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Optimizing the maximum strain of a laser-deposited high-entropy alloy using COMSOL multiphysics 利用 COMSOL 多物理场优化激光沉积高熵合金的最大应变
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-05 DOI: 10.1186/s43088-024-00542-5
Dada Modupeola, Popoola Patricia

Background

Laser metal deposition (LMD) is a widely used additive manufacturing technique for producing complex high entropy alloys with special properties for several applications. The AlCoCrFeNiCu HEAs compositional design has six elements with a configurational entropy of 1.79 R and atomic concentrations between 5 and 35%, so the HEA system is thermodynamically favorable according to Boltzmann’s theory, attributed to the core effects. However, the high-entropy alloy has dominant Body-Centered Cubic structures which may be too brittle to be examined in tension experimentally. Preheating the substrate before and during layer deposition could be a potential solution that is currently under development since tensile loading necessitates an understanding of a material's behavior under tension through an analysis of its yield and ultimate tensile strength. A computer-aided design (CAD) solid model was used to generate the near-net dog-bone form of the alloy with moderately complicated geometrical characteristics using laser metal deposition (LMD) technology. This study investigates a straightforward and effective computational model for simulating material properties, using COMSOL Multiphysics 5.4 software for laser-deposited high entropy alloys that are excessively brittle to be tested in tension. The AlCoCrFeNiCu high-entropy alloy "dog bone" test sample was modeled using COMSOL Multiphysics for tensile loading. The first principal stresses and longitudinal strain under axial loading conditions were measured using a three-dimensional (3D) structural mechanics’ model.

Results

The results showed the ultimate tensile strength is 8.47 N/m2, attributed to the high entropy effect and the dominant phase structure of the alloy.

Conclusion

Numerical models in this paper demonstrate the effect of stresses on the tensile behavior of the AlCoCrFeNiCu high-entropy alloy. The model optimizes the LMD process by analyzing residual stresses and predicting tensile strength, thus, providing insights that show the potential of high entropy alloys for structural integrity in aerospace applications.

背景激光金属沉积(LMD)是一种广泛使用的增材制造技术,用于生产具有特殊性能的复杂高熵合金,可用于多种应用领域。AlCoCrFeNiCu 高熵合金的成分设计有六种元素,其构型熵为 1.79 R,原子浓度介于 5% 与 35% 之间,因此根据玻尔兹曼理论,高熵合金体系在热力学上是有利的,这归因于核心效应。然而,高熵合金具有主要的体心立方结构,这种结构可能太脆,无法进行拉伸实验。在层沉积之前和过程中预热基底可能是一个潜在的解决方案,目前正在开发中,因为拉伸加载需要通过分析材料的屈服强度和极限拉伸强度来了解材料在拉伸下的行为。使用计算机辅助设计(CAD)实体模型,利用激光金属沉积(LMD)技术生成具有中等复杂几何特征的近净狗骨形合金。本研究使用 COMSOL Multiphysics 5.4 软件,针对激光沉积的高熵合金(脆性过大,无法进行拉伸测试)研究了一种简单有效的计算模型,用于模拟材料特性。使用 COMSOL Multiphysics 软件对 AlCoCrFeNiCu 高熵合金 "狗骨 "测试样品进行了拉伸加载建模。使用三维结构力学模型测量了轴向加载条件下的第一主应力和纵向应变。结果结果表明,由于合金的高熵效应和主导相结构,其极限抗拉强度为 8.47 N/m2。该模型通过分析残余应力和预测拉伸强度优化了 LMD 工艺,从而提供了显示高熵合金在航空航天应用中结构完整性潜力的见解。
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引用次数: 0
Metabolomics-based biomarkers of probiotic efficacy in toxicological settings 基于代谢组学的毒理学环境下益生菌功效生物标志物
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-04 DOI: 10.1186/s43088-024-00546-1
Declan Ikechukwu Emegano, Dilek Battal, Kumsal Kocadal

Background

Metabolomics is the study of metabolites in cells, tissues, live organisms, and biological fluids to elucidate their composition and possible roles. Metabolomics and its biomarkers have emerged as a powerful tool for evaluating the efficacy of probiotics in various pathological conditions, including toxicological settings. This review explores the use of metabolomics-based markers to assess the safety and efficacy of probiotics in toxicological settings.

Result

This review aims to determine biomarkers for measuring the effectiveness of probiotic therapies in toxicological contexts based on exposure, effects, susceptibility, prognostic, and therapeutic biomarkers. In this study, 1979 articles were systematically searched in PubMed (PM), Scopus (Sc), Google Scholar (GS), and Web of Science (WOS) between the years 2013 and 2023 inclusive using keywords, inclusion, and exclusion criteria. The result showed that 1439 human samples were used from 2013 to 2023 publications with the UK having the highest number of publications, data, and sample types in 2023. Again, the result showed most of the publications are on susceptibility-based biomarkers.

