central carbon metabolism

中心碳代谢
  • 文章类型: Journal Article
    目的:金属蛋白酶3组织抑制剂(TIMP3)的突变导致Sorsby眼底营养不良(SFD),一个主要的继承,导致视力丧失的罕见黄斑变性。TIMP3主要由视网膜色素上皮(RPE)细胞合成,构成了外部血-视网膜屏障。RPE的一个主要功能是重要营养素的合成和运输,如葡萄糖,视网膜。最近,RPE细胞的代谢功能障碍已成为视网膜变性的重要因素。我们着手确定RPE代谢功能障碍是否有助于SFD发病机制。
    方法:对表达TIMP3的S179C变体的小鼠的RPE进行定量蛋白质组学,已知该变体是人类SFD的病因。发现差异表达的蛋白质(P<0.05)使用统计过度表达分析来确定富集途径,进程,和蛋白质类使用g:profiler和PANTHER基因本体论。我们使用表达突变体S179CTIMP3的人ARPE-19细胞和携带S204CTIMP3突变的患者来源的诱导多能干细胞来源的RPE(iRPE)检查了突变体TIMP3对RPE代谢的影响。使用同位素示踪结合GC/MS分析直接探测RPE代谢。在S179CARPE-19上初步进行了稳态[U-13C6]葡萄糖同位素示踪,然后在SFDiRPE细胞中进行了[U-13C6]葡萄糖和[U-13C5]谷氨酰胺同位素示踪。
    结果:对表达S179CTIMP3突变体的小鼠的RPE进行的定量蛋白质组学和富集分析鉴定了差异表达的蛋白质,这些蛋白质被富集用于代谢相关的途径和过程。值得注意的是,这些结果突出了失调的糖酵解和葡萄糖代谢。[U-13C6]葡萄糖的稳定同位素示踪实验证明S179CTIMP3APRE-19细胞中葡萄糖利用和糖酵解活性增强。同样,SFDiRPE中的[U-13C6]葡萄糖示踪显示葡萄糖对糖酵解和TCA循环的贡献增加。此外,[U-13C5]谷氨酰胺示踪发现苹果酸酶活性改变的证据。
    结论:这项研究提供了SFD中RPE葡萄糖代谢失调的重要信息,并暗示了与其他视网膜退行性疾病的潜在共性,强调RPE细胞代谢作为治疗靶标。
    OBJECTIVE: Mutations in Tissue Inhibitor of Metalloproteinases 3 (TIMP3) cause Sorsby\'s Fundus Dystrophy (SFD), a dominantly inherited, rare form of macular degeneration that results in vision loss. TIMP3 is synthesized primarily by retinal pigment epithelial (RPE) cells, which constitute the outer blood-retinal barrier. One major function of RPE is the synthesis and transport of vital nutrients, such as glucose, to the retina. Recently, metabolic dysfunction in RPE cells has emerged as an important contributing factor in retinal degenerations. We set out to determine if RPE metabolic dysfunction was contributing to SFD pathogenesis.
    METHODS: Quantitative proteomics was conducted on RPE of mice expressing the S179C variant of TIMP3, known to be causative of SFD in humans. Proteins found to be differentially expressed (P < 0.05) were analyzed using statistical overrepresentation analysis to determine enriched pathways, processes, and protein classes using g:profiler and PANTHER Gene Ontology. We examined the effects of mutant TIMP3 on RPE metabolism using human ARPE-19 cells expressing mutant S179C TIMP3 and patient-derived induced pluripotent stem cell-derived RPE (iRPE) carrying the S204C TIMP3 mutation. RPE metabolism was directly probed using isotopic tracing coupled with GC/MS analysis. Steady state [U-13C6] glucose isotopic tracing was preliminarily conducted on S179C ARPE-19 followed by [U-13C6] glucose and [U-13C5] glutamine isotopic tracing in SFD iRPE cells.
