1
|
Huët MAL, Phul IC, Goonoo N, Li Z, Li X, Bhaw-Luximon A. Lignin-cellulose complexes derived from agricultural wastes for combined antibacterial and tissue engineering scaffolds for cutaneous leishmaniasis wounds. J Mater Chem B 2024; 12:5496-5512. [PMID: 38742807 DOI: 10.1039/d4tb00458b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Bacterial infections in wounds significantly impair the healing process. The use of natural antibacterial products over synthetic antibiotics has emerged as a new trend to address antimicrobial resistance. An ideal tissue engineering scaffold to treat infected wounds should possess antibacterial properties, while simultaneously promoting tissue regrowth. Synthesis of hydrogel scaffolds with antibacterial properties using hemp shive (HT1/HT2) lignin, sugarcane bagasse (SCB) lignin and cellulose was carried out. All lignin samples had low molecular weights and were constituted of G-type β-5 dimers, linked by β-O-4 bonds, as determined by MALDI-TOF-MS. Hemp lignin was more cytotoxic to mouse fibroblasts (L929) compared to SCB lignin. All lignin samples demonstrated antibacterial properties against Escherichia coli, Pseudomonas aeruginosa, Staphylococcus aureus and Enterococcus faecalis, with greater efficiency against Gram-negative strains. 3D hydrogels were engineered by crosslinking SCB lignin with SCB cellulose in varying weight ratios in the presence of epichlorohydrin. The stiffness of the hydrogels could be tailored by varying the lignin concentration. All hydrogels were biocompatible; however, better fibroblast adhesion was observed on the blended hydrogels compared to the 100% cellulose hydrogel, with the cellulose : lignin 70 : 30 hydrogel showing the highest L929 proliferation and best antibacterial properties with a 24-hour bacterial growth reduction ranging from 30.8 to 57.3%.
Collapse
Affiliation(s)
- Marie Andrea Laetitia Huët
- Biomaterials, Drug Delivery and Nanotechnology Unit, Centre for Biomedical and Biomaterials Research, University of Mauritius, Réduit 80837, Mauritius.
| | - Itisha Chummun Phul
- Biomaterials, Drug Delivery and Nanotechnology Unit, Centre for Biomedical and Biomaterials Research, University of Mauritius, Réduit 80837, Mauritius.
| | - Nowsheen Goonoo
- Biomaterials, Drug Delivery and Nanotechnology Unit, Centre for Biomedical and Biomaterials Research, University of Mauritius, Réduit 80837, Mauritius.
| | - Zhikai Li
- College of Chemistry and Environmental Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China
| | - Xiaopeng Li
- College of Chemistry and Environmental Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China
| | - Archana Bhaw-Luximon
- Biomaterials, Drug Delivery and Nanotechnology Unit, Centre for Biomedical and Biomaterials Research, University of Mauritius, Réduit 80837, Mauritius.
| |
Collapse
|
2
|
Cunha NFC, de Siqueira LBDO, Garcia AR, Rodrigues IA, Matos APDS, Júnior ER, Monteiro MSDSB. Nanoemulsions containing amphotericin b and paromomycin for the treatment of cutaneous leishmaniasis. Acta Trop 2024; 254:107189. [PMID: 38522630 DOI: 10.1016/j.actatropica.2024.107189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 03/01/2024] [Accepted: 03/14/2024] [Indexed: 03/26/2024]
Abstract
Cutaneous leishmaniasis (CL) is a vector-borne disease characterized by skin lesions that can evolve into high-magnitude ulcerated lesions. Thus, this study aimed to develop an innovative nanoemulsion (NE) with clove oil, Poloxamer® 407, and multiple drugs, such as amphotericin B (AmB) and paromomycin (PM), for use in the topical treatment of CL. METHODS Droplet size, morphology, drug content, stability, in vitro release profile, in vitro cytotoxicity on RAW 264.7 macrophages, and antileishmanial activity using axenic amastigotes of Leishmania amazonensis were assessed for NEs. RESULTS After optimizing the formulation parameters, such as the concentration of clove oil and drugs, using an experimental design, it was possible to obtain a NE with an average droplet size of 40 nm and a polydispersion index of 0.3, and these parameters were maintained throughout the 365 days. Furthermore, the NE showed stability of AmB and PM content for 180 days under refrigeration (4 °C), presented a pH compatible with the skin, and released modified AmB and PM. NE showed the same toxicity as free AmB and higher toxicity than free PM against RAW 264.7 macrophages. The same activity as free AmB, and higher activity than free PM against amastigotes L. amazonensis. CONCLUSION It is possible to develop a NE for the treatment of CL; however, complementary studies regarding the antileishmanial activity of NE should be carried out.
