Gut bacteria

肠道细菌
  • 文章类型: Journal Article
    姜黄素因其健康益处而被广泛认可,尽管肠道菌群在其代谢转化中的作用尚未得到很好的研究。在这项研究中,从人类粪便样本中分离出能够代谢姜黄素的细菌菌株。使用16SrRNA和全基因组测序,鉴定了两个新菌株(丁酸梭菌UMA_cur1和大肠杆菌UMA_cur2)。此外,代谢产物采用液相色谱-质谱联用分析.这些菌株有效地将姜黄素转化为二氢姜黄素(DHC)和四氢姜黄素(THC)。值得注意的是,大肠杆菌UMA_cur2还产生六氢姜黄素(HHC)和八氢姜黄素(OHC),标记能够进行这种转化的菌株的第一次鉴定。在丁酸梭菌UMA_curl中不存在YncB基因(通常涉及姜黄素转化)提示了替代的代谢途径。姜黄素代谢开始于静止生长期,这表明它对初级生长功能并不重要。此外,大肠杆菌UMA_cur2依次产生这些代谢物,从DHC和THC开始,发展到HHC和OHC。这些发现确定了两个新的菌株,可以将姜黄素代谢为氢化代谢物,这增强了我们对姜黄素和肠道微生物群之间相互作用的理解。
    Curcumin is widely recognized for its health benefits, though the role of gut microbiota in its metabolic transformation was not well studied. In this study, bacterial strains capable of metabolizing curcumin were isolated from human stool samples. Using 16S rRNA and whole-genome sequencing, two novel strains (Clostridium butyricum UMA_cur1 and Escherichia coli UMA_cur2) were identified. In addition, the metabolic products were analyzed using liquid chromatography-mass spectrometry. These strains efficiently converted curcumin into dihydro-curcumin (DHC) and tetrahydro-curcumin (THC). Notably, E. coli UMA_cur2 also produced hexahydro-curcumin (HHC) and octahydro-curcumin (OHC), marking the first identification of a strain capable of such transformations. The absence of the YncB gene (typically involved in curcumin conversion) in C. butyricum UMA_cur1 suggests an alternative metabolic pathway. Curcumin metabolism begins during the stationary growth phase, indicating that it is not crucial for primary growth functions. Furthermore, E. coli UMA_cur2 produced these metabolites sequentially, starting with DHC and THC and progressing to HHC and OHC. These findings identified two novel strains that can metabolize curcumin to hydrogenated metabolites, which enhance our understanding of the interaction between curcumin and gut microbiota.
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  • 文章类型: Journal Article
    背景:肠道细菌与结直肠癌(CRC)及其临床病理特征有关。
    目的:开发肠道细菌亚型并探索CRC的潜在微生物靶标。
    方法:来自914名志愿者的粪便样本(376个CRC,363例晚期腺瘤,和175个正常对照)用于16SrRNA测序。无监督学习用于产生肠道微生物亚型。绘制了肠道细菌群落组成和聚类效应。分析了肠道细菌丰度的差异。然后,我们评估了CRC相关细菌与亚型的关联以及肠道细菌与临床信息的关联.构建基于肠道差异细菌的CatBoost模型以鉴定包括CRC和晚期腺瘤(AA)的疾病。
    结果:四种肠道微生物亚型(A,B,C,D)最终通过无监督学习获得。每个亚型的特征细菌均为A亚型中的大肠杆菌-志贺氏菌,B型链球菌,C亚型的Blautia,和D亚型中的拟杆菌临床信息(例如,游离脂肪酸和总胆固醇)和CRC病理信息(例如,肿瘤深度)在肠道微生物亚型之间变化。芽孢杆菌,乳酸杆菌,等。,与B亚型呈正相关。落叶松科,等。,与C亚型和科氏杆菌负相关,Coriobacteriales,等。,发现了D亚型。最后,基于肠道微生物亚型,提高了CatBoost模型对CRC鉴定的预测能力.
    结论:肠道微生物亚型提供了特征性的肠道细菌,有望有助于CRC的诊断。
    BACKGROUND: Gut bacteria are related to colorectal cancer (CRC) and its clinicopathologic characteristics.
    OBJECTIVE: To develop gut bacterial subtypes and explore potential microbial targets for CRC.
