• 文章类型: Journal Article
    肥胖通常伴有胰岛素抵抗(IR)和糖尿病。我们探讨了非糖尿病性肥胖患者维生素D水平与IR之间的关系。
    我们根据2001年至2018年的国家健康与营养检查调查(NHANES)的数据进行了横断面研究。研究中纳入了肥胖(BMI≥30kg/m2)的非糖尿病个体(年龄≥20岁)。HOMA-IR≥2.5定义为IR。建立多元线性回归模型以评估25(OH)D水平与HOMA-IR之间的相关性。我们使用多变量逻辑回归模型计算了肥胖中25(OH)D缺乏与IR之间关联的比值比(OR)和95%保密间隔(CI)。
    总的来说,本研究共纳入3887例个体.患有IR的肥胖参与者的血清维生素D水平明显低于非IR。线性回归模型显示,在校正协变量后,肥胖患者维生素D水平与HOMA-IR呈负相关(β=-0.15,95CI(-0.28,-0.02),p=0.028)。多变量逻辑回归模型表明维生素D缺乏与肥胖中的IR之间存在关联(OR=1.38,95CI(1.09-1.73),p=0.007))。不同BMI之间的进一步分层回归分析显示维生素D缺乏(OR=1.4,95CI(1.05,1.86),p=0.022)仅有助于I类肥胖中的IR发展。
    这项研究表明肥胖患者维生素D水平与IR之间存在关联。维生素D缺乏导致I类肥胖的IR。
    UNASSIGNED: Obesity is often accompanied by insulin resistance (IR) and diabetes. We explored the association between vitamin D levels and IR in non-diabetic obesity.
    UNASSIGNED: We conducted a cross-sectional study based on the data of National Health and Nutrition Examination Survey (NHANES) from 2001 to 2018. Non-diabetic individuals (aged ≥20 years) with obesity (BMI ≥ 30kg/m2) were included in the study. And HOMA-IR ≥ 2.5 was defined as IR. The multivariable linear regression models were constructed to evaluate the associations between levels of 25(OH)D and HOMA-IR. We calculated the odds ratio (OR) and 95% confidential intervals (CIs) for associations between 25(OH)D deficiency and IR in obesity using multivariable logistic regression models.
    UNASSIGNED: Overall, a total of 3887 individuals were included in this study. Serum vitamin D level was significant lower in obesity participants with IR than that of non-IRs. The linear regression models showed that vitamin D level was inversely associated with HOMA-IR in obesity after adjusting for covariables (β=-0.15, 95%CI (-0.28, -0.02), p = 0.028). And the multivariable logistic regression models indicated an association between vitamin D deficiency and IR in obesity ((OR= 1.38, 95%CI (1.09-1.73), p = 0.007)). The further stratified regression analyses among different BMI demonstrated that vitamin D deficiency (OR = 1.4, 95%CI (1.05,1.86), p = 0.022) only contributed to developing IR in class I obesity.
    UNASSIGNED: This study suggested an association of vitamin D levels with IR in obesity. And vitamin D deficiency contributed to IR in class I obesity.
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  • 文章类型: Journal Article
    背景:体重已被认为是骨关节炎的驱动因素。很少有研究调查成年期体重状况与骨关节炎(OA)风险之间的关系。这项研究调查了成年后体重变化模式(持续至少25年)与2013-2018年国家健康和营养调查(NHANES)的OA风险之间的关系。
    方法:该研究评估了7392名年龄在50岁以上的人的成年体重变化与OA之间的关系,时间至少为25岁。使用多元线性回归分析来检测体重变化模式与自我报告的OA之间的关联。使用限制性三次样条(RCS)来检查绝对体重变化与OA风险之间的非线性关系。
    结果:从10年前到调查,从肥胖转变为非肥胖人群的OA风险为1.34倍(95%CI1.07-1.68),从非肥胖到肥胖的人的1.61倍(95%CI1.29-2.00),和1.82倍(95%CI1.49-2.22)在稳定肥胖的人比在稳定正常体重的人。在年龄25岁至基线和年龄25岁至基线前10岁时也观察到类似的模式。RCS的剂量反应相关性发现绝对体重变化与OA风险之间存在U型关系。
    结论:研究表明,整个成年期的体重模式与OA的风险相关。这些发现强调了在整个成年期保持正常体重的重要性,尤其是防止成年早期忽视体重增加,以降低后期OA风险。
    BACKGROUND: Body weight has been recognized as a driving factor of osteoarthritis. Few studies had investigated the association between weight status across adulthood and risk of osteoarthritis (OA). This study investigates the association of weight change patterns across adulthood (lasting at least 25 years) with the risk of OA from the National Health and Nutrition Examination Survey (NHANES) 2013-2018.
