non-alcoholic steatohepatitis (NASH)

非酒精性脂肪性肝炎 ( NASH )
  • 文章类型: Journal Article
    体内分子成像工具通过使研究人员能够实时和/或以高分辨率可视化细胞和分子相互作用,具有推动变革性突破的巨大潜力。这些进步将有助于更深入地了解基本生物过程及其在疾病状态中的失调。这里,我们开发并表征了一种称为I型胶原蛋白结合-热响应组装蛋白(Col1-TRAP)的自组装蛋白纳米细胞,该蛋白在体外以纳摩尔亲和力与I型胶原蛋白紧密结合。对于离体可视化,Col1-TRAP用近红外荧光染料(NIR-Col1-TRAP)标记。当通过表面等离子体共振(SPR)测量时,与TRAP相比,Col1-TRAP和NIR-Col1-TRAP显示与I型胶原的结合大约3.8倍。我们提出了使用NIR-Col1-TRAP来检测非酒精性脂肪性肝炎(NASH)小鼠肝脏中纤维化I型胶原蛋白沉积的概念验证研究。我们表明,NIR-Col1-TRAP在4小时内与没有疾病的小鼠相比,NASH小鼠的血浆再循环时间显着减少,肝脏积累增加。因此,NIR-Col1-TRAP显示出作为NASH成像探针的潜力,在小鼠注射后具有体内靶向性能。重要性声明::NASH患者纤维化的直接分子成像能够比基于弹性成像的方法或血液检查以更高的特异性和分辨率诊断和监测疾病进展。此外,由于其可生物降解性和可扩展的生物合成,基于蛋白质的成像探针比替代品更有利。借助计算建模,我们设计了一种自组装的蛋白质胶束,可在体外与纤维状和单体胶原蛋白结合。用近红外荧光染料标记蛋白质后,我们将该化合物注射到以NASH饮食喂养的小鼠中。与对照小鼠相比,这些小鼠体内的蛋白质更快地从血清中清除,并在纤维化的肝脏中积累更多。这项工作推进了用于体内纤维化成像的靶向蛋白质探针的开发。
    In vivo molecular imaging tools hold immense potential to drive transformative breakthroughs by enabling researchers to visualize cellular and molecular interactions in real-time and/or at high resolution. These advancements will facilitate a deeper understanding of fundamental biological processes and their dysregulation in disease states. Here, we develop and characterize a self-assembling protein nanomicelle called collagen type I binding - thermoresponsive assembled protein (Col1-TRAP) that binds tightly to type I collagen in vitro with nanomolar affinity. For ex vivo visualization, Col1-TRAP is labeled with a near-infrared fluorescent dye (NIR-Col1-TRAP). Both Col1-TRAP and NIR-Col1-TRAP display approximately a 3.8-fold greater binding to type I collagen compared to TRAP when measured by surface plasmon resonance (SPR). We present a proof-of-concept study using NIR-Col1-TRAP to detect fibrotic type I collagen deposition ex vivo in the livers of mice with non-alcoholic steatohepatitis (NASH). We show that NIR-Col1-TRAP demonstrates significantly decreased plasma recirculation time as well as increased liver accumulation in the NASH mice compared to mice without disease over 4 hours. As a result, NIR-Col1-TRAP shows potential as an imaging probe for NASH with in vivo targeting performance after injection in mice. STATEMENT OF SIGNIFICANCE: : Direct molecular imaging of fibrosis in NASH patients enables the diagnosis and monitoring of disease progression with greater specificity and resolution than do elastography-based methods or blood tests. In addition, protein-based imaging probes are more advantageous than alternatives due to their biodegradability and scalable biosynthesis. With the aid of computational modeling, we have designed a self-assembled protein micelle that binds to fibrillar and monomeric collagen in vitro. After the protein was labeled with near-infrared fluorescent dye, we injected the compound into mice fed on a NASH diet. Compared with that in control mice, the protein in these mice clears from the serum faster and accumulates significantly more in fibrotic livers. This work advances the development of targeted protein probes for in vivo fibrosis imaging.