Collapse
Affiliation(s)
- Nicolas Fontenele Callipo Cunha
- Laboratório de Desenvolvimento Galênico, Departamento de Fármacos e Medicamentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro (FF/UFRJ), Rio de Janeiro, RJ, Brazil
| | - Luciana Betzler de Oliveira de Siqueira
- Laboratório de Desenvolvimento Galênico, Departamento de Fármacos e Medicamentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro (FF/UFRJ), Rio de Janeiro, RJ, Brazil
| | - Andreza Raposo Garcia
- Programa de Pós-graduação em Ciências Farmacêuticas, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro, Rio de Janeiro, RJ, Brazil; Laboratório de Investigação de Substâncias Bioativas, Departamentos de Produtos Naturais e Alimentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Igor Almeida Rodrigues
- Laboratório de Investigação de Substâncias Bioativas, Departamentos de Produtos Naturais e Alimentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro, Rio de Janeiro, RJ, Brazil
| | - Ana Paula Dos Santos Matos
- Laboratório de Desenvolvimento Galênico, Departamento de Fármacos e Medicamentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro (FF/UFRJ), Rio de Janeiro, RJ, Brazil
| | - Eduardo Ricci Júnior
- Laboratório de Desenvolvimento Galênico, Departamento de Fármacos e Medicamentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro (FF/UFRJ), Rio de Janeiro, RJ, Brazil
| | - Mariana Sato de Souza Bustamante Monteiro
- Laboratório de Desenvolvimento Galênico, Departamento de Fármacos e Medicamentos, Faculdade de Farmácia, Universidade Federal do Rio de Janeiro (FF/UFRJ), Rio de Janeiro, RJ, Brazil.
| |
Collapse
|
3
|
Seyedi F, Sharifi I, Khosravi A, Molaakbari E, Tavakkoli H, Salarkia E, Bahraminejad S, Bamorovat M, Dabiri S, Salari Z, Kamali A, Ren G. Comparison of cytotoxicity of Miltefosine and its niosomal form on chick embryo model. Sci Rep 2024; 14:2482. [PMID: 38291076 PMCID: PMC10827708 DOI: 10.1038/s41598-024-52620-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Accepted: 01/21/2024] [Indexed: 02/01/2024] Open
Abstract
Various drugs have been used for the treatment of leishmaniasis, but they often have adverse effects on the body's organs. In this study, we aimed to explore the effects of one type of drug, Miltefosine (MIL), and its analogue or modifier, liposomal Miltefosine (NMIL), on several fetal organs using both in silico analysis and practical tests on chicken embryos. Our in silico approach involved predicting the affinities of MIL and NMIL to critical proteins involved in leishmaniasis, including Vascular Endothelial Growth Factor A (VEGF-A), the Kinase insert domain receptor (KDR1), and apoptotic-regulator proteins (Bcl-2-associate). We then validated and supported these predictions through in vivo investigations, analyzing gene expression and pathological changes in angiogenesis and apoptotic mediators in MIL- and NMIL-treated chicken embryos. The results showed that NMIL had a more effective action towards VEGF-A and KDR1 in leishmaniasis, making it a better candidate for potential operative treatment during pregnancy than MIL alone. In vivo, studies also showed that chicken embryos under MIL treatment displayed less vascular mass and more degenerative and apoptotic changes than those treated with NMIL. These results suggest that NMIL could be a better treatment option for leishmaniasis during pregnancy.