    METHODS: Stool samples from 914 volunteers (376 CRCs, 363 advanced adenomas, and 175 normal controls) were included for 16S rRNA sequencing. Unsupervised learning was used to generate gut microbial subtypes. Gut bacterial community composition and clustering effects were plotted. Differences of gut bacterial abundance were analyzed. Then, the association of CRC-associated bacteria with subtypes and the association of gut bacteria with clinical information were assessed. The CatBoost models based on gut differential bacteria were constructed to identify the diseases including CRC and advanced adenoma (AA).
    RESULTS: Four gut microbial subtypes (A, B, C, D) were finally obtained via unsupervised learning. The characteristic bacteria of each subtype were Escherichia-Shigella in subtype A, Streptococcus in subtype B, Blautia in subtype C, and Bacteroides in subtype D. Clinical information (e.g., free fatty acids and total cholesterol) and CRC pathological information (e.g., tumor depth) varied among gut microbial subtypes. Bacilli, Lactobacillales, etc., were positively correlated with subtype B. Positive correlation of Blautia, Lachnospiraceae, etc., with subtype C and negative correlation of Coriobacteriia, Coriobacteriales, etc., with subtype D were found. Finally, the predictive ability of CatBoost models for CRC identification was improved based on gut microbial subtypes.
    CONCLUSIONS: Gut microbial subtypes provide characteristic gut bacteria and are expected to contribute to the diagnosis of CRC.
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  • 文章类型: Journal Article
    背景:已经研究了肠道细菌在预防和延缓骨质疏松症中的作用。然而,肠道细菌之间的因果关系,血浆蛋白,循环代谢物和骨质疏松症(OP)的风险尚未完全揭示。
    方法:在本研究中,双样本孟德尔随机研究(MR)方法用于评估肠道细菌之间的因果关系,血浆蛋白和循环代谢物,使用来自肠道细菌的全基因组关联研究(GWAS)数据(n=8208)和骨质疏松症风险,血浆蛋白(n=2263),循环代谢物(n=123),和骨质疏松症(3203例和16380452例对照)。使用逆方差加权(IVW)作为主要分析方法来估计MR因果效应并进行因果关系的方向敏感性分析。最后,通过单变量MR分析计算肠道菌群通过循环代谢产物对OP发病机制影响的中介效应值,和多变量MR分析。接下来,通过相关实验评价磷脂酰胆碱对骨髓间充质干细胞(BMSCs)成骨功能的影响,包括Edu检测细胞增殖,碱性磷酸酶(ALP)染色,茜素红染色评价成骨功能,qPCR和WB检测成骨分化相干基因的表达。
    结果:共有9个肠道微生物类群,分析了15种血浆蛋白和8种循环代谢物与OP发展的显着因果关系。7对肠道细菌的显著因果效应,通过单变量MR分析分析血浆蛋白和循环代谢物,并将这些结果用作后续多变量MR的暴露因子.多变量MR分析产生了循环代谢产物磷脂酰胆碱和其他胆碱对OP的显著影响(P<0.05)。进一步的调解效应分析表明,双歧杆菌通过循环代谢产物磷脂酰胆碱等胆碱类物质影响OP的调解效应为-0.0224,调解效应的95%置信区间不包括0,完全调解效应显著。磷脂酰胆碱可促进骨髓间充质干细胞增殖和成骨。
    结论:我们的研究证明了肠道细菌的显著因果关联,血浆蛋白和循环代谢物对OP,双歧杆菌通过循环代谢产物磷脂酰胆碱和其他胆碱影响OP。磷脂酰胆碱影响BMSCs的成骨能力。进一步探索骨代谢的潜在微生物群相关机制可能为骨质疏松症的预防和治疗提供新的途径。
    BACKGROUND: The role of gut bacteria in preventing and delaying osteoporosis has been studied. However, the causal relationship between gut bacteria, plasma proteins, circulating metabolites and osteoporosis (OP) risk has not been fully revealed.
