amino acid metabolism

氨基酸代谢
  • 文章类型: Journal Article
    药用真菌桑黄表现出降血糖作用;然而,目前尚不完全了解阴阳假单胞菌对2型糖尿病的保护机制。在这里,本研究通过基于气相色谱-质谱(GC/MS)的代谢组分析研究了天牛的抗糖尿病作用.将大鼠分为正常组;模型组;阳性组;低,中等,和高剂量的P.igniarius。治疗后,观察到血糖浓度显著下降.总胆固醇和甘油三酯的水平急剧下降,而胰岛素水平升高。多因素统计分析显示,模型组与正常组之间有31种内源性代谢物差异。总共有14、28和31个生物标志物被鉴定为低,中等,和高剂量的阴阳假单胞菌治疗组,分别。通过使用标准物质验证了21种生物标志物。线性相关系数为0.9990~1.0000。该方法具有良好的重复性,回收,和稳定性。主要干预的代谢途径包括乙醛酸和二羧酸代谢;丙氨酸,天冬氨酸,和谷氨酸代谢;和甘氨酸,丝氨酸,苏氨酸代谢.我们的代谢组分析提供了对P的潜在机制的见解2型糖尿病。
    Medicinal fungi Phellinus igniarius exhibited hypoglycemic effects; however, the protective mechanisms of P. igniarius on type 2 diabetes are not yet fully understood. Herein, the anti-diabetic effect of P. igniarius was investigated via gas chromatography-mass spectrometry (GC/MS)-based metabolome analysis. The rats were divided into normal group; model group; positive group; and groups treated with low, medium, and high dose of P. igniarius. After the treatments, a significant decrease in blood glucose concentration was observed. The levels of total cholesterol and triglyceride were dramatically decreased, whereas the level of insulin was increased. Multivariate statistical analysis revealed 31 differential endogenous metabolites between model group and normal group. A total of 14, 28, and 31 biomarkers were identified for low, medium, and high dose of P. igniarius treated groups, respectively. Twenty-one of the biomarkers were validated by using standard substances. The linear correlation coefficients ranged from 0.9990 to 1.0000. The methodology exhibited good repeatability, recoveries, and stability. The major intervened metabolic pathways covered glyoxylate and dicarboxylic acid metabolism; alanine, aspartate, and glutamate metabolism; and glycine, serine, and threonine metabolism. Our metabolome analysis has provided insights into the underlying mechanism of P. igniarius on type 2 diabetes.
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  • 文章类型: Journal Article
    免疫代谢一直是肿瘤领域的新兴热点,肥胖,近几十年来的动脉粥样硬化,然而,很少有研究调查其与类风湿关节炎(RA)的关系。原则上,由营养和生长因子调节的上游细胞内代谢途径控制免疫细胞的效应子功能。炎症滑膜微环境中免疫细胞的动态通讯和高代谢损伤有助于RA的发生和发展。因此,靶向免疫亚群和病理细胞内的代谢途径可能代表RA的新型治疗策略.天然产物构成了靶向RA的新药研发的巨大潜力宝库。这里,我们的目的是描绘一个糖酵解的图集,脂质代谢,氨基酸生物合成,RA滑膜微环境中的核苷酸代谢影响滑膜细胞的病理过程。同时,讨论并强调了天然产物的治疗潜力和药理机制,这些天然产物被证明可以抑制代谢途径中的相关关键酶或逆转代谢微环境和通讯信号。
    Immunometabolism has been an emerging hotspot in the fields of tumors, obesity, and atherosclerosis in recent decades, yet few studies have investigated its connection with rheumatoid arthritis (RA). In principle, intracellular metabolic pathways upstream regulated by nutrients and growth factors control the effector functions of immune cells. Dynamic communication and hypermetabolic lesions of immune cells within the inflammatory synovial microenvironment contributes to the development and progression of RA. Hence, targeting metabolic pathways within immune subpopulations and pathological cells may represent novel therapeutic strategies for RA. Natural products constitute a great potential treasury for the research and development of novel drugs targeting RA. Here, we aimed to delineate an atlas of glycolysis, lipid metabolism, amino acid biosynthesis, and nucleotide metabolism in the synovial microenvironment of RA that affect the pathological processes of synovial cells. Meanwhile, therapeutic potentials and pharmacological mechanisms of natural products that are demonstrated to inhibit related key enzymes in the metabolic pathways or reverse the metabolic microenvironment and communication signals were discussed and highlighted.