Conclusion

Metabolomics-based biomarkers may provide insight into metabolism-related alterations related to probiotic therapies while clarifying their biological mechanisms, especially in toxicology enabling specific probiotic therapy.

背景代谢组学是对细胞、组织、活生物体和生物液体中的代谢物进行研究,以阐明其组成和可能的作用。代谢组学及其生物标志物已成为评估益生菌在各种病理条件(包括毒理学环境)下疗效的有力工具。本综述探讨了如何利用基于代谢组学的标志物来评估益生菌在毒理学环境中的安全性和有效性。结果本综述旨在根据暴露、效应、易感性、预后和治疗生物标志物来确定衡量益生菌疗法在毒理学环境中有效性的生物标志物。本研究采用关键词、纳入和排除标准,在 PubMed(PM)、Scopus(Sc)、Google Scholar(GS)和 Web of Science(WOS)中系统检索了 2013 年至 2023 年(含 2023 年)期间的 1979 篇文章。结果显示,在 2013 年至 2023 年的出版物中使用了 1439 份人类样本,其中英国在 2023 年的出版物、数据和样本类型数量最多。结论基于代谢组学的生物标志物可帮助人们深入了解与益生菌疗法相关的代谢相关改变,同时阐明其生物学机制,特别是在毒理学方面,使特定的益生菌疗法成为可能。
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引用次数: 0
Evaluation of the ameliorative potency of spirulina platensis against cerebellar damage induced by methotrexate in male rats: histopathological, ultrastructural, molecular, and biochemical studies 评估螺旋藻对甲氨蝶呤诱导的雄性大鼠小脑损伤的改善作用:组织病理学、超微结构、分子和生化研究
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-04 DOI: 10.1186/s43088-024-00543-4
Eman H. Kandil, Hany A. Abd elSamie, Asmaa H. AbdElrahman, Amany E. Nofal

Background

Methotrexate (MTX), a drug utilized in cancer and rheumatoid arthritis treatment, is associated with acute and chronic neurodegenerative alterations. Spirulina platensis (SP) has several important phytochemical substances that act as free radical scavengers or natural antioxidants. The current study investigated the possible effects of the blue-green alga Spirulina platensis on cerebellar damage in male rats exposed to methotrexate. Forty (40) adult male albino rats were randomly divided into 4 groups (n = 10) and treated for one week: GI, the control group; GII was orally given 1000 mg SP/kg/daily, GIII was given a single intraperitoneal injection of MTX 75 mg/kg at the first day, and continued under the normal condition without other treatment till the end of the experiment, and GIV received both SP and MTX together with the same previous doses and duration. Neurobehavioral, histopathological, histochemical, immunohistochemical, ultrastructural, molecular, and biochemical data were recorded.

Results

MTX caused severe cerebellar degeneration in 3 cortical layers, especially the Purkinje layer. The Purkinje layer displayed a disrupted monolayer arrangement with pyknotic nuclei, a significant decrease in cell number, and shrunken cells surrounded by empty spaces. The molecular and granular layers are degenerated with elevated immunoreactions and gene expression of the glial fibrillary acidic protein (GFAP), ionized calcium-binding adapter molecule 1 (Iba-1), and neurofilament light chain antibody (NFL). Moreover, MTX significantly increased malondialdehyde (MDA) and myeloperoxidase (MPO) while decreasing the levels of reduced glutathione (GSH), serotonin, superoxide dismutase (SOD), acetylcholinesterase (ACHE), norepinephrine, and dopamine. These insults were noticeably mitigated by concomitant treatment with spirulina.

Conclusion

Spirulina improves neurological function by modulating the cerebellar damage elicited by MTX. This improvement may be attributed to the anti-inflammatory and antioxidant properties of spirulina.