Collapse
Affiliation(s)
- Fatemeh Seyedi
- Department of Anatomy, School of Medicine, Jiroft University of Medical Sciences, Jiroft, Iran
| | - Iraj Sharifi
- Leishmaniasis Research Center, Kerman University of Medical Science, Kerman, Iran
| | - Ahmad Khosravi
- Leishmaniasis Research Center, Kerman University of Medical Science, Kerman, Iran.
| | - Elaheh Molaakbari
- Department of Chemistry, Shahid Bahonar University of Kerman, Kerman, Iran.
| | - Hadi Tavakkoli
- Department of Clinical Science, School of Veterinary Medicine, Shahid Bahonar University of Kerman, Kerman, Iran
| | - Ehsan Salarkia
- Leishmaniasis Research Center, Kerman University of Medical Science, Kerman, Iran
| | - Sina Bahraminejad
- Leishmaniasis Research Center, Kerman University of Medical Science, Kerman, Iran
| | - Mehdi Bamorovat
- Leishmaniasis Research Center, Kerman University of Medical Science, Kerman, Iran
| | - Shahriar Dabiri
- Afzalipour School of Medicine and Pathology and Stem Cells Research Center, Kerman University of Medical Sciences, Kerman, Iran
| | - Zohreh Salari
- Obstetrics and Gynecology Center, Afzalipour School of Medicine, Kerman University of Medical Sciences, Kerman, Iran
| | - Ali Kamali
- Department of Infectious Diseases, School of Medicine, Jiroft University of Medical Sciences, Jiroft, Iran
| | - Guogang Ren
- School of Engineering and Computer Science, University of Hertfordshire, Hatfield, AL10 9AB, UK
| |
Collapse
|
4
|
Dourado D, Silva Medeiros T, do Nascimento Alencar É, Matos Sales E, Formiga FR. Curcumin-loaded nanostructured systems for treatment of leishmaniasis: a review. BEILSTEIN JOURNAL OF NANOTECHNOLOGY 2024; 15:37-50. [PMID: 38213574 PMCID: PMC10777206 DOI: 10.3762/bjnano.15.4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 12/04/2023] [Indexed: 01/13/2024]
Abstract
Leishmaniasis is a neglected tropical disease that has affected more than 350 million people worldwide and can manifest itself in three different forms: cutaneous, mucocutaneous, or visceral. Furthermore, the current treatment options have drawbacks which compromise efficacy and patient compliance. To face this global health concern, new alternatives for the treatment of leishmaniasis have been explored. Curcumin, a polyphenol obtained from the rhizome of turmeric, exhibits leishmanicidal activity against different species of Leishmania spp. Although its mechanism of action has not yet been fully elucidated, its leishmanicidal potential may be associated with its antioxidant and anti-inflammatory properties. However, it has limitations that compromise its clinical use. Conversely, nanotechnology has been used as a tool for solving biopharmaceutical challenges associated with drugs, such as curcumin. From a drug delivery standpoint, nanocarriers (1-1000 nm) can improve stability, increase solubility, promote intracellular delivery, and increase biological activity. Thus, this review offers a deep look into curcumin-loaded nanocarriers intended for the treatment of leishmaniasis.