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  • 文章类型: Journal Article
    目前,全球缺乏全面的数据,国家,成人非酒精性脂肪性肝病(NAFLD)患病率的地区水平。这项横断面研究旨在确定NAFLD和非酒精性脂肪性肝炎(NASH)的患病率,利用体重指数(BMI)作为决定因素。
    基于NHANES数据库,生成S形拟合曲线以建立BMI与NAFLD/NASH风险之间的关系。利用来自NCD风险因素合作(NCD-RisC)数据库的全球和区域层面的BMI数据,从1975年到2016年,成人NAFLD/NASH的患病率估计,包括全球,区域,和国家观点。此外,预测了2017年至2030年成人NAFLD/NASH的患病率。
    2016年,NAFLD的全球患病率男性为41.12%,女性为37.32%,而NASH的全球患病率男性为15.79%,女性为16.48%.在两种性别中,NAFLD/NASH的患病率随着BMI的升高而增加。在1975年至2016年期间,成人NAFLD/NASH的全球患病率逐渐增加,这一趋势预计将在2017年至2030年之间持续。在男性中,成人NAFLD/NASH的患病率在高收入西方国家最高,虽然它在中亚最高,中东,和1995年后的北非国家。
    观察到成人NAFLD/NASH的患病率逐年增加,不同国家和地区的负担差异很大。
    UNASSIGNED: At present, there is a dearth of comprehensive data at the global, national, and regional levels regarding the adult non-alcoholic fatty liver disease (NAFLD) prevalence. This cross-sectional study aims at ascertaining the prevalence of NAFLD and non-alcoholic steatohepatitis (NASH), utilizing body mass index (BMI) as a determining factor.
    UNASSIGNED: Based on the NHANES database, sigmoidal fitting curves were generated to establish the relationship between BMI and the risk of NAFLD/NASH. Utilizing BMI data from the NCD Risk Factor Collaboration (NCD-RisC) database at both global and regional levels, the prevalence of NAFLD/NASH among adults was estimated from 1975 to 2016, encompassing global, regional, and national perspectives. Additionally, projections were made to forecast the prevalence of adult NAFLD/NASH from 2017 to 2030.
    UNASSIGNED: In 2016, the global prevalence of NAFLD was 41.12% for males and 37.32% for females, while the global prevalence of NASH was 15.79% for males and 16.48% for females. The prevalence of NAFLD/NASH increased with higher BMI in both genders. Over the period from 1975 to 2016, there has been a gradual increase in the global prevalence of NAFLD/NASH in adults, and this trend is expected to continue between 2017 and 2030. In males, the prevalence of adult NAFLD/NASH was found to be highest in High-income Western countries, while it was highest in Central Asia, Middle East, and North African countries after 1995.
    UNASSIGNED: The prevalence of adult NAFLD/NASH has been observed to increase annually, with significant variations in burden across different countries and regions.