    RESULTS: Quantitative proteomics and enrichment analysis conducted on RPE of mice expressing mutant S179C TIMP3 identified differentially expressed proteins that were enriched for metabolism-related pathways and processes. Notably these results highlighted dysregulated glycolysis and glucose metabolism. Stable isotope tracing experiments with [U-13C6] glucose demonstrated enhanced glucose utilization and glycolytic activity in S179C TIMP3 APRE-19 cells. Similarly, [U-13C6] glucose tracing in SFD iRPE revealed increased glucose contribution to glycolysis and the TCA cycle. Additionally, [U-13C5] glutamine tracing found evidence of altered malic enzyme activity.
    CONCLUSIONS: This study provides important information on the dysregulation of RPE glucose metabolism in SFD and implicates a potential commonality with other retinal degenerative diseases, emphasizing RPE cellular metabolism as a therapeutic target.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    中心碳(C)代谢网络负责微生物中大部分能量的产生和生物合成,因此是对土壤群落中微生物生命的机械理解的关键。许多旱地土壤群落通过磷酸戊糖(PP)或Entner-Doudoroff(ED)途径显示出相对较高的C通量,认为与氧化损伤控制有关。我们检验了这样一个假设,即中央C代谢网络的代谢组织在两个生态系统之间是不同的,缺氧沼泽土壤和多氧旱地土壤,并且会受到氧气浓度变化的影响。我们预计,在高氧浓度和高氧土壤中,PP/ED途径活性较高,而在降低的氧浓度和沼泽土壤中,PP/ED活性较低。尽管我们在旱地土壤中发现了较高的PP/ED活性,而在沼泽土壤中发现了较低的活性。降低旱地土壤的氧浓度并没有降低假设的相对PP/ED途径活性,增加沼泽土壤中的氧气浓度也没有增加PP/ED途径的活性。我们推测旱地土壤中的高PP/ED活性,即使暴露在低氧浓度下,与生物合成对NADPH的高需求有关,因此反映了富碳土壤中的微生物生长速率高于贫碳沉积物。需要进一步的研究来解释土壤生态系统中观察到的代谢多样性,并确定它是否与微生物生长速率有关。重要性我们观察到,高氧和缺氧土壤之间的中心碳(C)代谢过程的组织不同。然而,我们还发现,戊糖磷酸途径/Entner-Doudoroff(PP/ED)途径活性在降低旱地土壤的氧气浓度后仍然很高,并且不会响应沼泽土壤中氧气浓度的增加而增加。这些观察结果与以下假设相矛盾:氧化应激是土壤群落中高PP/ED活性的主要驱动因素。我们建议,与厌氧沼泽土壤相比,高PP/ED活性和NADPH产量反映了旱地土壤中更高的合成代谢活性和生长速率。需要对土壤群落中的分子和生化过程有更深入的了解,以发展对微生物活动及其与土壤碳和养分循环的关系的机理观点。这种增加的机械观点在生态上是相关的,考虑到中心碳代谢网络与微生物的能量代谢密切相关,新微生物生物质生产的效率,和土壤有机质的形成。
    The central carbon (C) metabolic network is responsible for most of the production of energy and biosynthesis in microorganisms and is therefore key to a mechanistic understanding of microbial life in soil communities. Many upland soil communities have shown a relatively high C flux through the pentose phosphate (PP) or the Entner-Doudoroff (ED) pathway, thought to be related to oxidative damage control. We tested the hypothesis that the metabolic organization of the central C metabolic network differed between two ecosystems, an anoxic marsh soil and oxic upland soil, and would be affected by altering oxygen concentrations. We expected there to be high PP/ED pathway activity under high oxygen concentrations and in oxic soils and low PP/ED activity in reduced oxygen concentrations and in marsh soil. Although we found high PP/ED activity in the upland soil and low activity in the marsh soil, lowering the oxygen concentration for the upland soil did not reduce the relative PP/ED pathway activity as hypothesized, nor did increasing the oxygen concentration in the marsh soil increase the PP/ED pathway activity. We speculate that the high PP/ED activity in the upland soil, even when exposed to low oxygen concentrations, was related to a high demand for NADPH for biosynthesis, thus reflecting higher microbial growth rates in C-rich soils than in C-poor sediments. Further studies are needed to explain the observed metabolic diversity among soil ecosystems and determine whether it is related to microbial growth rates.IMPORTANCEWe observed that the organization of the central carbon (C) metabolic processes differed between oxic and anoxic soil. However, we also found that the pentose phosphate pathway/Entner-Doudoroff (PP/ED) pathway activity remained high after reducing the oxygen concentration for the upland soil and did not increase in response to an increase in oxygen concentration in the marsh soil. These observations contradicted the hypothesis that oxidative stress is a main driver for high PP/ED activity in soil communities. We suggest that the high PP/ED activity and NADPH production reflect higher anabolic activities and growth rates in the upland soil compared to the anaerobic marsh soil. A greater understanding of the molecular and biochemical processes in soil communities is needed to develop a mechanistic perspective on microbial activities and their relationship to soil C and nutrient cycling. Such an increased mechanistic perspective is ecologically relevant, given that the central carbon metabolic network is intimately tied to the energy metabolism of microbes, the efficiency of new microbial biomass production, and soil organic matter formation.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:能量代谢失衡是2型糖尿病(T2D)的病因。尽管已知二甲双胍可以改善整体能量代谢失衡,但是二甲双胍与中心碳代谢(CCM)之间的直接相关性尚未得到彻底研究。在这项研究中,我们采用高效离子色谱-串联质谱(HPIC-MS/MS)技术检测了二甲双胍治疗T2D前后CCM的变化和意义.
