Metabolic pathway

代谢途径
  • 文章类型: Journal Article
    糖尿病视网膜病变(DR)是糖尿病常见的慢性并发症之一,已发展成为全球成年人不可逆性视力损害的主要原因。复方祁连片(CQLT)是一种用于治疗DR的中药,但其机制尚不清楚。本研究通过代谢组学和肠道菌群探讨CQLT治疗DR的作用机制。
    Zucker糖尿病脂肪(ZDF)大鼠胰腺和视网膜的组织病理学检查和免疫组织化学检测视网膜神经损伤指标离子钙结合衔接分子-1(Iba-1)和胶质纤维酸性蛋白(GFAP)的表达水平。通过LC-MS代谢组学测试大鼠粪便样品以寻找潜在的生物标志物和用于CQLT治疗DR的代谢途径。使用16SrDNA技术揭示各组大鼠肠道菌群的特征核酸序列,以探索CQLT治疗DR的关键微生物和相关途径。同时,我们研究了CQLT对糖异生途径的影响。
    在CQLT干预之后,胰岛细胞状态得到改善,Iba-1和GFAP表达显著降低,异常的视网膜微血管增殖和渗出得到改善。代谢组学结果表明,CQLT逆转了DR大鼠中异常改变的20种差异代谢产物。肠道菌群分析表明,CQLT治疗提高了肠道菌群的丰度和多样性。代谢产物和肠道菌群的功能注释显示糖酵解/糖异生,丙氨酸,天冬氨酸和谷氨酸代谢,淀粉和蔗糖代谢是CQLT治疗DR的主要途径。根据相关性分析的结果,Iba-1、GFAP、以及受CQLT影响的肠道微生物群和代谢产物。此外,我们发现CQLT能有效抑制糖尿病小鼠的糖异生过程。
    总而言之,CQLT可能会重塑肠道菌群组成并调节代谢物谱以保护视网膜形态和功能。从而改善DR的进展。
    UNASSIGNED: Diabetic retinopathy (DR) is one of the common chronic complications of diabetes mellitus, which has developed into the leading cause of irreversible visual impairment in adults worldwide. Compound Qilian tablets (CQLT) is a traditional Chinese medicine (TCM) developed for treating DR, but its mechanism is still unclear. This study explored the mechanism of action of CQLT in treating DR through metabolomics and intestinal microbiota.
    UNASSIGNED: Histopathologic examination of the pancreas and retina of Zucker diabetic fatty (ZDF) rats and immunohistochemistry were used to determine the expression levels of retinal nerve damage indicators ionized calcium binding adaptor molecule-1 (Iba-1) and glial fibrillary acidic protein (GFAP). Rat fecal samples were tested by LC-MS metabolomics to search for potential biomarkers and metabolic pathways for CQLT treatment of DR. Characteristic nucleic acid sequences of rat intestinal microbiota from each group were revealed using 16S rDNA technology to explore key microbes and related pathways for CQLT treatment of DR. At the same time, we investigated the effect of CQLT on the gluconeogenic pathway.
    UNASSIGNED: After CQLT intervention, islet cell status was improved, Iba-1 and GFAP expression were significantly decreased, and abnormal retinal microvascular proliferation and exudation were ameliorated. Metabolomics results showed that CQLT reversed 20 differential metabolites that were abnormally altered in DR rats. Intestinal microbiota analysis showed that treatment with CQLT improved the abundance and diversity of intestinal flora. Functional annotation of metabolites and intestinal flora revealed that glycolysis/gluconeogenesis, alanine, aspartate and glutamate metabolism, starch and sucrose metabolism were the main pathways for CQLT in treating DR. According to the results of correlation analysis, there were significant correlations between Iba-1, GFAP, and intestinal microbiota and metabolites affected by CQLT. In addition, we found that CQLT effectively inhibited the gluconeogenesis process in diabetic mice.
    UNASSIGNED: In conclusion, CQLT could potentially reshape intestinal microbiota composition and regulate metabolite profiles to protect retinal morphology and function, thereby ameliorating the progression of DR.