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  • 文章类型: Journal Article
    非酒精性脂肪性肝病(NAFLD)是一种进行性肝病,影响全球32%的成年人。如果不及时治疗,NAFLD可能进展为更晚期的疾病,包括非酒精性脂肪性肝炎(NASH),肝硬化,和纤维化。早期NAFLD检测对于预防疾病进展至关重要。使用肥胖的高脂肪和高蔗糖(HF/HS)饮食,我们在20-,40-,和60周的慢性HF/HS饮食喂养间隔。肝脏脂肪变性的发生率和严重程度,炎症,随着时间的推移,两种性别的纤维化都在增加,雄性小鼠比雌性小鼠更快地发展到NASH样疾病状态,如肝脏脂肪变性的早期和更明显的变化所示。HF/HS饮食20周后,发现两种性别的大泡性脂肪变性的组织病理学指征和关键脂质代谢基因的基因表达变化均升高。循环炎症标志物(CXCL10和TNF-α)的测量,免疫细胞浸润的组织病理学分析,炎症相关基因的基因表达变化表明两种性别在HF/HS饮食暴露40和60周后均有明显的肝脏炎症。肝纤维化,通过Picosiriusred和Masson三色染色评估,关键纤维化相关基因表达的变化表明,在HF/HS饮食暴露40周和60周后发生了显着变化。总之,我们提出了饮食NAFLD进展的临床前动物模型,概括了人类病理生理和病理形态学的变化,这可用于更好地了解NAFLD的进展并支持新疗法的开发。
    Non-alcoholic fatty liver disease (NAFLD) is a progressive liver disease, affecting 38% of adults globally. If left untreated, NAFLD may progress to more advanced forms of the disease, including non-alcoholic steatohepatitis (NASH), liver cirrhosis, and fibrosis. Early NAFLD detection is critical to prevent disease progression. Using an obesogenic high-fat and high-sucrose (HF/HS) diet, we characterized the progression of NAFLD in male and female Collaborative Cross CC042 mice after 20-, 40-, and 60-week intervals of chronic HF/HS diet feeding. The incidence and severity of liver steatosis, inflammation, and fibrosis increased in both sexes over time, with male mice progressing to a NASH-like disease state faster than female mice, as indicated by earlier and more pronounced changes in liver steatosis. Histopathological indication of macrovesicular steatosis and gene expression changes of key lipid metabolism genes were found to be elevated in both sexes after 20 weeks of HF/HS diet. Measurement of circulating markers of inflammation (CXCL10 and TNF-α), histopathological analysis of immune cell infiltrates, and gene expression changes in inflammation-related genes indicated significant liver inflammation after 40 and 60 weeks of HF/HS diet exposure in both sexes. Liver fibrosis, as assessed by Picosirius red and Masson\'s trichrome staining and changes in expression of key fibrosis related genes indicated significant changes after 40 and 60 weeks of HF/HS diet exposure. In conclusion, we present a preclinical animal model of dietary NAFLD progression, which recapitulates human pathophysiological and pathomorphological changes, that could be used to better understand the progression of NAFLD and support development of new therapeutics.
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  • 文章类型: Journal Article
    法尼醇X受体(FXR)是治疗非酒精性脂肪性肝炎(NASH)的重要治疗靶点。尽管奥贝胆酸(OCA)作为FXR激动剂具有良好的疗效,应仔细考虑严重瘙痒等安全性数据.为了发现新的药物,我们从ZINC15数据库中筛选并选择可能与FXR剧烈相互作用的最佳化合物。我们利用DS19软件来协助我们进行基于计算机辅助结构的虚拟筛选以发现潜在的FXR激动剂。通过筛选确定LibDock评分后,他们的吸收,分布,新陈代谢,检查了排泄和毒性预测。为了确定所选药物与FXR之间的结合亲和力,利用分子对接。分子动力学模拟用于评估配体-FXR复合物在其天然环境中的稳定性。对于两种新型天然化合物ZINC000013374322和ZINC000006036327,观察到与FXR的更高的结合亲和力和稳定性,具有较低的啮齿动物致癌性,Ames致突变性,没有肝毒性和CYP2D6的非抑制剂。它们可以稳定地存在于环境中,具有有利的势能并在较低剂量下发挥药理作用。此外,与OCA相比,ZINC000006036327具有较低的皮肤刺激性和致敏潜力,还提示改善皮肤瘙痒发生的可能性。发现ZINC000013374322和ZINC000006036327是作为FXR激动剂的最佳先导化合物。他们被选为FXR目标药物的安全候选人,在较低剂量下发挥相当的药理作用。
    The farnesoid X receptor (FXR) is a crucial therapeutic target for treating non-alcoholic steatohepatitis (NASH). Although obeticholic acid (OCA) as a FXR agonist presents good efficacy, the safety data such as severe pruritus should be carefully considered. To discover new medications, we screen and choose the optimal compounds from ZINC15 database that may agonistically interact with FXR. We utilized the DS19 software to assist us in conducting the computer-aided structure based virtual screening to discover potential FXR agonists. After LibDock scores were determined by screening, their absorption, distribution, metabolism, excretion and toxicity predictions were examined. To determine the binding affinity between the chosen drugs and FXR, molecule docking was utilized. Molecular dynamics simulation was utilized to evaluate the stabilization of the ligand-FXR complex in its native environment. Higher binding affinity and stability with FXR were observed for ZINC000013374322 and ZINC000006036327, as two novel natural compounds, with lower rodent carcinogenicity, Ames mutagenicity, no hepatotoxicity and non-inhibitors of CYP2D6. They could stably exist in the environment, possess favorable potential energy and exert pharmacological effects at lower doses. Furthermore, ZINC000006036327 had lower skin irritancy and sensitization potential compared to OCA, also suggest the possibility of improved skin itching occurrence. ZINC000013374322 and ZINC000006036327 were found to be the best leading compounds to be FXR agonists. They are chosen as safe candidates for FXR target medicine, which play comparable pharmacological effects at lower doses.
