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Jafari M, Daneshvar MH. Machine learning-mediated Passiflora caerulea callogenesis optimization. PLoS One 2024; 19:e0292359. [PMID: 38266002 PMCID: PMC10807783 DOI: 10.1371/journal.pone.0292359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 09/19/2023] [Indexed: 01/26/2024] Open
Abstract
Callogenesis is one of the most powerful biotechnological approaches for in vitro secondary metabolite production and indirect organogenesis in Passiflora caerulea. Comprehensive knowledge of callogenesis and optimized protocol can be obtained by the application of a combination of machine learning (ML) and optimization algorithms. In the present investigation, the callogenesis responses (i.e., callogenesis rate and callus fresh weight) of P. caerulea were predicted based on different types and concentrations of plant growth regulators (PGRs) (i.e., 2,4-dichlorophenoxyacetic acid (2,4-D), 6-benzylaminopurine (BAP), 1-naphthaleneacetic acid (NAA), and indole-3-Butyric Acid (IBA)) as well as explant types (i.e., leaf, node, and internode) using multilayer perceptron (MLP). Moreover, the developed models were integrated into the genetic algorithm (GA) to optimize the concentration of PGRs and explant types for maximizing callogenesis responses. Furthermore, sensitivity analysis was conducted to assess the importance of each input variable on the callogenesis responses. The results showed that MLP had high predictive accuracy (R2 > 0.81) in both training and testing sets for modeling all studied parameters. Based on the results of the optimization process, the highest callogenesis rate (100%) would be obtained from the leaf explant cultured in the medium supplemented with 0.52 mg/L IBA plus 0.43 mg/L NAA plus 1.4 mg/L 2,4-D plus 0.2 mg/L BAP. The results of the sensitivity analysis showed the explant-dependent impact of the exogenous application of PGRs on callogenesis. Generally, the results showed that a combination of MLP and GA can display a forward-thinking aid to optimize and predict in vitro culture systems and consequentially cope with several challenges faced currently in Passiflora tissue culture.
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Affiliation(s)
- Marziyeh Jafari
- Department of Horticultural Science, College of Agriculture, Shiraz University, Shiraz, Iran
- Department of Horticultural Sciences, Agricultural Sciences and Natural Resources University of Khuzestan, Mollasani, Iran
| | - Mohammad Hosein Daneshvar
- Department of Horticultural Sciences, Agricultural Sciences and Natural Resources University of Khuzestan, Mollasani, Iran
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Dos Reis Izolan L, da Silva DM, Oliveira HBL, de Oliveira Salomon JL, Peruzzi CP, Garcia SC, Dallegrave E, Zanotto C, Elisabetsky E, Gonçalves CA, Arbo MD, Konrath EL, Leal MB. Sintocalmy, a Passiflora incarnata Based Herbal, Attenuates Morphine Withdrawal in Mice. Neurochem Res 2021; 46:1092-1100. [PMID: 33544325 DOI: 10.1007/s11064-021-03237-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 12/19/2020] [Accepted: 01/06/2021] [Indexed: 11/29/2022]
Abstract
Chronic opioid use changes brain chemistry in areas related to reward processes, memory, decision-making, and addiction. Both neurons and astrocytes are affected, ultimately leading to dependence. Passiflora incarnata L. (Passifloraceae) is the basis of frequently used herbals to manage anxiety and insomnia, with proven central nervous system depressant effects. Anti-addiction properties of P. incarnata have been reported. The aim of this study was to investigate the effect of a commercial extract of Passiflora incarnata (Sintocalmy®, Aché Laboratory) in the naloxone-induced jumping mice model of morphine withdrawal. In addition, glial fibrillary acidic protein (GFAP) and S100 calcium-binding protein B (S100B) levels were assessed in the frontal cortex and hippocampus, and DNA damage was verified on blood cells. In order to improve solubilization a Sintocalmy methanol extract (SME) was used. SME is mainly composed by flavonoids isovitexin and vitexin. The effects of SME 50, 100 and 200 mg/kg (i.p.) were evaluated in the naloxone-induced withdrawal syndrome in mice. SME 50 and SME 100 mg/kg decreased naloxone-induced jumping in morphine-dependent mice without reducing locomotor activity. No alterations were found in GFAP levels, however SME 50 mg/kg prevented the S100B increase in the frontal cortex and DNA damage. This study shows anti-addiction effects for a commercial standardized extract of P. incarnata and suggests the relevance of proper clinical assessment.
