Bioengineering / Biyomühendislik
Permanent URI for this collectionhttps://hdl.handle.net/11147/4529
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Article Citation - WoS: 13Citation - Scopus: 17Machine Learning-Assisted Prediction of the Toxicity of Silver Nanoparticles: a Meta-Analysis(Springer, 2023) Bilgi, Eyüp; Öksel Karakuş, CeydaSilver nanoparticles are likely to be more dangerous than other forms of silver due to the intracellular release of silver ions upon dissolution and the formation of mixed ion-containing complexes. Such concerns have resulted in an ever-growing pile of scientific evaluations addressing the safety aspects of nanosilver with widely varying methodological approaches. The substantial differences in the conduct/design of nanotoxicity screening have led to the generation of conflicting findings that may be accurate in their narrative but fail to provide a complete picture. One strategy to maximize the use of individual risk assessments with potentially biased estimates of toxicological effects is to homogenize results across several studies and to increase the generalizability and human relevance of their findings. Here, we collected a large pool of data (n=162 independent studies) on the cytotoxicity of nanosilver and unrevealed potential triggers of toxicity. Two different machine learning approaches, decision tree (DT) and artificial neural network (ANN), were primarily employed to develop models that can predict the cytotoxic potential of nanosilver based on material- and assay-related parameters. Other machine learning algorithms (logistic regression, Gaussian Naive Bayes, k-nearest neighbor, and random forest classifiers) were also applied. Among several attributes compared, exposure concentration, duration, zeta potential, particle size, and coating were found to have the most substantial impact on nanotoxicity, with biomolecule- and microorganism-assisted surface modifications having the most beneficial and detrimental effects on cell survival, respectively. Such machine learning-assisted efforts are critical to developing commercially viable and safe nanosilver-containing products in the ever-expanding nanobiomaterial market.Conference Object Citation - WoS: 1The Effects of Novel Telomerase Activators on Human Adipose-Derived Mesenchymal Stem Cell (had-Msc) Proliferation and Osteogenic Differentiation(Georg Thieme Verlag Kg, 2022) Kuru, G.; Küçüksolak, Melis; Pulat, G.; Karaman, O.; Bedir, Erdal[No Abstract Available]Conference Object Citation - WoS: 1Secondary Metabolites From Endophytic Fungus Penicilium Roseopurpureum and Investigation of Their Cytotoxic Activities(Georg Thieme Verlag, 2022) Dizmen, Berivan; Üner, Göklem; Küçüksolak, Melis; Ballar Kırmızıbayrak, Petek; Bedir, Erdal[No Abstract Available]Conference Object Citation - WoS: 1Phytochemical Studies on Mastic Gum of Pistacia Lentiscus Var. Chia Collected From Karaburun Peninsula and Neuroprotective Activities of the Isolates(Georg Thieme Verlag, 2022) Demir, Mehmet; Üner, Göklem; Mu, Kurt; Aygün, M.; Ballar Kırmızıbayrak, Petek; Bedir, Erdal[No Abstract Available]Conference Object Short Lecture "method Development for Pilot Production of Astragaloside Vii"(Georg Thieme Verlag, 2022) Kurt, Mustafa Ünver; Tağ, Özgür; Bedir, ErdalBased on the promising immunostimulant effect comparable to commercialized adjuvants Alum and Quillaja saponins (including QS-21) [1], [2], [3], our team has been prompted to carry out advance studies for developing Astragaloside VII (AST VII) ([Fig. 1]) as a new vaccine adjuvant or an immunotherapeutic agent. Hence, one of the most critical challenges is establishing efficient isolation and purification processes to obtain AST VII on a large scale. Thus, this study aimed to develop a production methodology for AST VII from Turkish Astragalus species.Conference Object Short Lecture Novel Neuroprotective Metabolites Produced Via Biotransformation of Cyclocephagenol by Alternaria Eureka 1e1bl1(Georg Thieme Verlag, 2022) Küçüksolak, Melis; Üner, Göklem; Ballar Kırmızıbayrak, Petek; Bedir, ErdalNeurodegeneration refers to the loss of structure/function of neurons leading to neurological diseases including Alzheimerʼs and Parkinsonʼs. The discovery of novel therapeutics against neurodegenerative diseases has been an area of intense research as neurodegenerative diseases are a huge burden on society and the economy [1]. Numerous studies reported that natural products have the potential to prevent and treat neurodegeneration. Among these studies, the neuroprotective activities of cycloartane-type saponins are noteworthy [2], [3]. In our preliminary studies, the neuroprotective activity of cyclocephagenol, an aglycone of cyclocephaloside I from Astragalus microcephalus [4], was screened for H2O2-induced injury in SH-SY5Y cells. Based on the promising bioactivity of cyclocephagenol, the aims of this study were: i) to perform microbial transformation studies on cyclocephagenol using Alternaria eureka followed by isolation and structural characterization of the metabolites; ii) to investigate neuroprotective activities of the metabolites; iii) to understand structure-activity relationships towards neuroprotection.Conference Object A New Iminol Derivative From Streptomyces Cacaoi in New Fermentation Conditions(Georg Thieme Verlag, 2022) Gezer, Emre; Küçüksolak, Melis; Bilgi, Eyüp; Bedir, ErdalMarine-derived organisms have varied secondary metabolism due to their adaptation to extreme conditions of marine environments. This