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TidyTron: Reducing lab waste using validated wash-and-reuse protocols for common plasticware in Opentrons OT-2 lab robots TidyTron:在Opentrons OT-2实验室机器人中,使用经过验证的普通塑料制品清洗和重复使用协议来减少实验室废物。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2023.08.007
John A. Bryant Jr, Cameron Longmire, Sriya Sridhar, Samuel Janousek, Mason Kellinger, R. Clay Wright

Every year biotechnology labs generate a combined total of ∼5.5 million tons of plastic waste. As the global bioeconomy expands, biofoundries will inevitably increase plastic consumption in-step with synthetic biology scaling. Decontamination and reuse of single-use plastics could increase sustainability and reduce recurring costs of biological research. However, throughput and variable cleaning quality make manual decontamination impractical in most instances. Automating single-use plastic cleaning with liquid handling robots makes decontamination more practical by offering higher throughput and consistent cleaning quality. However, open-source, validated protocols using low-cost lab robotics for effective decontamination of plasticware—facilitating safe reuse—have not yet been developed. Here we introduce and validate TidyTron: a library of protocols for cleaning micropipette tips and microtiter plates that are contaminated with DNA, E. coli, and S. cerevisiae. We tested a variety of cleaning solutions, contact times, and agitation methods with the aim of minimizing time and cost, while maximizing cleaning stringency and sustainability. We tested and validated these cleaning procedures by comparing fresh (first-time usage) versus cleaned tips and plates for contamination with cells, DNA, or cleaning solutions. We assessed contamination by measuring colony forming units by plating, PCR efficiency and DNA concentration by qPCR, and event counts and debris by flow cytometry. Open source cleaning protocols are available at https://github.com/PlantSynBioLab/TidyTron and hosted on a graphical user interface at https://jbryantvt.github.io/TidyTron/.

生物技术实验室每年总共产生约550万吨塑料垃圾。随着全球生物经济的扩张,生物制品将不可避免地增加塑料消费,与合成生物规模同步。一次性塑料的净化和再利用可以提高可持续性,降低生物研究的经常性成本。然而,在大多数情况下,处理量和可变的清洁质量使得手动去污不切实际。通过液体处理机器人实现一次性塑料清洁自动化,提供更高的处理量和一致的清洁质量,使去污更加实用。然而,使用低成本实验室机器人对塑料进行有效去污的开源、经验证的协议尚未开发出来,这些协议有助于安全的重复使用。在这里,我们介绍并验证了TidyTron:一个用于清洁被DNA、大肠杆菌和酿酒酵母污染的微量移液管尖端和微量滴定板的协议库。我们测试了各种清洁溶液、接触时间和搅拌方法,目的是最大限度地减少时间和成本,同时最大限度地提高清洁的严格性和可持续性。我们通过比较新鲜(首次使用)与清洁过的尖端和平板是否受到细胞、DNA或清洁溶液的污染来测试和验证这些清洁程序。我们通过平板法测量集落形成单位,通过qPCR测量PCR效率和DNA浓度,通过流式细胞术测量事件计数和碎片来评估污染。开源清洁协议可在https://github.com/PlantSynBioLab/TidyTron并托管在图形用户界面上https://jbryantvt.github.io/TidyTron/.
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引用次数: 0
Recent advances of droplet-based microfluidics for engineering artificial cells 基于液滴的人工细胞工程微流控技术的最新进展
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2023.05.002
Samantha Fasciano , Shue Wang

Artificial cells, synthetic cells, or minimal cells are microengineered cell-like structures that mimic the biological functions of cells. Artificial cells are typically biological or polymeric membranes where biologically active components, including proteins, genes, and enzymes, are encapsulated. The goal of engineering artificial cells is to build a living cell with the least amount of parts and complexity. Artificial cells hold great potential for several applications, including membrane protein interactions, gene expression, biomaterials, and drug development. It is critical to generate robust, stable artificial cells using high throughput, easy-to-control, and flexible techniques. Recently, droplet-based microfluidic techniques have shown great potential for the synthesis of vesicles and artificial cells. Here, we summarized the recent advances in droplet-based microfluidic techniques for the fabrication of vesicles and artificial cells. We first reviewed the different types of droplet-based microfluidic devices, including flow-focusing, T-junction, and coflowing. Next, we discussed the formation of multi-compartmental vesicles and artificial cells based on droplet-based microfluidics. The applications of artificial cells for studying gene expression dynamics, artificial cell-cell communications, and mechanobiology are highlighted and discussed. Finally, the current challenges and future outlook of droplet-based microfluidic methods for engineering artificial cells are discussed. This review will provide insights into scientific research in synthetic biology, microfluidic devices, membrane interactions, and mechanobiology.