    METHODS: In this study, a two-sample Mendelian randomization study (MR) approach was used to assess the causal associations between gut bacteria, plasma proteins and circulating metabolites, and osteoporosis risk using Genome Wide Association Study (GWAS) data from gut bacteria(n=8208), plasma proteins(n=2263), circulating metabolites (n=123), and osteoporosis (3203 cases and 16380452 controls). Inverse-variance weighted (IVW) was used as the main analytical method to estimate the MR causal effect and to perform directional sensitivity analysis of causality. Finally, the mediating effect values for the influence of gut flora on OP pathogenesis through circulating metabolites were calculated by univariate MR analysis, and multivariate MR analysis. Next, we evaluated the effect of Phosphatidylcholine on the osteogenic function of bone marrow mesenchymal stem cells (BMSCs) through relevant experiments, including Edu detection of cell proliferation, alkaline phosphatase (ALP) staining, Alizarin red staining to evaluate osteogenic function, qPCR and WB detection of osteogenic differentiation related gene expression.
    RESULTS: A total of 9 gut microbial taxa, 15 plasma proteins and eight circulating metabolites were analysed for significant causal associations with the development of OP. Significant causal effects of 7 on gut bacteria, plasma proteins and circulating metabolites were analysed by univariate MR analysis and these results were used as exposure factors for subsequent multivariate MR. Multivariate MR analyses yielded a significant effect of circulating metabolites Phosphatidylcholine and other cholines on OP (P<0.05). Further mediation effect analysis showed that the mediation effect of Bifidobacteriaceae affecting OP through the circulating metabolite Phosphatidylcholine and other cholines was -0.0224, with a 95% confidence interval for the mediation effect that did not include 0, and the complete mediation effect was significant. Phosphatidylcholine can promote BMSCs proliferation and osteogenesis.
    CONCLUSIONS: Our study demonstrated significant causal associations of gut bacteria, plasma proteins and circulating metabolites on OP, and that Bifidobacteriaceae affect OP through the circulating metabolites Phosphatidylcholine and other cholines. Phosphatidylcholine affects the osteogenic ability of BMSCs. Further exploration of potential microbiota-associated mechanisms of bone metabolism may offer new avenues for osteoporosis prevention and treatment of osteoporosis.
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  • 文章类型: Journal Article
    肠道微生物群是一个多样化的微生物群落,不断致力于保护肠道免受病原体的侵害。沙门氏菌是一种臭名昭著的食源性病原体,与肠道微生物相互作用,导致微生物群整体组成不平衡,导致菌群失调。本文综述了沙门氏菌与大肠杆菌等关键共生菌之间的相互作用,乳酸菌,梭菌属,Akkermansia,和拟杆菌。该综述强调了这些肠道细菌的作用及其通过几种机制相互作用在对抗沙门氏菌中的协同作用。这些包括铁载体的生产,与沙门氏菌竞争必需铁;短链脂肪酸(SCFA)的合成,发挥抗菌作用并调节肠道环境;细菌素的分泌,直接抑制沙门氏菌的生长;以及细胞因子反应的调节,这会影响宿主对感染的免疫反应。虽然很多研究都在探索沙门氏菌,这篇综述旨在更好地了解特定的肠道细菌如何与病原体互动,揭示针对每个物种的独特防御机制,以及它们的协同作用如何导致对沙门氏菌的增强保护。此外,这些共生细菌的组合可以为将来沙门氏菌引起的肠道感染期间的细菌介导的治疗提供有希望的途径。
    Gut microbiota is a diverse community of microorganisms that constantly work to protect the gut against pathogens. Salmonella stands out as a notorious foodborne pathogen that interacts with gut microbes, causing an imbalance in the overall composition of microbiota and leading to dysbiosis. This review focuses on the interactions between Salmonella and the key commensal bacteria such as E. coli, Lactobacillus, Clostridium, Akkermansia, and Bacteroides. The review highlights the role of these gut bacteria and their synergy in combating Salmonella through several mechanistic interactions. These include the production of siderophores, which compete with Salmonella for essential iron; the synthesis of short-chain fatty acids (SCFAs), which exert antimicrobial effects and modulate the gut environment; the secretion of bacteriocins, which directly inhibit Salmonella growth; and the modulation of cytokine responses, which influences the host\'s immune reaction to infection. While much research has explored Salmonella, this review aims to better understand how specific gut bacteria engage with the pathogen, revealing distinct defense mechanisms tailored to each species and how their synergy may lead to enhanced protection against Salmonella. Furthermore, the combination of these commensal bacteria could offer promising avenues for bacteria-mediated therapy during Salmonella-induced gut infections in the future.