背景甲氨蝶呤(MTX)是一种用于治疗癌症和类风湿性关节炎的药物,与急性和慢性神经退行性病变有关。螺旋藻(SP)含有多种重要的植物化学物质,可作为自由基清除剂或天然抗氧化剂。本研究调查了蓝绿藻螺旋藻对暴露于甲氨蝶呤的雄性大鼠小脑损伤的可能影响。将 40 只成年雄性白化大鼠随机分为 4 组(n = 10),治疗一周:GI组为对照组;GII组口服1000毫克SP/千克/天;GIII组第一天腹腔注射MTX 75毫克/千克,并在正常情况下继续治疗直至实验结束;GIV组同时接受SP和MTX治疗,剂量和时间与对照组相同。实验记录了神经行为学、组织病理学、组织化学、免疫组化、超微结构、分子和生化数据。Purkinje层的单层排列紊乱,细胞核萎缩,细胞数量显著减少,细胞萎缩,周围有空隙。分子层和颗粒层变性,胶质纤维酸性蛋白(GFAP)、电离钙结合适配器分子 1(Iba-1)和神经丝蛋白轻链抗体(NFL)的免疫反应和基因表达升高。此外,MTX 还会明显增加丙二醛(MDA)和髓过氧化物酶(MPO)的含量,同时降低还原型谷胱甘肽(GSH)、血清素、超氧化物歧化酶(SOD)、乙酰胆碱酯酶(ACHE)、去甲肾上腺素和多巴胺的含量。结论螺旋藻可通过调节 MTX 引起的小脑损伤来改善神经功能。这种改善可能归因于螺旋藻的抗炎和抗氧化特性。
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引用次数: 0
RFLP-kenzy: a new bioinformatics tool for in silico detection of key restriction enzyme in RFLP technique RFLP-kenzy:用于对 RFLP 技术中的关键限制酶进行硅检测的新型生物信息学工具
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-02 DOI: 10.1186/s43088-024-00531-8
Nora Laref, Khadidja Belkheir, Mohamed Belazreg, Abdelhadi Hireche

Background

Today, several bioinformatics tools are available for analyzing restriction fragment length data. RFLP-kenzy is a new bioinformatic tool for identifying restriction key enzyme that cut at least 1 sequence and a maximum of n-1 sequence.

Results

This bioinformatic tool helps researchers to select appropriate enzymes that yield different RFLP patterns, especially from overly identical sequences with single nucleotide mutation or other small variations. By using RFLP-kenzy, multiple DNA sequences could be analyzed simultaneously and the key enzymes list is provided. The present paper also demonstrates the ability of RFLP-kenzy to identify the key enzymes through the analysis of 16S rRNA sequences and the complete genome of various genera of microorganisms.

Conclusion

From the results, several key enzymes were provided indicating the importance of this new tool in the selection of appropriate restriction enzymes.

背景如今,有多种生物信息学工具可用于分析限制性片段长度数据。RFLP-kenzy是一种新的生物信息学工具,用于识别至少能切割1个序列、最多能切割n-1个序列的限制性关键酶。结果这种生物信息学工具能帮助研究人员选择产生不同RFLP模式的适当酶,特别是从具有单核苷酸突变或其他微小变异的过于相同的序列中选择。使用 RFLP-kenzy 可以同时分析多个 DNA 序列,并提供关键酶列表。本文还通过分析 16S rRNA 序列和各种微生物属的完整基因组,证明了 RFLP-kenzy 识别关键酶的能力。
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引用次数: 0
Alteration of mature neuronal marker of β-III tubulin expression in differentiated SH-SY5Y cells by refinement of foetal bovine serum concentration 细化胎牛血清浓度对分化的 SH-SY5Y 细胞中成熟神经元标记物 β-III 管蛋白表达的改变
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-02 DOI: 10.1186/s43088-024-00547-0
Nurul Fatihah Mohamad Nasir, Muhammad Syahir Hakimi Mohd Hazli, Shaharum Shamsuddin, Azalina Zainuddin

Background

The process of differentiating neuroblastoma cells (SH-SY5Y) is crucial for obtaining mature neuronal markers. However, there is variability in the concentrations of foetal bovine serum (FBS) used in the differentiation media, ranging from 1 to 10%. This inconsistency in FBS concentrations may contribute to the inconsistent differentiation of cells. To improve the utility of the SH-SY5Y cell line as a model for neuronal cell culture, we investigated the impact of FBS concentrations in the differentiation media using Dulbecco's modified eagle medium and 10 μM all-trans-retinoic acid (ATRA). The aim of this study was to optimise the concentrations of FBS in the differentiation media of SH-SY5Y cells. Our study focused on assessing the length of dendrites in neuronal cells and the expression of β-III tubulin, a marker indicative of mature neurons. SH-SY5Y cells were differentiated with 10 µM of ATRA for 7 days. Four treatment groups with different FBS concentrations (1%, 3%, 5%, and 10%) were examined to assess the alteration of cellular morphology and dendritic length. The expression of the mature neuron marker β-III tubulin was evaluated using immunocytochemistry technique.

Results

SH-SY5Y cells' dendrite length was significantly longer (p < 0.05) when there was a higher concentration of FBS in the differentiation medium. The result was confirmed with the significant increase of β-III tubulin expression (p < 0.001) of the differentiated SH-SY5Y cells that have been incubated with higher concentrations of FBS in the differentiation medium.

Conclusions

We concluded that optimised concentrations of FBS in the differentiation media display longer length of the dendrites and express higher production of β-III tubulin in the differentiated SH-SY5Y cells. The consistency of serum concentration used in the differentiation media is important to produce a sustainable in vitro neuronal model of SH-SY5Y cells for neurodegenerative studies.