人造细胞、合成细胞或最小细胞是模仿细胞生物功能的微工程细胞样结构。人造细胞通常是生物膜或聚合膜,其中封装了生物活性成分,包括蛋白质、基因和酶。人工细胞工程的目标是用最少的部件和最复杂的结构构建一个活细胞。人工细胞在膜蛋白相互作用、基因表达、生物材料和药物开发等多个应用领域具有巨大潜力。利用高通量、易控制和灵活的技术生成稳健、稳定的人工细胞至关重要。最近,基于液滴的微流控技术在合成囊泡和人工细胞方面显示出巨大潜力。在此,我们总结了基于液滴的微流控技术在制造囊泡和人工细胞方面的最新进展。我们首先回顾了基于液滴的微流体设备的不同类型,包括流聚焦、T 型连接和共流。接下来,我们讨论了基于液滴微流体技术的多室囊泡和人工细胞的形成。重点讨论了人工细胞在研究基因表达动力学、人工细胞-细胞通讯和机械生物学方面的应用。最后,讨论了基于液滴的微流体方法在人工细胞工程中的当前挑战和未来展望。本综述将为合成生物学、微流体设备、膜相互作用和机械生物学领域的科学研究提供深入见解。
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引用次数: 0
Experimental and biophysical modeling of transcription and translation dynamics in bacterial- and mammalian-based cell-free expression systems 基于细菌和哺乳动物的无细胞表达系统中转录和翻译动态的实验和生物物理建模。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2022.02.001
Yuwen Zhao , Shue Wang

Cell-free expression (CFE) systems have been used extensively in systems and synthetic biology as a promising platform for manufacturing proteins and chemicals. Currently, the most widely used CFE system is in vitro protein transcription and translation platform. As the rapidly increased applications and uses, it is crucial to have a standard biophysical model for quantitative studies of gene circuits, which will provide a fundamental understanding of basic working mechanisms of CFE systems. Current modeling approaches mainly focus on the characterization of E. coli-based CFE systems, a computational model that can be utilized for both bacterial- and mammalian-based CFE has not been investigated. Here, we developed a simple ODE (ordinary differential equation)-based biophysical model to simulate transcription and translation dynamics for both bacterial- and mammalian- based CFE systems. The key parameters were estimated and adjusted based on experimental results. We next tested four gene circuits to characterize kinetic dynamics of transcription and translation in E. coli- and HeLa-based CFE systems. The real-time transcription and translation were monitored using Broccoli aptamer, double stranded locked nucleic acid (dsLNA) probe and fluorescent protein. We demonstrated the difference of kinetic dynamics for transcription and translation in both systems, which will provide valuable information for quantitative genomic and proteomic studies. This simple biophysical model and the experimental data for both E. coli- and HeLa-based CFE will be useful for researchers that are interested in genetic engineering and CFE bio-manufacturing.

无细胞表达(CFE)系统已被广泛应用于系统生物学和合成生物学,是制造蛋白质和化学品的一个前景广阔的平台。目前,应用最广泛的无细胞表达系统是体外蛋白质转录和翻译平台。随着应用和用途的迅速增加,建立一个用于基因回路定量研究的标准生物物理模型至关重要,这将为了解 CFE 系统的基本工作机制提供基础。目前的建模方法主要集中在基于大肠杆菌的 CFE 系统的表征上,一种可同时用于基于细菌和哺乳动物的 CFE 的计算模型尚未得到研究。在此,我们开发了一个基于 ODE(常微分方程)的简单生物物理模型,用于模拟细菌和哺乳动物 CFE 系统的转录和翻译动态。根据实验结果对关键参数进行了估计和调整。接下来,我们测试了四个基因回路,以确定基于大肠杆菌和希拉菌的 CFE 系统中转录和翻译的动力学特征。我们使用西兰花适配体、双链锁定核酸(dsLNA)探针和荧光蛋白对转录和翻译进行了实时监测。我们证明了两个系统中转录和翻译动力学的差异,这将为基因组和蛋白质组的定量研究提供有价值的信息。这个简单的生物物理模型和基于大肠杆菌和 HeLa 的 CFE 的实验数据将对基因工程和 CFE 生物制造感兴趣的研究人员有所帮助。
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引用次数: 0
Development of mechanosensitive synthetic cells for biomedical applications 开发用于生物医学应用的机械敏感合成细胞
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2023.06.004
Yen-Yu Hsu , Sung-Won Hwang , Samuel J. Chen , Eben Alsberg , Allen P. Liu