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Affiliation(s)
- Lucas Dos Reis Izolan
- Programa de Pós-Graduação em Ciências Biológicas - Neurociências, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Douglas Marques da Silva
- Programa de Pós-Graduação em Ciências Biológicas - Neurociências, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.,Laboratório de Farmacologia e Toxicologia de Produtos Naturais, Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Helena Beatriz Larrosa Oliveira
- Laboratório de Farmacologia e Toxicologia de Produtos Naturais, Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Janaína Lucas de Oliveira Salomon
- Laboratório de Farmacologia e Toxicologia de Produtos Naturais, Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Caroline Portela Peruzzi
- Programa de Pós-Graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Solange C Garcia
- Programa de Pós-Graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Eliane Dallegrave
- Departamento de Farmacociências, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil
| | - Caroline Zanotto
- Programa de Pós-Graduação em Ciências Biológicas - Bioquímica, Departamento de Bioquímica, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Rua Ramiro Barcelos, 2600-anexo, Porto Alegre, Rio Grande do Sul, 90035-003, Brazil
| | - Elaine Elisabetsky
- Programa de Pós-Graduação em Ciências Biológicas - Bioquímica, Departamento de Bioquímica, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Rua Ramiro Barcelos, 2600-anexo, Porto Alegre, Rio Grande do Sul, 90035-003, Brazil
| | - Carlos Alberto Gonçalves
- Programa de Pós-Graduação em Ciências Biológicas - Bioquímica, Departamento de Bioquímica, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Rua Ramiro Barcelos, 2600-anexo, Porto Alegre, Rio Grande do Sul, 90035-003, Brazil
| | - Marcelo Dutra Arbo
- Programa de Pós-Graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Eduardo Luis Konrath
- Programa de Pós-Graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Mirna Bainy Leal
- Programa de Pós-Graduação em Ciências Biológicas - Neurociências, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil. .,Laboratório de Farmacologia e Toxicologia de Produtos Naturais, Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.
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Konrath EL, Arbo MD, Arbo BD, Hort MA, Elisabetsky E, Leal MB. Plants with Anti-Addictive Potential. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2021; 1308:185-215. [PMID: 33861445 DOI: 10.1007/978-3-030-64872-5_14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Drug addiction is prevalent among individuals of modern society, being a major cause of disability and premature loss of life. Although the drug addiction have profound social, economical and health impact in the world population, its management remains a challenge as available pharmacological treatments remains ineffective for most people. The limited efficacy and adverse effects have led to a search for alternative therapies to treat drug addiction. In this context, natural products are an important source for new chemical substances with a potential therapeutic applicability. Therefore, this chapter will present data obtained after an extensive literature search regarding the use of medicinal plants as a pharmacological alternative for drug addiction treatment.
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Affiliation(s)
- Eduardo Luis Konrath
- Faculdade de Farmácia, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | - Marcelo Dutra Arbo
- Faculdade de Farmácia, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | - Bruno Dutra Arbo
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | - Mariana Appel Hort
- Instituto de Ciências Biológicas, Universidade Federal do Rio Grande (FURG), Rio Grande, Rio Grande do Sul, Brazil
| | - Elaine Elisabetsky
- Departamento de Bioquímica, Instituto de Ciências Básicas da Saúde (ICBS), Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | - Mirna Bainy Leal
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil.