背景神经母细胞瘤细胞(SH-SY5Y)的分化过程对于获得成熟的神经元标记至关重要。然而,分化培养基中使用的胎牛血清(FBS)浓度存在差异,从1%到10%不等。FBS 浓度的不一致可能是导致细胞分化不一致的原因之一。为了提高 SH-SY5Y 细胞系作为神经元细胞培养模型的实用性,我们使用杜氏改良老鹰培养基和 10 μM 全反式维甲酸(ATRA)研究了分化培养基中 FBS 浓度的影响。本研究旨在优化 SH-SY5Y 细胞分化培养基中的 FBS 浓度。我们的研究重点是评估神经元细胞树突的长度和β-III微管蛋白的表达,β-III微管蛋白是成熟神经元的标志物。用 10 µM 的 ATRA 对 SH-SY5Y 细胞进行为期 7 天的分化。对不同FBS浓度(1%、3%、5%和10%)的四个处理组进行检测,以评估细胞形态和树突长度的变化。结果当分化培养基中的 FBS 浓度较高时,SH-SY5Y 细胞的树突长度明显延长(p < 0.05)。结论我们得出结论,分化培养基中 FBS 的浓度达到最佳时,分化的 SH-SY5Y 细胞的树突长度更长,β-III 管蛋白的表达量更高。分化培养基中使用的血清浓度的一致性对于产生一个可持续的 SH-SY5Y 细胞体外神经元模型用于神经退行性病变研究非常重要。
{"title":"Alteration of mature neuronal marker of β-III tubulin expression in differentiated SH-SY5Y cells by refinement of foetal bovine serum concentration","authors":"Nurul Fatihah Mohamad Nasir,&nbsp;Muhammad Syahir Hakimi Mohd Hazli,&nbsp;Shaharum Shamsuddin,&nbsp;Azalina Zainuddin","doi":"10.1186/s43088-024-00547-0","DOIUrl":"10.1186/s43088-024-00547-0","url":null,"abstract":"<div><h3>Background</h3><p>The process of differentiating neuroblastoma cells (SH-SY5Y) is crucial for obtaining mature neuronal markers. However, there is variability in the concentrations of foetal bovine serum (FBS) used in the differentiation media, ranging from 1 to 10%. This inconsistency in FBS concentrations may contribute to the inconsistent differentiation of cells. To improve the utility of the SH-SY5Y cell line as a model for neuronal cell culture, we investigated the impact of FBS concentrations in the differentiation media using Dulbecco's modified eagle medium and 10 μM all-trans-retinoic acid (ATRA). The aim of this study was to optimise the concentrations of FBS in the differentiation media of SH-SY5Y cells. Our study focused on assessing the length of dendrites in neuronal cells and the expression of β-III tubulin, a marker indicative of mature neurons. SH-SY5Y cells were differentiated with 10 µM of ATRA for 7 days. Four treatment groups with different FBS concentrations (1%, 3%, 5%, and 10%) were examined to assess the alteration of cellular morphology and dendritic length. The expression of the mature neuron marker β-III tubulin was evaluated using immunocytochemistry technique.</p><h3>Results</h3><p>SH-SY5Y cells' dendrite length was significantly longer (<i>p</i> &lt; 0.05) when there was a higher concentration of FBS in the differentiation medium. The result was confirmed with the significant increase of β-III tubulin expression (<i>p</i> &lt; 0.001) of the differentiated SH-SY5Y cells that have been incubated with higher concentrations of FBS in the differentiation medium.</p><h3>Conclusions</h3><p>We concluded that optimised concentrations of FBS in the differentiation media display longer length of the dendrites and express higher production of β-III tubulin in the differentiated SH-SY5Y cells. The consistency of serum concentration used in the differentiation media is important to produce a sustainable in vitro neuronal model of SH-SY5Y cells for neurodegenerative studies.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"13 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-024-00547-0","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142123081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Explore the most recent developments and upcoming outlooks in the field of dental nanomaterials 探索牙科纳米材料领域的最新发展和未来展望
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-02 DOI: 10.1186/s43088-024-00540-7
Ali Alsuraifi, Zainab M. Sulaiman, Noor Alhuda R. Mohammed, Jassim Mohammed, Sarah Kareem Ali, Yousef Husam Abdualihamaid, Fatimah Husam, Abdullah Ayad

Background

The rapid evolution of nanotechnology has fundamentally transformed both medical and dental fields. By harnessing nanomaterials, researchers have unlocked the ability to replicate natural tissue structures and properties, significantly enhancing integration processes. Notably, nanostructures have emerged as pivotal elements in oral medicine, particularly in combating dental caries and enhancing outcomes in dental implants and maxillofacial surgeries.