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  • 文章类型: Journal Article
    背景:尽管传统上认为ATP结合盒亚家族C成员2(ABCC2)是一种与预后较差相关的多药耐药相关蛋白,我们以前的研究和其他几项研究表明,在胃癌(GC)中情况恰恰相反。我们的目标是探索这一发现的潜在机制。
    方法:我们的研究利用全外显子组测序(WES),RNA测序,和液滴数字PCR(ddPCR)分析80例胃癌样本,以及对1044例人GC组织样品的综合免疫组织化学(IHC)分析。通过利用CRISPRCas9对ABCC2-24C>T(rs717620)点突变的细胞系进行遗传修饰,并进行双荧光素酶报告基因测定,我们发现转录因子SOX9和ETS1是ABCC2表达的负调节因子.海马测定和质谱用于发现改变的代谢模式。在GC细胞系和临床前模型中进行功能增益和丧失实验以验证ABCC2生物学功能。
    结果:ABCC2高表达与较好的预后相关,rs717620可以通过破坏ETS1和SOX9的结合来影响ABCC2的表达。GC细胞系中的功能增益和丧失实验表明,氨基酸剥夺可减少增殖,迁移,ABCC2-highGC细胞的耐药性。ABCC2导致细胞内氨基酸库减少和细胞能量代谢破坏。这种现象取决于ABCC2介导的GSH挤压,导致氧化还原状态的改变,从而增加细胞对铁凋亡的敏感性。此外,患者来源的类器官和患者来源的肿瘤样细胞簇用于观察ABCC2对治疗效果的影响.在ABCC2高表达的异种移植模型中,我们观察到,减少氨基酸摄入与GPX4失活导致肿瘤明显消退.
    结论:我们的研究结果表明,ABCC2通过介导GC中的GSH流出在氨基酸代谢和铁凋亡中具有重要作用。这一发现强调了结合多个铁死亡靶标作为具有高ABCC2表达的GC的有希望的治疗策略的潜力。
    结论:ABCC2在通过增强谷胱甘肽外排诱导胃癌代谢易损性和铁凋亡中起关键作用。ABCC224C>T多态性是影响其表达的关键因素。这些结果突出了ABCC2作为胃癌预测生物标志物和治疗靶点的潜力。
    BACKGROUND: Although it is traditionally believed that ATP binding cassette subfamily C member 2 (ABCC2) is a multidrug resistance-associated protein correlated with a worse prognosis, our previous and several other studies demonstrated the contrary to be true in gastric cancer (GC). We aim to explore the underlying mechanism of this discovery.
    METHODS: Our study utilized whole-exome sequencing (WES), RNA sequencing, and droplet digital PCR (ddPCR) analysis of 80 gastric cancer samples, along with comprehensive immunohistochemical (IHC) analysis of 1044 human GC tissue samples.By utilizing CRISPRCas9 to genetically modify cell lines with the ABCC2-24C > T (rs717620) point mutation and conducting dual-luciferase reporter assays, we identified that transcription factors SOX9 and ETS1 serve as negative regulators of ABCC2 expression. Seahorse assay and mass spectrometry were used to discover altered metabolic patterns. Gain and loss-of-function experiments in GC cell lines and preclinical models were carried out to validate ABCC2 biological function.
    RESULTS: ABCC2 high expression correlated with better prognosis, and rs717620 can influence ABCC2 expression by disrupting the binding of ETS1 and SOX9. Gain and loss-of-function experiments in GC cell lines demonstrated amino acid deprivation reduces proliferation, migration, and drug resistance in ABCC2-high GC cells. ABCC2 leads to reduced intracellular amino acid pools and disruption of cellular energy metabolism. This phenomenon depended on ABCC2-mediated GSH extrusion, resulting in alterations in redox status, thereby increasing the cell\'s susceptibility to ferroptosis. Furthermore, patient-derived organoids and patient-derived tumor-like cell clusters were used to observe impact of ABCC2 on therapeutic effect. In the xenograft model with high ABCC2 expression, we observed that constricting amino acid intake in conjunction with GPX4 inactivation resulted in notable tumor regression.