The ability of cells to sense and respond to their physical environment plays a fundamental role in a broad spectrum of biological processes. As one of the most essential molecular force sensors and transducers found in cell membranes, mechanosensitive (MS) ion channels can convert mechanical inputs into biochemical or electrical signals to mediate a variety of sensations. The bottom-up construction of cell-sized compartments displaying cell-like organization, behaviors, and complexity, also known as synthetic cells, has gained popularity as an experimental platform to characterize biological functions in isolation. By reconstituting MS channels in the synthetic lipid bilayers, we envision using mechanosensitive synthetic cells for several medical applications. Here, we describe three different concepts for using ultrasound, shear stress, and compressive stress as mechanical stimuli to activate drug release from mechanosensitive synthetic cells for disease treatments.

细胞感知和响应物理环境的能力在广泛的生物过程中发挥着重要作用。作为细胞膜中最基本的分子力传感器和换能器之一,机械敏感(MS)离子通道可将机械输入转化为生化或电信号,从而介导各种感觉。自下而上地构建细胞大小的小室,显示类似细胞的组织、行为和复杂性,也被称为合成细胞,这种方法作为一种孤立描述生物功能的实验平台已广为流行。通过在合成脂质双层膜中重建 MS 通道,我们设想将机械敏感合成细胞用于多种医学应用。在这里,我们将介绍利用超声波、剪切应力和压缩应力作为机械刺激来激活机械敏感合成细胞释放药物以治疗疾病的三种不同概念。
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引用次数: 0
Multiplex digital microfluidics using serial controls and its applications in glucose sensing 使用串行控制的多重数字微流控技术及其在葡萄糖传感中的应用
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2023.08.005
Xinyu Liu , Jinying Cai , Wenjia Wang , Yujuan Chai

Digital microfluidics (DMF) has found great applications in vitro diagnostics (IVD). Compared to the microfabrication-based DMF, printed circuit board (PCB)-based DMF is more economical and compatible with existing IVD instruments. Despite that, current PCB-based DMF is oftentimes limited by the available droplets that can be controlled simultaneously, compromising their throughput and applications as point-of-care tools. In this work, a platform that simultaneously controls multiple PCB-based DMF plates was constructed. The software and hardware were first developed, followed by the reliability tests. Colorimetric analysis of glucose was applied to the PCB-based DMF, demonstrating the capability of this platform. With the high throughput enabled by simultaneous operations of multiple plates, this PCB-based DMF can potentially allow point-of-care testing with low cost for resource-limited settings.

数字微流体技术(DMF)在体外诊断(IVD)中得到了广泛应用。与基于微加工的 DMF 相比,基于印刷电路板 (PCB) 的 DMF 更为经济,而且与现有的 IVD 仪器兼容。尽管如此,目前基于印刷电路板的 DMF 常常受到可同时控制的液滴数量的限制,影响了其吞吐量和作为护理点工具的应用。在这项工作中,我们构建了一个可同时控制多个基于 PCB 的 DMF 板的平台。首先开发了软件和硬件,然后进行了可靠性测试。对基于 PCB 的 DMF 进行了葡萄糖比色分析,证明了该平台的能力。这种基于印刷电路板的 DMF 通过同时操作多个平板实现了高通量,有可能为资源有限的环境提供低成本的护理点检测。
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引用次数: 0
Employing synthetic biology to expand antibiotic discovery 利用合成生物学扩大抗生素发现。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.1016/j.slast.2024.100120
Greta D. Cook, Nikolas M. Stasulli