Main body of the abstract

Nanostructures play multifaceted roles in oral health, promoting osseointegration and expediting healing processes in dental procedures. The impact of these materials extends to improving the adhesive strength and overall properties of dental composites. This review critically evaluates the influence of nanointerfaces on the longevity of dental restorations, exploring innovative nanotechnological interventions aimed at augmenting restoration durability. Furthermore, recent strides in nanodentistry are discussed, highlighting breakthroughs in oral health diagnostics, preventative strategies, and treatment modalities essential for achieving and sustaining optimal oral health.

Short conclusion

Incorporating nanotechnology into dental practice presents exciting prospects for advancing oral healthcare. From enhancing restoration durability to revolutionizing diagnostics and treatments, nanotechnology offers transformative solutions that hold significant promise for the future of oral health management.

背景纳米技术的快速发展从根本上改变了医疗和牙科领域。通过利用纳米材料,研究人员获得了复制天然组织结构和特性的能力,从而大大增强了整合过程。值得注意的是,纳米结构已成为口腔医学的关键要素,特别是在防治龋齿、提高牙科植入物和颌面外科手术的效果方面。摘要正文纳米结构在口腔健康中发挥着多方面的作用,可促进骨结合并加快牙科手术的愈合过程。这些材料的影响还包括改善牙科复合材料的粘合强度和整体性能。本综述批判性地评估了纳米界面对牙科修复体寿命的影响,探讨了旨在增强修复体耐久性的创新纳米技术干预措施。此外,还讨论了纳米牙科的最新进展,突出强调了口腔健康诊断、预防策略和治疗模式方面的突破,这些对于实现和维持最佳口腔健康至关重要。从提高修复的耐久性到彻底改变诊断和治疗方法,纳米技术提供了变革性的解决方案,为未来的口腔健康管理带来了巨大的希望。
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引用次数: 0
Ethnopharmacology and therapeutic potentials of Oxalis corniculata: an in-depth study 牛樟芝的民族药理学和治疗潜力:深入研究
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-19 DOI: 10.1186/s43088-024-00541-6
Ram Bharti, Priyanka Priyanka, Prachi Bhargava, Neeraj Khatri

Background

For centuries, plants have been used in the folk medicine of various cultures for their healing properties. It is amazing how nature has provided us with such powerful remedies. Oxalis corniculata (O. corniculata) has always been used traditionally for its medicinal attributes. In Asia, this herbaceous plant is used for treating many gastrointestinal disorders, such as diarrhea and dysentery. In African folk medicine, on the other hand, this herb is used for respiratory diseases, skin diseases, and fever.

Main body

Scientific research has revealed numerous pharmacological potentials of this plant, including antitumor, antimicrobial, antioxidant, anti-inflammatory, and hepatoprotective properties. In addition, studies have indicated that the extract of this plant protects against oxidative stress, inflammation, and various diseases, including cancer and diabetes. Phytochemical analysis of O. corniculata revealed various relevant compounds, including phenolic acids, flavonoids, and alkaloids, which are responsible for its therapeutic properties.

Conclusion

The various constituents of this plant have significant ethnomedicinal potential. The plant is a possible source of extracts and chemical compounds with pharmacological activity. In the future, O. corniculata could have an effective role in the development of modern drugs. The objective of this review is to summarize the current knowledge on the medicinal potential of O. corniculata, including its bioactive compounds, mechanisms of action, and therapeutic applications.

Graphical abstract

背景几个世纪以来,各种文化的民间医药中一直使用植物来治疗疾病。大自然为我们提供了如此强大的疗法,令人惊叹。牛筋草(Oxalis corniculata)一直因其药用特性而被传统使用。在亚洲,这种草本植物被用于治疗许多肠胃疾病,如腹泻和痢疾。另一方面,在非洲的民间医药中,这种草本植物被用于治疗呼吸道疾病、皮肤病和发烧。科学研究揭示了这种植物的多种药理潜能,包括抗肿瘤、抗菌、抗氧化、抗炎和保肝特性。此外,研究还表明,这种植物的提取物可防止氧化应激、炎症和各种疾病,包括癌症和糖尿病。O.corniculata的植物化学分析揭示了各种相关化合物,包括酚酸、黄酮类和生物碱,这些化合物是其治疗特性的原因。该植物可能是具有药理活性的提取物和化合物的来源。未来,O. corniculata 可在现代药物开发中发挥有效作用。本综述的目的是总结目前有关鸡冠花药用潜力的知识,包括其生物活性化合物、作用机制和治疗应用。
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引用次数: 0
An investigation of deep learning approaches for efficient assembly component identification 深度学习方法在高效装配部件识别中的应用研究
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-19 DOI: 10.1186/s43088-024-00537-2
Kaki Ramesh, Faisel Mushtaq, Sandip Deshmukh, Tathagata Ray, Chandu Parimi, Ali Basem, Ammar Elsheikh

Background

Within the manufacturing sector, assembly processes relying on mechanical fasteners such as nuts, washers, and bolts hold critical importance. Presently, these fasteners undergo manual inspection or are identified by human operators, a practice susceptible to errors that can adversely affect product efficiency and safety. Given considerations such as time constraints, escalating facility and labor expenses, and the imperative of seamless integration, the integration of machine vision into assembly operations has become imperative.

