NADP

NADP
  • 文章类型: Journal Article
    1,4-二氨基丁烷广泛应用于聚合物的工业生产中,制药,农用化学品和表面活性剂。由于经济和环境问题,使用微生物生产1,4-二氨基丁烷的兴趣日益浓厚。然而,关于辅因子磷酸吡哆醛(PLP)和NADPH对1,4-二氨基丁烷合成的影响的研究还很少。PLP在1,4-二氨基丁烷的合成中充当鸟氨酸脱羧酶的辅因子。此外,1摩尔1,4-二氨基丁烷的合成需要2摩尔NADPH,因此,在大肠杆菌有效合成1,4-二氨基丁烷时,必须考虑NADPH平衡。本研究的目的是通过增加PLP和NADPH的产量来提高1,4-二氨基丁烷的合成效率。通过优化PLP和NADPH合成相关基因在大肠杆菌中的表达,细胞PLP和NADPH水平升高,1,4-二氨基丁烷的收率也相应提高。最终,使用葡萄糖作为主要碳源,重组菌株NAP19中1,4-二氨基丁烷的产量达到272mg/L·DCW,与底盘应变相比,增加了79%。
    1,4-diaminobutane is widely used in the industrial production of polymers, pharmaceuticals, agrochemicals and surfactants. Owing to economic and environmental concerns, there has been a growing interest in using microbes to produce 1,4-diaminobutane. However, there is lack of research on the influence of cofactors pyridoxal phosphate (PLP) and NADPH on the synthesis of 1,4-diaminobutane. PLP serves as a cofactor of ornithine decarboxylase in the synthesis of 1,4-diaminobutane. Additionally, the synthesis of 1 mol 1,4-diaminobutane requires 2 mol NADPH, thus necessitating consideration of NADPH balance in the efficient synthesis of 1,4-diaminobutane by Escherichia coli. The aim of this study was to enhance the synthesis efficiency of 1,4-diaminobutane through increasing production of PLP and NADPH. By optimizing the expression of the genes associated with synthesis of PLP and NADPH in E. coli, cellular PLP and NADPH levels increased, and the yield of 1,4-diaminobutane also increased accordingly. Ultimately, using glucose as the primary carbon source, the yield of 1,4-diaminobutane in the recombinant strain NAP19 reached 272 mg/L·DCW, by increased 79% compared with its chassis strain.
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  • 文章类型: Journal Article
    癌细胞依赖于烟酰胺腺嘌呤二核苷酸磷酸(NADPH)来对抗氧化应激并支持还原性生物合成。一个主要的NADPH生产途径是氧化戊糖磷酸途径(关键步骤:葡萄糖-6-磷酸脱氢酶,G6PD)。替代方案存在并且可以在一些肿瘤中补偿。这里,使用基因工程肺癌小鼠模型,我们显示G6PD消融显著抑制KrasG12D/+;Lkb1-/-(KL),但不抑制KrasG12D/+;P53-/-(KP)肺肿瘤发生。体内同位素示踪和代谢组学表明,G6PD消融显着损害NADPH的产生,氧化还原平衡,KL而不是KP肺肿瘤中的从头脂肪生成。机械上,在KL肿瘤中,G6PD消融激活p53,抑制肿瘤生长。随着肿瘤的进展,G6PD缺陷的KL肿瘤增加了丝氨酸驱动的单碳代谢的替代NADPH来源,使相关的肿瘤来源的细胞系对丝氨酸/甘氨酸消耗敏感。因此,致癌驱动突变决定了肺癌对G6PD的依赖性,其靶向是具有KRAS和LKB1共突变的肿瘤的潜在治疗策略。
    Cancer cells depend on nicotinamide adenine dinucleotide phosphate (NADPH) to combat oxidative stress and support reductive biosynthesis. One major NADPH production route is the oxidative pentose phosphate pathway (committed step: glucose-6-phosphate dehydrogenase, G6PD). Alternatives exist and can compensate in some tumors. Here, using genetically-engineered lung cancer mouse models, we show that G6PD ablation significantly suppresses KrasG12D/+;Lkb1-/- (KL) but not KrasG12D/+;P53-/- (KP) lung tumorigenesis. In vivo isotope tracing and metabolomics reveal that G6PD ablation significantly impairs NADPH generation, redox balance, and de novo lipogenesis in KL but not KP lung tumors. Mechanistically, in KL tumors, G6PD ablation activates p53, suppressing tumor growth. As tumors progress, G6PD-deficient KL tumors increase an alternative NADPH source from serine-driven one carbon metabolism, rendering associated tumor-derived cell lines sensitive to serine/glycine depletion. Thus, oncogenic driver mutations determine lung cancer dependence on G6PD, whose targeting is a potential therapeutic strategy for tumors harboring KRAS and LKB1 co-mutations.