    CONCLUSIONS: Our findings demonstrate a significant role of ABCC2 in amino acid metabolism and ferroptosis by mediating GSH efflux in GC. This discovery underlines the potential of combining multiple ferroptosis targets as a promising therapeutic strategy for GC with high ABCC2 expression.
    CONCLUSIONS: ABCC2 plays a crucial role in inducing metabolic vulnerability and ferroptosis in gastric cancer through enhanced glutathione efflux. The ABCC2 24C > T polymorphism is a key factor influencing its expression. These results highlight the potential of ABCC2 as a predictive biomarker and therapeutic target in gastric cancer.
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  • 文章类型: Journal Article
    人子宫内膜蜕膜化是妊娠子宫中的转化事件,涉及基质细胞分化成蜕膜细胞。虽然对成功怀孕至关重要,体内蜕膜细胞的代谢特征仍未被研究。这里,我们整合了月经周期子宫内膜和孕早期母胎界面的单细胞RNA测序(scRNA-seq)数据集,以全面解密基质成纤维细胞的代谢特征.我们的结果表明,基质细胞向蜕膜细胞的分化伴随着氨基酸和鞘脂代谢的增加。此外,代谢异质性存在于蜕膜细胞中,具有分化成熟度差异。具有高代谢的蜕膜细胞表现出更高的细胞活性并表现出强烈的信号传导倾向。此外,在猪子宫内从非妊娠过渡到妊娠的过程中,氨基酸和脂质的显着代谢重编程也会发生,牛,和老鼠。我们的分析提供了对基质成纤维细胞代谢动态景观的全面见解,有助于我们理解人类子宫内膜蜕膜化过程的分子动力学代谢。
    The human endometrial decidualization is a transformative event in the pregnant uterus that involves the differentiation of stromal cells into decidual cells. While crucial to the establishment of a successful pregnancy, the metabolic characteristics of decidual cells in vivo remain largely unexplored. Here, we integrated the single-cell RNA sequencing (scRNA-seq) datasets on the endometrium of the menstrual cycle and the maternal-fetal interface in the first trimester to comprehensively decrypt the metabolic characteristics of stromal fibroblast cells. Our results revealed that the differentiation of stromal cells into decidual cells is accompanied by increased amino acid and sphingolipid metabolism. Furthermore, metabolic heterogeneity exists in decidual cells with differentiation maturity disparities. Decidual cells with high metabolism exhibit higher cellular activity and show a strong propensity for signaling. In addition, significant metabolic reprogramming in amino acids and lipids also occurs during the transition from non-pregnancy to pregnancy in the uteri of pigs, cattle, and mice. Our analysis provides comprehensive insights into the dynamic landscape of stromal fibroblast cell metabolism, contributing to our understanding of the metabolism at the molecular dynamics underlying the decidualization process in the human endometrium.