Results

This study endeavors to construct a robust system grounded in deep learning algorithms to autonomously identify commonly used fasteners and delineate their attributes (e.g., thread type, head type) with acceptable precision. A dataset comprising 6084 images featuring 150 distinct fasteners across various classes was assembled. The dataset was partitioned into training, validation, and testing sets at a ratio of 7.5:2:0.5, respectively. Two prominent object detection algorithms, Mask-RCNN (regional-based convolutional neural network) and You Look Only Once-v5 (YOLO v5), were evaluated for efficiency and accuracy in fastener identification. The findings revealed that YOLO v5 surpassed Mask-RCNN in processing speed and attained an mean average precision (MAP) of 99%. Additionally, YOLO v5 showcased superior performance conducive to real-time deployment.

Conclusions

The development of a resilient system employing deep learning algorithms for fastener identification within assembly processes signifies a significant stride in manufacturing technology. This study underscores the efficacy of YOLO v5 in achieving exceptional accuracy and efficiency, thereby augmenting the automation and dependability of assembly operations in manufacturing environments. Such advancements hold promise for streamlining production processes, mitigating errors, and enhancing overall productivity in the manufacturing sector.

背景在制造业中,依赖螺母、垫圈和螺栓等机械紧固件的装配流程至关重要。目前,这些紧固件需要经过人工检测或由人工操作员识别,这种做法很容易出错,从而对产品效率和安全性造成不利影响。考虑到时间限制、不断攀升的设施和人工成本以及无缝集成的必要性,将机器视觉集成到装配操作中已势在必行。 结果本研究致力于构建一个基于深度学习算法的强大系统,以可接受的精度自主识别常用紧固件并划分其属性(如螺纹类型、头部类型)。数据集由 6084 张图像组成,包含 150 种不同类别的紧固件。数据集按 7.5:2:0.5 的比例分别划分为训练集、验证集和测试集。对两种著名的物体检测算法,即 Mask-RCNN(基于区域的卷积神经网络)和 You Look Only Once-v5 (YOLO v5),进行了紧固件识别效率和准确性评估。结果显示,YOLO v5 的处理速度超过了 Mask-RCNN,平均精度 (MAP) 达到 99%。此外,YOLO v5 还展示了有利于实时部署的卓越性能。结论开发出一种采用深度学习算法的弹性系统,用于装配流程中的紧固件识别,标志着制造技术取得了重大进展。这项研究强调了 YOLO v5 在实现卓越的准确性和效率方面的功效,从而提高了制造环境中装配操作的自动化程度和可靠性。这种进步为简化生产流程、减少错误和提高制造业的整体生产力带来了希望。
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引用次数: 0
Myeloid sarcoma, spectrum of clinical characteristics, prognostic impact, and treatment outcome 髓样肉瘤、临床特征谱、预后影响和治疗效果
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-19 DOI: 10.1186/s43088-024-00516-7
Samah Fathy Semary, Mahmoud Hammad, Sonya Soliman, Nayera Hamdy, Sherine Salem, Iman zaky, Naglaa elkinaai, Nermeen Ezzat, Doaa Albeltagy, Youssef Madany

Background

Acute leukemia may present with extramedullary (EM) tissues. Myeloid sarcoma (MS) and leukemia cutis (LC) are considered extramedullary diseases. This study aims to evaluate the incidence, clinical characteristics, and prognostic factors affecting the outcome of pediatric patients with myeloid sarcoma at the pediatric oncology center from July 2007 to December 2017. Radiological imaging was used to stage the tumor, biopsy was done for pathological diagnosis, and bone marrow aspirate for morphology, flow cytometry, cytogenetics, and molecular analysis. Patients received chemotherapy protocols based on those used by the Children's Cancer Group for acute myeloid leukemia (AML).

Result

The study included 91 (13.2%) of 687 pediatric patients with acute myeloid leukemia, with a male-to-female ratio of 1.9 to 1. Prognostic factors that improved the patient’s 5-year overall survival (OS) were age > 5 years old, molecular and cytogenetic detection of t (8; 21), inv 16, presence of a single and small size lesion < 5 cm, negative CNS lesion, and achieved radiological response in isolated disease or radiological and marrow complete remission in disseminated disease post induction 1 with significant P value. Relapse, particularly early relapse, worsens the OS and EFS by 10% and 7.7%, respectively.

