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Dalwadi S, Thakkar V, Prajapati B. Optimizing Neuroprotective Nano-structured Lipid Carriers for Transdermal Delivery through Artificial Neural Network. Pharm Nanotechnol 2024; 12:PNT-EPUB-139689. [PMID: 38616760 DOI: 10.2174/0122117385294969240326052312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 02/24/2024] [Accepted: 03/08/2024] [Indexed: 04/16/2024]
Abstract
BACKGROUND Dementia associated with Alzheimer's disease (AD) is a neurological disorder. AD is a progressive neurodegenerative condition that predominantly impacts the elderly population, although it can also manifest in younger people through the impairment of cognitive functions, such as memory, cognition, and behaviour. Donepezil HCl and Memantine HCl are encapsulated in Nanostructured Lipid Carriers (NLCs) to prolong systemic circulation and minimize the systemic side effects. OBJECTIVE This work explores the use of data mining tools to optimize the formulation of NLCs comprising of Donepezil HCl and Memantine HCl for transdermal drug delivery. Neuroprotective drugs and excipients are utilized for protecting the nervous system against damage or degeneration. METHOD The NLCs were formulated using a high-speed homogenization technique followed by ultrasonication. NLCs were optimized using Box Behnken Design (BBD) in Design Expert Software and artificial neural network (ANN) in IBM SPSS statistics. The independent variables included the ratio of solid lipid to liquid lipid, the percentage of surfactant, and the revolutions per minute (RPM) of the high-speed homogenizer. RESULTS The NLCs that were formulated had a mean particle size ranging from 67.0±0.45 to 142.4±0.52nm. Both drugs have a %EE range over 75%, and Zeta potential was determined to be - 26±0.36mV. CryoSEM was used to do the structural study. The permeation study showed the prolonged release of the formulation. CONCLUSION The results indicate that NLCs have the potential to be a carrier for transporting medications to deeper layers of the skin and reaching systemic circulation, making them a suitable formulation for the management of Dementia. Both ANN and BBD techniques are effective tools for systematically developing and optimizing NLC formulation.
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Affiliation(s)
- Saloni Dalwadi
- Research Scholar, Gujarat Technological University, Ahmedabad, Gujarat, 382424, India
| | - Vaishali Thakkar
- Department of Pharmaceutics, Anand Pharmacy College, Anand, Gujarat, 388001, India
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Singh S, Sharma N, Behl T, Sarkar BC, Saha HR, Garg K, Singh SK, Arora S, Amran MS, Abdellatif AAH, Bilgrami AL, Ashraf GM, Rahman MS. Promising Strategies of Colloidal Drug Delivery-Based Approaches in Psoriasis Management. Pharmaceutics 2021; 13:pharmaceutics13111978. [PMID: 34834393 PMCID: PMC8623849 DOI: 10.3390/pharmaceutics13111978] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 10/28/2021] [Accepted: 11/09/2021] [Indexed: 12/13/2022] Open
Abstract
Psoriasis is a chronic inflammatory autoimmune disorder that moderately affects social and interpersonal relationships. Conventional treatments for psoriasis have certain problems, such as poor drug penetration through the skin, hyper-pigmentation, and a burning sensation on normal and diseased skin. Colloidal drug delivery systems overcome the pitfalls of conventional approaches for psoriasis therapeutics and have improved patient safety parameters, compliance, and superior effectiveness. They also entail reduced toxicity. This comprehensive review’s topics include the pathogenesis of psoriasis, causes and types of psoriasis, conventional treatment alternatives for psoriasis, the need for colloidal drug delivery systems, and recent studies in colloidal drug delivery systems for the treatment of psoriasis. This review briefly describes colloidal drug delivery approaches, such as emulsion systems—i.e., multiple emulsion, microemulsion, and nano-emulsion; vesicular systems—i.e., liposomes, ethosomes, noisomes, and transferosomes; and particulate systems—i.e., solid lipid nanoparticles, solid lipid microparticles, nano-structured lipid carriers, dendrimers, nanocrystals, polymeric nanoparticles, and gold nanoparticles. The review was compiled through an extensive search of the literature through the PubMed, Google Scholar, and ScienceDirect databases. A survey of literature revealed seven formulations based upon emulsion systems, six vesicular drug delivery systems, and fourteen particulate systems reported for antipsoriatic drugs. Based on the literature studies of colloidal approaches for psoriasis management carried out in recent years, it has been concluded that colloidal pharmaceutical formulations could be investigated broadly and have a broad scope for effective management of many skin disorders in the coming decades.
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Affiliation(s)
- Sukhbir Singh
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
| | - Neelam Sharma
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
| | - Tapan Behl
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
- Correspondence: (T.B.); (M.S.R.); Tel.: +88-017-2006-1803 (M.S.R.)
| | - Bidhan Chandra Sarkar
- Department of Biochemistry, Primeasia University, 12- Kemal Ataturk Avenue, HBR Tower Banani C/A, Dhaka 1213, Bangladesh; (B.C.S.); (H.R.S.)
| | - Hasi Rani Saha
- Department of Biochemistry, Primeasia University, 12- Kemal Ataturk Avenue, HBR Tower Banani C/A, Dhaka 1213, Bangladesh; (B.C.S.); (H.R.S.)
| | - Kanika Garg
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
| | - Supriya Kamari Singh
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
| | - Sandeep Arora
- Department of Pharmacology, Chitkara College of Pharmacy, Chitkara University, Rajpura 140401, Punjab, India; (S.S.); (N.S.); (K.G.); (S.K.S.); (S.A.)
| | - Md. Shah Amran
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Dhaka, Shahbag, Dhaka 1000, Bangladesh;
| | - Ahmed A. H. Abdellatif
- Department of Pharmaceutics, College of Pharmacy, Qassim University, Buraydah 51452, Saudi Arabia;
- Department of Pharmaceutics and Industrial Pharmacy, Faculty of Pharmacy, Al-Azhar University, Assiut 71524, Egypt
| | - Anwar L. Bilgrami
- Deanship of Scientific Research, King Abdulaziz University, Jeddah 21589, Saudi Arabia;
- Department of Entomology, Rutgers University, New Brunswick, NJ 08901, USA
| | - Ghulam Md Ashraf
- Pre-Clinical Research Unit, King Fahd Medical Research Center, King Abdulaziz University, Jeddah 21589, Saudi Arabia;
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah 21589, Saudi Arabia
| | - Md. Sohanur Rahman
- Department of Biochemistry and Molecular Biology, Trust University, Barishal, Ruiya, Nobogram Road, Barishal 8200, Bangladesh
- Correspondence: (T.B.); (M.S.R.); Tel.: +88-017-2006-1803 (M.S.R.)
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