Publications by authors named "Miguel-Angel Cabrera-Perez"

In the last 20 years, modeling and simulations (M&S) have gained increased attention in pharmaceutical sciences. International industry and world-reference agencies have used M&S to make cost-efficient decisions through the model-informed drug development (MIDD) framework. Modeling tools include biopredictive dissolution models, physiologically based pharmacokinetic models (PBPK), biopharmaceutic models (PBBM), and virtual bioequivalence, among many others.

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It is well known that rodenticides are widely used, and there are multiple routes by which they can reach non-target wildlife species. Specifically, in the Canary Islands, a high and concerning incidence of these compounds has been reported. However, in this scenario, reptiles remain one of the least studied taxa, despite their potential suitability as indicators of the food chain and environmental pollution has been noted on several occasions.

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  • * A study analyzed liver samples from 360 euthanized kingsnakes to detect 10 different ARs, finding that 90% tested positive, primarily for brodifacoum, and showed a correlation between the snakes' size and geographic location with AR concentration.
  • * The study suggests that California kingsnakes could serve as sentinel species for monitoring ARs in the ecosystem due to similarities in AR types and prevalence with local raptors, although more
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The heterogeneity of the Caco-2 cell line and differences in experimental protocols for permeability assessment using this cell-based method have resulted in the high variability of Caco-2 permeability measurements. These problems have limited the generation of large datasets to develop accurate and applicable regression models. This study presents a QSPR approach developed on the KNIME analytical platform and based on a structurally diverse dataset of over 4900 molecules.

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  • - The text discusses computational models that predict how well drugs dissolve in water based on their molecular structure, an important tool in drug design and discovery.
  • - The authors review their previously developed recursive random forest model, evaluating its effectiveness on new data from the second "Solubility Challenge," despite inconsistencies in the data collected.
  • - They also offer a KNIME automated workflow to help researchers easily use their model to predict solubility for potential new drug candidates early in the development process.
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The main aim of this work is the biopharmaceutical characterization of a new hybrid benzodiazepine-dihydropyridine derivative, JM-20, derived with potent anti-ischemic and neuroprotective effects. In this study, the pa and the pH-solubility profile were experimentally determined. Additionally, effective intestinal permeability was measured using three in vitro epithelial cell lines (MDCK, MDCK-MDR1 and Caco-2) and an in situ closed-loop intestinal perfusion technique.

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  • Animal poisoning poses a significant threat to wildlife, particularly in the Canary Islands, where the risk is higher than in other parts of Europe.
  • A study from 2014 to 2021 analyzed 961 animals and 84 baits, revealing that 251 animals and 61 baits were poisoned, with carbofuran being the most common poison used.
  • The introduction of canine patrols has improved the detection of poisoned animals, with higher rates of poison positivity found in rural areas and regions with intensive agricultural and livestock activities.
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prediction of antileishmanial activity using quantitative structure-activity relationship (QSAR) models has been developed on limited and small datasets. Nowadays, the availability of large and diverse high-throughput screening data provides an opportunity to the scientific community to model this activity from the chemical structure. In this study, we present the first KNIME automated workflow to modeling a large, diverse, and highly imbalanced dataset of compounds with antileishmanial activity.

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  • Climate change significantly interacts with biological invasions, complicating the management of invasive species, especially snakes on islands, which threaten local ecosystems.
  • The study examines the California kingsnake's (Lampropeltis californiae) potential distribution in Gran Canaria under current and future climate conditions, indicating the islands are currently suitable for this invasive species and may become even more suitable due to climate change.
  • The findings highlight the increasing threat invasive reptiles pose to near-tropical regions and emphasize the need for further research to understand their impacts on global biodiversity.
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The biopharmaceutical classification system (BCS) is a very important tool to replace the traditional in vivo bioequivalence studies with in vitro dissolution assays during multisource product development. This paper compares the most recent harmonized guideline for biowaivers based on the biopharmaceutics classification system and the BCS regulatory guidelines in Latin America and analyzes the current BCS regulatory requirements and the perspective of the harmonization in the region to develop safe and effective multisource products. Differences and similarities between the official and publicly available BCS guidelines of several Latin American regulatory authorities and the new ICH harmonization guideline were identified and compared.

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  • The article focuses on a study examining how intensive livestock farming affects the exposure of raptors in the Canary Islands to anticoagulant rodenticides.
  • It includes a GIS analysis that maps the locations of raptors (308 total) and measures the concentrations of rodenticides found in their livers.
  • The dataset also provides additional insights into how farming activity impacts rodenticide exposure across different islands and raptor species.
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  • The Canary Islands are rich in biodiversity with over 4500 endemic species, but face threats from human activity, particularly through the use of anticoagulant rodenticides (AR) that have been found in wildlife carcasses.
  • A forensic study of 831 animal carcasses from 2011 to 2020 revealed that most non-raptor mammals and reptiles tested positive for AR, indicating intentional poisoning, although many were poisoned by other methods.
  • Raptors showed a significantly higher incidence of AR exposure (nearly 60%), with certain falcon species, previously under-researched, also showing contamination; however, after regulations limiting AR concentrations, there was a noted decrease in liver toxin concentrations in raptors.
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In-silico prediction of aqueous solubility plays an important role during the drug discovery and development processes. For many years, the limited performance of in-silico solubility models has been attributed to the lack of high-quality solubility data for pharmaceutical molecules. However, some studies suggest that the poor accuracy of solubility prediction is not related to the quality of the experimental data and that more precise methodologies (algorithms and/or set of descriptors) are required for predicting aqueous solubility for pharmaceutical molecules.