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  • 文章类型: Journal Article
    当前的肾灌注方案没有被优化用于解决肾的离体生理和代谢需求。离体常温灌注可用于区分高风险肾脏以确定移植的适用性。这里,我们评估了组织代谢变化与肾损伤生物标志物和功能参数变化的相关性,8个死亡供体肾脏在12小时的离体常温灌注期间被认为不适合移植.根据血流量和尿量将肾脏分为好表现和差表现。已故肾脏捐献者的平均年龄为43岁,平均冷缺血时间为37小时。在表现良好的人中,尿液排出量和肌酐清除率逐渐增加,并在灌注后6小时达到峰值。与表现良好的表现相对应的峰值功能差异相比,表现较差的表现在6小时时的尿中性粒细胞明胶酶相关脂质运载蛋白高71ng/ml(95%置信区间1.5,140)。器官性能通过支链氨基酸代谢的组织代谢差异来区分,并且在6小时时,其组织水平与所有肾脏中的尿量呈负相关。组织脂质分析显示,在早期灌注时间点,包括甘油脂和鞘脂在内的膜结构成分的积累突出了表现不佳。因此,我们发现,在体外正常体温灌注期间,肾功能恢复需要6小时,支链氨基酸代谢可能是器官功能和恢复能力的主要决定因素。
    Current kidney perfusion protocols are not optimized for addressing the ex vivo physiological and metabolic needs of the kidney. Ex vivo normothermic perfusion may be utilized to distinguish high-risk kidneys to determine suitability for transplantation. Here, we assessed the association of tissue metabolic changes with changes in a kidney injury biomarker and functional parameters in eight deceased donor kidneys deemed unsuitable for transplantation during a 12-hour ex vivo normothermic perfusion. The kidneys were grouped into good and poor performers based on blood flow and urine output. The mean age of the deceased kidney donors was 43 years with an average cold ischemia time of 37 hours. Urine output and creatinine clearance progressively increased and peaked at six hours post-perfusion among good performers. Poor performers had 71 ng/ml greater (95% confidence interval 1.5, 140) urinary neutrophil gelatinase-associated lipocalin at six hours compared to good performers corresponding to peak functional differences. Organ performance was distinguished by tissue metabolic differences in branched chain amino acid metabolism and that their tissue levels negatively correlated with urine output among all kidneys at six hours. Tissue lipid profiling showed poor performers were highlighted by the accumulation of membrane structure components including glycerolipids and sphingolipids at early perfusion time points. Thus, we showed that six hours is needed for kidney function recovery during ex vivo normothermic perfusion and that branched chain amino acid metabolism may be a major determinant of organ function and resilience.
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  • 文章类型: Journal Article
    豆科根瘤菌天冬氨酸转氨酶(AatA)突变体显示豆科结节中共生固氮作用大大降低。虽然AatA可逆地转移了两种主要的氨基供体化合物天冬氨酸和谷氨酸,突变体中缺乏N2固定的原因尚不清楚。在我们调查AatA的作用时,我们发现它催化天冬氨酸和丙酮酸之间的额外的氨基转移反应,形成丙氨酸。该次级反应以大约60%的典型天冬氨酸转氨酶反应速率进行,并通过天冬氨酸将丙氨酸生物合成与谷氨酸连接。这可能解释了豆科念珠菌缺乏任何谷氨酸-丙酮酸转氨酶活性,这在真核生物和许多原核生物基因组中很常见。然而,豆科植物结节的N2固定不需要天冬氨酸转丙酮酸转氨酶反应。因此,我们表明,天冬氨酸降解是N2固定所必需的,而不是生物合成的氨基转移形成氨基酸。因此,天冬氨酸酶,催化天冬氨酸分解为富马酸盐和氨,抑制了AatA突变体并恢复了豌豆结节中的N2固定。
    Rhizobium leguminosarum aspartate aminotransferase (AatA) mutants show drastically reduced symbiotic nitrogen fixation in legume nodules. Whilst AatA reversibly transaminates the two major amino-donor compounds aspartate and glutamate, the reason for the lack of N2 fixation in the mutant has remained unclear. During our investigations into the role of AatA, we found that it catalyses an additional transamination reaction between aspartate and pyruvate, forming alanine. This secondary reaction runs at around 60 % of the canonical aspartate transaminase reaction rate and connects alanine biosynthesis to glutamate via aspartate. This may explain the lack of any glutamate-pyruvate transaminase activity in R. leguminosarum, which is common in eukaryotic and many prokaryotic genomes. However, the aspartate-to-pyruvate transaminase reaction is not needed for N2 fixation in legume nodules. Consequently, we show that aspartate degradation is required for N2 fixation, rather than biosynthetic transamination to form an amino acid. Hence, the enzyme aspartase, which catalyses the breakdown of aspartate to fumarate and ammonia, suppressed an AatA mutant and restored N2 fixation in pea nodules.