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  • 文章类型: Journal Article
    我们表征了可逆的细菌含锌苯甲醇脱氢酶(BaDH),该酶接受NAD或NADP作为氧化还原辅因子。值得注意的是,它的氧化还原辅因子特异性是pH依赖性的,磷酸化辅因子在较低的情况下更受欢迎,而去磷形式在较高的pH下更受欢迎。BaDH还显示了两种辅因子形式的不同稳态动力学行为。从结构模型来看,pH依赖性变化可能会影响氧化还原辅因子结合位点的2'-磷酸结合袋中组氨酸的电荷。该酶在系统发育上隶属于含锌醇脱氢酶的新分支,分享这些保守的残留物。BaDH似乎对其底物有一些特异性,而且还包括许多取代的苯甲醇和苯甲醛变体,以及含有与醛羰基共轭的C=C双键的化合物。然而,醇/醛基团旁边具有sp3杂化C的化合物不会或仅微弱地翻转。该酶似乎在其催化位点中含有Zn,在其结构金属结合位点中含有Zn和Fe的混合物。此外,我们证明了BaDH在与酸还原钨酶的酶级联反应中将苯甲酸酯还原为苯甲醇的用途。关键词:•含Zn的BaDH在不同的最佳pH下具有NAD+或NADP+的活性。•BaDH转化宽范围的底物。•BaDH用于将苯甲酸酯还原为苯甲醇的级联反应。
    We characterise a reversible bacterial zinc-containing benzyl alcohol dehydrogenase (BaDH) accepting either NAD+ or NADP+ as a redox cofactor. Remarkably, its redox cofactor specificity is pH-dependent with the phosphorylated cofactors favored at lower and the dephospho-forms at higher pH. BaDH also shows different steady-state kinetic behavior with the two cofactor forms. From a structural model, the pH-dependent shift may affect the charge of a histidine in the 2\'-phosphate-binding pocket of the redox cofactor binding site. The enzyme is phylogenetically affiliated to a new subbranch of the Zn-containing alcohol dehydrogenases, which share this conserved residue. BaDH appears to have some specificity for its substrate, but also turns over many substituted benzyl alcohol and benzaldehyde variants, as well as compounds containing a conjugated C=C double bond with the aldehyde carbonyl group. However, compounds with an sp3-hybridised C next to the alcohol/aldehyde group are not or only weakly turned over. The enzyme appears to contain a Zn in its catalytic site and a mixture of Zn and Fe in its structural metal-binding site. Moreover, we demonstrate the use of BaDH in an enzyme cascade reaction with an acid-reducing tungsten enzyme to reduce benzoate to benzyl alcohol. KEY POINTS: •Zn-containing BaDH has activity with either NAD + or NADP+ at different pH optima. •BaDH converts a broad range of substrates. •BaDH is used in a cascade reaction for the reduction of benzoate to benzyl alcohol.