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  • 文章类型: Journal Article
    Osmiaexcavata是自然界中出色的传粉媒介,在保护农业生态系统和粮食安全中起着至关重要的作用。鉴于肠道细菌群落在宿主健康和宿主生长和发育调节中的重要作用,使用16SrRNA基因测序数据,本研究探讨了肠道细菌群落的组成及其在不同生命阶段的多样性(鸡蛋,年轻的幼虫,老幼虫,幼小的蛹,老蛹,和1天大的成年人在茧中)孤独的蜜蜂Osmiaexcavata。结果表明,不同生命阶段的出土牙肠的核心门是变形杆菌,Firmicutes,拟杆菌,和放线菌,核心属是Sodalis,Tyzzerella,还有Ralstonia.在卵期发现肠道细菌多样性最高,细菌α多样性最低的是在1天大的成虫期;O.cloata的细菌多样性呈现下降的过程,从卵期到1天大的成年期。我们的研究发现,当它从幼蛹生长到老蛹阶段时,肠道菌群的结构发生了显著的变化,与食物耗尽后结茧和与外部环境隔离的过程相吻合的生长期。这表明食物和环境因素是孤蜂肠道细菌群落结构的关键贡献者。
    Osmia excavata is an excellent pollinator in nature and plays a vital role in the conservation of agro-ecosystems and food security. Given the important role of the gut bacterial community in host health and regulation of host growth and development, using 16S rRNA gene sequencing data, the present study explored the composition of the gut bacterial community and its diversity at different life stages (eggs, young larvae, old larvae, young pupae, old pupae, and 1-day-old adults in cocoons) of the solitary bee Osmia excavata. The results showed that the core phyla in the gut of O. excavata at different life stages were Proteobacteria, Firmicutes, Bacteroidota, and Actinobacteriota, and the core genera were Sodalis, Tyzzerella, and Ralstonia. The highest intestinal bacterial diversity was found in the Egg period, and the lowest bacterial alpha diversity was found in the 1-day-old Adult period; the bacterial diversity of O. excavata showed a process of decreasing, as it was growing from the Egg period to the 1-day-old Adult period. Our study found that O. excavata undergoes a significant change in the structure of the gut flora when it grows from the young pupae to old pupae stage, a period of growth that coincides with the process of cocooning and isolation from the external environment after food depletion. This suggests that food and environmental factors are key contributors to the structure of the bacterial community in the gut of solitary bees.
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  • 文章类型: Journal Article
    肠道病原菌携带的抗生素抗性基因(ARGs)可能对宿主和生态环境造成威胁。然而,很少有研究关注冷应激对高原动物肠道细菌和ARGs的影响。这里,我们利用16SrRNA基因测序和基因芯片技术,探讨了4℃和25℃下高原鼠兔肠道微生物和ARGs的差异。结果表明,四环素和氨基糖苷类耐药基因是鼠兔肠道的显性ARGs。七种高危ARGs(aadA-01、aadA-02、ermB、floR,mphA-01、mphA-02、tetM-02)存在于鼠兔的肠道中,和寒冷对鼠兔肠道ARGs的组成和结构没有显著影响。鼠兔肠道中的优势门是拟杆菌和厚壁菌。在OTU水平下,寒冷影响了0.47%的鼠兔肠道细菌,而大多数其他细菌没有明显变化。在寒冷条件下,鼠兔肠道细菌的多样性和群落组装保持相对稳定,而低温降低了肠道微生物网络的复杂性。此外,低温导致甘氨酸生物合成和代谢相关途径的富集。此外,相关性分析表明,8种机会致病菌(如梭菌,葡萄球菌,链球菌,等。)在鼠兔肠道中检测到可能是ARGs的潜在宿主。
    Antibiotic resistance genes (ARGs) carried by gut pathogens may pose a threat to the host and ecological environment. However, few studies focus on the effects of cold stress on intestinal bacteria and ARGs in plateau animals. Here, we used 16S rRNA gene sequencing and gene chip technique to explore the difference of gut microbes and ARGs in plateau pika under 4 °C and 25 °C. The results showed that tetracycline and aminoglycoside resistance genes were the dominant ARGs in pika intestine. Seven kinds of high-risk ARGs (aadA-01, aadA-02, ermB, floR, mphA-01, mphA-02, tetM-02) existed in pika\'s intestine, and cold had no significant effect on the composition and structure of pika\'s intestinal ARGs. The dominant phyla in pika intestine were Bacteroidetes and Firmicutes. Cold influenced 0.47 % of pika intestinal bacteria in OTU level, while most other bacteria had no significant change. The diversity and community assembly of intestinal bacteria in pika remained relatively stable under cold conditions, while low temperature decreased gut microbial network complexity. In addition, low temperature led to the enrichment of glycine biosynthesis and metabolism-related pathways. Moreover, the correlation analysis showed that eight opportunistic pathogens (such as Clostridium, Staphylococcus, Streptococcus, etc.) detected in pika intestine might be potential hosts of ARGs.
