Integrated analysis

综合分析
  • 文章类型: Journal Article
    目的:本研究的目的是检测肾横纹肌样瘤(RTK)的候选癌基因,并评估其在体外RTK中的作用。
    方法:进行信使RNA(mRNA)和微小RNA(miRNA)测序的整合分析以确定外泌体衍生的miRNA和mRNA在人RTK衍生的细胞系和人胚肾细胞系中的表达谱。进行基因本体富集分析以分析RTK细胞中差异表达的mRNA的功能特征。进行基质胶侵袭和伤口愈合测定以评估细胞侵袭和迁移能力。
    结果:40种mRNA在RTK细胞中高表达,其在RTK细胞中的表达低于对照。这些mRNA主要与细胞粘附有关。在这些mRNA中,我们选择神经纤毛蛋白1(NRP1)作为候选癌基因,因为它的上调表达与几种肿瘤的不良预后相关.敲低NRP1的RTK细胞表现出降低的侵袭和迁移能力。
    结论:我们的研究表明,NRP1通过促进RTK细胞的侵袭和迁移而充当癌基因,并且它可以作为治疗靶标。
    OBJECTIVE: The aim of this study was to detect candidate oncogenes of rhabdoid tumor of the kidney (RTK) and evaluate their roles in RTK in vitro.
    METHODS: An integrated analysis of messenger RNA (mRNA) and microRNA (miRNA) sequencing was performed to determine the expression profile of exosome-derived miRNAs and mRNAs in human RTK-derived cell lines and a human embryonic renal cell line. A Gene Ontology enrichment analysis was performed to analyze the functional characteristics of differentially expressed mRNAs in RTK cells. Matrigel invasion and wound-healing assays were performed to evaluate the cell invasion and migration abilities.
    RESULTS: Forty mRNAs were highly expressed in RTK cells targeted by exosomal miRNAs, the expression of which was lower in RTK cells than in the controls. These mRNAs were primarily related to cell adhesion. Of these mRNAs, we selected neuropilin 1 (NRP1) as a candidate oncogene because its upregulated expression is associated with a poor prognosis of several types of tumors. RTK cells in which NRP1 had been knocked down exhibited decreased invasive and migratory abilities.
    CONCLUSIONS: Our study indicates that NRP1 acts as an oncogene by promoting the invasion and migration of RTK cells and that it could serve as a therapeutic target.
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  • 文章类型: Journal Article
    纳米颗粒,由于其特殊的物理化学性质在我们的日常环境中使用。它们目前没有被调节,这可能导致生物系统中的水平增加,从而引起不利影响。然而,纳米毒性背后的整体机制仍然难以捉摸。以前,我们分析了氧化铜纳米颗粒的转录组数据集使用在硅工具和鉴定IL-17,趋化因子信号通路,和细胞因子-细胞因子受体相互作用作为关键途径的改变。根据调查结果,我们假设一个共同的途径涉及过渡金属氧化物纳米颗粒的毒性与变量无关。Further,金属氧化物纳米颗粒和其他纳米颗粒之间可能存在独特的转录组变化。要做到这一点,获得了由微阵列和RNA-Seq组成的纳米颗粒的总体转录组数据集。>90研究17种不同的纳米粒子,在人类中表演,老鼠,和小鼠进行评估。经过初步筛选,24个小鼠研究(具有196个数据集)和34个人类研究(具有200个数据集)用于进一步分析。针对人和小鼠数据集分别鉴定了在NPs暴露后失调的常见基因。Further,进行了过度表达功能富集分析.常见的基因,他们的基因本体论,基因-基因,和蛋白质-蛋白质相互作用进行了评估。总体结果表明,IL-17及其相关途径在纳米颗粒暴露中通常会发生变化,其中肺是受影响的主要器官之一。
    Nanoparticles, due to their exceptional physicochemical properties are used in our day-to-day environment. They are currently not regulated which might lead to increased levels in the biological systems causing adverse effects. However, the overall mechanism behind nanotoxicity remains elusive. Previously, we analysed the transcriptome datasets of copper oxide nanoparticles using in silico tools and identified IL-17, chemokine signaling pathway, and cytokine-cytokine receptor interaction as the key pathways altered. Based on the findings, we hypothesized a common pathway could be involved in transition metal oxide nanoparticles toxicity irrespective of the variables. Further, there could be unique transcriptome changes between metal oxide nanoparticles and other nanoparticles. To accomplish this, the overall transcriptome datasets of nanoparticles consisting of microarray and RNA-Seq were obtained. >90 studies for 17 different nanoparticles, performed in humans, rats, and mice were assessed. After initial screening, 24 mouse studies (with 196 datasets) and 34 human studies (with 200 datasets) were used for further analyses. The common genes that are dysregulated upon NPs exposure were identified for human and mouse datasets separately. Further, an overrepresentation functional enrichment analysis was performed. The common genes, their gene ontology, gene-gene, and protein-protein interactions were assessed. The overall results suggest that IL-17 and its related pathways might be commonly altered in nanoparticle exposure with lung as one of the major organs affected.