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  • 文章类型: Journal Article
    非酒精性脂肪性肝病(NAFLD),从非酒精性脂肪性肝炎(NASH)到肝纤维化,在肥胖和代谢综合征发病率上升的情况下,构成了全球健康挑战。NASH和肝纤维化的有效药物治疗是有限的。
    本研究系统回顾和荟萃分析了瑞美特罗姆的安全性和有效性,选择性甲状腺激素受体-β激动剂,在NASH和肝纤维化治疗中。通过分析临床试验的数据,我们的目标是为resmetirom在管理这些疾病中的使用提供循证建议,并确定未来研究的途径。
    电子数据库(PubMed,Scopus,科学直接,谷歌学者,ClinicalTrials.gov,和CochraneCENTRAL)进行了系统搜索,辅以相关来源的人工筛选。仅包括英语随机对照试验。数据提取,偏见风险评估,汇集分析,并进行meta回归。
    对涉及2231名参与者的三项随机对照试验进行了分析。Resmetrom显示肝脏脂肪分数显着降低[标准化平均差(SMD)-4.61,95%CI-6.77至-2.44,P<0.0001],无纤维化恶化的NASH消退[风险比(RR)2.51,95%CI1.74-3.64,P=0.00001),和肝纤维化改善(RR2.31,95%CI1.20-4.44,P=0.01)。次要结果显示血脂状况显著改善,肝酶,和Resmetirom治疗的NASH生物标志物。Meta回归揭示了协变量与主要结局之间的关联。
    Resmetirom在减少肝脏脂肪方面表现出很有希望的功效,提高NASH分辨率,并改善肝纤维化,具有良好的安全性。需要进一步的研究以验证NASH和肝纤维化管理的发现并优化治疗策略。
    UNASSIGNED: Non-alcoholic fatty liver disease (NAFLD), spanning from non-alcoholic steatohepatitis (NASH) to liver fibrosis, poses a global health challenge amid rising obesity and metabolic syndrome rates. Effective pharmacological treatments for NASH and liver fibrosis are limited.
    UNASSIGNED: This study systematically reviews and meta-analyzes the safety and efficacy of resmetirom, a selective thyroid hormone receptor-β agonist, in NASH and liver fibrosis treatment. By analyzing data from clinical trials, we aim to offer evidence-based recommendations for resmetirom\'s use in managing these conditions and identify avenues for future research.
    UNASSIGNED: Electronic databases (PubMed, Scopus, Science Direct, Google Scholar, ClinicalTrials.gov, and Cochrane CENTRAL) were systematically searched, supplemented by manual screening of relevant sources. Only English-language randomized controlled trials were included. Data extraction, risk of bias assessment, pooled analyses, and meta-regression were performed.
    UNASSIGNED: Three randomized controlled trials involving 2231 participants were analyzed. Resmetirom demonstrated significant reductions in hepatic fat fraction [standardized mean difference (SMD) -4.61, 95% CI -6.77 to -2.44, P < 0.0001], NASH resolution without worsening fibrosis [risk ratio (RR) 2.51, 95% CI 1.74-3.64, P = 0.00001), and liver fibrosis improvement (RR 2.31, 95% CI 1.20-4.44, P = 0.01). Secondary outcomes showed significant improvements in lipid profiles, liver enzymes, and NASH biomarkers with resmetirom treatment. Meta-regression revealed associations between covariates and primary outcomes.