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  • 文章类型: Journal Article
    氨基酸代谢在肿瘤微环境中起着举足轻重的作用,影响癌症进展的各个方面。肿瘤细胞中氨基酸的代谢重编程与蛋白质合成密切相关,核苷酸合成,信号通路的调节,肿瘤细胞代谢的调节,维持氧化应激稳态,和表观遗传修饰。此外,氨基酸代谢失调也会影响肿瘤微环境和肿瘤免疫。氨基酸可以作为信号分子,调节肿瘤微环境中的免疫细胞功能和免疫耐受,重塑抗肿瘤免疫反应,促进癌细胞的免疫逃避。此外,氨基酸代谢可以影响基质细胞的行为,如癌症相关的成纤维细胞,调节ECM重塑和促进血管生成,从而促进肿瘤生长和转移。了解氨基酸代谢与肿瘤微环境之间的复杂相互作用至关重要。扩大我们对氨基酸代谢在肿瘤微环境中的多方面作用的认识,对于开发更有效的癌症疗法具有重要的前景,旨在破坏癌细胞的代谢依赖性并调节肿瘤微环境以增强抗肿瘤免疫反应并抑制肿瘤进展。
    Amino acid metabolism plays a pivotal role in tumor microenvironment, influencing various aspects of cancer progression. The metabolic reprogramming of amino acids in tumor cells is intricately linked to protein synthesis, nucleotide synthesis, modulation of signaling pathways, regulation of tumor cell metabolism, maintenance of oxidative stress homeostasis, and epigenetic modifications. Furthermore, the dysregulation of amino acid metabolism also impacts tumor microenvironment and tumor immunity. Amino acids can act as signaling molecules that modulate immune cell function and immune tolerance within the tumor microenvironment, reshaping the anti-tumor immune response and promoting immune evasion by cancer cells. Moreover, amino acid metabolism can influence the behavior of stromal cells, such as cancer-associated fibroblasts, regulate ECM remodeling and promote angiogenesis, thereby facilitating tumor growth and metastasis. Understanding the intricate interplay between amino acid metabolism and the tumor microenvironment is of crucial significance. Expanding our knowledge of the multifaceted roles of amino acid metabolism in tumor microenvironment holds significant promise for the development of more effective cancer therapies aimed at disrupting the metabolic dependencies of cancer cells and modulating the tumor microenvironment to enhance anti-tumor immune responses and inhibit tumor progression.
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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
    脊髓包虫病是世界范围内最被忽视的人畜共患寄生虫病之一。目前没有安全有效的治疗方法来根除它,缺乏基于该疾病的生理代谢特征的研究。在这里,我们将agrimolB重新用作一种有效的抗包虫化合物,并通过多组学测序验证了其基于精氨酸摄取为靶标的药理机制。这种草药成分通过诱导线粒体膜电位去极化来抑制能量代谢和激活ROS聚集,随后触发自噬依赖性细胞凋亡,导致寄生虫死亡。此外,我们发现精氨酸剥夺诱导的代谢变化导致鸟氨酸向氮氧化物合成的转变,从而促进iNOS酶调节的显性代谢途径。过量的NO靶向线粒体呼吸链复合物IV以破坏能量代谢稳态并诱导下游病理性瀑布效应以杀死包虫。发现了一种新的针对精氨酸饥饿治疗线粒体损伤的代谢调节机制。最后,发现精氨酸耗竭优于阿苯达唑的抗脊髓包虫病作用,并伴有椎间盘保护的潜力。本研究揭示了精氨酸在细粒棘球蚴生理代谢中的作用,并揭示了靶向精氨酸代谢作为潜在治疗的价值。此外,agrimolB被认为是脊髓棘球蚴病的一种有前途的治疗策略,可以阻断精氨酸的摄取并打破这种寄生虫的代谢平衡。
    Spinal echinococcosis is one of the most overlooked zoonotic parasitic diseases worldwide. There is currently no safe and effective treatment to eradicate it, and research based on the physiological-metabolic signature of the disease is lacking. Herein, we repurposed agrimol B as a potent anti-hydatid compound and validated its pharmacological mechanism based on arginine uptake as a target through multi-omics sequencing. This herbal component suppressed energy metabolism and activated ROS aggregation by inducing mitochondrial membrane potential depolarization, which subsequently triggered autophagy-dependent apoptosis leading to parasite death. Moreover, we discovered that arginine deprivation induced metabolic changes led to a shift from ornithine to nitrogen oxide synthesis, thus boosting the iNOS enzyme-regulated dominant metabolic pathway. The excess NO targeted the mitochondrial respiratory chain complex IV to disrupt energy metabolic homeostasis and induced a downstream pathological waterfall effect to kill the hydatid. A novel metabolic regulatory mechanism targeting mitochondrial damage for arginine starvation therapy was discovered. Finally, arginine depletion was found to be superior to the anti-spinal echinococcosis effect of albendazole and accompanied by the potential for disc protection. This study unveils the role of arginine in the physiological metabolism of Echinococcus granulosus and reveals the value of targeting arginine metabolism as a potential therapy. In addition, agrimol B is proposed as a promising therapeutic strategy for spinal echinococcosis to block arginine uptake and break this parasite\'s metabolic balance.