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  • 文章类型: Journal Article
    土壤中的农药残留,尤其是多种除草剂残留物,对土壤性质和微生物造成一系列不利影响。在这项工作中,研究了三种除草剂在复合污染下的降解及其对细菌群落的影响。实验结果表明,与单独暴露(4.70-6.87d)相比,联合暴露(5.02-11.17d)下,乙草胺和丙草醚在土壤中的半衰期显着变化。表明乙草胺降解与明草醚在土壤中存在拮抗作用。不同处理的阿特拉津降解率无明显变化,半衰期为6.21-6.85d,说明阿特拉津的降解是稳定的。16SrRNA高通量测序结果表明,乙草胺和丙草醚对复合污染下降解率的拮抗作用与鞘氨醇和诺卡菌的变异有关。此外,提出了三种除草剂在土壤中的潜在代谢途径,并初步鉴定了乙草胺的新代谢产物。这项工作的结果为三种除草剂在土壤中的生态效应的联合污染风险评估提供了指导。
    Pesticide residues in soil, especially multiple herbicide residues, cause a series of adverse effects on soil properties and microorganisms. In this work, the degradation of three herbicides and the effect on bacterial communities under combined pollution was investigated. The experimental results showed that the half-lives of acetochlor and prometryn significantly altered under combined exposure (5.02-11.17 d) as compared with those of individual exposure (4.70-6.87 d) in soil, suggesting that there was an antagonistic effect between the degradation of acetochlor and prometryn in soil. No remarkable variation in the degradation rate of atrazine with half-lives of 6.21-6.85 d was observed in different treatments, indicating that the degradation of atrazine was stable. 16S rRNA high-throughput sequencing results showed that the antagonistic effect of acetochlor and prometryn on the degradation rate under combined pollution was related to variation of the Sphingomonas and Nocardioide. Furthermore, the potential metabolic pathways of the three herbicides in soil were proposed and a new metabolite of acetochlor was preliminarily identified. The results of this work provide a guideline for the risk evaluation of combined pollution of the three herbicides with respect to their ecological effects in soil.
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  • 文章类型: Journal Article
    高脂血症是一种脂质代谢紊乱,指的是总甘油三酯(TG)水平升高,胆固醇(TC),低密度脂蛋白胆固醇(LDL-C)和高密度脂蛋白胆固醇(HDL-C)水平降低。这是一个主要的公共卫生问题,在全球范围内患病率和发病率都在增加。在症状出现之前识别有这种疾病风险的个体的能力将有助于及时干预和管理以避免潜在的并发症。这可以通过使用代谢组学作为高脂血症的诊断生物标志物的早期检测方法来实现。代谢组学是一种用于检测和定量代谢物的分析方法。这提供了解释某些疾病的发展和进展所涉及的代谢过程的能力。近年来,人们对使用代谢组学来识别疾病生物标志物的兴趣有所增加,已经发现了几种生物标志物,比如二十二碳六烯酸,甘胆酸,柠檬酸,甜菜碱,还有肉碱.这篇综述讨论了高脂血症背景下的主要代谢改变。此外,我们概述了代谢组学在评估传统草药产品和常见降脂药物疗效方面的最新研究.
    Hyperlipidemia is a lipid metabolism disorder that refers to increased levels of total triglycerides (TGs), cholesterol (TC), and low-density lipoprotein-cholesterol (LDL-C) and decreased levels of high-density lipoprotein-cholesterol (HDL-C). It is a major public health issue with increased prevalence and incidence worldwide. The ability to identify individuals at risk of this disorder before symptoms manifest will facilitate timely intervention and management to avert potential complications. This can be achieved by employing metabolomics as an early detection method for the diagnostic biomarkers of hyperlipidemia. Metabolomics is an analytical approach used to detect and quantify metabolites. This provides the ability to explain the metabolic processes involved in the development and progression of certain diseases. In recent years, interest in the use of metabolomics to identify disease biomarkers has increased, and several biomarkers have been discovered, such as docosahexaenoic acid, glycocholic acid, citric acid, betaine, and carnitine. This review discusses the primary metabolic alterations in the context of hyperlipidemia. Furthermore, we provide an overview of recent studies on the application of metabolomics to the assessment of the efficacy of traditional herbal products and common lipid-lowering medications.
