Literature DB >> 27066917

Topical ketoprofen nanogel: artificial neural network optimization, clustered bootstrap validation, and in vivo activity evaluation based on longitudinal dose response modeling.

Mohammed H Elkomy1, Shahira F Elmenshawe1, Hussein M Eid1, Ahmed M A Ali1,2.   

Abstract

OBJECTIVES: This work aimed at investigating the potential of solid lipid nanoparticles (SLN) as carriers for topical delivery of Ketoprofen (KP); evaluating a novel technique incorporating Artificial Neural Network (ANN) and clustered bootstrap for optimization of KP-loaded SLN (KP-SLN); and demonstrating a longitudinal dose response (LDR) modeling-based approach to compare the activity of topical non-steroidal anti-inflammatory drug formulations.
METHODS: KP-SLN was fabricated by a modified emulsion/solvent evaporation method. Box-Behnken design was implemented to study the influence of glycerylpalmitostearate-to-KP ratio, Tween 80, and lecithin concentrations on particle size, entrapment efficiency, and amount of drug permeated through rat skin in 24 hours. Following clustered bootstrap ANN optimization, the optimized KP-SLN was incorporated into an aqueous gel and evaluated for rheology, in vitro release, permeability, skin irritation and in vivo activity using carrageenan-induced rat paw edema model and LDR mathematical model to analyze the time course of anti-inflammatory effect at various application durations.
RESULTS: Lipid-to-drug ratio of 7.85 [bootstrap 95%CI: 7.63-8.51], Tween 80 of 1.27% [bootstrap 95%CI: 0.601-2.40%], and Lecithin of 0.263% [bootstrap 95%CI: 0.263-0.328%] were predicted to produce optimal characteristics. Compared with profenid® gel, the optimized KP-SLN gel exhibited slower release, faster permeability, better texture properties, greater efficacy, and similar potency.
CONCLUSIONS: SLNs are safe and effective permeation enhancers. ANN coupled with clustered bootstrap is a useful method for finding optimal solutions and estimating uncertainty associated with them. LDR models allow mechanistic understanding of comparative in vivo performances of different topical formulations, and help design efficient dermatological bioequivalence assessment methods.

Entities:  

Keywords:  Artificial neural network; bootstrap; dose response; ketoprofen; solid lipid nanoparticles; topical

Mesh:

Substances:

Year:  2016        PMID: 27066917     DOI: 10.1080/10717544.2016.1176086

Source DB:  PubMed          Journal:  Drug Deliv        ISSN: 1071-7544            Impact factor:   6.419


  11 in total

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2.  A novel nanogel loaded with chitosan decorated bilosomes for transdermal delivery of terbutaline sulfate: artificial neural network optimization, in vitro characterization and in vivo evaluation.

Authors:  Shahira F El Menshawe; Heba M Aboud; Mohammed H Elkomy; Rasha M Kharshoum; Amany M Abdeltwab
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3.  Response Surface Optimization of Ultra-Elastic Nanovesicles Loaded with Deflazacort Tailored for Transdermal Delivery: Accentuated Bioavailability and Anti-Inflammatory Efficacy.

Authors:  Adel A Ali; Amira H Hassan; Essam M Eissa; Heba M Aboud
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4.  Transdermal delivery of fluvastatin sodium via tailored spanlastic nanovesicles: mitigated Freund's adjuvant-induced rheumatoid arthritis in rats through suppressing p38 MAPK signaling pathway.

Authors:  Shahira F El Menshawe; Mohamed M Nafady; Heba M Aboud; Rasha M Kharshoum; Asmaa Mohammed M Hussein Elkelawy; Doaa S Hamad
Journal:  Drug Deliv       Date:  2019-12       Impact factor: 6.419

5.  Further Evidence of Possible Therapeutic Uses of Sambucus nigra L. Extracts by the Assessment of the In Vitro and In Vivo Anti-Inflammatory Properties of Its PLGA and PCL-Based Nanoformulations.

Authors:  Ana Henriques Mota; Noélia Duarte; Ana Teresa Serra; António Ferreira; Maria Rosário Bronze; Luísa Custódio; Maria Manuela Gaspar; Sandra Simões; Patrícia Rijo; Lia Ascensão; Pedro Faísca; Ana Silveira Viana; Rui Pinto; Pradeep Kumar; António José Almeida; Catarina Pinto Reis
Journal:  Pharmaceutics       Date:  2020-12-04       Impact factor: 6.321

6.  Bilosomes as a promising nanoplatform for oral delivery of an alkaloid nutraceutical: improved pharmacokinetic profile and snowballed hypoglycemic effect in diabetic rats.

Authors:  Mohammed H Elkomy; Hussein M Eid; Mohammed Elmowafy; Khaled Shalaby; Ameeduzzafar Zafar; Mohamed A Abdelgawad; Mostafa E Rateb; Mohammed R A Ali; Izzeddin Alsalahat; Heba A Abou-Taleb
Journal:  Drug Deliv       Date:  2022-12       Impact factor: 6.819

7.  Ketoprofen-loaded polymer carriers in bigel formulation: an approach to enhancing drug photostability in topical application forms.

Authors:  Velichka Andonova; Petya Peneva; George S Georgiev; Vencislava T Toncheva; Elisaveta Apostolova; Zhivko Peychev; Stela Dimitrova; Mariana Katsarova; Nadia Petrova; Margarita Kassarova
Journal:  Int J Nanomedicine       Date:  2017-08-26

Review 8.  State-of-the-Art Review of Artificial Neural Networks to Predict, Characterize and Optimize Pharmaceutical Formulation.

Authors:  Shan Wang; Jinwei Di; Dan Wang; Xudong Dai; Yabing Hua; Xiang Gao; Aiping Zheng; Jing Gao
Journal:  Pharmaceutics       Date:  2022-01-13       Impact factor: 6.321

9.  Lipid Nanocarriers Overlaid with Chitosan for Brain Delivery of Berberine via the Nasal Route.

Authors:  Hadel A Abo El-Enin; Mohammed H Elkomy; Ibrahim A Naguib; Marwa F Ahmed; Omar A Alsaidan; Izzeddin Alsalahat; Mohammed M Ghoneim; Hussein M Eid
Journal:  Pharmaceuticals (Basel)       Date:  2022-02-24

10.  Surface-Modified Bilosomes Nanogel Bearing a Natural Plant Alkaloid for Safe Management of Rheumatoid Arthritis Inflammation.

Authors:  Mohammed H Elkomy; Nabil K Alruwaili; Mohammed Elmowafy; Khaled Shalaby; Ameeduzzafar Zafar; Naveed Ahmad; Izzeddin Alsalahat; Mohammed M Ghoneim; Essam M Eissa; Hussein M Eid
Journal:  Pharmaceutics       Date:  2022-03-03       Impact factor: 6.321

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