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  • 文章类型: Journal Article
    在不同肝脏背景的患者中,准确评估部分肝切除术(PH)后未来的肝脏残余生长是一个紧迫的临床问题。氨基酸(AA)代谢在肝脏再生中起着至关重要的作用。在这项研究中,我们将代谢组学和机器学习(ML)结合起来,开发了一种针对多种肝脏背景的广义未来肝脏残留评估模型.在健康小鼠和患有非酒精性脂肪性肝炎或肝纤维化的小鼠中,在70%PH后0、6、24、48、72和168小时计算肝脏指数。使用UPLC-MS/MS测量39个氨基酸(AAs)的血清水平。数据集以2:1的比例随机分为训练集和测试集,使用正交偏最小二乘回归(OPLS)和R中的最小偏变量选择(MUVR)来选择AA的代谢物特征。为了评估肝脏残余生长,建立了九个ML模型,并使用决定系数(R2)进行评估,平均绝对误差(MAE),和均方根误差(RMSE)。通过与理想解决方案(TOPSIS)相似的顺序偏好后帕累托技术用于对ML算法进行排名,并利用堆叠技术在上级算法之间建立共识。与OPLS相比,由MUVR识别的签名AAs集(Thr,Arg,EtN,Phe,Asa,3MHs,阿布,Asp,Tyr,Leu,Ser,和baib)更简洁。帕累托TOPSIS后排名表明,与MUVR组合的大多数ML算法优于OPLS算法。建立的SVM-KNN一致性模型表现最好,测试集的R2为0.79,MAE为0.0029,RMSE为0.0035。这项研究确定了12种AA的代谢物特征,并构建了SVM-KNN共识模型,以评估具有不同肝脏背景的小鼠PH后未来的肝脏残留生长。我们的临床前研究有望建立肝脏再生的替代和通用评估方法。
    Accurate assessment of future liver remnant growth after partial hepatectomy (PH) in patients with different liver backgrounds is a pressing clinical issue. Amino acid (AA) metabolism plays a crucial role in liver regeneration. In this study, we combined metabolomics and machine learning (ML) to develop a generalized future liver remnant assessment model for multiple liver backgrounds. The liver index was calculated at 0, 6, 24, 48, 72 and 168 h after 70 % PH in healthy mice and mice with nonalcoholic steatohepatitis or liver fibrosis. The serum levels of 39 amino acids (AAs) were measured using UPLC-MS/MS. The dataset was randomly divided into training and testing sets at a 2:1 ratio, and orthogonal partial least squares regression (OPLS) and minimally biased variable selection in R (MUVR) were used to select a metabolite signature of AAs. To assess liver remnant growth, nine ML models were built, and evaluated using the coefficient of determination (R2), mean absolute error (MAE), and root mean square error (RMSE). The post-Pareto technique for order preference by similarity to the ideal solution (TOPSIS) was employed for ranking the ML algorithms, and a stacking technique was utilized to establish consensus among the superior algorithms. Compared with those of OPLS, the signature AAs set identified by MUVR (Thr, Arg, EtN, Phe, Asa, 3MHis, Abu, Asp, Tyr, Leu, Ser, and bAib) are more concise. Post-Pareto TOPSIS ranking demonstrated that the majority of ML algorithm in combinations with MUVR outperformed those with OPLS. The established SVM-KNN consensus model performed best, with an R2 of 0.79, an MAE of 0.0029, and an RMSE of 0.0035 for the testing set. This study identified a metabolite signature of 12 AAs and constructed an SVM-KNN consensus model to assess future liver remnant growth after PH in mice with different liver backgrounds. Our preclinical study is anticipated to establish an alternative and generalized assessment method for liver regeneration.
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