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  • 文章类型: Journal Article
    炎症性肠病(IBD)是以腹泻和腹痛为特征的常见慢性炎症性肠病。最近发现人类代谢物有助于解释肠道系统疾病的潜在生物学机制。因此,我们旨在评估人类血液代谢产物与IBD亚型易感性之间的因果关系。
    我们选择了275种代谢物的全基因组关联研究(GWAS)作为暴露因子,和10个IBD亚型的GWAS数据集作为结果,然后使用双样本孟德尔随机化研究(MR)进行单变量和多变量分析,以研究暴露与结果之间的因果关系,分别。还进行了一系列灵敏度分析以确保结果的稳健性。
    在校正错误发现率(FDR)后,在单变量分析中发现总共107种代谢物具有因果关系,在随后的多变量和敏感性分析中,共发现9种代谢物具有显著的因果关系.此外,我们发现了7种代谢物途径和6种IBD亚型之间的因果关系。
    我们的研究证实,血液代谢产物和某些代谢途径与IBD亚型的发展及其肠胃外表现有因果关系。探索新型血液代谢产物对IBD的作用机制可能为IBD患者提供新的治疗思路。
    UNASSIGNED: Inflammatory bowel disease (IBD) is a common chronic inflammatory bowel disease characterized by diarrhea and abdominal pain. Recently human metabolites have been found to help explain the underlying biological mechanisms of diseases of the intestinal system, so we aimed to assess the causal relationship between human blood metabolites and susceptibility to IBD subtypes.
    UNASSIGNED: We selected a genome-wide association study (GWAS) of 275 metabolites as the exposure factor, and the GWAS dataset of 10 IBD subtypes as the outcome, followed by univariate and multivariate analyses using a two-sample Mendelian randomization study (MR) to study the causal relationship between exposure and outcome, respectively. A series of sensitivity analyses were also performed to ensure the robustness of the results.
    UNASSIGNED: A total of 107 metabolites were found to be causally associated on univariate analysis after correcting for false discovery rate (FDR), and a total of 9 metabolites were found to be significantly causally associated on subsequent multivariate and sensitivity analyses. In addition we found causal associations between 7 metabolite pathways and 6 IBD subtypes.
    UNASSIGNED: Our study confirms that blood metabolites and certain metabolic pathways are causally associated with the development of IBD subtypes and their parenteral manifestations. The exploration of the mechanisms of novel blood metabolites on IBD may provide new therapeutic ideas for IBD patients.
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  • 文章类型: Journal Article
    金银花是金银花科中的一种有价值的草本植物。虽然对L.japonica的转录组学研究集中在不同的组织(茎,叶子,花)或开花阶段,很少有人研究了外源因素影响化学成分合成的分子机制,如叶面施肥。此外,大多数关于L.Japonica的转录组学研究都是在绿原酸和叶黄素上进行的,整体化学成分的分子合成机理尚未分析。方法:我们进行了单因素,使用酵母多糖进行四级叶面施肥实验。在动态采样的情况下,将不同浓度的酵母多糖连续6天喷雾在日本L.japonica上。高效液相色谱法测定各组中的活性成分。选择表现出最显着差异的两组进行转录组学分析,以鉴定负责日本L.japonica活性成分的关键合成基因。主要结果:对9月8日收集的样品进行的主成分分析显示,0.1g/L酵母多糖处理组与对照组之间的活性成分量存在显着差异。转录组测序分析确定了218个显著差异表达的基因,包括60个上调基因和158个下调基因。在酵母多糖处理下,鉴定了12个参与日本品系化学成分合成途径的差异基因:PAL1,PAL2,PAL3,4CL1,4CL,CHS1,CHS2,CHS,CHI1,CHI2,F3H,还有SOH.结论:本研究有助于从理论上理解与日本血吸虫活性成分相关的必需合成基因。它为进一步的基因探索提供了数据支持,并阐明了粳稻品质形成的分子机制。这些发现对提高日本血吸虫次生代谢产物的含量具有重要意义。
    在线版本包含补充材料,可在10.1007/s12298-024-01482-1获得。
    Lonicera japonica Flos is a valuable herb in the Lonicerae family. While transcriptomic studies on L. japonica have focused on different tissues (stems, leaves, flowers) or flowering stages, few have investigated the molecular mechanisms underlying chemical composition synthesis influenced by exogenous factors, such as foliar fertilization. Moreover, most transcriptomic studies on L. Japonica have been conducted on chlorogenic acid and luteoloside, and the molecular synthesis mechanism of the overall chemical composition has not been analyzed. Methods: We conducted a single-factor, four-level foliar fertilization experiment using yeast polysaccharides. Different yeast polysaccharides concentrations were sprayed on L. japonica for six consecutive days with dynamic sampling. High-performance liquid chromatography determined the active ingredients in each group. The two groups exhibiting the most significant differences were selected for transcriptomic analysis to identify key synthetic genes responsible for L. japonica\'s active ingredients. Key results: Principal component analysis conducted on samples collected on September 8 revealed significant differences in the active ingredient amounts between the 0.1 g/L yeast polysaccharides treatment group and the control group. Transcriptome sequencing analysis identified 218 significantly differentially expressed genes, including 60 upregulated and 158 downregulated genes. Twelve differential genes involved in the chemical components synthesis pathway of L. japonica under yeast polysaccharides treatment were identified: PAL1, PAL2, PAL3, 4CL1, 4CL, CHS1, CHS2, CHS, CHI1, CHI2, F3H, and SOH. Conclusions: This study contributes to the theoretical understanding of essential synthetic genes associated with L. japonica\'s active ingredients. It offers data support for further gene exploration and sheds light on the molecular mechanisms underlying L. japonica quality formation. These findings hold significant implications for enhancing the content of secondary metabolites of L. japonica.