    方法:我们招募了29名参与者,包括10名最近诊断为T2D的个体(T2D组)。其中,10例患者接受了4-6周的二甲双胍治疗(MET组)。此外,我们包括9名健康受试者(CON组)。采用HPIC-MS/MS,我们定量分析了与CCM相关的18条生物相关代谢途径中的56种代谢物.利用单变量和多变量统计分析来鉴定差异代谢物。随后,相关分析和京都百科全书的基因和基因组(KEGG)途径分析进行了鉴定的差异代谢物。
    结果:我们在患有T2D的个体中鉴定出7种不同的代谢物(p<0.05)。值得注意的是,循环3\',5'-单磷酸腺苷(AMP),葡萄糖6-磷酸,L-乳酸,马来酸,和苹果酸在二甲双胍治疗后表现出逆转至正常水平。此外,苹果酸与L-乳酸呈正相关(r=0.94,p<0.05),琥珀酸和苹果酸也是如此(r=0.81,p<0.05),L-乳酸与琥珀酸(r=0.78,p<0.05),和L-乳酸与葡萄糖-6-磷酸(r=0.72,p<0.05)。这些代谢物在丙酮酸代谢中显著富集(p=0.005),三羧酸循环(TCA)(p=0.007),丙酸代谢(p=0.007),糖酵解或糖异生(p=0.009),分别。
    结论:我们使用HPIC-MS/MS来揭示最近诊断为T2D的个体在二甲双胍治疗前后CCM的改变。结果表明,二甲双胍可能通过减少CCM途径中的中间体来改善T2D的能量代谢失衡。
    BACKGROUND: An imbalance in energy metabolism serves as a causal factor for type 2 diabetes (T2D). Although metformin has been known to ameliorate the overall energy metabolism imbalance, but the direct correlation between metformin and central carbon metabolism (CCM) has not been thoroughly investigated. In this study, we employed a high-performance ion chromatography-tandem mass spectrometry (HPIC-MS/MS) technique to examine the alterations and significance of CCM both before and after metformin treatment for T2D.
    METHODS: We recruited 29 participants, comprising 10 individuals recently diagnosed with T2D (T2D group). Among these, 10 patients underwent a 4-6-week treatment with metformin (MET group). Additionally, we included 9 healthy subjects (CON group). Employing HPIC-MS/MS, we quantitatively analyzed 56 metabolites across 18 biologically relevant metabolic pathways associated with CCM. Univariate and multivariate statistical analyses were utilized to identify differential metabolites. Subsequently, correlation analyses and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were conducted on the identified differential metabolites.
