Gene targets

  • 文章类型: Journal Article
    背景:在喉鳞状细胞癌(LSCC)的生存方面,对癌症生物学的理解和新治疗方式的建立并没有产生预期的结果。早期诊断,以及迅速识别具有高复发风险的患者将确保更大的治疗成功机会。然而,由于缺乏针对该肿瘤的特异性生物标志物,这一目标仍然是一个挑战.
    方法:收集来自45名LSCC患者和23名健康供体的血清样品用于通过TaqMan阵列分析的miRNA表达谱分析。另外20名患者和42名健康志愿者被纳入验证集,达到每组相同数量的临床样本。通过ROC分析证实了这种鉴定的三-miRNA特征的潜在诊断能力。此外,通过在线数据库Kaplan-Meier(KM)绘图仪和OncomiR分析了每种miRNA与HNSCC患者生存和TNM状态的可能相关性.最终通过PANTHER和GeneMANIA软件对常见候选靶标及其预测共享生物学功能的网络相关性进行了计算机模拟分析。
    结果:我们表征了LSCC患者的血清miRNA谱,鉴定了一种新的分子特征,miR-223、miR-93和miR-532作为循环标记物具有高选择性和特异性。通过生物信息学分析研究了每种miRNA的致癌作用和预后意义,表示与OS显著相关。为了分析签名的促肿瘤作用的分子基础,我们专注于同时调节的基因靶标-IL6ST,GTDC1,MAP1B,CPEB3,PRKACB,NFIB,PURB,ATP2B1,ZNF148,PSD3,TBC1D15,PURA,KLF12-通过预测工具发现,并通过途径富集分析加深了它们的功能作用。结果显示参与了7种不同的生物过程,其中炎症,扩散,迁移,细胞凋亡和血管生成。
    结论:结论:我们已经确定了用于早期LSCC诊断的可能的miRNA特征,并且我们假设miR-93,miR-223和miR-532可以协调多种癌症相关过程的调节.这些发现鼓励加深其致癌作用的分子机制的可能性,基于在癌症中用作非编码RNA拮抗剂的短单链寡核苷酸的使用,用于开发新的治疗机会。
    BACKGROUND: The growing understanding of cancer biology and the establishment of new treatment modalities has not yielded the expected results in terms of survival for Laryngeal Squamous Cell Cancer (LSCC). Early diagnosis, as well as prompt identification of patients with high risk of relapse would ensure greater chance of therapeutic success. However, this goal remains a challenge due to the absence of specific biomarkers for this neoplasm.
    METHODS: Serum samples from 45 LSCC patients and 23 healthy donors were collected for miRNA expression profiling by TaqMan Array analysis. Additional 20 patients and 42 healthy volunteers were included for the validation set, reaching an equal number of clinical samples for each group. The potential diagnostic ability of the such identified three-miRNA signature was confirmed by ROC analysis. Moreover, each miRNA was analyzed for the possible correlation with HNSCC patients\' survival and TNM status by online databases Kaplan-Meier (KM) plotter and OncomiR. In silico analysis of common candidate targets and their network relevance to predict shared biological functions was finally performed by PANTHER and GeneMANIA software.
    RESULTS: We characterized serum miRNA profile of LSCC patients identifying a novel molecular signature, including miR-223, miR-93 and miR-532, as circulating marker endowed with high selectivity and specificity. The oncogenic effect and the prognostic significance of each miRNA was investigated by bioinformatic analysis, denoting significant correlation with OS. To analyse the molecular basis underlying the pro-tumorigenic role of the signature, we focused on the simultaneously regulated gene targets-IL6ST, GTDC1, MAP1B, CPEB3, PRKACB, NFIB, PURB, ATP2B1, ZNF148, PSD3, TBC1D15, PURA, KLF12-found by prediction tools and deepened for their functional role by pathway enrichment analysis. The results showed the involvement of 7 different biological processes, among which inflammation, proliferation, migration, apoptosis and angiogenesis.
    CONCLUSIONS: In conclusion, we have identified a possible miRNA signature for early LSCC diagnosis and we assumed that miR-93, miR-223 and miR-532 could orchestrate the regulation of multiple cancer-related processes. These findings encourage the possibility to deepen the molecular mechanisms underlying their oncogenic role, for the desirable development of novel therapeutic opportunities based on the use of short single-stranded oligonucleotides acting as non-coding RNA antagonists in cancer.