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  • 文章类型: Journal Article
    昆虫和它们的肠道细菌形成了紧密有益的关系,特别是在宿主营养的利用方面。红松节油甲虫(RTB),一种破坏性和侵入性的松树害虫,利用互惠的微生物来促进其入侵成功。然而,营养素利用的分子机制仍然未知。在这项研究中,我们发现肠道细菌对D-葡萄糖的利用至关重要,RTB开发的主要碳源。下游分析显示,肠道细菌诱导的肠道缺氧和核黄素的分泌是通过激活缺氧诱导的转录因子1(Hif-1α)调节D-葡萄糖转运而导致RTB发育的原因。进一步的功能研究证实,Hif-1α通过两个葡萄糖转运蛋白(ST10和ST27)的直接上调介导葡萄糖转运。从而促进RTB的发展。我们的发现揭示了肠道细菌如何调节RTB的发展,促进我们对动物和肠道细菌相互关系的理解。
    Insects and their gut bacteria form a tight and beneficial relationship, especially in utilization of host nutrients. The red turpentine beetle (RTB), a destructive and invasive pine pest, employs mutualistic microbes to facilitate its invasion success. However, the molecular mechanism underlying the utilization of nutrients remains unknown. In this study, we found that gut bacteria are crucial for the utilization of D-glucose, a main carbon source for RTB development. Downstream assays revealed that gut bacteria-induced gut hypoxia and the secretion of riboflavin are responsible for RTB development by regulating D-glucose transport via the activation of a hypoxia-induced transcription factor 1 (Hif-1α). Further functional investigations confirmed that Hif-1α mediates glucose transport by direct upregulation of two glucose transporters (ST10 and ST27), thereby promoting RTB development. Our findings reveal how gut bacteria regulate the development of RTB, and promote our understanding of the mutualistic relationship of animals and their gut bacteria.
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  • 文章类型: Journal Article
    背景:肠道细菌在影响昆虫发育甚至表型可塑性方面至关重要。黄桃蛾孔雀鱼,作为一种重要的蛀虫,关于喂养过程中肠道微生物群的结构和多样化变化的报道有限,以及它们对宿主昆虫生长发育的潜在影响。
    结果:这项研究,采用16SrRNA测序,显示了不同喂养阶段之间点状芽孢杆菌幼虫肠道微生物组的不同变化,突出了早龄的显着多样性,其中肠球菌是实验室种群中的主要属。通过体外培养和测序,三种细菌菌株-微球菌。,短杆菌属。和门肠球菌-被分离和表征。生物测定显示,注入E.mundtii的玉米显着促进早熟幼虫的生长,增强身长和体重。定量PCR和分光光度法证实了较年轻的幼虫中E.mundtii的丰度较高,与消化酶活性和总蛋白质水平增加有关。
    结论:这项研究揭示了点状芽孢杆菌幼虫早期幼虫肠道菌群多样性的增加,强调肠球菌是实验室人群中的主要细菌。体外培养和生物测定明确证明了可培养的肠道细菌E.mundtii在促进早龄幼虫生长中的重要作用。这些发现为推进肠道微生物群与昆虫宿主之间复杂相互作用的理解提供了坚实的理论基础。以及基于昆虫肠道微生物群落的针对性操纵的生态友好型害虫控制技术的发展。©2024化学工业学会。
    BACKGROUND: Gut bacteria are crucial in influencing insect development and even phenotypic plasticity. The yellow peach moth Conogethes punctiferalis, as a significant borer pest, has been the subject of limited reports regarding the structural and diversification changes in its gut microbiota during feeding, and their potential impacts on the growth and development of the host insects.