    RESULTS: We identified seven distinct metabolites in individuals with T2D (p < 0.05). Notably, cyclic 3\',5\'-Adenosine MonoPhosphate (AMP), Glucose 6-phosphate, L-lactic acid, Maleic acid, and Malic acid exhibited a reversal to normal levels following metformin treatment. Furthermore, Malic acid demonstrated a positive correlation with L-lactic acid (r = 0.94, p < 0.05), as did succinic acid with malic acid (r = 0.81, p < 0.05), L-lactic acid with succinic acid (r = 0.78, p < 0.05), and L-lactic acid with glucose-6-phosphate (r = 0.72, p < 0.05). These metabolites were notably enriched in pyruvate metabolism (p = 0.005), tricarboxylic acid cycle (TCA) (p = 0.007), propanoate metabolism (p = 0.007), and glycolysis or gluconeogenesis (p = 0.009), respectively.
    CONCLUSIONS: We employed HPIC-MS/MS to uncover alterations in CCM among individuals recently diagnosed with T2D before and after metformin treatment. The findings suggest that metformin may ameliorate the energy metabolism imbalance in T2D by reducing intermediates within the CCM pathway.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    细胞内[ATP]/[ADP]比值对大肠杆菌的细胞功能至关重要,影响运输,磷酸化,信令,和应激反应。在大肠杆菌中过表达F1-ATPase基因增加葡萄糖消耗,降低能量水平,并触发中心碳代谢基因的转录反应,尤其是糖酵解的,提高碳通量。在这一贡献中,我们报告了通过解偶联ATP合酶的F1亚基的细胞质活性来改变[ATP]/[ADP]比率,从而在大肠杆菌的PTS-突变体中干扰能量水平的影响。通过表达编码ATP合酶F1-ATP酶(菌株PB12AGD+)的可溶性部分的atpAGD操纵子,实现了在大肠杆菌PB12(PTS-)的进化菌株中[ATP]/[ADP]比率的破坏。使用涉及葡萄糖和乙酸盐转运的96个基因的RT-qPCR确定了PTS菌株对ATP破坏的生理和代谢响应的分析,糖酵解和糖异生,戊糖磷酸途径(PPP),TCA循环和乙醛酸分流,几个对比,呼吸链,和发酵途径基因,西格玛因子,和全球监管机构。尽管由于能量水平降低而导致葡萄糖转运增加,但apt突变体表现出生长降低。它增强了葡萄糖诱导的能量饥饿下的应激反应能力,这表明糖酵解的碳通量分布在磷酸戊糖和Entner-Duodoroff途径中。增加乙酸盐的运输,生产,和利用响应于[ATP]/[ADP]比率的降低。作为几个呼吸基因的编码TCA循环和乙醛酸分流的几个基因的上调表明呼吸能力增加。可能与TCA循环中电子给体化合物的可用性增加相结合,因为该突变体的呼吸能力比PB12增加了240%。与PB12相比,atp突变体中cAMP细胞内浓度的降低导致上调基因的数量减少,这表明尽管突变体的能量水平受到严重破坏,但突变体仍具有强大的遗传背景。
    The intracellular [ATP]/[ADP] ratio is crucial for Escherichia coli\'s cellular functions, impacting transport, phosphorylation, signaling, and stress responses. Overexpression of F1-ATPase genes in E. coli increases glucose consumption, lowers energy levels, and triggers transcriptional responses in central carbon metabolism genes, particularly glycolytic ones, enhancing carbon flux. In this contribution, we report the impact of the perturbation of the energetic level in a PTS- mutant of E. coli by modifying the [ATP]/[ADP] ratio by uncoupling the cytoplasmic activity of the F1 subunit of the ATP synthase. The disruption of [ATP]/[ADP] ratio in the evolved strain of E. coli PB12 (PTS-) was achieved by the expression of the atpAGD operon encoding the soluble portion of ATP synthase F1-ATPase (strain PB12AGD+). The analysis of the physiological and metabolic response of the PTS- strain to the ATP disruption was determined using RT-qPCR of 96 genes involved in glucose and acetate transport, glycolysis and gluconeogenesis, pentose phosphate pathway (PPP), TCA cycle and glyoxylate shunt, several anaplerotic, respiratory chain, and fermentative pathways genes, sigma factors, and global regulators. The apt mutant exhibited reduced growth despite increased glucose transport due to decreased energy levels. It heightened stress response capabilities under glucose-induced energetic starvation, suggesting that the carbon flux from glycolysis is distributed toward the pentose phosphate and the Entner-Duodoroff pathway with the concomitant. Increase acetate transport, production, and utilization in response to the