    UNASSIGNED: The online version contains supplementary material available at 10.1007/s12298-024-01482-1.
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  • 文章类型: Journal Article
    巴西大西洋森林,以其特殊的物种丰富和高度特有性而闻名,作为陆地生物多样性的重要蓄水池,通常被称为生物多样性热点。因此,迫切需要恢复这片森林,以保护某些物种,并解开其他物种的生态生理适应。本研究旨在整合一些生理参数,包括气体交换和叶绿素a荧光,用解剖学和代谢技术来阐明五种不同的本地物种(Paubrasiliaechinata,Chorisiaglaziovii,线虫簇群,Licaniatomentosa,和西棘),每个都占据着不同的生态位,应对降雨的季节性变化及其后果。我们的研究表明,线虫和P.chinata表现出强大的机制来减轻干旱的不利影响。相比之下,其他人表现出更大的适应性(例如,S.terbinthifolia和C.glaziovii)。在这种情况下,探索代谢途径在理解生理策略及其在物种适应中的意义方面已被证明是无价的。这项研究全面概述了水限制的影响及其对各种物种的相应影响,定义每个物种在旱季缓解缺水的策略。
    The Brazilian Atlantic Forest, renowned for its exceptional species richness and high endemism, acts as a vital reservoir of terrestrial biodiversity, often referred to as a biodiversity hotspot. Consequently, there is an urgent need to restore this forest to safeguard certain species and to unravel the ecophysiological adaptations of others. This study aims to integrate some physiological parameters, including gas exchange and chlorophyll a fluorescence, with anatomical and metabolic techniques to elucidate how five different native species (Paubrasilia echinata, Chorisia glaziovii, Clusia nemorosa, Licania tomentosa, and Schinus terebinthifolius), each occupying distinct ecological niches, respond to seasonal variations in rainfall and their consequences. Our investigation has revealed that C. nemorosa and P. echinata exhibit robust mechanisms to mitigate the adverse effects of drought. In contrast, others demonstrate greater adaptability (e.g., S. terebinthifolia and C. glaziovii). In this context, exploring metabolic pathways has proven invaluable in comprehending the physiological strategies and their significance in species acclimatization. This study provides a comprehensive overview of the impact of water restrictions and their consequential effects on various species, defining the strategies each species uses to mitigate water privation during the dry season.