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Şesan TE, Oancea AO, Ştefan LM, Mănoiu VS, Ghiurea M, Răut I, Constantinescu-Aruxandei D, Toma A, Savin S, Bira AF, Pomohaci CM, Oancea F. Effects of Foliar Treatment with a Trichoderma Plant Biostimulant Consortium on Passiflora caerulea L. Yield and Quality. Microorganisms 2020; 8:E123. [PMID: 31963272 PMCID: PMC7023023 DOI: 10.3390/microorganisms8010123] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2019] [Revised: 01/11/2020] [Accepted: 01/13/2020] [Indexed: 11/17/2022] Open
Abstract
The influence of spore concentration on the ability of a Trichoderma consortium to colonize the Passiflora caerulea phyllosphere was evaluated by determining the effects of foliar treatments with two spore concentrations, in two repeated treatments, on the morphological, physiological, and ultrastructural characteristics, and on the yield and quality of P. caerulea. The studied crop quality features were related to its nutraceutical use: the accumulation of polyphenols and flavonoids, antioxidant activity, and effects on mouse fibroblast L929 cells. The Trichoderma consortium consisted of two strains, T. asperellum T36b and T. harzianum Td50b, and the concentrations used were 106 colony forming units (cfu)/mL and 108 cfu/mL. As a reference treatment, a commercial product that was based on herbs and algal extracts was used. As compared to the negative control, the treatment with the Trichoderma consortium at 108 cfu/mL concentration determines the accumulation of higher level of polyphenols and flavonoids and increased antioxidant activity. This enhancement of P. caerulea quality characteristics after treatment with the higher concentration of Trichoderma consortium was associated with larger leaves, increased number and size of chloroplasts, improved plant physiology characteristics, and an increased yield. The treatment with high concentration of Trichoderma consortium spores promotes phyllosphere colonization and benefits both crop yield and quality.
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Affiliation(s)
- Tatiana Eugenia Şesan
- Department of Botany and Microbiology, Faculty of Biology, University of Bucharest, Aleea Portocalilor nr. 1-3, sector 6, 060101 Bucharest, Romania;
- Departments of Biotechnology and Bioresources, National Research & Development Institute for Chemistry and Petrochemistry—ICECHIM, Splaiul Independenței nr. 202, sector 6, 060021 Bucharest, Romania; (M.G.); (I.R.); (D.C.-A.)
| | - Anca Olguța Oancea
- Department of Cellular and Molecular Biology, National Research & Development Institute for Biological Sciences, Splaiul Independenței 296, sector 6, 060031 Bucharest, Romania (V.S.M.); (A.T.); (S.S.)
| | - Laura Mihaela Ştefan
- Department of Cellular and Molecular Biology, National Research & Development Institute for Biological Sciences, Splaiul Independenței 296, sector 6, 060031 Bucharest, Romania (V.S.M.); (A.T.); (S.S.)
| | - Vasile Sorin Mănoiu
- Department of Cellular and Molecular Biology, National Research & Development Institute for Biological Sciences, Splaiul Independenței 296, sector 6, 060031 Bucharest, Romania (V.S.M.); (A.T.); (S.S.)
| | - Marius Ghiurea
- Departments of Biotechnology and Bioresources, National Research & Development Institute for Chemistry and Petrochemistry—ICECHIM, Splaiul Independenței nr. 202, sector 6, 060021 Bucharest, Romania; (M.G.); (I.R.); (D.C.-A.)
| | - Iuliana Răut
- Departments of Biotechnology and Bioresources, National Research & Development Institute for Chemistry and Petrochemistry—ICECHIM, Splaiul Independenței nr. 202, sector 6, 060021 Bucharest, Romania; (M.G.); (I.R.); (D.C.-A.)
| | - Diana Constantinescu-Aruxandei
- Departments of Biotechnology and Bioresources, National Research & Development Institute for Chemistry and Petrochemistry—ICECHIM, Splaiul Independenței nr. 202, sector 6, 060021 Bucharest, Romania; (M.G.); (I.R.); (D.C.-A.)