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  • 文章类型: Journal Article
    背景:将CO2生物转化为高附加值的碳基产品是减少温室气体排放的有前途的过程。为了实现CO2的绿色转化,我们使用脂肪酸作为碳源来驱动CO2固定,以通过CupriavidusnecatorH16中的3-羟基丙酸酯(3HP)循环的一部分产生琥珀酸酯。
    结果:这项工作可以实现从一个乙酰辅酶A分子和两个CO2分子生产单个琥珀酸酯分子。使用利用NaH13CO3的同位素标记实验来验证。这意味着琥珀酸酯中存在的50%的碳原子源自CO2,导致与依赖于磷酸烯醇丙酮酸或丙酮酸的羧化的琥珀酸酯生物合成的现有方法相比效率提高两倍。同时,使用脂肪酸作为碳源具有比其他原料更高的理论产率,并且还避免了在乙酰辅酶A和琥珀酸酯生产期间的碳损失。为了进一步优化琥珀酸酯的生产,不同的方法,包括优化ATP和NADPH供应,优化代谢负担,并对碳源进行了优化。得到的菌株能够生产琥珀酸到3.6g/L的水平,从起始菌株增加159%。
    结论:这项研究通过实施两个CO2固定反应建立了生产琥珀酸的新方法,并证明了ATP的可行性,NADPH,和生物碳固定中的代谢负担调控策略。
    BACKGROUND: Biotransformation of CO2 into high-value-added carbon-based products is a promising process for reducing greenhouse gas emissions. To realize the green transformation of CO2, we use fatty acids as carbon source to drive CO2 fixation to produce succinate through a portion of the 3-hydroxypropionate (3HP) cycle in Cupriavidus necator H16.
    RESULTS: This work can achieve the production of a single succinate molecule from one acetyl-CoA molecule and two CO2 molecules. It was verified using an isotope labeling experiment utilizing NaH13CO3. This implies that 50% of the carbon atoms present in succinate are derived from CO2, resulting in a twofold increase in efficiency compared to prior methods of succinate biosynthesis that relied on the carboxylation of phosphoenolpyruvate or pyruvate. Meanwhile, using fatty acid as a carbon source has a higher theoretical yield than other feedstocks and also avoids carbon loss during acetyl-CoA and succinate production. To further optimize succinate production, different approaches including the optimization of ATP and NADPH supply, optimization of metabolic burden, and optimization of carbon sources were used. The resulting strain was capable of producing succinate to a level of 3.6 g/L, an increase of 159% from the starting strain.
    CONCLUSIONS: This investigation established a new method for the production of succinate by the implementation of two CO2 fixation reactions and demonstrated the feasibility of ATP, NADPH, and metabolic burden regulation strategies in biological carbon fixation.
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  • 文章类型: Journal Article
    氢同位素比率(δ2H)代表了代谢过程的重要天然示踪剂,但是缺乏控制水生光合生物中H-分馏过程的定量模型。这里,我们通过系统地控制温度来阐明藻类脂质中2H/1H分馏的潜在生理控制,光,和二氧化碳(aq)在连续培养的海藻植物中。我们分析了烯酮(α烯酮)中的氢同位素分馏,该物种和其他藻类特有的一类酰基脂质。我们发现α烯酮随着CO2(aq)的增加而强烈减少,并确认α烯酮与温度和光相关。基于已知的生物合成途径,我们开发了藻类酰基脂质的δ2H的细胞模型,以评估有助于这些控制分馏的过程。模拟表明,NADPH在叶绿体中的停留时间越长,NADPH与富含2H的细胞内水的交换越多,增加α烯酮。较高的叶绿体CO2(aq)和温度通过增强碳固定和脂质合成速率来缩短NADPH停留时间。在我们的培养物中,α烯酮与CO2(aq)的负相关表明,碳浓缩机制(CCM)在Rubisco位点并未实现CO2的恒定饱和,而是叶绿体CO2随外部CO2(aq)而变化。在现代和工业化前的海洋中,α烯酮与CO2(aq)的普遍负相关也表明,自然种群可能无法在CCM中达到Rubisco的恒定饱和度。与其重建生长水,α烯酮可能是阐明光合作用的碳限制的有力工具。
    Hydrogen isotope ratios (δ2H) represent an important natural tracer of metabolic processes, but quantitative models of processes controlling H-fractionation in aquatic photosynthetic organisms are lacking. Here, we elucidate the underlying physiological controls of 2H/1H fractionation in algal lipids by systematically manipulating temperature, light, and CO2(aq) in continuous cultures of the haptophyte Gephyrocapsa oceanica. We analyze the hydrogen isotope fractionation in alkenones (αalkenone), a class of acyl lipids specific to this species and other haptophyte algae. We find a strong decrease in the αalkenone with increasing