    UNASSIGNED: Resmetirom exhibits promising efficacy in reducing hepatic fat, improving NASH resolution, and ameliorating liver fibrosis with a favorable safety profile. Further research is warranted to validate findings and optimize therapeutic strategies for NASH and liver fibrosis management.
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  • 文章类型: Journal Article
    肝脏脂肪变性伴炎症,膨胀的肝细胞,和潜在的纤维化定义非酒精性脂肪性肝炎(NASH),可能会导致肝硬化.虽然肝活检仍是诊断NASH的金标准,已经研究了许多非侵入性替代标记以减少对这种侵入性技术的需求。在这篇综述中,我们提出了几种目前评估的生物标志物,分数,和评估NASH的指标。
    在主要医学文献数据库中进行搜索。我们搜索了评估非侵入性标志物的观察性研究,分数,和面板预测NASH。
    几种促炎标志物,炎症和凋亡生物标志物,以及复杂模型在预测NASH方面的研究。促炎标志物包括C反应蛋白,铁蛋白,肿瘤坏死因子-α,白细胞介素-6,五聚素-3和中性粒细胞胞外陷阱。炎症和凋亡生物标志物包括细胞分裂素-18,脂肪细胞因子,脂质氧化面板,纤溶酶原激活剂抑制剂-1,以及自由基介导的亚油酸氧化产物。此外,几个研究的复杂模型,如纳什测试,NashTest-2,将CK18片段与其他生物标志物如ALT和MetS的存在配对,头发模型,acNASH,NAFIC得分,还研究了内脏脂肪指数。
    各种诊断小组显示出诊断NASH的良好预测值。然而,非侵入性替代标记目前无法取代肝活检。然而,其临床意义主要在于对患者进行肝活检,减少与程序相关的财务负担。
    UNASSIGNED: Hepatic steatosis with inflammation, inflated hepatocytes, and potential fibrosis defines non-alcoholic steatohepatitis (NASH), which can possibly lead to liver cirrhosis. Although liver biopsy is still the gold standard for diagnosing NASH, numerous non-invasive surrogate markers have been investigated to reduce the need for this invasive technique. In this review we present several currently assessed biomarkers, scores, and indexes in assessing NASH.
    UNASSIGNED: A search in the main medical literature databases was conducted. We searched for observational studies evaluating non-invasive markers, scores, and panels in predicting NASH.
    UNASSIGNED: Several proinflammatory markers, inflammation and apoptosis biomarkers, as well as complex models have been studied in predicting NASH. Proinflammatory markers include C-reactive protein, ferritin, tumor necrosis factor-α, interleukin-6, pentraxin-3, and neutrophil extracellular traps. Inflammation and apoptosis biomarkers include cytokineratin-18, adipocytokines, lipid oxidation panels, plasminogen activator inhibitor-1, and products of free radical-mediated oxidation of linoleic acid. Moreover, several studied complex models such as NashTest, NashTest-2, pairing CK18 fragments with other biomarkers such as ALT and the presence of MetS, the HAIR model, acNASH, NAFIC score, Visceral Adiposity Index have also been studied.