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  • 文章类型: Journal Article
    本研究旨在比较哺乳期羊奶与人乳中脂肪酸的组成。以及分析它们与气味和代谢物相互作用的差异。人乳中多不饱和脂肪酸含量较高,虽然奇数链,支链,山羊奶中单不饱和脂肪酸含量较高,在泌乳期呈下降趋势。人乳中的PUFA经历自动氧化以产生醛(己醛),给它一个温和的香气。山羊初乳中的丁酸介导PUFA的合成和自氧化,而牛磺酸介导氨基酸的水解。它们产生具有黄油味的呋喃酮化合物(2(5H)-呋喃酮)。山羊过渡乳中丁酸的存在对风味和代谢产物有影响。山羊成熟乳的中链脂肪酸组成受核酸化合物的影响,然后氧化生成甲基酮(2-壬酮),给它一个令人不快的味道。
    This study aimed to compare the composition of fatty acids in goat milk during lactation with human milk, as well as analyze the differences in their interaction with odor and metabolites. Polyunsaturated fatty acids content was higher in human milk, while odd-chain, branched-chain, and monounsaturated fatty acids content were higher in goat milk with a decreasing trend during lactation. PUFAs in human milk undergo auto-oxidation to produce aldehydes (hexanal), giving it a mild aroma. Butyric acid in goat colostrum mediates the synthesis and auto-oxidation of PUFA, while taurine mediated the hydrolysis of amino acids. They produce a furanone compound (2(5H)-furanone) with a buttery flavor. The presence of butyric acid in goat transitional milk had an impact on flavor and metabolites. The medium chain fatty acid composition of the goat mature milk was affected by nucleic acid compounds, which then oxidized to produce methyl ketone (2-nonanone), giving it an unpleasant flavor.
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  • 文章类型: Journal Article
    本研究旨在系统地研究野生和养殖黄翅目之间肉品质的潜在差异。平均体重45g,每组15例健康M.albus样本,通过生化指标分析肌肉参数。组织形态学,和分子生物学。与野生鱼相比,肉中养殖的M.albus具有较低的粗蛋白,胶原蛋白,赖氨酸,组氨酸,总氨基酸,SFA,n-3PUFA含量,和n-3/n-6比值(p<0.05),和更高的水分,粗脂,粗灰分,MUFA,n-6PUFA,和总PUFA含量(p<0.05)。解冻损失,滴水损失,蒸汽损失,养殖组的沸腾损失明显更高,和硬度,弹性,凝聚力,发胶,耐嚼,恢复力和恢复力均显著低于野生组(p<0.05)。此外,在野生M.albus中观察到较高的肌纤维密度和较低的肌纤维直径(p<0.05)。在肌肉转录组分析中,差异表达基因和富集途径主要与肌肉发育有关,蛋白质合成,分解代谢,脂质代谢,和豁免权。据我们所知,这是第一次在生物化学方面比较野生和养殖的M.albus之间的肉质量的调查,组织学,和分子生物学水平。总的来说,野生M.albus比养殖M.albus具有更高的营养价值和质地品质。
    The present study aimed to systematically investigate the underlying differences in flesh quality between wild and farmed Monopterus albus. Fifteen healthy M. albus per group with an average body weight of 45 g were sampled to analyze muscle parameters by biochemical indicators, histomorphology, and molecular biology. Compared with the wild fish, the farmed M. albus in flesh had lower crude protein, collagen, lysine, histidine, total amino acids, SFA, n-3 PUFA contents, and n-3/n-6 ratio (p < 0.05), and higher moisture, crude lipid, crude ash, MUFA, n-6PUFA, and total PUFA contents (p < 0.05). The thawing loss, drip loss, steaming loss, and boiling loss in the farmed group were significantly higher, and hardness, springiness, cohesiveness, gumminess, chewiness, and resilience were significantly lower than those in the wild group (p < 0.05). In addition, higher muscle fiber density and lower muscle fiber diameter were observed in wild M. albus (p < 0.05). In muscle transcriptome profiling, differentially expressed genes and enriched pathways are primarily associated with muscle development, protein synthesis, catabolism, lipid metabolism, and immunity. To the best of our knowledge, this is the first investigation that compares the flesh quality between wild and farmed M. albus in terms of biochemistry, histology, and molecular biology levels. Overall, wild M. albus had a higher nutritional value and texture quality than farmed M. albus.