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  • 文章类型: Journal Article
    白蚁(Bemisiatabacisensulato)具有广泛的寄主范围,是全球重要的农业害虫。在撒哈拉以南非洲,它们是导致两种持续疾病流行的媒介病毒:木薯褐条病和木薯花叶病毒病。这两种疾病威胁着撒哈拉以南非洲地区8亿多人的粮食安全。正在努力确定目标基因,以开发针对粉虱种群的新型管理方案,这些粉虱种群将这些破坏性的病毒性疾病传播到撒哈拉以南非洲的木薯生产中。本研究旨在鉴定介导木薯粉虱肠道和细菌细胞内渗透调节和共生功能的基因,并评估其作为新型粉虱控制策略关键基因靶标的潜力。解剖肠道的基因表达谱,通过RNAseq分析比较细菌细胞和整个身体,以鉴定在肠道和细菌细胞中具有显着富集表达的基因。系统发育分析确定了三个候选渗透调节基因靶标:两个α-葡萄糖苷酶,SUC1和SUC2在糖转化中具有预测功能,可降低肠道中的渗透压;和水特异性水通道蛋白(AQP1)介导从肠道远端到近端的水循环。基因在肠道中的表达富集了23.67-,26.54-and22.30-fold,分别。全基因组代谢重建与基于约束的建模相结合揭示了四个基因(argH,lysA,BCAT和dapB)在细菌细胞中作为木薯粉虱管理的潜在目标。根据它们在不同的必需氨基酸生物合成途径中的作用和重要性选择这些基因。在烟粉虱物种复合体的其他物种中,作为经验验证的渗透调节基因的直系同源物的候选渗透调节和共生基因靶标的证明,突出表明后者是通过植物RNA干扰控制木薯粉虱害虫的有希望的基因靶标。
    Whiteflies (Bemisia tabaci sensu lato) have a wide host range and are globally important agricultural pests. In Sub-Saharan Africa, they vector viruses that cause two ongoing disease epidemics: cassava brown streak disease and cassava mosaic virus disease. These two diseases threaten food security for more than 800 million people in Sub-Saharan Africa. Efforts are ongoing to identify target genes for the development of novel management options against the whitefly populations that vector these devastating viral diseases affecting cassava production in Sub-Saharan Africa. This study aimed to identify genes that mediate osmoregulation and symbiosis functions within cassava whitefly gut and bacteriocytes and evaluate their potential as key gene targets for novel whitefly control strategies. The gene expression profiles of dissected guts, bacteriocytes and whole bodies were compared by RNAseq analysis to identify genes with significantly enriched expression in the gut and bacteriocytes. Phylogenetic analyses identified three candidate osmoregulation gene targets: two α-glucosidases, SUC 1 and SUC 2 with predicted function in sugar transformations that reduce osmotic pressure in the gut; and a water-specific aquaporin (AQP1) mediating water cycling from the distal to the proximal end of the gut. Expression of the genes in the gut was enriched 23.67-, 26.54- and 22.30-fold, respectively. Genome-wide metabolic reconstruction coupled with constraint-based modeling revealed four genes (argH, lysA, BCAT & dapB) within the bacteriocytes as potential targets for the management of cassava whiteflies. These genes were selected based on their role and essentiality within the different essential amino acid biosynthesis pathways. A demonstration of candidate osmoregulation and symbiosis gene targets in other species of the Bemisia tabaci species complex that are orthologs of the empirically validated osmoregulation genes highlights the latter as promising gene targets for the control of cassava whitefly pests by in planta RNA interference.