CO2(aq) and confirm αalkenone correlates with temperature and light. Based on the known biosynthesis pathways, we develop a cellular model of the δ2H of algal acyl lipids to evaluate processes contributing to these controls on fractionation. Simulations show that longer residence times of NADPH in the chloroplast favor a greater exchange of NADPH with 2H-richer intracellular water, increasing αalkenone. Higher chloroplast CO2(aq) and temperature shorten NADPH residence time by enhancing the carbon fixation and lipid synthesis rates. The inverse correlation of αalkenone to CO2(aq) in our cultures suggests that carbon concentrating mechanisms (CCM) do not achieve a constant saturation of CO2 at the Rubisco site, but rather that chloroplast CO2 varies with external CO2(aq). The pervasive inverse correlation of αalkenone with CO2(aq) in the modern and preindustrial ocean also suggests that natural populations may not attain a constant saturation of Rubisco with the CCM. Rather than reconstructing growth water, αalkenone may be a powerful tool to elucidate the carbon limitation of photosynthesis.
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  • 文章类型: Journal Article
    年龄对间充质基质细胞(MSC)特性的影响已被充分研究。然而,年龄的增加伴随着多药疗法的患病率增加。这种可调整的因素可能对MSC的功能和自体MSC程序的有效性具有进一步的影响。我们应用细胞自发荧光的高光谱显微镜-一种用于表征细胞代谢异质性的非侵入性成像技术-来识别来自(1)年轻小鼠的MSC的自发荧光信号的变化,(2)老老鼠,(3)随机接受复方药的年轻小鼠(9-10周口服治疗剂量的辛伐他汀,美托洛尔,羟考酮,奥昔布宁和西酞普兰),和(4)随机接受多重用药的老年小鼠。主成分分析和Logistic回归分析用于评估光谱和相关代谢特征的改变。建模表明,相对于老年对照小鼠的细胞,接受多药治疗的年轻小鼠的NAD(P)H较少,卟啉增加,允许两组有效分离(ROC曲线AUC>0.94)。同样,由于较低水平的NAD(P)H(p<0.001)和较高的卟啉(p<0.001),因此将老年多药小鼠的细胞与年轻对照组的细胞准确分离,允许极其准确的逻辑回归(ROC曲线的AUC=0.99)。这种多重用药方案对MSC的影响可能比衰老更深远,并且可以同时降低光学氧化还原比(ORR)和增加卟啉水平。这对于将自体MSCs用于患有慢性疾病的老年患者具有意义。
    The impact of age on mesenchymal stromal cell (MSC) characteristics has been well researched. However, increased age is concomitant with increased prevalence of polypharmacy. This adjustable factor may have further implications for the functionality of MSCs and the effectiveness of autologous MSC procedures. We applied hyperspectral microscopy of cell autofluorescence-a non-invasive imaging technique used to characterise cytometabolic heterogeneity-to identify changes in the autofluorescence signals of MSCs from (1) young mice, (2) old mice, (3) young mice randomised to receive polypharmacy (9-10 weeks of oral therapeutic doses of simvastatin, metoprolol, oxycodone, oxybutynin and citalopram), and (4) old mice randomised to receive polypharmacy. Principal Component Analysis and Logistic Regression Analysis were used to assess alterations in spectral and associated metabolic characteristics. Modelling demonstrated that cells from young mice receiving polypharmacy had less NAD(P)H and increased porphyrin relative to cells from old control mice, allowing for effective separation of the two groups (AUC of ROC curve > 0.94). Similarly, cells from old polypharmacy mice were accurately separated from those from young controls due to lower levels of NAD(P)H (p < 0.001) and higher porphyrin (p < 0.001), allowing for an extremely accurate logistic regression (AUC of ROC curve = 0.99). This polypharmacy regimen may have a more profound impact on MSCs than ageing, and can simultaneously reduce optical redox ratio (ORR) and increase porphyrin levels. This has implications for the use of autologous MSCs for older patients with chronic disease.