Conclusion

Patients over five with low-risk disease based on cytogenetics, a small, single, negative CNS lesion, and a complete response post induction 1 had better outcomes, with no significant difference between those with isolated extramedullary disease and those with marrow dissemination. Early relapse harms the outcome. The study group’s 5-year OS and EFS rates are 51.4% and 49.4%, respectively.

背景急性白血病可能伴有髓外组织(EM)。髓样肉瘤(MS)和切端白血病(LC)被认为是髓外疾病。本研究旨在评估2007年7月至2017年12月期间儿科肿瘤中心髓样肉瘤儿科患者的发病率、临床特征以及影响预后的因素。放射成像用于肿瘤分期,活检用于病理诊断,骨髓穿刺用于形态学、流式细胞术、细胞遗传学和分子分析。患者接受的化疗方案以儿童癌症小组(Children's Cancer Group)治疗急性髓性白血病(AML)的方案为基础。提高患者5年总生存率(OS)的预后因素包括:年龄5岁;分子和细胞遗传学检测出t(8;21),inv 16;存在单个且体积小的病灶(5厘米);中枢神经系统病灶阴性;诱导1后,孤立性疾病获得放射学反应,或播散性疾病获得放射学和骨髓完全缓解,且P值显著。复发,尤其是早期复发,会使患者的OS和EFS分别降低10%和7.7%。结论:5岁以上患者,根据细胞遗传学判断为低风险疾病,中枢神经系统病变小且单个阴性,诱导1后获得完全缓解,其预后较好,孤立性髓外疾病和骨髓播散性疾病患者的预后无显著差异。早期复发损害预后。研究组的5年OS率和EFS率分别为51.4%和49.4%。
{"title":"Myeloid sarcoma, spectrum of clinical characteristics, prognostic impact, and treatment outcome","authors":"Samah Fathy Semary,&nbsp;Mahmoud Hammad,&nbsp;Sonya Soliman,&nbsp;Nayera Hamdy,&nbsp;Sherine Salem,&nbsp;Iman zaky,&nbsp;Naglaa elkinaai,&nbsp;Nermeen Ezzat,&nbsp;Doaa Albeltagy,&nbsp;Youssef Madany","doi":"10.1186/s43088-024-00516-7","DOIUrl":"10.1186/s43088-024-00516-7","url":null,"abstract":"<div><h3>Background</h3><p>Acute leukemia may present with extramedullary (EM) tissues. Myeloid sarcoma (MS) and leukemia cutis (LC) are considered extramedullary diseases. This study aims to evaluate the incidence, clinical characteristics, and prognostic factors affecting the outcome of pediatric patients with myeloid sarcoma at the pediatric oncology center from July 2007 to December 2017. Radiological imaging was used to stage the tumor, biopsy was done for pathological diagnosis, and bone marrow aspirate for morphology, flow cytometry, cytogenetics, and molecular analysis. Patients received chemotherapy protocols based on those used by the Children's Cancer Group for acute myeloid leukemia (AML).</p><h3>Result</h3><p>The study included 91 (13.2%) of 687 pediatric patients with acute myeloid leukemia, with a male-to-female ratio of 1.9 to 1. Prognostic factors that improved the patient’s 5-year overall survival (OS) were age &gt; 5 years old, molecular and cytogenetic detection of t (8; 21), inv 16, presence of a single and small size lesion &lt; 5 cm, negative CNS lesion, and achieved radiological response in isolated disease or radiological and marrow complete remission in disseminated disease post induction 1 with significant <i>P</i> value. Relapse, particularly early relapse, worsens the OS and EFS by 10% and 7.7%, respectively.</p><h3>Conclusion</h3><p>Patients over five with low-risk disease based on cytogenetics, a small, single, negative CNS lesion, and a complete response post induction 1 had better outcomes, with no significant difference between those with isolated extramedullary disease and those with marrow dissemination. Early relapse harms the outcome. The study group’s 5-year OS and EFS rates are 51.4% and 49.4%, respectively.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"13 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-024-00516-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142013468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Middle ear-acquired cholesteatoma diagnosis based on CT scan image mining using supervised machine learning models 利用监督机器学习模型挖掘 CT 扫描图像,诊断中耳后天性胆脂瘤
IF 2.5 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-15 DOI: 10.1186/s43088-024-00534-5
Naouar Ouattassi, Mustapha Maaroufi, Hajar Slaoui, Taha Benateya Andaloussi, Arsalane Zarghili, Mohamed Nouredine El Amine El Alami