Collapse
Affiliation(s)
- Douglas Dourado
- Department of Immunology, Aggeu Magalhães Institute (IAM), Oswaldo Cruz Foundation (FIOCRUZ), 50670-420 Recife, PE, Brazil
| | - Thayse Silva Medeiros
- Department of Pharmacy, Federal University of Rio Grande do Norte (UFRN), 59010180, Natal, RN, Brazil
| | - Éverton do Nascimento Alencar
- College of Pharmaceutical Sciences, Food and Nutrition. Federal University of Mato Grosso do Sul (UFMS), 79070-900, Campo Grande, MS, Brazil
| | | | - Fábio Rocha Formiga
- Department of Immunology, Aggeu Magalhães Institute (IAM), Oswaldo Cruz Foundation (FIOCRUZ), 50670-420 Recife, PE, Brazil
- Faculty of Medical Sciences (FCM), University of Pernambuco (UPE), 50100-130, Recife, PE, Brazil
| |
Collapse
|
5
|
Mahmoudi M, Mehravi B, Shabani M, Hadighi R, Badirzadeh A, Dehdast A, Chizari-Fard G, Pirhajati-Mahabadi V, Akbari S, Tabatabaie F, Mohebali M. Anti-Leishmanial Effects of a Novel Biocompatible Non-Invasive Nanofibers Containing Royal Jelly and Propolis against Iranian Strain of Leishmania major (MRHO/IR/75/ER): an In-Vitro Study. J Arthropod Borne Dis 2023; 17:299-320. [PMID: 38868671 PMCID: PMC11164616 DOI: 10.18502/jad.v17i4.15294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Accepted: 06/21/2023] [Indexed: 06/14/2024] Open
Abstract
Background Current medications especially the pentavalent antimonial compounds have been used as the first line treatment of cutaneous leishmaniasis (CL), but they have limitations due to serious side effects such as drug resistance, cardio and nephrotoxicity, and high costs. Hence, the demand to find more usable drugs is evident. Synthesis and development of natural, effective, biocompatible, and harmless compounds against Leishmania major is the principal priority of this study. Methods By electrospinning method, a new type of nanofiber were synthesized from royal jelly and propolis with different ratios. Nanofibers were characterized by Scanning Electron Microscope (SEM), Transmission Electron Microscopy (TEM), Thermogravimetric Analysis (TGA), Contact angle, and Fourier-transform infrared spectroscopy (FTIR). The Half-maximal inhibitory concentration (IC50), Half-maximal effective concentration (EC50) and the 50% cytotoxic concentration (CC50) for different concentrations of nanofibers were determined using quantitative calorimetric methods. Inductively coupled plasma-optical emission spectrometry (ICP-OES) and flow cytometry were performed as complementary tests. Results The results showed that the proposed formulas provide a new achievement that, despite the significant killing activity on L. major, has negligible cytotoxicity on the host cells. Royal jelly nanofibers have significantly shown the best 72 hours results (IC50= 35 μg/ml and EC50=16.4 μg/ml) and the least cytotoxicity. Conclusion This study presents a great challenge to introduce a new low-cost treatment method for CL, accelerate wound healing, and reduce scarring with minimal side effects and biocompatible materials. Royal jelly and propolis nanofibers significantly inhibit the growth of L. major in-vitro.
Collapse
Affiliation(s)
- Mohsen Mahmoudi
- Department of Parasitology and Mycology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Bita Mehravi
- Department of Medical Nanotechnology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Mohammad Shabani
- Department of Biochemistry, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Ramtin Hadighi
- Department of Parasitology and Mycology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Alireza Badirzadeh
- Department of Parasitology and Mycology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Ahmad Dehdast
- Department of Biochemistry, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Ghazale Chizari-Fard
- Department of Biochemistry, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Vahid Pirhajati-Mahabadi
- Neuroscience Research Center, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Sekineh Akbari
- Department of Parasitology and Mycology, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Fatemeh Tabatabaie
- Department of Parasitology and Mycology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Mehdi Mohebali
- Department of Parasitology and Mycology, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| |
Collapse
|
6
|
Mazón-Ortiz G, Cerda-Mejía G, Gutiérrez Morales E, Diéguez-Santana K, Ruso JM, González-Díaz H. Trends in Nanoparticles for Leishmania Treatment: A Bibliometric and Network Analysis. Diseases 2023; 11:153. [PMID: 37987264 PMCID: PMC10660713 DOI: 10.3390/diseases11040153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 10/02/2023] [Accepted: 10/24/2023] [Indexed: 11/22/2023] Open
Abstract
Leishmaniasis is a neglected tropical illness with a wide variety of clinical signs ranging from visceral to cutaneous symptoms, resulting in millions of new cases and thousands of fatalities reported annually. This article provides a bibliometric analysis of the main authors' contributions, institutions, and nations in terms of productivity, citations, and bibliographic linkages to the application of nanoparticles (NPs) for the treatment of leishmania. The study is based on a sample of 524 Scopus documents from 1991 to 2022. Utilising the Bibliometrix R-Tool version 4.0 and VOSviewer software, version 1.6.17 the analysis was developed. We identified crucial subjects associated with the application of NPs in the field of antileishmanial development (NPs and drug formulation for leishmaniasis treatment, animal models, and experiments). We selected research topics that were out of date and oversaturated. Simultaneously, we proposed developing subjects based on multiple analyses of the corpus of published scientific literature (title, abstract, and keywords). Finally, the technique used contributed to the development of a broader and more specific "big picture" of nanomedicine research in antileishmanial studies for future projects.