Antimicrobial-resistant (AMR) bacterial pathogens are a continually growing threat as our methods for combating these infections continue to be overcome by the evolution of resistance mechanisms. Recent therapeutic methods have not staved off the concern of AMR infections, so continued research focuses on new ways of identifying small molecules to treat AMR pathogens. While chemical modification of existing antibiotics is possible, there has been rapid development of resistance by pathogens that were initially susceptible to these compounds. Synthetic biology is becoming a key strategy in trying to predict and induce novel, natural antibiotics. Advances in cloning and mutagenesis techniques applied through a synthetic biology lens can help characterize the native regulation of antibiotic biosynthetic gene clusters (BGCs) to identify potential modifications leading to more potent antibiotic activity. Additionally, many cryptic antibiotic BGCs are derived from non-ribosomal peptide synthase (NRPS) and polyketide synthase (PKS) biosynthetic pathways; complex, clustered genetic sequences that give rise to amino acid-derived natural products. Synthetic biology can be applied to modify and metabolically engineer these enzyme-based systems to promote rapid and sustainable production of natural products and their variants. This review will focus on recent advances related to synthetic biology as applied to genetic pathway characterization and identification of antibiotics from naturally occurring BGCs. Specifically, we will summarize recent efforts to characterize BGCs via general genomic mutagenesis, endogenous gene expression, and heterologous gene expression.

抗菌剂耐药性(AMR)细菌病原体的威胁与日俱增,因为我们对付这些感染的方法不断被耐药性机制的进化所攻克。最近的治疗方法并没有消除人们对 AMR 感染的担忧,因此,持续研究的重点是找出治疗 AMR 病原体的小分子新方法。虽然可以对现有抗生素进行化学修饰,但最初对这些化合物敏感的病原体的抗药性发展迅速。合成生物学正成为预测和诱导新型天然抗生素的关键策略。从合成生物学的角度来看,克隆和诱变技术的进步有助于描述抗生素生物合成基因簇(BGC)的原生调控特性,从而确定潜在的修饰,以获得更强的抗生素活性。此外,许多隐性抗生素 BGC 来自非核糖体肽合成酶(NRPS)和多酮苷合成酶(PKS)生物合成途径;这些复杂的基因序列群能产生氨基酸衍生天然产物。合成生物学可用于改造和代谢工程这些基于酶的系统,以促进天然产品及其变体的快速和可持续生产。本综述将重点介绍与合成生物学有关的最新进展,这些进展被应用于遗传途径表征和天然 BGCs 抗生素的鉴定。具体来说,我们将总结最近通过一般基因组诱变、内源基因表达和异源基因表达来表征 BGCs 的工作。
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引用次数: 0
SADXAI: Predicting social anxiety disorder using multiple interpretable artificial intelligence techniques SADXAI:利用多种可解释人工智能技术预测社交焦虑症
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-03-18 DOI: 10.1016/j.slast.2024.100129
Krishnaraj Chadaga , Srikanth Prabhu , Niranjana Sampathila , Rajagopala Chadaga , Devadas Bhat , Akhilesh Kumar Sharma , KS Swathi

Social anxiety disorder (SAD), also known as social phobia, is a psychological condition in which a person has a persistent and overwhelming fear of being negatively judged or observed by other individuals. This fear can affect them at work, in relationships and other social activities. The intricate combination of several environmental and biological factors is the reason for the onset of this mental condition. SAD is diagnosed using a test called the “Diagnostic and Statistical Manual of Mental Health Disorders (DSM-5), which is based on several physical, emotional and demographic symptoms. Artificial Intelligence has been a boon for medicine and is regularly used to diagnose various health conditions and diseases. Hence, this study used demographic, emotional, and physical symptoms and multiple machine learning (ML) techniques to diagnose SAD. A thorough descriptive and statistical analysis has been conducted before using the classifiers. Among all the models, the AdaBoost and logistic regression obtained the highest accuracy of 88 % each. Four eXplainable artificial techniques (XAI) techniques are utilized to make the predictions interpretable, transparent and understandable. According to XAI, the “Liebowitz Social Anxiety Scale questionnaire” and “The fear of speaking in public” are the most critical attributes in the diagnosis of SAD. This clinical decision support system framework could be utilized in various suitable locations such as schools, hospitals and workplaces to identify SAD in people.