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  • 文章类型: Review
    在诊断和治疗选择有限的背景下,到2040年,撒哈拉以南非洲的肝细胞癌(HCC)的发病率和死亡率预计将急剧增加。两个基于南非的大型病例对照研究已经开发了基于血清的miRNome用于乙型肝炎相关肝细胞癌(HBV-HCC),以及确定他们的基因靶标和途径。使用RNA测序的组合,差异分析和过滤器,包括独特的分子指数计数(UMI)≥10和对数倍数变化(LFC)范围>2:<-0.5(p<0.05),91个失调的miRNA被表征,包括30个上调和61个下调。KEGG分析,文献综述和其他生物信息学工具确定了前10个最失调的miRNA的靶基因和HBV-HCC通路。结果,基于区分病例与对照的miRNA表达,还开发了一个基于血清的miRNA诊断小组,表明95.9%的灵敏度,特异性为91.0%,Youden指数为0.869。总之,结果开发了一个全面的非洲HBV-HCCmiRNome,可能有助于基于RNA的诊断和治疗选择。
    The incidence and mortality of hepatocellular carcinoma (HCC) in Sub-Saharan Africa is projected to increase sharply by 2040 against a backdrop of limited diagnostic and therapeutic options. Two large South African-based case control studies have developed a serum-based miRNome for Hepatitis B-associated hepatocellular carcinoma (HBV-HCC), as well as identifying their gene targets and pathways. Using a combination of RNA sequencing, differential analysis and filters including a unique molecular index count (UMI) ≥ 10 and log fold change (LFC) range > 2: <-0.5 (p < 0.05), 91 dysregulated miRNAs were characterized including 30 that were upregulated and 61 were downregulated. KEGG analysis, a literature review and other bioinformatic tools identified the targeted genes and HBV-HCC pathways of the top 10 most dysregulated miRNAs. The results, which are based on differentiating miRNA expression of cases versus controls, also develop a serum-based miRNA diagnostic panel that indicates 95.9% sensitivity, 91.0% specificity and a Youden Index of 0.869. In conclusion, the results develop a comprehensive African HBV-HCC miRNome that potentially can contribute to RNA-based diagnostic and therapeutic options.
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  • 文章类型: Journal Article
    类胡萝卜素是天然存在的色素,其在自然界中是丰富的。由于其优异的抗氧化属性,类胡萝卜素广泛应用于各种行业,包括食物,Pharmaceutical,化妆品行业,和其他人。植物,藻类,和微生物是目前获取天然类胡萝卜素的主要来源。然而,由于代谢工程和合成生物学的迅速发展,随着对类胡萝卜素生物合成途径的持续和彻底的研究,重组菌株已成为生产类胡萝卜素的有希望的候选菌株。鉴定和操纵影响所需产物积累的基因靶标是重组菌株的构建和代谢调节中的关键挑战。在这次审查中,我们提供了类胡萝卜素生物合成途径的概述,其次是用于发现与类胡萝卜素生产相关的基因靶标的方法的总结。此外,我们专注于讨论显示出增强类胡萝卜素生产潜力的基因靶标。为了促进未来的研究,我们根据这些基因靶标获得类胡萝卜素生产水平升高的能力对它们进行分类。
    Carotenoids are naturally occurring pigments that are abundant in the natural world. Due to their excellent antioxidant attributes, carotenoids are widely utilized in various industries, including the food, pharmaceutical, cosmetic industries, and others. Plants, algae, and microorganisms are presently the main sources for acquiring natural carotenoids. However, due to the swift progress in metabolic engineering and synthetic biology, along with the continuous and thorough investigation of carotenoid biosynthetic pathways, recombinant strains have emerged as promising candidates to produce carotenoids. The identification and manipulation of gene targets that influence the accumulation of the desired products is a crucial challenge in the construction and metabolic regulation of recombinant strains. In this review, we provide an overview of the carotenoid biosynthetic pathway, followed by a summary of the methodologies employed in the discovery of gene targets associated with carotenoid production. Furthermore, we focus on discussing the gene targets that have shown potential to enhance carotenoid production. To facilitate future research, we categorize these gene targets based on their capacity to attain elevated levels of carotenoid production.