Collapse
Affiliation(s)
- Gabriel Mazón-Ortiz
- Facultad Ciencias de la Vida, Facultad Ciencias de la Tierra y Agua, Universidad Regional Amazónica Ikiam, Parroquia Muyuna km 7 vía Alto Tena, Tena 150150, Napo, Ecuador; (G.M.-O.); (G.C.-M.); (E.G.M.)
- Soft Matter and Molecular Biophysics Group, Department of Applied Physics and Institute of Materials (iMATUS), University of Santiago de Compostela, 15782 Santiago de Compostela, Spain;
| | - Galo Cerda-Mejía
- Facultad Ciencias de la Vida, Facultad Ciencias de la Tierra y Agua, Universidad Regional Amazónica Ikiam, Parroquia Muyuna km 7 vía Alto Tena, Tena 150150, Napo, Ecuador; (G.M.-O.); (G.C.-M.); (E.G.M.)
- Soft Matter and Molecular Biophysics Group, Department of Applied Physics and Institute of Materials (iMATUS), University of Santiago de Compostela, 15782 Santiago de Compostela, Spain;
| | - Eberto Gutiérrez Morales
- Facultad Ciencias de la Vida, Facultad Ciencias de la Tierra y Agua, Universidad Regional Amazónica Ikiam, Parroquia Muyuna km 7 vía Alto Tena, Tena 150150, Napo, Ecuador; (G.M.-O.); (G.C.-M.); (E.G.M.)
| | - Karel Diéguez-Santana
- Facultad Ciencias de la Vida, Facultad Ciencias de la Tierra y Agua, Universidad Regional Amazónica Ikiam, Parroquia Muyuna km 7 vía Alto Tena, Tena 150150, Napo, Ecuador; (G.M.-O.); (G.C.-M.); (E.G.M.)
- Wood Engineering Department, University of Bio-Bio, Concepcion 4030000, Chile
| | - Juan M. Ruso
- Soft Matter and Molecular Biophysics Group, Department of Applied Physics and Institute of Materials (iMATUS), University of Santiago de Compostela, 15782 Santiago de Compostela, Spain;
| | - Humberto González-Díaz
- Department of Organic and Inorganic Chemistry, University of the Basque Country UPV/EHU, 48940 Leioa, Spain
- Basque Center for Biophysics CSIC-UPVEH, University of Basque Country UPV/EHU, 48940 Leioa, Spain
- IKERBASQUE, Basque Foundation for Science, 48011 Bilbao, Spain
| |
Collapse
|
7
|
Marmo VLM, Ambrósio JAR, Gonçalves EP, Raniero LJ, Beltrame Junior M, Pinto JG, Ferreira-Strixino J, Simioni AR. Vaterite microparticle-loaded methylene blue for photodynamic activity in macrophages infected with Leishmania braziliensis. Photochem Photobiol Sci 2023; 22:1977-1989. [PMID: 37115408 DOI: 10.1007/s43630-023-00426-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 04/19/2023] [Indexed: 04/29/2023]
Abstract
Calcium carbonate (CaCO3) exhibits a variety of crystalline phases, including the anhydrous crystalline polymorphs calcite, aragonite, and vaterite. Developing porous calcium carbonate microparticles in the vaterite phase for the encapsulation of methylene blue (MB) as a photosensitizer (PS) for use in photodynamic therapy (PDT) was the goal of this investigation. Using an adsorption approach, the PS was integrated into the CaCO3 microparticles. The vaterite microparticles were characterized by scanning electron microscopy (SEM) and steady-state techniques. The trypan blue exclusion method was used to measure the biological activity of macrophages infected with Leishmania braziliensis in vitro. The vaterite microparticles produced are highly porous, non-aggregated, and uniform in size. After encapsulation, the MB-loaded microparticles kept their photophysical characteristics. The carriers that were captured allowed for dye localization inside the cells. The results obtained in this study indicated that the MB-loaded vaterite microparticles show promising photodynamic activity in macrophages infected with Leishmania braziliensis.