    UNASSIGNED: A variety of diagnostic panels have shown good predictive values for diagnosing NASH. Nevertheless, non-invasive surrogate markers are currently unable to replace liver biopsy. However, their clinical significance is mainly in triaging patients for liver biopsy, reducing the financial burden associated with the procedure.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    代谢功能障碍相关脂肪性肝炎(MASH)的特征是循环中毒性脂质过量,肝脂肪变性,和肝脏炎症。单核细胞与肝窦内皮细胞(LSECs)的粘附和跨内皮迁移(TEM)在炎症过程中至关重要。在脂毒性应激下,LSECs发展为称为内皮病的促炎表型。然而,内皮病的介质仍不清楚。
    从C57BL/6J小鼠饲喂食物或MASH诱导饮食中富含脂肪的原代小鼠LSECs,果糖,和胆固醇(FFC)进行了多组学分析。还用两种结构上不同的GSK3抑制剂(LY2090314和elraglusib[9-ING-41])处理了由胆碱缺乏的高脂肪饮食(CDHFD)或FFC饮食产生的具有确定的MASH的小鼠。
    小鼠LSEC蛋白质组和转录组的整合途径分析表明,白细胞TEM和粘着斑是MASH中改变的主要途径。LSEC磷酸化蛋白质组的Kinome谱分析将糖原合酶激酶(GSK)-3β鉴定为MASH中的主要激酶中心。GSK3β激活磷酸化在用毒性脂质棕榈酸酯处理的原代人LSEC和人MASH中增加。棕榈酸酯上调C-X-C基序趋化因子配体2,细胞内粘附分子1和磷酸化粘着斑激酶的表达,通过GSK3依赖机制。一致地,GSK3抑制降低了人原代中性粒细胞和THP-1单核细胞在脂毒性应激下通过LSEC单层的粘附和跨内皮迁移能力.用GSK3抑制剂LY2090314和elraglusib治疗可改善肝脏炎症,损伤,FFC和CDHFD喂养小鼠的纤维化,分别。使用细胞计数通过质量细胞计数通过来自用elraglusib治疗的CDHFD喂养的小鼠的肝内白细胞的飞行时间进行的免疫表型分析显示,促炎性单核细胞衍生的巨噬细胞和单核细胞衍生的树突状细胞的浸润减少。
    GSK3抑制可减轻脂毒性诱导的LSEC内皮病,并可作为治疗人类MASH的潜在治疗策略。
    在MASH中脂毒性应激下的LSEC发展出一种称为内皮病的促炎表型,含糊不清的介体和功能结果。目前的研究确定GSK3是LSEC内皮病的主要驱动因素,检查其在骨髓细胞相关肝脏炎症中的致病作用,并定义了药物GSK3抑制剂在鼠MASH中的治疗功效。本研究为GSK3药物抑制剂在人MASH中的未来研究提供了临床前数据。这项研究的结果对肝病学家很重要,血管生物学家,和研究人员研究炎症性肝病和MASH的机制,以及那些对药物开发感兴趣的人。
    UNASSIGNED: Metabolic dysfunction-associated steatohepatitis (MASH) is characterized by excessive circulating toxic lipids, hepatic steatosis, and liver inflammation. Monocyte adhesion to liver sinusoidal endothelial cells (LSECs) and transendothelial migration (TEM) are crucial in the inflammatory process. Under lipotoxic stress, LSECs develop a proinflammatory phenotype known as endotheliopathy. However, mediators of endotheliopathy remain unclear.
    UNASSIGNED: Primary mouse LSECs isolated from C57BL/6J mice fed chow or MASH-inducing diets rich in fat, fructose, and cholesterol (FFC) were subjected to multi-omics profiling. Mice with established MASH resulting from a choline-deficient high-fat diet (CDHFD) or FFC diet were also treated with two structurally distinct GSK3 inhibitors (LY2090314 and elraglusib [9-ING-41]).
    UNASSIGNED: Integrated pathway analysis of the mouse LSEC proteome and transcriptome indicated that leukocyte TEM and focal adhesion were the major pathways altered in MASH. Kinome profiling of the LSEC phosphoproteome identified glycogen synthase kinase (GSK)-3β as the major kinase hub in MASH. GSK3β-activating phosphorylation was increased in primary human LSECs treated with the toxic lipid palmitate and in human MASH. Palmitate upregulated the expression of C-X-C motif chemokine ligand 2, intracellular adhesion molecule 1, and phosphorylated focal adhesion kinase, via a GSK3-dependent mechanism. Congruently, the adhesive and transendothelial migratory capacities of primary human neutrophils and THP-1 monocytes through the LSEC monolayer under lipotoxic stress were reduced by GSK3 inhibition. Treatment with the GSK3 inhibitors LY2090314 and elraglusib ameliorated liver inflammation, injury, and fibrosis in FFC- and CDHFD-fed mice, respectively. Immunophenotyping using cytometry by mass cytometry by time of flight of intrahepatic leukocytes from CDHFD-fed mice treated with elraglusib showed reduced infiltration of proinflammatory monocyte-derived macrophages and monocyte-derived dendritic cells.