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  • 文章类型: Journal Article
    背景:在对肺腺癌(LUADs)的广泛基因组分析中,驱动突变已被认为是分子治疗的潜在靶点.然而,仍然存在未鉴定目标基因的情况。超增强子和结构变体通常在每个病例的数百个基因座中被鉴定。尽管如此,大多数癌症研究已经分别对这些数据集进行了分析,无需合并和比较数据,在LUAD中没有综合分析的例子。
    方法:我们对174例缺乏临床可操作遗传改变的LUAD病例进行了超增强子和结构变异的综合分析。为了实现这一点,我们进行了WGS和H3K27AcChIP-seq分析使用样品与驱动基因突变和那些没有,允许全面调查超级增强剂在LUAD病例中的潜在作用。
    结果:我们证明,位于这些重叠区域的大多数基因与已知和先前未知的驱动基因相关,以及由超增强子形成并伴有基因组结构异常导致的异常表达。Hi-C和长读数测序数据进一步证实了这一见解。当我们使用CRISPR-Cas9诱导结构异常,模仿异常ERBB2基因表达的病例时,我们观察到ERBB2表达升高。这些异常与手术后复发的风险较高有关,无论是否存在驱动突变。
    结论:我们的研究结果表明,与结构多态性相关的异常基因表达可以通过促进驱动突变和预后因素的识别来显著影响个性化癌症治疗。有助于更全面地了解LUAD的发病机制。
    BACKGROUND: In an extensive genomic analysis of lung adenocarcinomas (LUADs), driver mutations have been recognized as potential targets for molecular therapy. However, there remain cases where target genes are not identified. Super-enhancers and structural variants are frequently identified in several hundred loci per case. Despite this, most cancer research has approached the analysis of these data sets separately, without merging and comparing the data, and there are no examples of integrated analysis in LUAD.
    METHODS: We performed an integrated analysis of super-enhancers and structural variants in a cohort of 174 LUAD cases that lacked clinically actionable genetic alterations. To achieve this, we conducted both WGS and H3K27Ac ChIP-seq analyses using samples with driver gene mutations and those without, allowing for a comprehensive investigation of the potential roles of super-enhancer in LUAD cases.
    RESULTS: We demonstrate that most genes situated in these overlapped regions were associated with known and previously unknown driver genes and aberrant expression resulting from the formation of super-enhancers accompanied by genomic structural abnormalities. Hi-C and long-read sequencing data further corroborated this insight. When we employed CRISPR-Cas9 to induce structural abnormalities that mimicked cases with outlier ERBB2 gene expression, we observed an elevation in ERBB2 expression. These abnormalities are associated with a higher risk of recurrence after surgery, irrespective of the presence or absence of driver mutations.
    CONCLUSIONS: Our findings suggest that aberrant gene expression linked to structural polymorphisms can significantly impact personalized cancer treatment by facilitating the identification of driver mutations and prognostic factors, contributing to a more comprehensive understanding of LUAD pathogenesis.
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  • 文章类型: Journal Article
    预防性足部自我护理对于避免糖尿病足溃疡发作和降低截肢风险至关重要。然而,它需要高水平的健康素养和认知功能。
    探讨糖尿病足溃疡患者的健康素养和认知功能。
    2型糖尿病患者从北丹麦Steno糖尿病中心三级足部诊所招募。采用欧洲健康素养调查问卷和Addenbrooke认知检查。开发了半结构化访谈指南来评估足部自我护理知识,态度,和实践。定性数据采用基于定性主题分析模型的演绎方法进行分析。随后,对定量和定性结果进行了综合分析。
    参与者(n=12)的平均年龄为62.6±8.4岁,11人是男性。平均糖尿病病程为15.9±8.9年。八名参与者患有复发性糖尿病足溃疡。九名参与者的健康素养水平足够,5名参与者的认知功能正常。与足部自我保健相关的三种不同的概况(主动,活跃,或被动,分别)是通过最终的综合分析构建的:主动配置文件是指根据知识和态度采取预防措施,积极采取行动以应对情况,但是受到知识和态度水平冲突的挑战,以及不采取行动的被动形象。
    该研究表明,患有糖尿病足溃疡的人根据个人特定的健康素养有不同的足部自我保健特征,认知功能,和知识,态度,和实践要素特征,强调需要个性化教育和干预策略,而不是一刀切的方法。
    UNASSIGNED: Preventative foot self-care is vital for avoiding diabetic foot ulcer episodes and lowering the risk of amputations. Yet, it demands high levels of health literacy and cognitive function.