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  • 文章类型: Review
    在全球范围内,心血管疾病(CVD)是导致死亡的主要原因。据报道,美国约有620万人患有心力衰竭。目前的心力衰竭护理标准可以延缓但不能预防疾病的进展。基因治疗是一种新的治疗方式,有望填补目前心力衰竭护理标准中的这一限制。在本文中,我们对迄今为止在基因治疗心力衰竭方面取得的各种进展进行了广泛的文献搜索。我们审查了交付方式,目标,当前应用,试验,心力衰竭基因治疗的局限性和可行性。迄今为止,已采用各种方法进行基因治疗,包括但不限于动脉和静脉输注,直接心肌注射和心包注射。各种策略,如AC6表达,S100A1蛋白上调,VEGF-B和SDF-1基因治疗在最近的临床前试验中显示出希望。此外,很少有研究甚至表明,刺激心肌细胞增殖,如通过细胞周期蛋白A2的过度表达是一个现实的途径。然而,要使基因治疗成为标准治疗的一部分,例如基因的最终选择,需要克服相当多的障碍,基因递送系统和用于患者临床前试验和临床试验的合适方法。考虑到挑战,并考虑到基因治疗研究的最新进展,有令人鼓舞的迹象表明,基因治疗心力衰竭是一种有希望的未来治疗方式。然而,这种选择的时间和可行性仍然处于平衡状态。
    Across the globe, cardiovascular disease (CVD) is the leading cause of mortality. According to reports, around 6.2 million people in the United states have heart failure. Current standards of care for heart failure can delay but not prevent progression of disease. Gene therapy is one of the novel treatment modalities that promises to fill this limitation in the current standard of care for Heart Failure. In this paper we performed an extensive search of the literature on various advances made in gene therapy for heart failure till date. We review the delivery methods, targets, current applications, trials, limitations and feasibility of gene therapy for heart failure. Various methods have been employed till date for administering gene therapies including but not limited to arterial and venous infusion, direct myocardial injection and pericardial injection. Various strategies such as AC6 expression, S100A1 protein upregulation, VEGF-B and SDF-1 gene therapy have shown promise in recent preclinical trials. Furthermore, few studies even show that stimulation of cardiomyocyte proliferation such as through cyclin A2 overexpression is a realistic avenue. However, a considerable number of obstacles need to be overcome for gene therapy to be part of standard treatment of care such as definitive choice of gene, gene delivery systems and a suitable method for preclinical trials and clinical trials on patients. Considering the challenges and taking into account the recent advances in gene therapy research, there are encouraging signs to indicate gene therapy for heart failure to be a promising treatment modality for the future. However, the time and feasibility of this option remains in a situation of balance.
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  • 文章类型: Journal Article
    霉菌毒素桔霉素,会污染食物,是全球关注的主要问题。柑橘素被认为是食品和饲料中不可避免的污染物,因为真菌广泛存在于环境中。通过了解citrinin在人体中的靶标和受影响的生物合成途径来识别有争议的毒性并减轻其严重程度,我们分析了黄曲霉和青霉菌产生的桔霉素,并使用全面的生物信息学分析来表征毒性并预测其基因和蛋白质靶标。citrinin的预测中位致死剂量(LD50)为105mg/kg体重,它属于毒性3类(如果吞食则有毒)。发现柑橘素被人类肠上皮很好地吸收,并且是Pgp非底物(渗透性糖蛋白),这意味着一旦它被吸收,它不能被抽出,从而导致人体的生物浓缩或生物放大。毒性的主要目标是casp3,TNF,IL10,IL1B,BAG3、CCNB1、CCNE1和CDC25A,所涉及的生物学途径是参与DNA损伤检查点的信号转导,对氧化应激的细胞和化学反应,DNA损伤应答信号传导P53,应激激活蛋白激酶信号级联,netrin-UNC5B信号,PTEN基因调控,和免疫反应。柑橘素与嗜中性粒细胞增多有关,鳞状细胞癌,范可尼贫血,白血病,肝母细胞瘤,和脂肪肝疾病。转录因子E2F1,HSF1,SIRT1,RELA,NFKB,JUN,和MYC被发现负责。当数据挖掘在citrinin目标上进行时,前五个功能描述是细胞对有机环状化合物的反应,netrin-UNC5B信号通路,脂质和动脉粥样硬化,甲状腺癌,并控制PTEN基因的转录。
    The mycotoxin citrinin, which can contaminate food, is a major global concern. Citrinin is regarded as an inevitable pollutant in foods and feed since fungi are widely present in the environment. To identify contentious toxicity and lessen its severity by understanding the targets of citrinin in the human body and the impacted biosynthetic pathways, we analyzed the production of citrinin from Aspergillus flavus and Penicillium notatum and used a thorough bioinformatics analysis to characterize the toxicity and predict genes and protein targets for it. The predicted median fatal dosage (LD50) for