| | - Agnes Toma
- Department of Cellular and Molecular Biology, National Research & Development Institute for Biological Sciences, Splaiul Independenței 296, sector 6, 060031 Bucharest, Romania (V.S.M.); (A.T.); (S.S.)
| | - Simona Savin
- Department of Cellular and Molecular Biology, National Research & Development Institute for Biological Sciences, Splaiul Independenței 296, sector 6, 060031 Bucharest, Romania (V.S.M.); (A.T.); (S.S.)
| | - Adriana Florina Bira
- Department of Research & Development, Hofigal SA, Intrarea Serelor, Nr. 2, Sector 4, 042124 Bucharest, Romania;
| | - Cristian Mihai Pomohaci
- Department of Mathematics, Physics and Land Measurements, Faculty of Land Reclamation and Environmental Engineering, University of Agronomical Sciences and Veterinary Medicine, Bulevardul Mărăști 59, sector 1, 011464 Bucharest, Romania;
| | - Florin Oancea
- Departments of Biotechnology and Bioresources, National Research & Development Institute for Chemistry and Petrochemistry—ICECHIM, Splaiul Independenței nr. 202, sector 6, 060021 Bucharest, Romania; (M.G.); (I.R.); (D.C.-A.)
- Biotechnologies Department, Faculty of Biotechnologies, University of Agronomical Sciences and Veterinary Medicine, Bulevardul Mărăști 59, sector 1, 011464 Bucharest, Romania
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Huf F, Bandiera S, Müller CB, Gea L, Carvalho FB, Rahmeier FL, Reiter KC, Tortorelli LS, Gomez R, da Cruz Fernandes M. Comparative study on the effects of cigarette smoke exposure, ethanol consumption and association: Behavioral parameters, apoptosis, glial fibrillary acid protein and S100β immunoreactivity in different regions of the rat hippocampus. Alcohol 2019; 77:101-112. [PMID: 30870710 DOI: 10.1016/j.alcohol.2018.08.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 08/15/2018] [Accepted: 08/20/2018] [Indexed: 01/17/2023]
Abstract
Exposure to cigarette smoke and ethanol are proposed to trigger neurotoxicity, apoptosis, and to impair neuronal signaling. However, it is little known how the combination of both might trigger astrogliosis and the morphological changes capable of affecting a differential susceptibility of hippocampal regions to these licit drugs. The present study investigated the chronic effects of exposure to cigarette smoke and/or ethanol on behavioral parameters, apoptosis, and alteration in immunoreactivity of glial fibrillary acid protein (GFAP) and S100β in the CA1, CA3, and dentate gyrus (DG) of the rat hippocampus. Adult male Wistar rats (n = 32) were divided into four groups: vehicle (VE, glucose 3% in water, 10 mL/kg), cigarette smoke (TOB, total 12 cigarettes per day), ethanol (ethanol, 2 g/kg), and cigarette smoke plus ethanol (TOB plus ethanol, total 12 cigarettes per day plus ethanol 2 g/kg) for 54 days. The groups were submitted to tail-flick, open-field, and inhibitory avoidance tasks. The results showed that ethanol per se worsened the short-term memory. The association between TOB and ethanol increased the immunoreactivity of cleaved caspase-3 in the CA3 and DG regions. The TOB plus ethanol group showed a lower immunoreactivity to GFAP in all regions of the hippocampus. In addition, ethanol and TOB per se also reduced the immunoreactivity for GFAP in the DG. Ethanol increased S100β immunoreactivity only in the DG. In conclusion, this study showed that only ethanol worsened short-term memory, and the DG became more susceptible to changes in the markers investigated. This evidence suggests that DG is more sensitive to neurotoxicity induced by cigarette smoke and ethanol.