    UNASSIGNED: GSK3 inhibition attenuates lipotoxicity-induced LSEC endotheliopathy and could serve as a potential therapeutic strategy for treating human MASH.
    UNASSIGNED: LSECs under lipotoxic stress in MASH develop a proinflammatory phenotype known as endotheliopathy, with obscure mediators and functional outcomes. The current study identified GSK3 as the major driver of LSEC endotheliopathy, examined its pathogenic role in myeloid cell-associated liver inflammation, and defined the therapeutic efficacy of pharmacological GSK3 inhibitors in murine MASH. This study provides preclinical data for the future investigation of GSK3 pharmacological inhibitors in human MASH. The results of this study are important to hepatologists, vascular biologists, and investigators studying the mechanisms of inflammatory liver disease and MASH, as well as those interested in drug development.
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  • 文章类型: Journal Article
    氨基酸(AA)代谢在肝脏再生中起着至关重要的作用。然而,其在不同条件下肝切除术后肝再生的测量效用尚不清楚。我们旨在将机器学习(ML)模型与AA代谢组学相结合,以评估健康和非酒精性脂肪性肝炎(NASH)的肝脏再生。
    在健康和NASH小鼠中70%肝切除术后计算肝指数(肝重量/体重)。采用超高效液相色谱-串联质谱法测定血清中39种氨基酸的含量。我们使用正交偏最小二乘判别分析来确定肝脏再生过程中的差异AA和受干扰的代谢途径。执行了Shapley加法移植算法以识别潜在的AA签名,和五个ML模型,包括最小绝对收缩和选择运算符,随机森林,K最近邻(KNN),支持向量回归,和极端梯度增强用于评估肝脏指数。
    在健康组和NASH组中确定了11个和22个差异AA,分别。在这些代谢物中,在两组中,精氨酸和脯氨酸代谢通常是与肝再生相关的代谢途径。确认了五个AA签名,包括羟赖氨酸,L-丝氨酸,3-甲基组氨酸,L-酪氨酸,和高瓜氨酸在健康组中,和L-精氨酸,2-氨基丁酸,肌氨酸,β-丙氨酸,NASH组的L-半胱氨酸。KNN模型表现出最佳的评估性能,具有平均绝对误差,均方根误差,健康组和NASH组的决定系数分别为0.0037、0.0047、0.79和0.0028、0.0034、0.71,分别。
    基于五个AA签名的KNN模型表现最好,这表明它可能是评估健康和NASH中肝切除术后肝再生的有价值的工具。
    UNASSIGNED: Amino acid (AA) metabolism plays a vital role in liver regeneration. However, its measuring utility for post-hepatectomy liver regeneration under different conditions remains unclear. We aimed to combine machine learning (ML) models with AA metabolomics to assess liver regeneration in health and non-alcoholic steatohepatitis (NASH).
    UNASSIGNED: The liver index (liver weight/body weight) was calculated following 70% hepatectomy in healthy and NASH mice. The serum levels of 39 amino acids were measured using ultra-high performance liquid chromatography-tandem mass spectrometry analysis. We used orthogonal partial least squares discriminant analysis to determine differential AAs and disturbed metabolic pathways during liver regeneration. The SHapley Additive exPlanations algorithm was performed to identify potential AA signatures, and five ML models including least absolute shrinkage and selection operator, random forest, K-nearest neighbor (KNN), support vector regression, and extreme gradient boosting were utilized to assess the liver index.