社交焦虑症(SAD),又称社交恐惧症,是一种心理疾病,患者会对受到他人的负面评价或观察产生持续而难以承受的恐惧。这种恐惧会影响他们的工作、人际关系和其他社交活动。几种环境和生物因素的错综复杂的结合是这种心理疾病发病的原因。SAD 的诊断使用一种名为《精神健康疾病诊断与统计手册》(DSM-5)的测试,该测试基于几种身体、情绪和人口学症状。人工智能为医学带来了福音,经常被用于诊断各种健康状况和疾病。因此,本研究使用人口统计学、情绪和身体症状以及多种机器学习(ML)技术来诊断 SAD。在使用分类器之前,我们进行了全面的描述性和统计分析。在所有模型中,AdaBoost 和逻辑回归的准确率最高,分别为 88%。为了使预测结果可解释、透明和易懂,我们使用了四种可解释人工技术(XAI)。根据 XAI,"利博维茨社交焦虑量表问卷 "和 "害怕在公共场合发言 "是诊断 SAD 的最关键属性。这一临床决策支持系统框架可用于学校、医院和工作场所等各种合适的地点,以识别人们的 SAD。
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引用次数: 0
Piston-driven automated liquid handlers 活塞驱动自动液体处理装置。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-03-18 DOI: 10.1016/j.slast.2024.100128
Joachim Schuster, Vinay Kamuju, Jin Zhou, Roman Mathaes

Laboratory capacities are often limited by time-consuming manual repetitive procedures rather than analysis time itself. While modern instruments are typically equipped with an autosampler, sample preparation often follows manual procedures including many labor-intensive, monotonous tasks. Particularly, for a high number of samples, well plates, and low microliter pipetting, manual preparation is error-prone often requiring repeated experiments. Sampling and sample preparation can account for greater analytical variability than instrument analysis.

Repetitive tasks such as liquid handling benefit strongly from technological advances and led to the increasing applications of various automated liquid handlers (ALHs). In this review, we discuss the considerations for ALHs in the microliter range and highlight advantages and challenges when transforming from manual to automated workflows. We strongly focused on differences in liquid handling and outlined advantages due to sensor-controlled pipetting. ALHs can substantially improve costs-effectiveness and laboratory capacity. This is a consequence of increased efficiency, and throughput of laboratories while simultaneously raising data quality. Additionally, ALHs can improve safety, documentation of data, and sustainability. While automation requires careful consideration and resource demanding implementation, we believe it offers numerous advantages and can help to transform modern laboratories.

实验室能力往往受限于耗时的手工重复程序,而不是分析时间本身。虽然现代仪器一般都配备了自动进样器,但样品制备通常都是手工操作,包括许多劳动密集型的单调工作。特别是对于大量样品、孔板和低微升移液来说,手工制备容易出错,往往需要重复实验。与仪器分析相比,取样和样品制备可造成更大的分析变异性。液体处理等重复性工作因技术进步而受益匪浅,各种自动液体处理仪 (ALH) 也因此得到越来越多的应用。在这篇综述中,我们讨论了微升级自动液体处理仪的注意事项,并强调了从手动工作流程转变为自动工作流程时的优势和挑战。我们重点关注液体处理方面的差异,并概述了传感器控制移液带来的优势。ALH 可大幅提高成本效益和实验室能力。这是因为在提高数据质量的同时,提高了实验室的效率和吞吐量。此外,ALH 还能提高安全性、数据记录和可持续性。虽然自动化的实施需要慎重考虑并投入大量资源,但我们相信它能带来诸多优势,并有助于现代实验室的转型。
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引用次数: 0
Parallel purification of microscale libraries via automated solid phase extraction 通过自动固相萃取平行纯化微尺度库。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-02-28 DOI: 10.1016/j.slast.2024.100126
Michael Wleklinski , Paige M. Carpenter , Kevin D. Dykstra , Anthony Donofrio , Timothy Nowak , Shane W. Krska , Ronald D. Ferguson

High-throughput experimentation (HTE) has become more widely utilized in drug discovery for rapid reaction optimization and generation of large synthetic compound arrays. While this has accelerated medicinal chemistry design, make, test (DMT) iterations, the bottleneck of purification persists, consuming time and resources. Herein we describe a general parallel purification approach based on solid phase extraction (SPE) that provides a more efficient and sustainable workflow producing compound libraries with significantly upgraded purity. This robust, user-friendly workflow is fully automated and integrated with HTE library synthesis, as demonstrated by its application to a diverse parallel library compound array generated via amide-bond coupling in HTE microscale format.