    RESULTS: This study, employing 16S rRNA sequencing, demonstrates distinct shifts in the larvae gut microbiome of C. punctiferalis between different feeding stages, highlighting a pronounced diversity in the early-instar with Enterococcus as a predominant genus in laboratory populations. Through in vitro cultivation and sequencing, three bacterial strains - Micrococcus sp., Brevibacterium sp. and Enterococcus mundtii - were isolated and characterized. Bioassays revealed that E. mundtii-infused corn significantly boosts early-instar larval growth, enhancing both body length and weight. Quantitative PCR and spectrophotometry confirmed a higher abundance of E. mundtii in younger larvae, correlating with increased digestive enzyme activity and total protein levels.
    CONCLUSIONS: This study reveals the heightened gut microbiota diversity in early instars of C. punctiferalis larvae, highlighting that Enterococcus represent a predominant bacteria in laboratory populations. In vitro cultivation and bioassays unequivocally demonstrate the significant role of the cultivable gut bacteria E. mundtii in promoting the growth of early-instar larva. These findings provide a solid theoretical foundation for advancing the comprehension of the intricate interactions between gut microbiota and insect hosts, as well as for the development of eco-friendly pest control technologies based on targeted manipulation of insect gut microbial communities. © 2024 Society of Chemical Industry.
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  • 文章类型: Journal Article
    药代动力学,新陈代谢,排泄,质量平衡,在SpragueDawley大鼠中口服8mg/kg剂量并在LongEvans大鼠中进行定量全身放射自显影研究后,评估了[14C]aficanten的组织分布。[14C]Aficamten占〜80%,羟基化代谢物(M1)占48小时血浆总放射性的〜12%(AUC0-48)。血浆tmax为4小时,总血浆放射性的t1/2为5.8小时。显示最高Cmax暴露的组织是心肌和半腱肌。大多数[14C]aficamten衍生的放射性在给药后48小时内排出。尿液和粪便在168小时内的平均累积回收率分别为8.3%和90.7%,分别。在尿液和胆汁中,在<0.1%和<0.2%的剂量下检测到未改变的非卡定,分别;然而,基于尿液(8.0%)和胆汁(51.7%)中排出的总放射性,大约60%的剂量被吸收。[14C]Aficamten通过羟基化与随后的葡糖醛酸化代谢,其中胆汁中回收的最丰富的代谢物是M5(35.2%),羟基化阿菲卡丁的氧连接葡糖苷酸(M1a)。粪便中检测到的主要代谢产物是1,2,4-恶二唑部分环裂解的代谢产物(M18,35.3%),显示是由与大鼠肠内容物溶液孵育的M5代谢形成的。
    The pharmacokinetics, metabolism, excretion, mass balance, and tissue distribution of [14C]aficamten were evaluated following oral administration of an 8 mg/kg dose in Sprague Dawley rats and in a quantitative whole-body autoradiography study in Long Evans rats.[14C]Aficamten accounted for ∼80% and a hydroxylated metabolite (M1) accounted for ∼12% of total radioactivity in plasma over 48-h (AUC0-48). Plasma tmax was 4-h and the t1/2 of total plasma radioactivity was 5.8-h.Tissues showing highest Cmax exposures were myocardium and semitendinosus muscle.Most [14C]aficamten-derived radioactivity was excreted within 48-h post-administration. Mean cumulative recovery in urine and faeces over 168-h was 8.3% and 90.7%, respectively.In urine and bile, unchanged aficamten was detected at <0.1 and <0.2% of dose, respectively; however, based on total radioactivity excreted in urine (8.0%) and bile (51.7%), approximately 60% of dose was absorbed.[14C]Aficamten was metabolised by hydroxylation with subsequent glucuronidation where the most abundant metabolite recovered in bile was M5 (35.2%), the oxygen-linked glucuronide of hydroxylated aficamten (M1a). The major metabolite detected in faeces was a 1,2,4-oxadiazole moiety ring-cleaved metabolite (M18, 35.3%), shown to be formed from the metabolism of M5 in incubations with rat intestinal contents solution.