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  • 文章类型: Journal Article
    发酵-微生物降解化合物的过程-是世界范围内用于长期保存新鲜食品的传统食品加工方法。近年来,发酵食品作为保健食品受到关注。发酵增加了配料的营养价值,产生复杂的味道和香气。为了识别发酵食品中的未知成分,有必要对化合物和条件进行无损全面的分析。我们使用分子间单量子相干(iSQC)进行了完整状态的核磁共振(NMR)光谱,以直接和非破坏性地检测蔬菜的降解。我们使用了两种蔬菜和米糠床(nukazuke),用于日本传统的蔬菜发酵。主要代谢物,如糖类,有机酸,在iSQC切片光谱中鉴定了氨基酸。比较降解过程中的NMR信号强度揭示了乳酸发酵的代谢物特征的转变。基于途径的网络分析显示了涉及氨基酸代谢和乳酸发酵的途径。我们使用iSQC进行完整状态NMR光谱的分析方法表明,它可能在其他实验系统中有效,允许评估在真实状态下通常被忽视的现象。
    Fermentation-a process of compound degradation by microorganisms-is a traditional food processing method utilized worldwide for the long-term preservation of fresh foods. In recent years, fermented foods have gained attention as health foods. Fermentation increases the nutritional value of ingredients, producing complex flavors and aromas. To identify unknown components in fermented foods, it is necessary to analyze compounds and conditions nondestructively and comprehensively. We performed intact-state nuclear magnetic resonance (NMR) spectroscopy using intermolecular single quantum coherence (iSQC) to detect the degradation of vegetables directly and nondestructively. We used two types of vegetables and a rice bran bed (nukazuke), which is used for traditional vegetable fermentation in Japan. Major metabolites such as saccharides, organic acids, and amino acids were identified in iSQC-sliced spectra. Comparing NMR signal intensities during degradation revealed the transition of metabolites characteristic of lactic acid fermentation. A pathway-based network analysis showed pathways involved in amino acid metabolism and lactic acid fermentation. Our analytical approach with intact-state NMR spectroscopy using iSQC demonstrated that it may be effective in other experimental systems, allowing for the evaluation of phenomena that have been conventionally overlooked in their true state.
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  • 文章类型: Journal Article
    甘薯浆水(SPPW)是一种营养丰富但利用率低的甘薯淀粉加工副产品。不同比例的云芝(C.versicolor,CV)发酵甘薯浆水(CV-SPPW)的物理化学,研究了酸奶的结构和代谢特性。与0%组相比,硬度指数,10%样本组的弹性指数和凝聚力增加了1.9倍,55.7%和1.39倍,分别。当CV-SPPW以10%的量添加时,酸奶的微观结构和感官评分被认为是最佳的。代谢通路分析表明,酸奶的变化主要参与糖代谢和氨基酸代谢,产生的碳水化合物代谢产物主要包括纤维二糖,麦芽糖醇,d-海藻糖和d-麦芽糖。CV-SPPW在不同程度上改善了酸奶的结构特征,发酵酸奶表现出更好的粘度特性。
    Sweet potato pulp water (SPPW) is a kind of sweet potato starch processing by-product with rich nutrition but low utilization. The impacts of different proportions of Coriolus versicolor (C. versicolor, CV) fermented sweet potato pulp water (CV-SPPW) on the physicochemical, structural and metabolic properties of yogurt were investigated. Compared with 0% group, the hardness index, elasticity index and cohesion of the 10% sample group increased by 1.9-fold, 55.7% and 1.39-fold, respectively. When CV-SPPW was added at an amount of 10%, the microstructure and sensory scores of yogurts were considered as the optimal. Metabolic pathway analysis indicated that the changes of yogurts were mainly involved in sugar metabolism and amino acid metabolism, and that the carbohydrate metabolites produced mainly included cellobiose, maltitol, d-trehalose and d-maltose. The CV-SPPW improved the structural characteristics of yogurts to varying degrees and the fermented yogurts exhibited better viscosity properties.
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  • 文章类型: Journal Article
    关于天然产品的知识和挑战,人们对草药安全性的兴趣正在迅速增长。因此,本研究旨在揭示椭圆型Ardisia的毒理学特征,一种用于治疗各种疾病的传统药用植物。
    对雌性和雄性SpragueDawley大鼠进行急性毒性研究,单次口服2000mg/kgBW的70%乙醇A。椭圆叶提取物,使用常规研究和基于1H-NMR的代谢组学方法的组合。
    物理,血液学,生物化学,和组织病理学评估显示了通常的大鼠特征,给药后14天没有死亡和延迟毒性。1HNMR血清代谢组学描绘了正常组和治疗组之间相似的代谢物。然而,尿代谢组学的1HNMR揭示了碳水化合物的扰动,氨基酸,提取物给药后24h内的能量代谢,而在第14天收集的生物体液中没有毒性生物标志物的积累。基于性别的微小差异揭示了性激素和不同能量消耗对提取物治疗反应的影响。
    这项研究表明,2000mg/kgBW的70%乙醇A.elliptica叶提取物被认为是安全的,并提供了适用于食品和草药产品开发的生理和代谢方面的反应的全面概述。
    UNASSIGNED: Interest in the safety of herbal medicine is growing rapidly regarding knowledge and challenges in natural products. Hence, this study aimed to reveal the toxicological profile of Ardisia elliptica, a traditional medicinal plant used in the treatment of various illnesses.