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  • 文章类型: Journal Article
    为了在不使用破坏性探针的情况下对完整肿瘤组织中的药物进行非破坏性纵向评估,我们设计了一种无标记方法,使用多光子荧光寿命成像显微镜(MP-FLIM)对切除的肿瘤组织中单个肿瘤细胞的健康状况进行定量.
    使用保留天然肿瘤微环境的鼠肿瘤片段,我们试图证明固有荧光代谢辅因子烟酰胺腺嘌呤二核苷酸磷酸[NAD(P)H]和黄素腺嘌呤二核苷酸(FAD)产生的信号与导致细胞死亡的不可逆级联反应相关。
    我们在组织上使用NAD(P)H和FAD的MP-FLIM,并使用标准凋亡和活/死(Caspase3/7和碘化丙啶,分别)测定。
    通过统计方法,FLIM数据的可重复变化,通过相量分析确定,显示与细胞活力的丧失相关。有了这个,我们证明可以区分通过凋亡/坏死或坏死性凋亡实现的细胞死亡。此外,检测到对常见化疗治疗诱导细胞死亡的特异性反应。
    这些数据表明,MP-FLIM可以在不使用潜在毒性染料的情况下检测和定量细胞活力,因此,能够进行为期多天的纵向研究,评估治疗药物对肿瘤碎片的影响。
    UNASSIGNED: To enable non-destructive longitudinal assessment of drug agents in intact tumor tissue without the use of disruptive probes, we have designed a label-free method to quantify the health of individual tumor cells in excised tumor tissue using multiphoton fluorescence lifetime imaging microscopy (MP-FLIM).
    UNASSIGNED: Using murine tumor fragments which preserve the native tumor microenvironment, we seek to demonstrate signals generated by the intrinsically fluorescent metabolic co-factors nicotinamide adenine dinucleotide phosphate [NAD(P)H] and flavin adenine dinucleotide (FAD) correlate with irreversible cascades leading to cell death.
    UNASSIGNED: We use MP-FLIM of NAD(P)H and FAD on tissues and confirm viability using standard apoptosis and live/dead (Caspase 3/7 and propidium iodide, respectively) assays.
    UNASSIGNED: Through a statistical approach, reproducible shifts in FLIM data, determined through phasor analysis, are shown to correlate with loss of cell viability. With this, we demonstrate that cell death achieved through either apoptosis/necrosis or necroptosis can be discriminated. In addition, specific responses to common chemotherapeutic treatment inducing cell death were detected.
    UNASSIGNED: These data demonstrate that MP-FLIM can detect and quantify cell viability without the use of potentially toxic dyes, thus enabling longitudinal multi-day studies assessing the effects of therapeutic agents on tumor fragments.