Background

Distinguishing between middle ear cholesteatoma and chronic suppurative otitis media (CSOM) is an ongoing challenge. While temporal bone computed tomography (CT) scan is highly accurate for diagnosing middle ear conditions, its specificity in discerning between cholesteatoma and CSOM is only moderate. To address this issue, we utilized trained machine learning models to enhance the specificity of temporal bone CT scan in diagnosing middle ear cholesteatoma. Our database consisted of temporal bone CT scan native images from 122 patients diagnosed with middle ear cholesteatoma and a control group of 115 patients diagnosed with CSOM, with both groups labeled based on surgical findings. We preprocessed the native images to isolate the region of interest and then utilized the Inception V3 convolutional neural network for image embedding into data vectors. Classification was performed using machine learning models including support vector machine (SVM), k-nearest neighbors (k-NN), random forest, and neural network. Statistical metrics employed to interpret the results included classification accuracy, precision, recall, F1 score, confusion matrix, area under the receiver operating characteristic curve (AUC), and FreeViz diagram.

Results

Our training dataset comprised 5390 images, and the testing dataset included 125 different images. The neural network, k-NN, and SVM models demonstrated significantly higher relevance in terms of classification accuracy, precision, and recall compared to the random forest model. For instance, the F1 scores were 0.974, 0.987, and 0.897, respectively, for the former three models, in contrast to 0.661 for the random forest model.

Conclusion

The performance metrics of the presented trained machine learning models hold promising prospects as potentially clinically useful aids.

背景区分中耳胆脂瘤和慢性化脓性中耳炎(CSOM)是一项持续的挑战。虽然颞骨计算机断层扫描(CT)诊断中耳疾病的准确性很高,但其鉴别胆脂瘤和慢性化脓性中耳炎的特异性却不高。为了解决这个问题,我们利用训练有素的机器学习模型来提高颞骨 CT 扫描诊断中耳胆脂瘤的特异性。我们的数据库由 122 名确诊为中耳胆脂瘤的患者和 115 名确诊为 CSOM 的对照组患者的颞骨 CT 扫描原始图像组成,两组患者均根据手术结果进行标记。我们对原始图像进行预处理,分离出感兴趣的区域,然后利用 Inception V3 卷积神经网络将图像嵌入数据向量。我们使用机器学习模型进行分类,包括支持向量机(SVM)、k-近邻(k-NN)、随机森林和神经网络。用于解释结果的统计指标包括分类准确率、精确度、召回率、F1 分数、混淆矩阵、接收者工作特征曲线下面积(AUC)和 FreeViz 图表。与随机森林模型相比,神经网络、k-NN 和 SVM 模型在分类准确度、精确度和召回率方面都表现出明显更高的相关性。例如,前三种模型的 F1 分数分别为 0.974、0.987 和 0.897,而随机森林模型的 F1 分数为 0.661。
{"title":"Middle ear-acquired cholesteatoma diagnosis based on CT scan image mining using supervised machine learning models","authors":"Naouar Ouattassi,&nbsp;Mustapha Maaroufi,&nbsp;Hajar Slaoui,&nbsp;Taha Benateya Andaloussi,&nbsp;Arsalane Zarghili,&nbsp;Mohamed Nouredine El Amine El Alami","doi":"10.1186/s43088-024-00534-5","DOIUrl":"10.1186/s43088-024-00534-5","url":null,"abstract":"<div><h3>Background</h3><p>Distinguishing between middle ear cholesteatoma and chronic suppurative otitis media (CSOM) is an ongoing challenge. While temporal bone computed tomography (CT) scan is highly accurate for diagnosing middle ear conditions, its specificity in discerning between cholesteatoma and CSOM is only moderate. To address this issue, we utilized trained machine learning models to enhance the specificity of temporal bone CT scan in diagnosing middle ear cholesteatoma. Our database consisted of temporal bone CT scan native images from 122 patients diagnosed with middle ear cholesteatoma and a control group of 115 patients diagnosed with CSOM, with both groups labeled based on surgical findings. We preprocessed the native images to isolate the region of interest and then utilized the Inception V3 convolutional neural network for image embedding into data vectors. Classification was performed using machine learning models including support vector machine (SVM), k-nearest neighbors (k-NN), random forest, and neural network. Statistical metrics employed to interpret the results included classification accuracy, precision, recall, F1 score, confusion matrix, area under the receiver operating characteristic curve (AUC), and FreeViz diagram.</p><h3>Results</h3><p>Our training dataset comprised 5390 images, and the testing dataset included 125 different images. The neural network, k-NN, and SVM models demonstrated significantly higher relevance in terms of classification accuracy, precision, and recall compared to the random forest model. For instance, the F1 scores were 0.974, 0.987, and 0.897, respectively, for the former three models, in contrast to 0.661 for the random forest model.</p><h3>Conclusion</h3><p>The performance metrics of the presented trained machine learning models hold promising prospects as potentially clinically useful aids.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"13 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-024-00534-5","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141991548","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Beni-Suef University Journal of Basic and Applied Sciences
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