    METHODS: The study assessed the relationship between weight change across adulthood and OA in 7392 individuals aged > 50 spanning a minimum of 25 years. Multivariate linear regression analyses were utilized to detect the association between weight change patterns and self-reported OA. Restricted cubic splines (RCS) were used to examine the nonlinear relationship between absolute weight change and OA risk.
    RESULTS: From 10 years ago to survey, the risk of OA was 1.34-fold (95% CI 1.07-1.68) in people changed from obese to non-obese, 1.61-fold (95% CI 1.29-2.00) in people change from non-obese to obese, and 1.82-fold (95% CI 1.49-2.22) in stable obese people compared with people who were at stable normal weight. Similar patterns were also observed at age 25 years to baseline and age 25 years to 10 years before the baseline. The dose-response association of RCS found a U-shaped relationship between absolute weight change and OA risk.
    CONCLUSIONS: The study suggests that weight patterns across adulthood are associated with the risk of OA. These findings stressed important to maintain a normal weight throughout adulthood, especially to prevent ignored weight gain in early adulthood to reduce OA risk later.
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  • 文章类型: Journal Article
    我们旨在使用肥胖的Zucker糖尿病脂肪(ZDF)大鼠作为2型糖尿病模型,研究布洛芬对2型糖尿病(T2D)的治疗潜力。ZDF大鼠高血糖,与瘦对照相比,血脂异常和表达的促炎标志物,从而反映出肥胖与促进T2D的慢性炎症之间的关系。使用布洛芬(2-(4-异丁基苯基)丙酸)的慢性治疗来研究与二甲双胍(1,1-二甲基双胍)治疗的ZDF以及瘦对照相比对病理性T2D病症的影响。布洛芬降低了A1c,但仅在早期时间点后诱导了高胰岛素释放并改善了葡萄糖耐量(例如,15和30分钟),导致AUC值无明显下降,并转化为高HOMA-IR。此外,布洛芬显著降低胆固醇,游离脂肪酸和HDL-C布洛芬的某些作用可能基于其通过抑制细胞因子/趋化因子信号传导的抗炎作用(例如,通过TaqMan在全血和附睾脂肪组织中测量的COX-2,ICAM-1和TNF-α)和/或抗炎细胞因子的上调(例如,通过ELISA分析血液中的IL-4和IL-13)。总之,我们的ZDF动物研究显示布洛芬对糖尿病并发症如炎症和血脂异常有积极作用,但也显示了引起胰岛素抵抗的风险.
    We aimed to investigate the therapeutic potential of ibuprofen against type 2 diabetes (T2D) using obese Zucker diabetic fatty (ZDF) rats as type 2 diabetes model. ZDF rats were hyperglycemic, dyslipidemic and expressed proinflammatory markers in contrast to lean controls, thus reflecting the relationship between obesity and chronic inflammation promoting T2D. Chronic treatment with ibuprofen (2-(4-Isobutylphenyl)propanoic acid) was used to study the impact on pathological T2D conditions as compared to metformin (1,1-dimethylbiguanide) treated ZDF as well as lean controls. Ibuprofen decreased A1c but induced a high insulin release with improved glucose tolerance only after early time points (i.g., 15 and 30 min) resulting in a non-significant decline of AUC values and translating into a high HOMA-IR. In addition, ibuprofen significantly lowered cholesterol, free fatty acids and HDL-C. Some of these effects by ibuprofen might be based on its anti-inflammatory effects through inhibition of cytokine/chemokine signaling (i.g., COX-2, ICAM-1 and TNF-α) as measured in whole blood and epididymal adipose tissue by TaqMan and/or upregulation of anti-inflammatory cytokines (i.g., IL-4 and IL-13) by ELISA analysis in blood. In conclusion, our ZDF animal study showed positive effects of ibuprofen against diabetic complications such as inflammation and dyslipidemia but also demonstrated the risk of causing insulin resistance.