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Background: The replacement of traditional in vivo bioequivalence studies by in vitro dissolution assays, based on the biopharmaceutical classification system (BCS), has emerged as an important tool for demonstrating the interchangeability of multisource products. This paper summarizes the current implementation of the BCS-based biowaiver for the development of multisource products in Latin America, and identifies several challenges and opportunities for greater convergence and application of BCS regulatory requirements.

Methods: Differences and similarities between the current BCS-based biowaivers' guidelines proposed by two relevant regulatory agencies for the Latin American region (FDA and WHO) and the new ICH harmonization guideline were identified and compared.

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  • In silico prediction of human oral bioavailability is crucial for identifying promising drug candidates and filtering out less effective ones in the early drug development stages.
  • The study introduces a user-friendly KNIME automated workflow that employs five machine learning methods in an ensemble model to predict oral bioavailability.
  • This accessible tool enables users without a background in machine learning to easily predict the oral bioavailability of new drug-like molecules, enhancing its practical applications.
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The accuracy of the provisional estimation of the Biopharmaceutics Classification System (BCS) is heavily influenced by the permeability measurement. In this study, several theoretical and experimental models currently employed for BCS permeability classification have been analysed. The experimental models included the in situ rat intestinal perfusion, the ex vivo rat intestinal tissue in an Ussing chamber, the MDCK and Caco-2 cell monolayers, and the parallel artificial membrane (PAMPA).

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The oral route is the most convenient way of administrating drugs. Therefore, accurate determination of oral bioavailability is paramount during drug discovery and development. Quantitative structure-property relationship (QSPR), rule-of-thumb (RoT) and physiologically based-pharmacokinetic (PBPK) approaches are promising alternatives to the early oral bioavailability prediction.

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The aim of the present study is to contribute to the scientific characterization of sildenafil citrate according to the Biopharmaceutics Classification System, following the World Health Organization (WHO) guidelines for biowaivers. The solubility and intestinal permeability data of sildenafil citrate were collected from literature; however, the experimental solubility studies are inconclusive and its "high permeability" suggests an API in the borderline of BCS Class I and Class II. The pH-solubility profile was determined using the saturation shake-flask method over the pH range of 1.

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  • Imbalanced data can hinder the effectiveness of machine learning algorithms in ADME modeling, prompting the need for better solutions.
  • The paper explores various strategies, including cost-sensitive learning and resampling methods, to address moderate imbalances in a large Caco-2 cell permeability database.
  • Results indicate that oversampling methods performed significantly better than cost-sensitive models, leading to the development of a consensus model that effectively predicts high-permeability reference drugs.
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Telomeres and telomerase are key players in tumorogenesis. Among the various strategies proposed for telomerase inhibition or telomere uncapping, the stabilization of telomeric G-quadruplex (G4) structures is a very promising one. Additionally, G4 stabilizing ligands also act over tumors mediated by the alternative elongation of telomeres.

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Despite recent advances in the treatment of some forms of leishmaniasis, the available drugs are still far from ideal due to inefficacy, parasite resistance, toxicity and cost. The wide-spectrum antimicrobial activity of 2-nitrovinylfuran compounds has been described, as has their activity against Trichomonas vaginalis and other protozoa. Thus, the aim of this study was to test the antileishmanial activities of six 2-nitrovinylfurans in vitro and in a murine model of leishmaniasis.

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Antibiotic resistance has increased over the past two decades. New approaches for the discovery of novel antibacterials are required and innovative strategies will be necessary to identify novel and effective candidates. Related to this problem, the exploration of bacterial targets that remain unexploited by the current antibiotics in clinical use is required.

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  • The study focuses on developing simple and reliable in silico tools for early ADME profiling, specifically examining drug permeability using a large Caco-2 permeability database.
  • Three permeability classes were established (High, Moderate, Low) based on key physicochemical properties, with Polar Surface Area (PSA) being the most significant factor for predicting permeability.
  • The best prediction model, a combination of PSA-Molecular Weight-logD (3PRule), and a consensus system achieved high accuracy rates in predicting the permeability classes, proving useful for prioritizing high absorption drug candidates in assay design.
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Today, early characterization of drug properties by the Biopharmaceutics Classification System (BCS) has attracted significant attention in pharmaceutical discovery and development. In this direction, the present report provides a systematic study of the development of a BCS-based provisional classification (PBC) for a set of 322 oral drugs. This classification, based on the revised aqueous solubility and the apparent permeability across Caco-2 cell monolayers, displays a high correlation (overall 76%) with the provisional BCS classification published by World Health Organization (WHO).

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DNA gyrase subunit B, that catalyzes the hydrolysis of ATP, is an attractive target for the development of antibacterial drugs. This work is intended to rationalize molecular recognition at DNA gyrase B enzyme - inhibitor binding interface through the evaluation of different scoring functions in finding the correct pose and scoring properly 50 Escherichia coli DNA Gyrase B inhibitors belonging to five different classes. Improving the binding free energy calculation accuracy is further attempted by using rescoring schemes after short molecular dynamic simulations of the obtained docked complexes.

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