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Affiliation(s)
- Fernanda Huf
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Solange Bandiera
- Postgraduate Program in Pharmacology and Therapeutics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Carolina B Müller
- Department of Biochemistry, ICBS/Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Luiza Gea
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Fabiano B Carvalho
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Francine L Rahmeier
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Keli C Reiter
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Lucas S Tortorelli
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil
| | - Rosane Gomez
- Postgraduate Program in Pharmacology and Therapeutics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Marilda da Cruz Fernandes
- Postgraduate Program in Pathology, Pathology Research Laboratory, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Brazil.
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Bacopa monnieri abrogates alcohol abstinence-induced anxiety-like behavior by regulating biochemical and Gabra1, Gabra4, Gabra5 gene expression of GABAA receptor signaling pathway in rats. Biomed Pharmacother 2019; 111:1417-1428. [DOI: 10.1016/j.biopha.2019.01.048] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Revised: 01/14/2019] [Accepted: 01/16/2019] [Indexed: 12/20/2022] Open
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Behrouz S, Soltani Rad MN, Taghavi Shahraki B, Fathalipour M, Behrouz M, Mirkhani H. Design, synthesis, and in silico studies of novel eugenyloxy propanol azole derivatives having potent antinociceptive activity and evaluation of their β-adrenoceptor blocking property. Mol Divers 2018; 23:147-164. [PMID: 30094501 DOI: 10.1007/s11030-018-9867-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 08/02/2018] [Indexed: 12/13/2022]
Abstract
The design, synthesis, antinociceptive and β-adrenoceptor blocking activities of several eugenyloxy propanol azole derivatives have been described. In this synthesis, the reaction of eugenol with epichlorohydrin provided adducts 3 and 4 which were N-alkylated by diverse azoles to obtain the eugenyloxy propanol azole analogues in good yields. Adducts 3 and 4 were also reacted with azide ion to obtain the corresponding azide 6. The 'Click' Huisgen cycloaddition reaction of 6 with diverse alkynes afforded the title compounds in good yields. The synthesized eugenyloxy propanol azole derivatives were in vivo studied for the acute antinociception on male Spargue Dawley rats using tail-flick test. Compounds 5f, 5g, 7b and 11a exhibited potent analgesic properties in comparison with eugenol as a standard drug. In addition, all compounds were ex vivo tested for β-adrenoceptor blocking properties on isolated left atrium of male rats which exhibited partial antagonist or agonist behaviour compared to the standard drugs. The molecular docking study on the binding site of transient receptor potential vanilloid subtype 1 (TRPV1) has indicated that like capsaicin, eugenyloxy propanol azole analogues exhibited the strong affinity to bind at site of TPRV1 in a "tail-up, head-down" conformation and the presence of triazolyl moieties has played undeniable role in durable binding of these ligands to TRPV1. The in silico pharmacokinetic profile, drug likeness and toxicity predictions carried out for all compounds determined that 5g can be considered as potential antinociceptive drug candidate for future research.
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Affiliation(s)
- Somayeh Behrouz
- Medicinal Chemistry Research Laboratory, Department of Chemistry, Shiraz University of Technology, Shiraz, 71555-313, Iran.
| | - Mohammad Navid Soltani Rad
- Medicinal Chemistry Research Laboratory, Department of Chemistry, Shiraz University of Technology, Shiraz, 71555-313, Iran.
| | - Bahareh Taghavi Shahraki
- Medicinal Chemistry Research Laboratory, Department of Chemistry, Shiraz University of Technology, Shiraz, 71555-313, Iran
| | - Mohammad Fathalipour
- Faculty of Pharmacy, Shiraz University of Medical Science, Medicinal and Natural Products Chemistry Research Center, P.O.Box 71345-1149, Shiraz, Iran
| | - Marzieh Behrouz
- Medicinal Chemistry Research Laboratory, Department of Chemistry, Shiraz University of Technology, Shiraz, 71555-313, Iran
| | - Hossein Mirkhani
- Faculty of Pharmacy, Shiraz University of Medical Science, Medicinal and Natural Products Chemistry Research Center, P.O.Box 71345-1149, Shiraz, Iran
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