    UNASSIGNED: To investigate health literacy and cognitive function in persons presenting with a diabetic foot ulcer.
    UNASSIGNED: Participants with type 2 diabetes were recruited from the tertiary foot clinic at Steno Diabetes Center North Denmark. The European Health Literacy Survey Questionnaire and Addenbrooke\'s Cognitive Examination were applied. A semi-structured interview guide was developed to evaluate foot self-care knowledge, attitude, and practice. The qualitative data were analyzed with a deductive approach based on a qualitative thematic analysis model. Subsequently, an integrated analysis of the quantitative and qualitative results was conducted.
    UNASSIGNED: The participants (n = 12) had a mean age of 62.6 ± 8.4 years, and 11 were males. The mean diabetes duration was 15.9 ± 8.9 years. Eight participants had a recurrent diabetic foot ulcer. The health literacy level was sufficient in nine participants, and cognitive function was normal in five participants. Three different profiles related to foot self-care (proactive, active, or passive, respectively) were constructed by the final integrated analysis: a proactive profile refers to taking preventative action in concordance with knowledge and attitude, an active profile to taking action in response to a situation, but challenged by conflicting levels of knowledge and attitude, and a passive profile to not taking action.
    UNASSIGNED: The study suggests that people presenting with a diabetic foot ulcer have different foot self-care profiles based on person-specific health literacy, cognitive function, and knowledge, attitude, and practice element characteristics, highlighting the need for individualized education and intervention strategy instead of a one-size-fits-all approach.
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  • 文章类型: Journal Article
    结论:综合组学分析概述了大麻植物响应盐胁迫的细胞和代谢事件,并强调了几种光合作用和能量代谢相关途径作为关键调控点。土壤盐分影响植物的许多生理过程,并导致全球作物产量下降。对于大麻,一种在多个方面都有价值的作物,比如它的医疗化合物,纤维,种子,全面了解其盐胁迫反应是抗性育种和调整其农艺性能以适应某些工业应用的前提。这里,我们首先观察了盐胁迫大麻植物的表型,发现在NaCl处理下,大麻植物表现出明显的生长缺陷,如平均高度显着降低所示,叶子的数量,和叶绿素含量。接下来,我们进行了比较蛋白质组学和代谢组学来剖析复杂的盐应激反应机制。总共314种蛋白质和649种代谢物被鉴定为在NaCl处理后表现不同。功能分类和富集分析揭示了许多差异蛋白是与光合作用相关的蛋白酶。通过代谢途径富集,几个能量相关的途径被发现被改变,如支链氨基酸的生物合成和降解,我们的网络分析显示,许多核糖体蛋白参与了这些代谢适应。一起来看,对于大麻植物来说,对叶绿体功能的影响可能代表了盐度的主要毒性作用,并且可能通过翻译调节来调节几种能量产生途径,大概是抵抗负面影响的关键保护机制。我们的数据和分析为我们对大麻应激生物学的理解提供了见解,并可能为未来的功能基因组学研究奠定基础。
    CONCLUSIONS: Integrated omics analyses outline the cellular and metabolic events of hemp plants in response to salt stress and highlight several photosynthesis and energy metabolism related pathways as key regulatory points. Soil salinity affects many physiological processes of plants and leads to crop yield losses worldwide. For hemp, a crop that is valued for multiple aspects, such as its medical compounds, fibre, and seed, a comprehensive understanding of its salt stress responses is a prerequisite for resistance breeding and tailoring its agronomic performance to suit certain industrial applications. Here, we first observed the phenotype of salt-stressed hemp plants and found that under NaCl treatment, hemp plants displayed pronounced growth defects, as indicated by the significantly reduced average height, number of leaves, and chlorophyll content. Next, we conducted comparative proteomics and metabolomics to dissect the complex salt-stress response mechanisms. A total of 314 proteins and 649 metabolites were identified to be differentially behaving upon NaCl treatment. Functional classification and enrichment analysis unravelled that many differential proteins were proteases associated with photosynthesis. Through metabolic pathway enrichment, several energy-related pathways were found to be altered, such as the biosynthesis and degradation of branched-chain amino acids, and our network analysis showed that many ribosomal proteins were involved in these metabolic adaptations. Taken together, for hemp plants, influences on chloroplast function probably represent a major toxic effect of salinity, and modulating several energy-producing pathways possibly through translational regulation is presumably a key protective mechanism against the negative impacts. Our data and analyses provide insights into our understanding of hemp\'s stress biology and may lay a foundation for future functional genomics studies.