citrinin was 105 mg/kg weight, and it belonged to toxicity class 3 (toxic if swallowed). Citrinin was found to be well absorbed by human intestinal epithelium and was a Pgp nonsubstrate (permeability glycoprotein), which means that once it is absorbed, it cannot be pumped out, hence leading to bioconcentration or biomagnification in the human body. The main targets of toxicity were casp3, TNF, IL10, IL1B, BAG3, CCNB1, CCNE1, and CDC25A, and the biological pathways implicated were signal transduction involved in DNA damage checkpoints, cellular and chemical responses to oxidative stress, DNA damage response signal transduction by P53, stress-activated protein kinase signaling cascade, netrin-UNC5B signaling, PTEN gene regulation, and immune response. Citrinin was linked to neutrophilia, squamous cell carcinoma, Fanconi anemia, leukemia, hepatoblastoma, and fatty liver diseases. The transcription factors E2F1, HSF1, SIRT1, RELA, NFKB, JUN, and MYC were found to be responsible. When data mining was performed on citrinin targets, the top five functional descriptions were a cell\'s response to an organic cyclic compound, the netrin-UNC5B signaling pathway, lipids and atherosclerosis, thyroid cancer, and controlling the transcription of the PTEN gene.
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  • 文章类型: Journal Article
    特发性突发性听力损失(ISHL)的特征是突然无法解释的单侧听力损失作为临床上出现的症状。已知在中药中使用草药二龙胶农(ELJN)可以有效地控制和治愈ISHL。本研究使用网络药理学和分子对接分析探索了潜在的分子机制。
    搜索了中药系统药理学数据库和瑞士目标预测数据库,以鉴定ELJN成分和潜在的基因靶标,分别,而ISHL相关的基因异常是使用在线孟德尔遗传人和基因卡数据库进行评估的。交叉筛选这些数据库后,获得了ELJN基因靶标与ISHL基因的相互作用,并构建了药物成分交叉的目标网络,和基因本体论(GO)术语,京都基因和基因组百科全书,并分析了蛋白质-蛋白质相互作用网络。使用Cytoscape软件工具绘制活性成分-交叉靶标-信号通路网络,然后通过与相应成分建立分子对接来验证筛选的靶标。
    二龙胶农含有85个成分和250个相应的基因靶标,虽然ISHL有714个疾病相关目标,导致66个交叉目标。生物信息学分析揭示了这66个交叉目标,包括异鼠李素和formonetin对NOS3表达的影响,黄芩素对AKT1的活性,山奈酚和槲皮素对NOS3和AKT1的活性,作为潜在的ELJN诱导的抗ISHL靶标。
    这项研究揭示了控制ISHL的潜在ELJN基因靶标和分子信号通路,为进一步研究ELJN的抗ISHL活性提供了分子基础。
    UNASSIGNED: Idiopathic sudden hearing loss (ISHL) is characterized by sudden unexplainable and unilateral hearing loss as a clinically emergent symptom. The use of the herb Erlongjiaonang (ELJN) in traditional Chinese medicine is known to effectively control and cure ISHL. This study explored the underlying molecular mechanisms using network pharmacology and molecular docking analyses.
    UNASSIGNED: The Traditional Chinese Medicine System Pharmacological database and the Swiss Target Prediction database were searched for the identification of ELJN constituents and potential gene targets, respectively, while ISHL-related gene abnormality was assessed using the Online Mendelian Inheritance in Man and Gene Card databases. The interaction of ELJN gene targets with ISHL genes was obtained after these databases were cross-screened, and a drug component-intersecting target network was constructed, and the gene ontology (GO) terms, Kyoto Encyclopedia of Genes and Genomes, and protein-protein interaction networks were analyzed. Cytoscape software tools were used to map the active components-crossover target-signaling pathway network and screened targets were then validated by establishing molecular docking with the corresponding components.
    UNASSIGNED: Erlongjiaonang contains 85 components and 250 corresponding gene targets, while ISHL has 714 disease-related targets, resulting in 66 cross-targets. The bioinformatical analyses revealed these 66 cross-targets, including isorhamnetin and formononetin on NOS3 expression, baicalein on AKT1 activity, and kaempferol and quercetin on NOS3 and AKT1 activity, as potential ELJN-induced anti-ISHL targets.