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  • 文章类型: Journal Article
    II型神经纤维瘤病(NFII)是由NF2基因缺失引起的遗传病,导致YAP/TAZ途径的激活和复发性雪旺细胞肿瘤,以及脑膜瘤和室管膜瘤.不幸的是,NFII的药理学选择很少。这里,我们进行全基因组CRISPR/Cas9筛选,以搜索合成致死基因,当被抑制时,导致NF2突变雪旺氏细胞而非NF2野生型细胞死亡。我们确定ACSL3和G6PD是NF2的两个合成致死伴侣,两者都参与脂质生物发生和细胞氧化还原。我们发现NF2突变体雪旺氏细胞比对照细胞更氧化,部分是由于参与NADPH生成的基因如ME1的表达降低。由于G6PD和ME1冗余地产生胞质NADPH,缺乏任何一种都与细胞活力相容,但不是两者都下调。由于G6PD的遗传缺陷在人群中是耐受的,G6PD可能是NFII的良好药理靶点。
    Neurofibromatosis Type II (NFII) is a genetic condition caused by loss of the NF2 gene, resulting in activation of the YAP/TAZ pathway and recurrent Schwann cell tumors, as well as meningiomas and ependymomas. Unfortunately, few pharmacological options are available for NFII. Here, we undertake a genome-wide CRISPR/Cas9 screen to search for synthetic-lethal genes that, when inhibited, cause death of NF2 mutant Schwann cells but not NF2 wildtype cells. We identify ACSL3 and G6PD as two synthetic-lethal partners for NF2, both involved in lipid biogenesis and cellular redox. We find that NF2 mutant Schwann cells are more oxidized than control cells, in part due to reduced expression of genes involved in NADPH generation such as ME1. Since G6PD and ME1 redundantly generate cytosolic NADPH, lack of either one is compatible with cell viability, but not down-regulation of both. Since genetic deficiency for G6PD is tolerated in the human population, G6PD could be a good pharmacological target for NFII.
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  • 文章类型: Journal Article
    背景:肢体远隔缺血后处理(LRIP)和芍药苷(PF)均可改善脑缺血再灌注(I/R)损伤。目前,LRIP联合PF能否取得更好的治疗效果未知。
    目的:本研究探讨LRIP联合PF对大鼠脑缺血再灌注损伤的缓解作用及机制。
    方法:除Sham组外,对大鼠进行大脑中动脉阻塞(MCAO)手术。然后PF(2.5mg/kg,5mg/kg,10mg/kg)于再灌注开始前10min腹腔打针给药。再灌注0h左股动脉行LRIP手术。行为测试用于评估神经功能缺损,而TTC染色用于检查梗死体积。Westernblot检测大鼠外周血中性粒细胞中MyD88,TRAF6,p38-MAPK的蛋白表达和p47phox的磷酸化。LRIP联合PF后,提取大鼠骨髓中性粒细胞,与大鼠血清孵育24h。p38MAPK抑制剂组给予SB203580,烟酰胺腺嘌呤二核苷酸磷酸(NADPH)氧化酶抑制剂组给予Apocynin。用fMLP(10μM)刺激嗜中性粒细胞。活性氧(ROS)产生及MyD88、TRAF6、p38MAPK蛋白表达,和p47phox(ser304和ser345)被检测到。
    结果:LRIP联合PF(5mg/kg)可减少脑梗死体积,改善神经功能缺损评分(NDS),减少fMLP刺激的ROS释放并下调中性粒细胞中MyD88,TRAF6,p38-MAPK的蛋白表达和p47phox(ser304和ser345)的磷酸化。
    结论:LRIP联合PF对脑I/R损伤的保护作用优于单独使用。一起来看,我们提供了确凿的证据证明LRIP和PF的组合具有减轻脑I/R损伤的潜力,受MyD88-TRAF6-p38MAPK通路和中性粒细胞NADPH氧化酶通路的调控。
    BACKGROUND: Limb remote ischemic postconditioning (LRIP) and paeoniflorin (PF) both can ameliorate cerebral ischemia reperfusion (I/R) injury. At present, whether LRIP combined with PF can achieve better therapeutic effect is unknown.
    OBJECTIVE: This study explored the alleviating effect and mechanism of LRIP in combination with PF on cerebral I/R injury in rats.
    METHODS: Middle cerebral artery occlusion (MCAO) surgery was performed on rats except Sham group. Then PF (2.5 mg/kg, 5 mg/kg, 10 mg/kg) was administrated by intraperitoneal injection 10 min before the start of reperfusion. LRIP was operated on the left femoral artery at 0 h of reperfusion. Behavioral testing was used to assess neurological impairment, while TTC staining was used to examine infarct volume. Protein expression of MyD88, TRAF6, p38-MAPK and phosphorylation of p47phox in neutrophils from rat peripheral blood were tested by Western blot. Rat bone marrow neutrophils were extracted and incubated for 24 h with serum from rats after LRIP combined with PF. p38 MAPK inhibitor group was administrated SB203580 while the nicotinamide adenine dinucleotide phosphate (NADPH) oxidase inhibitor group was administrated Apocynin. Neutrophils were stimulated by fMLP (10 μM). Reactive oxygen species (ROS) production and protein expression of MyD88, TRAF6, p38 MAPK, and p47phox (ser 304 and ser 345) were detected.