    UNASSIGNED: Eleven and twenty-two differential AAs were identified in the healthy and NASH groups, respectively. Among these metabolites, arginine and proline metabolism were commonly disturbed metabolic pathways related to liver regeneration in both groups. Five AA signatures were identified, including hydroxylysine, L-serine, 3-methylhistidine, L-tyrosine, and homocitrulline in healthy group, and L-arginine, 2-aminobutyric acid, sarcosine, beta-alanine, and L-cysteine in NASH group. The KNN model demonstrated the best evaluation performance with mean absolute error, root mean square error, and coefficient of determination values of 0.0037, 0.0047, 0.79 and 0.0028, 0.0034, 0.71 for the healthy and NASH groups, respectively.
    UNASSIGNED: The KNN model based on five AA signatures performed best, which suggests that it may be a valuable tool for assessing post-hepatectomy liver regeneration in health and NASH.
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  • 文章类型: Journal Article
    感觉运动功能受损是脊髓损伤(SCI)的主要并发症。临床上重要但不太明显的后果是代谢综合征(MetS)的发展,包括肥胖增加,高血糖/胰岛素抵抗,和高脂血症。与普通人群相比,MetS会使SCI个体容易患上更早和更严重的糖尿病和心血管疾病。引发危及生命的并发症(例如,中风,心肌梗塞)。尽管已知每种合并症都是肥胖者糖尿病和其他健康问题的危险因素,它们在SCI后传播全身病理方面的相对贡献或感知重要性受到的关注较少。这可以通过对SCI促进的MetS的不完全理解来解释,而不是规范的触发饮食引起的肥胖(DIO)。因此,在这里,我们比较了瘦大鼠和未受伤的DIO大鼠在SCI后的代谢相关结局。令人惊讶的是,SCI诱导的MetS特征等于或大于肥胖未受伤大鼠的特征,包括胰岛素抵抗,内毒素血症,高脂血症,肝脏炎症和脂肪变性。考虑到肥胖的地方性,我们还评估了病前肥胖在接受SCI的大鼠中的作用;与单独治疗相比,DIO+SCI的组合会加剧MetS和肝脏病理,这表明患有SCI的肥胖个体特别容易发生代谢功能障碍。值得注意的是,病前肥胖还加剧了脊髓内病变病理,并使脊髓损伤后的运动恢复恶化。总的来说,这些结果突出表明,正常的代谢功能需要完整的脊髓回路,并且SCI不仅仅是一种感觉运动障碍,而且具有显著的代谢后果。
    Impaired sensorimotor functions are prominent complications of spinal cord injury (SCI). A clinically important but less obvious consequence is development of metabolic syndrome (MetS), including increased adiposity, hyperglycemia/insulin resistance, and hyperlipidemia. MetS predisposes SCI individuals to earlier and more severe diabetes and cardiovascular disease compared to the general population, which trigger life-threatening complications (e.g., stroke, myocardial infarcts). Although each comorbidity is known to be a risk factor for diabetes and other health problems in obese individuals, their relative contribution or perceived importance in propagating systemic pathology after SCI has received less attention. This could be explained by an incomplete understanding of MetS promoted by SCI compared with that from the canonical trigger diet-induced obesity (DIO). Thus, here we compared metabolic-related outcomes after SCI in lean rats to those of uninjured rats with DIO. Surprisingly, SCI-induced MetS features were equal to or greater than those in obese uninjured rats, including insulin resistance, endotoxemia, hyperlipidemia, liver inflammation and steatosis. Considering the endemic nature of obesity, we also evaluated the effect of premorbid obesity in rats receiving SCI; the combination of DIO + SCI exacerbated MetS and liver pathology compared to either alone, suggesting that obese individuals that sustain a SCI are especially vulnerable to metabolic dysfunction. Notably, premorbid obesity also exacerbated intraspinal lesion pathology and worsened locomotor recovery after SCI. Overall, these results highlight that normal metabolic function requires intact spinal circuitry and that SCI is not just a sensory-motor disorder, but also has significant metabolic consequences.
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