    UNASSIGNED: Acute toxicity study was performed on female and male Sprague Dawley rats with a single oral administration of 2000 mg/kg BW of 70% ethanolic A. elliptica leaf extract, using a combination of conventional investigations and 1H-NMR-based metabolomics approaches.
    UNASSIGNED: Physical, hematological, biochemical, and histopathological assessments demonstrated the usual rat profile, with no mortality and delayed toxicity 14 days after administration. 1H NMR serum metabolomics depicted similar metabolites between normal and treated groups. Nevertheless, 1H NMR of urinary metabolomics revealed perturbation in carbohydrate, amino acid, and energy metabolism within 24h after extract administration, while no accumulation of toxic biomarkers in the collected biological fluids on Day 14. A minor gender-based difference revealed the influence of sex hormones and different energy expenditure on response to extract treatment.
    UNASSIGNED: This study suggested that 2000 mg/kg BW of 70% ethanolic A. elliptica leaf extract is considered as safe for consumption and offered a comprehensive overview of the response of physiological and metabolic aspects applicable to food and herbal product development.
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  • 文章类型: Journal Article
    背景:代谢途径支持将输入化学物质转化为能量和细胞结构单元的酶通量。在恒定的输入速率下,当代谢物浓度和反应速率随时间保持恒定时,即可达到稳态通量。个体基因发生突变,而选择作用于通路的更高层次的功能,如适用的稳态通量。通过机械常微分方程组对代谢途径的进化进行建模是基因型-表型图谱模型的一部分,用于解释遗传变异和种间差异。这样的模型可以从方向选择中产生明显的补偿性变化和适应性变化,表明可能影响表型的单核苷酸多态性和固定差异。如果用于推理,这将最终能够检测代谢途径的选择以及推断代谢途径功能的祖先状态。
    结果:一种基于基础生物化学模拟代谢途径进化的软件工具,系统发育学,并提出了进化方面的考虑。Python程序,代谢途径模拟器(PEMPS)的系统进化,通过与COPASI接口来计算代谢网络的稳态通量,实现突变选择框架来模拟系统发育过程中途径的进化,根据模型将突变引入参数值的变化,并且基于稳态通量值的变化来计算适应度分数和对应的注视概率。模拟结果与固定概率和模型参数系统变化的先验预期一致。
    结论:PEMPS程序使用基于标准的突变选择建模框架来模拟代谢途径的进化,例如稳态通量,该标准旨在与SBML格式的动力学模型一起使用,和Newick格式的系统发育树。Python软件在Linux命令行上运行,可在https://github.com/nmccloskey/PEMPS获得。
    BACKGROUND: Metabolic pathways support the enzyme flux that converts input chemicals into energy and cellular building blocks. With a constant rate of input, steady-state flux is achieved when metabolite concentrations and reaction rates remain constant over time. Individual genes undergo mutation, while selection acts on higher level functions of the pathway, such as steady-state flux where applicable. Modeling the evolution of metabolic pathways through mechanistic sets of ordinary differential equations is a piece of the genotype-phenotype map model for interpreting genetic variation and inter-specific differences. Such models can generate distinct compensatory changes and adaptive changes from directional selection, indicating single nucleotide polymorphisms and fixed differences that could affect phenotype. If used for inference, this would ultimately enable detection of selection on metabolic pathways as well as inference of ancestral states for metabolic pathway function.
    RESULTS: A software tool for simulating the evolution of metabolic pathways based upon underlying biochemistry, phylogenetics, and evolutionary considerations is presented. The Python program, Phylogenetic Evolution of Metabolic Pathway Simulator (PEMPS), implements a mutation-selection framework to simulate the evolution of the pathway over a phylogeny by interfacing with COPASI to calculate the steady-state flux of the metabolic network, introducing mutations as alterations in parameter values according to a model, and calculating a fitness score and corresponding probability of fixation based on the change in steady-state flux value(s). Results from simulations are consistent with a priori expectations of fixation probabilities and systematic change in model parameters.
    CONCLUSIONS: The PEMPS program simulates the evolution of a metabolic pathway with a mutation-selection modeling framework based on criteria like steady-state flux that is designed to work with SBML-formatted kinetic models, and Newick-formatted phylogenetic trees. The Python software is run on the Linux command line and is available at https://github.com/nmccloskey/PEMPS .
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