高通量实验(HTE)已越来越广泛地应用于药物发现,以快速优化反应和生成大型合成化合物阵列。虽然这加快了药物化学设计、制造和测试(DMT)的迭代速度,但纯化的瓶颈依然存在,耗费了大量的时间和资源。在此,我们介绍一种基于固相萃取(SPE)的通用并行纯化方法,它提供了一种更高效、更可持续的工作流程,能生产出纯度显著提高的化合物库。这种稳健、用户友好的工作流程完全自动化,并与 HTE 文库合成集成,其在 HTE 微尺度格式下通过酰胺键偶联生成的多种平行文库化合物阵列中的应用就证明了这一点。
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引用次数: 0
Validating core therapeutic targets for osteoporosis treatment based on integrating network pharmacology and informatics 基于网络药理学和信息学的整合,验证骨质疏松症治疗的核心治疗靶点。
IF 2.7 4区 医学 Q1 Medicine Pub Date : 2024-02-14 DOI: 10.1016/j.slast.2024.100122
Shiyang Weng , Huichao Fu , Shengxiang Xu , Jieruo Li

Objective

Our goal was to find metabolism-related lncRNAs that were associated with osteoporosis (OP) and construct a model for predicting OP progression using these lncRNAs.

Methods

The GEO database was employed to obtain gene expression profiles. The WGCNA technique and differential expression analysis were used to identify hypoxia-related lncRNAs. A Lasso regression model was applied to select 25 hypoxia-related genes, from which a classification model was created. Its robust classification performance was confirmed with an area under the ROC curve close to 1, as verified on the validation set. Concurrently, we constructed a ceRNA network based on these genes to unveil potential regulatory processes. Biologically active compounds of STZYD were identified using the Traditional Chinese Medicine System Pharmacology Database and Analysis Platform (TCMSP) database. BATMAN was used to identify its targets, and we obtained OP-related genes from Malacards and DisGeNET, followed by identifying intersection genes with metabolism-related genes. A pharmacological network was then constructed based on the intersecting genes. The pharmacological network was further integrated with the ceRNA network, resulting in the creation of a comprehensive network that encompasses herb-active components, pathways, lncRNAs, miRNAs, and targets. Expression levels of hypoxia-related lncRNAs in mononuclear cells isolated from peripheral blood of OP and normal patients were subsequently validated using quantitative real-time PCR (qRT-PCR). Protein levels of RUNX2 were determined through a western blot assay.

Results

CBFB, GLO1, NFKB2 and PIK3CA were identified as central therapeutic targets, and ADD3-AS1, DTX2P1-UPK3BP1-PMS2P11, TTTY1B, ZNNT1 and LINC00623 were identified as core lncRNAs.

Conclusions

Our work uncovers a possible therapeutic mechanism for STZYD, providing a potential therapeutic target for OP. In addition, a prediction model of metabolism-related lncRNAs of OP progression was constructed to provide a reference for the diagnosis of OP patients.

目的:我们的目标是找到与骨质疏松症(OP)相关的代谢相关lncRNA,并利用这些lncRNA构建预测OP进展的模型:我们的目标是找到与骨质疏松症(OP)相关的新陈代谢相关lncRNA,并利用这些lncRNA构建一个预测OP进展的模型:方法:利用GEO数据库获取基因表达谱。方法:采用GEO数据库获取基因表达谱,利用WGCNA技术和差异表达分析鉴定缺氧相关lncRNA。应用 Lasso 回归模型筛选出 25 个缺氧相关基因,并从中创建了一个分类模型。其稳健的分类性能在验证集上得到了证实,ROC曲线下面积接近1。同时,我们根据这些基因构建了一个 ceRNA 网络,以揭示潜在的调控过程。利用中药系统药理数据库和分析平台(TCMSP)数据库鉴定了STZYD的生物活性化合物。我们使用 BATMAN 来确定其靶点,并从 Malacards 和 DisGeNET 中获得 OP 相关基因,然后确定与代谢相关基因的交叉基因。然后根据交叉基因构建药理学网络。药理学网络与 ceRNA 网络进一步整合,从而建立了一个包含草药活性成分、通路、lncRNA、miRNA 和靶标的综合网络。随后,利用定量实时 PCR(qRT-PCR)技术验证了从 OP 和正常患者外周血中分离的单核细胞中缺氧相关 lncRNA 的表达水平。结果:CBFB、GLO1、NFKB2和PIK3CA被确定为核心治疗靶点,ADD3-AS1、DTX2P1-UPK3BP1-PMS2P11、TTTY1B、ZNNT1和LINC00623被确定为核心lncRNAs:我们的研究发现了STZYD可能的治疗机制,为OP提供了潜在的治疗靶点。结论:我们的研究发现了STZYD可能的治疗机制,为OP提供了潜在的治疗靶点,并构建了OP进展代谢相关lncRNAs的预测模型,为OP患者的诊断提供了参考。
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引用次数: 0
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