reduction in the [ATP]/[ADP] ratio. Upregulation of several genes encoding the TCA cycle and the glyoxylate shunt as several respiratory genes indicates increased respiratory capabilities, coupled possibly with increased availability of electron donor compounds from the TCA cycle, as this mutant increased respiratory capability by 240% more than in the PB12. The reduction in the intracellular concentration of cAMP in the atp mutant resulted in a reduced number of upregulated genes compared to PB12, suggesting that the mutant remains a robust genetic background despite the severe disruption in its energetic level.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    酿酒酵母是酿酒的主要参与者,可以将葡萄中的糖转化为乙醇和CO2,并具有出色的效率。发酵过程中产生的初级代谢产物在葡萄酒中具有重要意义。虽然乙醇含量有助于整体分布,其他代谢物如甘油,琥珀酸盐,乙酸盐或乳酸盐也有重大影响,即使浓度较低。酿酒酵母以其与其自然或技术环境相关的巨大遗传多样性而闻名。然而,可用于提高葡萄酒品质的代谢多样性的变化范围取决于所考虑的途径。我们的实验评估了来自各种遗传背景的一组51个酿酒酵母菌株中初级代谢物生产的多样性。结果表明,根据所考虑的代谢物,产量差异很大,乙醇具有最低的变化。观察到乙醇和甘油之间呈负相关,确认甘油合成是降低乙醇收率的合适杠杆。遗传群体与特定产量有关,例如葡萄酒组和高α-酮戊二酸和低乙酸产率。这项研究强调了在酿酒中使用天然酵母多样性的潜力。它还提供了关于众所周知的(乙醇,甘油,乙酸盐)或鲜为人知的(乳酸)初级代谢产物。
    Saccharomyces cerevisiae is a major actor in winemaking that converts sugars from the grape must into ethanol and CO2 with outstanding efficiency. Primary metabolites produced during fermentation have a great importance in wine. While ethanol content contributes to the overall profile, other metabolites like glycerol, succinate, acetate or lactate also have significant impacts, even when present in lower concentrations. S. cerevisiae is known for its great genetic diversity that is related to its natural or technological environment. However, the variation range of metabolic diversity which can be exploited to enhance wine quality depends on the pathway considered. Our experiment assessed the diversity of primary metabolites production in a set of 51 S. cerevisiae strains from various genetic backgrounds. Results pointed out great yield differences depending on the metabolite considered, with ethanol having the lowest variation. A negative correlation between ethanol and glycerol was observed, confirming glycerol synthesis as a suitable lever to reduce ethanol yield. Genetic groups were linked to specific yields, such as the wine group and high α-ketoglutarate and low acetate yields. This research highlights the potential of using natural yeast diversity in winemaking. It also provides a detailed data set on production of well known (ethanol, glycerol, acetate) or little-known (lactate) primary metabolites.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    代谢通量分析(MFA)是定量细胞表型和指导植物代谢工程的有价值的工具。通过引入稳定的同位素示踪剂并采用数学模型,MFA可以通过生化途径量化代谢反应的速率。同位素非平稳MFA(INST-MFA)在植物中的最新应用已经阐明了在最佳和胁迫条件下叶片中的非直观代谢,描述了快速生长藻类的耦合通量,并产生了协同多器官通量图,这是MFA中任何生物系统的第一个。这些见解无法通过其他方法阐明,并显示了INST-MFA纠正对植物代谢的过度简化理解的潜力。
    Metabolic flux analysis (MFA) is a valuable tool for quantifying cellular phenotypes and to guide plant metabolic engineering. By introducing stable isotopic tracers and employing mathematical models, MFA can quantify the rates of metabolic reactions through biochemical pathways. Recent applications of isotopically nonstationary MFA (INST-MFA) to plants have elucidated nonintuitive metabolism in leaves under optimal and stress conditions, described coupled fluxes for fast-growing algae, and produced a synergistic multi-organ flux map that is a first in MFA for any biological system. These insights could not be elucidated through other approaches and show the potential of INST-MFA to correct an oversimplified understanding of plant metabolism.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    Warburg效应,也被称为有氧糖酵解,是病毒感染期间常见的代谢程序。通过靶向代谢组学结合生化实验和各种细胞模型,我们调查了感染猪脱角病毒(PDCoV)的细胞的中心碳代谢(CCM)谱,一种新出现的具有人畜共患潜力的肠致病性冠状病毒。我们发现PDCoV感染需要糖酵解,但糖酵解通量降低,表现出以丙酮酸积累为特征的非Warburg效应。机械上,PDCoV增强丙酮酸激酶活性,促进丙酮酸合成代谢,产生丙酮酸并伴随ATP产生的过程。PDCoV还劫持了丙酮酸的分解代谢,以增加非必需氨基酸(NEAA)的生物合成,表明丙酮酸是PDCoV清除宿主能量和代谢物的重要枢纽。此外,PDCoV促进谷氨酰胺分解以促进NEAA和嘧啶的合成以实现最佳增殖。我们的工作支持病毒感染后的新型CCM模型,并提供潜在的抗PDCoV药物靶标。