    UNASSIGNED: This study uncovered potential ELJN gene targets and molecular signaling pathways in the control of ISHL, providing a molecular basis for further investigation of the anti-ISHL activity of ELJN.
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  • 文章类型: Journal Article
    在美国,每年有超过十万女性被诊断为妇科恶性肿瘤,卵巢癌是最致命的。卵巢癌的标志特征之一是对化学疗法的抗性的发展。虽然对化学抗性的确切机制知之甚少,众所周知,细胞和分子水平的变化使化学耐药性难以治疗。需要改进的治疗选择以在分子水平上靶向这些变化。使用精准医学方法,比如基因治疗,基因可以被专门利用来使肿瘤对治疗重新敏感。这篇综述强调了传统和新的基因靶标,可用于开发新的和改进的靶向疗法。从药物外排蛋白到卵巢癌干细胞。该综述还讨论了所讨论的基因靶标的临床相关性和景观。
    In the United States, over 100,000 women are diagnosed with a gynecologic malignancy every year, with ovarian cancer being the most lethal. One of the hallmark characteristics of ovarian cancer is the development of resistance to chemotherapeutics. While the exact mechanisms of chemoresistance are poorly understood, it is known that changes at the cellular and molecular level make chemoresistance challenging to treat. Improved therapeutic options are needed to target these changes at the molecular level. Using a precision medicine approach, such as gene therapy, genes can be specifically exploited to resensitize tumors to therapeutics. This review highlights traditional and novel gene targets that can be used to develop new and improved targeted therapies, from drug efflux proteins to ovarian cancer stem cells. The review also addresses the clinical relevance and landscape of the discussed gene targets.
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  • 文章类型: Journal Article
    对基于基因的神经发育障碍疗法的兴趣呈指数增长,在对潜在遗传病因认识提高的推动下,基因组技术的进步,以及最近在几种疾病中的概念证明。目前,由于制药公司的利益冲突,将一种遗传疾病优先于另一种遗传疾病来开发疗法。倡导团体,和学术科学家。虽然这些都是有效的观点,一个统一的框架将促进更有效和合理的基因治疗发展。在这里,我们概述了孟德尔神经发育障碍的特征,这些特征在确定基因治疗的适用性时值得考虑。这些特征适合四个广泛的领域:遗传学,临床前验证,临床考虑,和道德。我们提出了一个简单的助记符,基因目标,记住这些特征,并说明如何使用初步评分规则对其进行评分。在这个建议的标题中,对于给定的疾病,每个特征的评分可以加到复合基因目标适合性(GTS)评分中.除了提出一种系统的方法来评估和比较疾病,我们的框架有助于识别给定疾病的翻译管道中的差距,这可以为未来研究工作的优先次序提供信息。
    Interest in gene-based therapies for neurodevelopmental disorders is increasing exponentially, driven by the rise in recognition of underlying genetic etiology, progress in genomic technology, and recent proof of concept in several disorders. The current prioritization of one genetic disorder over another for development of therapies is driven by competing interests of pharmaceutical companies, advocacy groups, and academic scientists. Although these are all valid perspectives, a consolidated framework will facilitate more efficient and rational gene therapy development. Here we outline features of Mendelian neurodevelopmental disorders that warrant consideration when determining suitability for gene therapy. These features fit into four broad domains: genetics, preclinical validation, clinical considerations, and ethics. We propose a simple mnemonic, GENE TARGET, to remember these features and illustrate how they could be scored using a preliminary scoring rubric. In this suggested rubric, for a given disorder, scores for each feature may be added up to a composite GENE TARGET suitability (GTS) score. In addition to proposing a systematic method to evaluate and compare disorders, our framework helps identify gaps in the translational pipeline for a given disorder, which can inform prioritization of future research efforts.
