstrate that Ab42 augments cerebrovascular inflammation by elevating VCAM-1 expression via Src/MEK/p38 pathway. Hence, targeting VCAM-1 at the BBB as a diagnostic and therapeutic marker may hold potential for detecting and mitigating cerebrovascular inflammation in Alzheimer's disease. Significance Statement While considered a core pathological feature of Alzheimer's disease, molecular pathways leading to cerebrovascular inflammation remain partially understood. Moreover, clinical diagnostic methods for detecting cerebrovascular inflammation are underdeveloped. In this study, we demonstrated VCAM-1 detection using radio-iodinated VCAM-1 antibody and SPECT/CT imaging. The study demonstrated that the exposure to Aß42 increases VCAM-1 expression on the BBB endothelium via Src/p38/MEK pathway. These findings are expected to aid in the development of diagnostic and therapeutic approaches for addressing cerebrovascular inflammation in AD.

20.
J Pharmacol Exp Ther ; 2024 Apr 26.
Artigo em Inglês | MEDLINE | ID: mdl-38670802

RESUMO

Histone deacetylase expression and activity are often dysregulated in central nervous system (CNS) tumors, providing a rationale for investigating histone deacetylase inhibitors (HDACIs) in selected brain tumor patients. Although many HDACIs have shown potential in in vitro studies, they have had modest efficacy in vivo This lack of activity could be due to insufficient CNS exposure to the unbound drug. In this study, we investigated the systemic pharmacokinetics and subsequent CNS distribution of two potent HDACIs, vorinostat and quisinostat, in the murine model. Both compounds undergo in vitro degradation in mouse plasma, requiring precautions during sample processing. They also have short half-lives in vivo, in both plasma and CNS, which may lead to diminished efficacy. Transgenic transporter-deficient mouse models show that the CNS delivery of vorinostat was not limited by the two major blood-brain barrier efflux transporters, p-glycoprotein and breast-cancer-resistance protein. Vorinostat had an unbound CNS tissue-to-plasma partition coefficient of 0.06 {plus minus} 0.02. Conversely, the exposure of unbound quisinostat in the brain was only 0.02 {plus minus} 0.001 of that in the plasma, and the CNS distribution of quisinostat was limited by the activity of p-glycoprotein. To gain further context for these findings, the CNS distributional kinetics for vorinostat and quisinostat were compared to another hydroxamic acid HDACI, panobinostat. A comprehensive understanding of the CNS target exposure to unbound HDACI, along with known potencies from in vitro testing, can inform the prediction of a therapeutic window for HDACIs that have limited CNS exposure to unbound drug and guide targeted dosing strategies. Significance Statement This study indicates that quisinostat and vorinostat are susceptible to enzymatic degradation in the plasma, and to a lesser degree, in the target CNS tissues. Employing techniques that minimize the post-sampling degradation in plasma, brain and spinal cord, accurate CNS distributional kinetic parameters for these potentially useful compounds were determined. A knowledge of CNS exposure (Kp,uu), time to peak, and duration can inform dosing strategies in preclinical and clinical trials in selected CNS tumors.

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