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  • 文章类型: Journal Article
    背景:超过90%的结直肠癌(CRC)发生于晚期腺瘤(AA),肠道微生物与AA和CRC的发生和进展密切相关。
    目的:分析AA中的特征微生物。
    方法:从92AA和184阴性对照(NC)收集粪便样品。IlluminaHiSeqX测序平台用于微生物群体的高通量测序。测序成果注解并与NCBIRefSeq数据库比拟,找到AA的微生物特征。使用R-素食包装分析α多样性和β多样性。α多样性包括框图,和β多样性包括主成分分析(PCA),主要坐标分析(PCoA),和非度量多维缩放(NMDS)。基于6种机器学习算法构建了AA风险预测模型。此外,使用无监督聚类方法对细菌和病毒进行分类。最后,分析了不同亚型细菌和病毒的特征。
    结果:Prevotellasp900557255,Alistipesputredinis的丰度,假单胞菌在AA中较高,而大量的利利病毒,Felixounavirus,德鲁利病毒在AA中也较高。用于预测AA风险的基于Catboost的模型具有最高的准确度(细菌测试集:87.27%;病毒测试集:83.33%)。此外,根据肠道细菌和肠道病毒(EV)的丰度区分了4种亚型(B1V1,B1V2,B2V1和B2V2)。大肠杆菌D,Prevotellasp900557255,CAG-180sp000432435,PhocaeicolaplebeiuA,睾丸病毒,Svunavirus,Felixounavirus,角达病毒是4种亚型的特征性细菌和病毒。Catboost模型的结果表明,纳入亚型后预测的准确性有所提高。发现集的准确率是100%,96.34%,100%,在4个亚型中占98.46%,分别。
    结论:普氏菌sp900557255和Felixounavirus对AA的早期预警具有很高的价值。作为有希望的非侵入性生物标志物,肠道微生物可以成为AA的潜在诊断靶标,并且通过分型可以提高预测AA的准确性。
    BACKGROUND: More than 90% of colorectal cancer (CRC) arises from advanced adenomas (AA) and gut microbes are closely associated with the initiation and progression of both AA and CRC.
    OBJECTIVE: To analyze the characteristic microbes in AA.
    METHODS: Fecal samples were collected from 92 AA and 184 negative control (NC). Illumina HiSeq X sequencing platform was used for high-throughput sequencing of microbial populations. The sequencing results were annotated and compared with NCBI RefSeq database to find the microbial characteristics of AA. R-vegan package was used to analyze α diversity and β diversity. α diversity included box diagram, and β diversity included Principal Component Analysis (PCA), principal co-ordinates analysis (PCoA), and non-metric multidimensional scaling (NMDS). The AA risk prediction models were constructed based on six kinds of machine learning algorithms. In addition, unsupervised clustering methods were used to classify bacteria and viruses. Finally, the characteristics of bacteria and viruses in different subtypes were analyzed.
    RESULTS: The abundance of Prevotella sp900557255, Alistipes putredinis, and Megamonas funiformis were higher in AA, while the abundance of Lilyvirus, Felixounavirus, and Drulisvirus were also higher in AA. The Catboost based model for predicting the risk of AA has the highest accuracy (bacteria test set: 87.27%; virus test set: 83.33%). In addition, 4 subtypes (B1V1, B1V2, B2V1, and B2V2) were distinguished based on the abundance of gut bacteria and enteroviruses (EVs). Escherichia coli D, Prevotella sp900557255, CAG-180 sp000432435, Phocaeicola plebeiuA, Teseptimavirus, Svunavirus, Felixounavirus, and Jiaodavirus are the characteristic bacteria and viruses of 4 subtypes. The results of Catboost model indicated that the accuracy of prediction improved after incorporating subtypes. The accuracy of discovery sets was 100%, 96.34%, 100%, and 98.46% in 4 subtypes, respectively.
    CONCLUSIONS: Prevotella sp900557255 and Felixounavirus have high value in early warning of AA. As promising non-invasive biomarkers, gut microbes can become potential diagnostic targets for AA, and the accuracy of predicting AA can be improved by typing.
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