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  • 文章类型: Journal Article
    目的:本研究旨在探索斑块易损性的潜在枢纽基因和通路,并探讨急性冠脉综合征(ACS)的可能治疗靶点。
    结果:从基因表达综合(GEO)数据库下载四个微阵列数据集。差异表达基因(DEGs),加权基因共表达网络(WGCNA)和免疫细胞干预分析(IIA)用于鉴定斑块易损性的基因。然后,京都基因和基因组百科全书(KEGG)途径富集,疾病本体论,进行基因本体注释和蛋白质-蛋白质相互作用(PPI)网络分析以探索枢纽基因。构建了随机森林和人工神经网络进行验证。此外,CMap和Herb数据库用于探索可能的治疗靶点.在GSE62646中鉴定了总共168个具有调整的P<0.05的DEGs和约1974个IIA基因。检测到三个模块,并与CAD-Class相关联,包括可以在GSE90074中找到的891个基因。删除重复项后,114个hub基因用于功能分析。GO功能确定157个项目,并在调整后的P<0.05(错误发现率,FDR设置为<0.05)。基于GSE48060和GSE34822数据集建立随机森林和人工神经网络模型,分别,来验证之前的hub基因。五个基因(GZMA,GZMB,选择KLRB1,KLRD1和TRPM6),在CMap和Herb数据库中仅筛选了其中两个(GZMA和GZMB)作为治疗靶标。
    结论:我们进行了全面分析,并验证了GZMA和GZMB作为斑块易损性的目标,这为ACS的预防提供了治疗策略。然而,它是否可以用作血液样本的预测因子还需要进一步的实验验证。
    OBJECTIVE: This study aimed to explore potential hub genes and pathways of plaque vulnerability and to investigate possible therapeutic targets for acute coronary syndrome (ACS).
    RESULTS: Four microarray datasets were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs), weighted gene coexpression networks (WGCNA) and immune cell infiltration analysis (IIA) were used to identify the genes for plaque vulnerability. Then, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment, Disease Ontology, Gene Ontology annotation and protein-protein interaction (PPI) network analyses were performed to explore the hub genes. Random forest and artificial neural networks were constructed for validation. Furthermore, the CMap and Herb databases were employed to explore possible therapeutic targets. A total of 168 DEGs with an adjusted P < 0.05 and approximately 1974 IIA genes were identified in GSE62646. Three modules were detected and associated with CAD-Class, including 891 genes that can be found in GSE90074. After removing duplicates, 114 hub genes were used for functional analysis. GO functions identified 157 items, and 6 pathways were enriched for the KEGG pathway at adjusted P < 0.05 (false discovery rate, FDR set at < 0.05). Random forest and artificial neural network models were built based on the GSE48060 and GSE34822 datasets, respectively, to validate the previous hub genes. Five genes (GZMA, GZMB, KLRB1, KLRD1 and TRPM6) were selected, and only two of them (GZMA and GZMB) were screened as therapeutic targets in the CMap and Herb databases.
    CONCLUSIONS: We performed a comprehensive analysis and validated GZMA and GZMB as a target for plaque vulnerability, which provides a therapeutic strategy for the prevention of ACS. However, whether it can be used as a predictor in blood samples requires further experimental verification.