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  • 文章类型: Journal Article
    微生物对有机溶剂如离子液体(IL)的耐受性是有利于新型生物转化的稳健表型。虽然大多数微生物在1%至5%(vol/vol)IL中受到抑制(例如,1-乙基-3-甲基咪唑鎓乙酸盐),我们设计了一个强大的Yarrowialipolytica菌株(YlCW001),该菌株通过适应性实验室进化耐受18%(vol/vol)IL的创纪录的高水平。然而,在YlCW001中赋予高IL耐受性的基因型仍有待发现。在这项研究中,我们揭示了使健壮的Y.lipolytica在抑制性IL中茁壮成长的潜在细胞过程。通过使用动态转录组测序(RNA-Seq)数据,我们引入了基因共表达连通性(GeCCo)作为一种度量,以发现具有理想表型的基因型,而这些表型可能无法通过常规差异表达(DE)方法找到。GeCCo根据靶表型上调基因的子网络中共表达基因的数量来选择基因。我们通过逆向工程验证了GeCCo野生型Y.lipolytica的高IL耐受性表型。我们发现,当分别过表达时,DE和GeCCo选择的基因靶标在增加IL耐受性方面表现出最佳的统计机会。值得注意的是,双过表达基因的最佳组合是GeCCo单独选择的基因。这种非直觉的基因组合,BRN1和OYE2参与引导/调节有丝分裂细胞分裂,染色质分离/凝聚,微管和细胞骨架组织,和高尔基囊泡运输。重要性应对应激源的细胞鲁棒性是重要的表型。Y.lipolytica是一种工业健壮的产油酵母,最近被发现可以耐受创纪录的高浓度IL,有利于在有机溶剂中进行新型生物转化。然而,与Y.Lipolytica中IL耐受性相关的基因型在很大程度上是未知的。由于复杂的IL耐受表型,基于差异基因表达方法的常规基因发现和验证由于搜索空间大而耗时,并且可能会遇到很高的错误发现率。这里,使用发达的基因共表达连接(GeCCo)方法,我们确定并验证了赋予IL耐受表型的最有希望的基因靶标的子集,并阐明了它们的潜在机制.我们预计GeCCo是发现基因型到表型联系的有用方法。
    Microbial tolerance to organic solvents such as ionic liquids (ILs) is a robust phenotype beneficial for novel biotransformation. While most microbes become inhibited in 1% to 5% (vol/vol) IL (e.g., 1-ethyl-3-methylimidazolium acetate), we engineered a robust Yarrowia lipolytica strain (YlCW001) that tolerates a record high of 18% (vol/vol) IL via adaptive laboratory evolution. Yet, genotypes conferring high IL tolerance in YlCW001 remain to be discovered. In this study, we shed light on the underlying cellular processes that enable robust Y. lipolytica to thrive in inhibitory ILs. By using dynamic transcriptome sequencing (RNA-Seq) data, we introduced Gene Coexpression Connectivity (GeCCo) as a metric to discover genotypes conferring desirable phenotypes that might not be found by the conventional differential expression (DE) approaches. GeCCo selects genes based on their number of coexpressed genes in a subnetwork of upregulated genes by the target phenotype. We experimentally validated GeCCo by reverse engineering a high-IL-tolerance phenotype in wild-type Y. lipolytica. We found that gene targets selected by both DE and GeCCo exhibited the best statistical chance at increasing IL tolerance when individually overexpressed. Remarkably, the best combination of dual-overexpression genes was genes selected by GeCCo alone. This nonintuitive combination of genes, BRN1 and OYE2, is involved in guiding/regulating mitotic cell division, chromatin segregation/condensation, microtubule and cytoskeletal organization, and Golgi vesicle transport. IMPORTANCE Cellular robustness to cope with stressors is an important phenotype. Y. lipolytica is an industrial robust oleaginous yeast that has recently been discovered to tolerate record high concentrations of ILs, beneficial for novel biotransformation in organic solvents. However, genotypes that link to IL tolerance in Y. lipolytica are largely unknown. Due to the complex IL-tolerant phenotype, conventional gene discovery and validation based on differential gene expression approaches are time-consuming due to a large search space and might encounter a high false-discovery rate. Here, using the developed Gene Coexpression Connectivity (GeCCo) method, we identified and validated a subset of most promising gene targets conferring the IL-tolerant phenotypes and shed light on their potential mechanisms. We anticipate GeCCo being a useful method to discover the genotype-to-phenotype link.
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