    RESULTS: LRIP combined with PF (5 mg/kg) reduced cerebral infarct volume, ameliorated neurological deficit score (NDS), decreased fMLP-stimulated ROS release and downregulated the protein expression of MyD88, TRAF6, p38-MAPK and phosphorylation of p47phox (ser 304 and ser 345) in neutrophils.
    CONCLUSIONS: The protective effect of LRIP combined with PF on cerebral I/R injury was better than either alone. Taken together, we provided solid evidence to demonstrate that the combination of LRIP and PF had potential to alleviate cerebral I/R injury, which was regulated by MyD88-TRAF6-p38 MAPK pathway and neutrophil NADPH oxidase pathway.
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  • 文章类型: Journal Article
    农产品的来源对其质量和安全至关重要。本研究利用荧光检测技术探讨了不同产地水稻化学成分和结构的差异。这些差异主要受气候的影响,环境,地质和其他因素。通过鉴定同一品种不同产地的水稻种子的荧光特征吸收峰,并将它们与已知或标准样品进行比较,这项研究旨在鉴定水稻,保护品牌,并实现可追溯性。本研究选取同一年种植于吉林省不同地区的同一品种水稻种子作为样品。荧光光谱法用于收集光谱数据,通过归一化预处理,平滑,和小波变换来去除噪声,散射,和毛刺。经处理的光谱数据用作长短期记忆(LSTM)模型的输入。该研究集中在基于NZ-WT处理的数据的水稻光谱的处理和分析。为了简化模型,无信息变量消除(UVE)和连续投影算法(SPA)用于筛选最佳波长。这些波长被用作支持向量机(SVM)预测模型的输入以实现有效和准确的预测。在475-525nm和665-690nm的荧光光谱范围内,烟酰胺腺嘌呤二核苷酸(NADPH)的吸收峰,核黄素(B2),淀粉,并观察到蛋白质。使用SVM建立的原点追踪预测模型表现出稳定的性能,分类准确率高达99.5%。实验表明,荧光光谱技术在大米产地溯源中具有较高的鉴别精度,为水稻产地的快速鉴定提供了一种新的方法。
    The origin of agricultural products is crucial to their quality and safety. This study explored the differences in chemical composition and structure of rice from different origins using fluorescence detection technology. These differences are mainly affected by climate, environment, geology and other factors. By identifying the fluorescence characteristic absorption peaks of the same rice seed varieties from different origins, and comparing them with known or standard samples, this study aims to authenticate rice, protect brands, and achieve traceability. The study selected the same variety of rice seed planted in different regions of Jilin Province in the same year as samples. Fluorescence spectroscopy was used to collect spectral data, which was preprocessed by normalization, smoothing, and wavelet transformation to remove noise, scattering, and burrs. The processed spectral data was used as input for the long short-term memory (LSTM) model. The study focused on the processing and analysis of rice spectra based on NZ-WT-processed data. To simplify the model, uninformative variable elimination (UVE) and successive projections algorithm (SPA) were used to screen the best wavelengths. These wavelengths were used as input for the support vector machine (SVM) prediction model to achieve efficient and accurate predictions. Within the fluorescence spectral range of 475-525 nm and 665-690 nm, absorption peaks of nicotinamide adenine dinucleotide (NADPH), riboflavin (B2), starch, and protein were observed. The origin tracing prediction model established using SVM exhibited stable performance with a classification accuracy of up to 99.5%.The experiment demonstrated that fluorescence spectroscopy technology has high discrimination accuracy in tracing the origin of rice, providing a new method for rapid identification of rice origin.
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