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  • 文章类型: Journal Article
    原发性干燥病(pSD)是一种自身免疫性疾病,其特征是外分泌腺的淋巴样浸润导致粘膜表面干燥,并产生自身抗体。pSD的病理生理学仍然难以捉摸,目前还没有有效的治疗方法。为了更好地理解pSD异质性的生物学基础,我们的目的是确定共识基因模块(CMs),总结了pSD患者全血样本的高维转录组数据。我们对四个数据集进行了无监督的基因分类,并确定了13个CMs。我们通过使用基因集富集分析和分选的血细胞亚群的转录组学图谱,将这些CMs中的每一个注释和解释为对应于细胞类型丰度或生物学功能。通过流式细胞术与独立测量的细胞类型丰度的相关性证实了这些注释。我们使用这些CM来调和先前提出的pSD患者分层。重要的是,在一项临床试验中,我们发现,在治疗开始前,代表淋巴细胞和红细胞的模块的表达与羟氯喹和来氟米特联合治疗的应答相关.这些共识模块将有助于鉴定和翻译用于治疗pSD的基于血液的预测性生物标志物。
    Primary Sjögren disease (pSD) is an autoimmune disease characterized by lymphoid infiltration of exocrine glands leading to dryness of the mucosal surfaces and by the production of autoantibodies. The pathophysiology of pSD remains elusive and no treatment with demonstrated efficacy is available yet. To better understand the biology underlying pSD heterogeneity, we aimed at identifying Consensus gene Modules (CMs) that summarize the high-dimensional transcriptomic data of whole blood samples in pSD patients. We performed unsupervised gene classification on four data sets and identified thirteen CMs. We annotated and interpreted each of these CMs as corresponding to cell type abundances or biological functions by using gene set enrichment analyses and transcriptomic profiles of sorted blood cell subsets. Correlation with independently measured cell type abundances by flow cytometry confirmed these annotations. We used these CMs to reconcile previously proposed patient stratifications of pSD. Importantly, we showed that the expression of modules representing lymphocytes and erythrocytes before treatment initiation is associated with response to hydroxychloroquine and leflunomide combination therapy in a clinical trial. These consensus modules will help the identification and translation of blood-based predictive biomarkers for the treatment of pSD.
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  • 文章类型: Journal Article
    红花(CarthamustinctoriusL.)是一种古老的油料作物,由于其最终用途的工业和食品产品的多样性而受到关注。种子发育过程中器官的蛋白质组学和代谢组学分析,这可以提供对种子质量属性的进一步见解,以协助品种和产品开发,尚未进行。在这项研究中,整合的蛋白质组和代谢分析显示,在种子发育和花瓣wilding倒过程中,在器官和组织中差异表达的亲脂性蛋白质和代谢物的高度复杂性。我们证明,这些方法成功地区分了红花生殖器官和发育阶段,鉴定了2179种独特的化合物和3043种匹配724种独特蛋白质的肽。子叶和壳组织之间的比较揭示了使用两种技术的互补性,外壳主要含有代谢物(99%),而子叶主要产生肽(90%)。这提供了将种子包膜与其保护物区分开的机制的更完整图片。此外,我们显示了不同的花瓣萎萎和颜色转变的分子特征,种子生长,和成熟。我们揭示了在花瓣颜色过渡和枯萎过程中发生的分子组成变化,以及苯类化合物的重要性,苯丙素类化合物,黄酮类化合物,和颜料。最后,我们的研究强调,与红花种子的生长和成熟有关的生化机制是复杂而深远的,正如AraCyc所证明的,PaintOmics,和MetaboAnalyst映射功能。这项研究为红花种子的功能知识提供了新的资源,并有可能进一步通过生物技术和分子农业应用来精确开发新型产品和红花品种。
    Safflower (Carthamus tinctorius L.) is an ancient oilseed crop of interest due to its diversity of end-use industrial and food products. Proteomic and metabolomic profiling of its organs during seed development, which can provide further insights on seed quality attributes to assist in variety and product development, has not yet been undertaken. In this study, an integrated proteome and metabolic analysis have shown a high complexity of lipophilic proteins and metabolites differentially expressed across organs and tissues during seed development and petal wilting. We demonstrated that these approaches successfully discriminated safflower reproductive organs and developmental stages with the identification of 2179 unique compounds and 3043 peptides matching 724 unique proteins. A comparison between cotyledon and husk tissues revealed the complementarity of using both technologies, with husks mostly featuring metabolites (99%), while cotyledons predominantly yielded peptides (90%). This provided a more complete picture of mechanisms discriminating the seed envelope from what it protected. Furthermore, we showed distinct molecular signatures of petal wilting and colour transition, seed growth, and maturation. We revealed the molecular makeup shift occurring during petal colour transition and wilting, as well as the importance of benzenoids, phenylpropanoids, flavonoids, and pigments. Finally, our study emphasizes that the biochemical mechanisms implicated in the growing and maturing of safflower seeds are complex and far-reaching, as evidenced by AraCyc, PaintOmics, and MetaboAnalyst mapping capabilities. This study provides a new resource for functional knowledge of safflower seed and potentially further enables the precision development of novel products and safflower varieties with biotechnology and molecular farming applications.
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