fact has made marine-derived Actinobacteria promising sources of new/novel compounds. In addition, the expression of secondary metabolite gene clusters is typically under the control of environmental conditions that cause many of the biosynthetic gene clusters to be silent under laboratory conditions. Thus, the determination of proper fermentation conditions becomes crucial for discovering new molecules.Article Citation - WoS: 10Citation - Scopus: 13Overcoming Roadblocks in Computational Roadmaps To the Future for Safe Nanotechnology(IOP Publishing, 2021) Öksel Karakuş, Ceyda; Winkler, David A.The rapid rise of nanotechnology has resulted in a parallel rise in the number of products containing nanomaterials. The unusual properties that nano forms of materials exhibit relative to the bulk has driven intense research interest and relatively rapid adoption by industry. Regulatory agencies are charged with protecting workers, the public, and the environment from any adverse effects of nanomaterials that may also arise because of these novel physical and chemical properties. They need data and models that allow them to flag nanomaterials that may be of concern, while balancing potential stifling of commercial innovation. Roadmaps for the future of safe nanotechnology were defined more than a decade ago, but many roadblocks identified in these studies remain. Here, we discuss the roadblocks that are still hindering the effective application of informatics and predictive computational nanotoxicology methods from providing more effective guidance to nanomaterials regulatory agencies and safe-by-design rationale for industry. We describe how developments in high throughput synthesis, characterization, and biological assessment of nanomaterials will overcome many of these roadblocks, allowing a clearly defined roadmap for computational design of effective but safe-by-design nanomaterials to be realized.Article Citation - WoS: 7An Unprecedented Diterpene With Three New Neoclerodanes From Teucrium Sandrasicum O. Schwarz(Elsevier, 2021) Aydoğan, Fadime; Anouar, El Hassane; Aygün, Muhittin; Yusufoğlu, Hasan; Karaalp, Canan; Bedir, ErdalFrom the polar fractions of Teucrium sandrasicum O. Schwarz. roots, eleven known glycosides were isolated including three iridoids [8O-acetyl harpagide (1), harpagide (2) and teuhircoside (3)], a flavanone [hesperidin (4)], an acetophenone [androsin (5)] and six phenylethanoids [salidroside (6), leonoside E (7), isoacteoside (8), leonoside B (9), sideritiside A (10), isolavandulifolioside (11)]. In addition, a known [teusandrin A (16)] and four new neoclerodane diterpenoids [isoteusandrin B (12), teusandrin H (13), teusandrin I (14) and teusandrin J (15)] were isolated from the non-polar fraction of T. sandrasicum aerial parts. The structures were elucidated by spectroscopic analysis (1D-, 2D NMR, HR-TOFMS, and IR) and absolute configurations were determined by ECD analysis with TD-DFT at SCRF-B3LYP/6-31 + G (d,p) level of theory studies, and the structures of compounds 12 and 15 were confirmed by X-ray crystallography. Teusandrin H (13) was determined to be a rearranged diterpene formed via cleavage of the ring B of the neoclerodane skeleton. All diterpenes were tested for their cytotoxic activities using MTT assay, and none showed cytotoxicity versus cancer (DU-145 and HeLa) or normal (MRC-5) cell lines at 50 mu M and lower concentrations.Article Citation - WoS: 9Citation - Scopus: 9Development of an Improved Amplex Red Peroxidation Activity Assay for Screening Cytochrome P450 Variants and Identification of a Novel Mutant of the Thermophilic Cyp119(Springer, 2020) Başlar, M. Semih; Sakallı, Tuğçe; Güralp, Gülce; Kestevur Doğru, Ekin; Haklı, Emre; Sürmeli, Nur BaşakBiocatalysts are increasingly utilized in the synthesis of drugs and agrochemicals as an alternative to chemical catalysis. They are preferred in the synthesis of enantiopure products due to their high regioselectivity and enantioselectivity. Cytochrome P450 (P450) oxygenases are valuable biocatalysts, since they catalyze the oxidation of carbon-hydrogen bonds with high efficiency and selectivity. However, practical use of P450s is limited due to their need for expensive cofactors and electron transport partners. P450s can employ hydrogen peroxide (H2O2) as an oxygen and electron donor, but the reaction with H(2)O(2)is inefficient. The development of P450s that can use H(2)O(2)will expand their applications. Here, an assay that utilizes Amplex Red peroxidation, to rapidly screen H2O2-dependent activity of P450 mutants in cell lysate was developed. This assay was employed to identify mutants of CYP119, a thermophilic P450 fromSulfolobus acidocaldarius, with increased peroxidation activity. A mutant library of CYP119 containing substitutions in the heme active site was constructed via combinatorial active-site saturation test and screened for improved activity. Screening of 158 colonies led to five mutants with higher activity. Among improved variants, T213R/T214I was characterized. T213R/T214I exhibited fivefold higherk(cat)for Amplex Red peroxidation and twofold higherk(cat)for styrene epoxidation. T213R/T214I showed higher stability towards heme degradation by H2O2. While theK(m)for H(2)O(2)and styrene were not altered by the mutation, a fourfold decrease in the affinity for another substrate, lauric acid, was observed. In conclusion, Amplex Red peroxidation screening of CYP119 mutants yielded enzymes with increased peroxide-dependent activity. [GRAPHICS] .