    The Warburg effect, also referred as aerobic glycolysis, is a common metabolic program during viral infection. Through targeted metabolomics combined with biochemical experiments and various cell models, we investigated the central carbon metabolism (CCM) profiles of cells infected with porcine deltacoronavirus (PDCoV), an emerging enteropathogenic coronavirus with zoonotic potential. We found that PDCoV infection required glycolysis but decreased glycolytic flux, exhibiting a non-Warburg effect characterized by pyruvic acid accumulation. Mechanistically, PDCoV enhanced pyruvate kinase activity to promote pyruvic acid anabolism, a process that generates pyruvic acid with concomitant ATP production. PDCoV also hijacked pyruvic acid catabolism to increase biosynthesis of non-essential amino acids (NEAAs), suggesting that pyruvic acid is an essential hub for PDCoV to scavenge host energy and metabolites. Furthermore, PDCoV facilitated glutaminolysis to promote the synthesis of NEAA and pyrimidines for optimal proliferation. Our work supports a novel CCM model after viral infection and provides potential anti-PDCoV drug targets.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    Quorumsensing(QS),细菌通讯的组成部分,对于协调各种细菌病原体的集体反应至关重要。中心碳代谢(CCM),作为糖等物质的主要代谢中心,脂质,和氨基酸,在细菌的生命周期中起着至关重要的作用。病原菌通常利用CCM来调节种群代谢并增强特定细胞结构的合成,从而促进宿主微生态环境的适应和加速感染。研究表明,QS可以直接或间接影响众多病原菌的CCM,从而改变它们的毒力和致病性。本文综述了革兰阳性病原菌QS和CCM之间的相互作用。详细介绍了QS调节CCM的分子机制,并为研究细菌致病性和开发创新的感染治疗药物奠定基础。
    Quorum sensing (QS), an integral component of bacterial communication, is essential in coordinating the collective response of diverse bacterial pathogens. Central carbon metabolism (CCM), serving as the primary metabolic hub for substances such as sugars, lipids, and amino acids, plays a crucial role in the life cycle of bacteria. Pathogenic bacteria often utilize CCM to regulate population metabolism and enhance the synthesis of specific cellular structures, thereby facilitating in adaptation to the host microecological environment and expediting infection. Research has demonstrated that QS can both directly or indirectly affect the CCM of numerous pathogenic bacteria, thus altering their virulence and pathogenicity. This article reviews the interplay between QS and CCM in Gram-positive pathogenic bacteria, details the molecular mechanisms by which QS modulates CCM, and lays the groundwork for investigating bacterial pathogenicity and developing innovative infection treatment drugs.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    许多代谢组学研究对极性和非极性分析都感兴趣。然而,可用的样品体积通常排除多个单独的提取。因此,进行双相提取和保留两个相以进行后续单独分析有主要优势.为了成功,这种方法要求该方法对于两个阶段都是健壮和可重复的。因此,我们确定了三种提取方案的性能,加上两个变体版本,使用25μL的市售小鼠血浆。非极性脂质的首选选择是Matyash及其同事建议的采用甲基叔丁基醚(MTBE)的方法的改良稀释版本,因为它对非极性化合物具有很高的可重复性。对于极性化合物,Bligh-Dyer方法的灵敏度最佳,但脂质性能较差。总的来说,MTBE方法的缩小版本提供了最佳的整体性能,对极性和非极性化合物具有很高的灵敏度,尤其是对极性化合物具有良好的可重复性。