Collapse
Affiliation(s)
- Vitor Luca Moura Marmo
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Jéssica A R Ambrósio
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Erika Peterson Gonçalves
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Leandro José Raniero
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Milton Beltrame Junior
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Juliana G Pinto
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Juliana Ferreira-Strixino
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil
| | - Andreza R Simioni
- Research and Development Institute-IPD, Vale do Paraíba University-UNIVAP, Av. Shishima Hifumi, 2911, São José Dos Campos, SP, CEP 12244-000, Brazil.
| |
Collapse
|
8
|
Priyadarshini R, Abdullah AS, Karthikeyan KV, Vinoth M, Martin B, Geerthik S, Wilfred F, Alyami NM, Sundaram RS. Utilization of Bioinorganic Nanodrugs and Nanomaterials for the Control of Infectious Diseases Using Deep Learning. BIOMED RESEARCH INTERNATIONAL 2023; 2023:7464159. [PMID: 37124928 PMCID: PMC10147522 DOI: 10.1155/2023/7464159] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 10/27/2022] [Accepted: 01/18/2023] [Indexed: 05/02/2023]
Abstract
As one of the main causes of morbidity and mortality, viral infections have a major impact on the well-being and economics of every nation in the globe. The ability to predictably diagnose viral infections improves the provision of good healthcare as well as the control and prevention of these conditions. Nanomaterials have gained widespread usage in the medical industry recently due to the rapid advancement of nanotechnology and their exceptional chemical and physical qualities, such as their small size and synthesized surface properties. The utilization of nanoparticles for illness detection, surveillance, control, preventive, and therapy, such as the treatment of bacterial infections, is referred to as nanomedicine. Nanomedicine is a comprehensive discipline that is founded on the usage of nanotechnology for clinical objectives. Nanoparticles, which have a nanoscale dimension and exhibit highly controllable optical and physical characteristics as well as the ability to bind to a large variety of chemicals, are among the most popular nanomaterials in nanomedicine. A deep learning framework of autoencoder for categorization study on viral infections is built based on actual hospital patient history of viral infections from August 2015 to August 2020. The information comprises of 10,950 cases, comprising outpatients and inpatients, encompassing the infectious diseases. Of such 10,950 instances, training set made up 70% or 7665 instances, and testing data made up 30% or 3285 instances. The data processing was done using the presented recurrent neural network-artificial bee colony (RNN-ABC) method. Sparse data densifying processes are done through the autoencoder to enhance the system learning outcome. The suggested autoencoder system was also evaluated to other widely used models, including support vector machine, logistic regression, random forest, and Naïve Bayes. In comparison to other approaches, the study's findings demonstrate how well the suggested autoencoder model can predict viral diseases. The methods used for this research can aid in removing reported lags in current monitoring systems, hence reducing society's expenses.
Collapse
Affiliation(s)
- R. Priyadarshini
- School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, Tamil Nadu, India
| | - A. Sheik Abdullah
- School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, Tamil Nadu, India
| | - K. V. Karthikeyan
- Department of Electronics and Communication Engineering, Sathyabama Institute of Science and Technology, Chennai, 600119 Tamil Nadu, India
| | - M. Vinoth
- Department of Electronics and Communication Engineering, K. Ramakrishnan College of Engineering, Trichy, 621112 Tamil Nadu, India
| | - Betty Martin
- Department of Electronics and Communication Engineering, SASTRA Deemed to be University, Thirumalaisamuthiram, Thanjavur, 613401 Tamil Nadu, India
| | - S. Geerthik
- Department of Information Technology, Agni College of Technology, Chennai, 600130 Tamil Nadu, India
| | - Florin Wilfred
- Department of Electrical, Electronics and Communication Engineering, St. Joseph College of Engineering and Technology, St. Joseph University in Tanzania, Dar es Salaam, Tanzania
| | - Nour M. Alyami
- Department of Zoology, C. Abdul Hakeem College of Engineering, Vellore, 632509 Tamil Nadu, India
| | - R. S. Sundaram
- Department of Health Sciences, University of Texas, Austin, TX, USA
| |
Collapse
|