    Many metabolomic studies are interested in both polar and nonpolar analyses. However, the available sample volume often precludes multiple separate extractions. Therefore, there are major advantages in performing a biphasic extraction and retaining both phases for subsequent separate analyses. To be successful, such approaches require the method to be robust and repeatable for both phases. Hence, we determined the performance of three extraction protocols, plus two variant versions, using 25 μL of commercially available mouse plasma. The preferred option for nonpolar lipids was a modified diluted version of a method employing methyl tert-butyl ether (MTBE) suggested by Matyash and colleagues due to its high repeatability for nonpolar compounds. For polar compounds, the Bligh-Dyer method performs best for sensitivity but with consequentially poorer lipid performance. Overall, the scaled-down version of the MTBE method gave the best overall performance, with high sensitivity for both polar and nonpolar compounds and good repeatability for polar compounds in particular.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:肺癌造成巨大的疾病负担,早期发现阳性肺结节(PPNs)作为肺癌的早期标志对于有效干预极为重要。有必要开发基于机器学习算法与中心碳代谢组学相结合的PPNs风险识别器。
    方法:这项研究纳入了来自马鞍山社区肺癌筛查队列的2248名肺癌高危参与者。使用最小绝对收缩和选择算子(LASSO)筛选血浆中18种中心碳相关代谢物,递归特征消除(RFE)用于选择所有42个特征,其次是五种用于模型开发的机器学习算法。使用接收器操作特征曲线下面积(AUC)评估模型的性能,准确度,精度,召回,和F1得分。此外,进行了Shapley加法扩张(SHAP)以评估最终选定模型的可解释性,并深入了解特征对预测结果的影响。
    结果:最后,基于随机森林(RF)算法的两种预测模型表现最好,AUC值分别为0.87和0.83,比其他模型更好。我们发现同质酸,富马酸,马来酸,马尿酸,葡萄糖酸,琥珀酸在PPNs预测模型和NPN与PPNs模型中都起着重要作用,而2-己二酸仅在前模型中起作用,而磷酸丙酮酸仅在NPN与PPNs模型中起作用。该模型证明了中心碳代谢对PPNs风险预测和识别的潜力。
    结论:我们开发了一系列PPN的预测模型,这可以帮助早期检测PPNs,从而降低患肺癌的风险。
    BACKGROUND: Lung cancer causes a huge disease burden, and early detection of positive pulmonary nodules (PPNs) as an early sign of lung cancer is extremely important for effective intervention. It is necessary to develop PPNs risk recognizer based on machine learning algorithm combined with central carbon metabolomics.
    METHODS: The study included 2248 participants at high risk for lung cancer from the Ma\'anshan Community Lung Cancer Screening cohort. The Least Absolute Shrinkage and Selection Operator (LASSO) was used to screen 18 central carbon-related metabolites in plasma, recursive feature elimination (RFE) was used to select all 42 features, followed by five machine learning algorithms for model development. The performance of the model was evaluated using area under the receiver operator characteristic curve (AUC), accuracy, precision, recall, and F1 scores. In addition, SHapley Additive exPlanations (SHAP) was performed to assess the interpretability of the final selected model and to gain insight into the impact of features on the predicted results.
    RESULTS: Finally, the two prediction models based on the random forest (RF) algorithm performed best, with AUC values of 0.87 and 0.83, respectively, better than other models. We found that homogentisic acid, fumaric acid, maleic acid, hippuric acid, gluconic acid, and succinic acid played a significant role in both PPNs prediction model and NPNs vs PPNs model, while 2-oxadipic acid only played a role in the former model and phosphopyruvate only played a role in the NPNs vs PPNs model. This model demonstrates the potential of central carbon metabolism for PPNs risk prediction and identification.
    CONCLUSIONS: We developed a series of predictive models for PPNs, which can help in the early detection of PPNs and thus reduce the risk of lung cancer.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号