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  • 文章类型: Journal Article
    prevotellacombri是prevotella属在肠道中的优势种,这是基因组异质性的,很难分离;因此,对这个物种进行了很少的研究。本研究旨在探讨P.copri对高血糖的影响。从健康个体中分离出39株,选择葡萄糖消耗最高的三种菌株(HF2123,HF1478和HF2130)来评估补充P.copri对高血糖的影响。微生物和非靶代谢组学被用来揭示潜在的机制。在糖尿病db/db小鼠中口服P.copri可增加胰高血糖素样肽-1(GLP-1)的表达和分泌,显著改善高血糖,胰岛素抵抗,和脂质积累,减轻了胰腺的病理形态,肝脏,和结肠。P.copri改变了糖尿病db/db小鼠的肠道菌群组成,其特点是增加拟杆菌与厚壁菌的比例,增加拟杆菌属的相对丰度,Akkermansia,和粪杆菌.在接受P.copri干预后,粪便代谢谱显示富马酸和同型半胱氨酸含量降低,谷氨酰胺含量增加。此外,氨基酸代谢和cAMP/PKA信号通路的富集。我们的发现表明P.copri改善了糖尿病db/db小鼠的葡萄糖代谢异常。尤其是,其中一种P.copri菌株,HF2130在改善高血糖方面表现出卓越的性能,它可能具有作为抗高血糖的益生菌的潜力。
    目的:作为人类肠道生态系统的核心成员,在先前的研究中,precvotelalcopri与葡萄糖代谢稳态有关。然而,这些结果通常来自宏基因组研究,并且实验研究仅基于菌株DSM18205T的类型。因此,根据其高度的基因组异质性,需要更多来自其他分离株的实验证据来验证结果.在这项研究中,我们分离了不同分支的菌株,并证明了P.copri可以通过调节微生物活性来改善高血糖小鼠的代谢谱。这一发现支持了P.copri在宿主葡萄糖代谢中的因果贡献。
    Prevotella copri is the dominant species of the Prevotella genus in the gut, which is genomically heterogeneous and difficult to isolate; hence, scarce research was carried out for this species. This study aimed to investigate the effect of P. copri on hyperglycemia. Thirty-nine strains were isolated from healthy individuals, and three strains (HF2123, HF1478, and HF2130) that had the highest glucose consumption were selected to evaluate the effects of P. copri supplementation on hyperglycemia. Microbiomics and non-target metabolomics were used to uncover the underlying mechanisms. Oral administration of P. copri in diabetic db/db mice increased the expression and secretion of glucagon-like peptide-1 (GLP-1), significantly improved hyperglycemia, insulin resistance, and lipid accumulation, and alleviated the pathological morphology in the pancreas, liver, and colon. P. copri changed the composition of the gut microbiota of diabetic db/db mice, which was characterized by increasing the ratio of Bacteroidetes to Firmicutes and increasing the relative abundance of genera Bacteroides, Akkermansia, and Faecalibacterium. After intervention with P. copri, fecal metabolic profiling showed that fumaric acid and homocysteine contents decreased, and glutamine contents increased. Furthermore, amino acid metabolism and cAMP/PKA signaling pathways were enriched. Our findings indicate that P. copri improved glucose metabolism abnormalities in diabetic db/db mice. Especially, one of the P. copri strains, HF2130, has shown superior performance in improving hyperglycemia, which may have the potential as a probiotic against hyperglycemia.
    OBJECTIVE: As a core member of the human intestinal ecosystem, Prevotelal copri has been associated with glucose metabolic homeostasis in previous studies. However, these results have often been derived from metagenomic studies, and the experimental studies have been based solely on the type of strain DSM 18205T. Therefore, more experimental evidence from additional isolates is needed to validate the results according to their high genomic heterogeneity. In this study, we isolated different branches of strains and demonstrated that P. copri could improve the metabolic profile of hyperglycemic mice by modulating microbial activity. This finding supports the causal contribution of P. copri in host glucose metabolism.
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  • 文章类型: Journal Article
    目的:青壮年超重/肥胖和代谢功能障碍相关脂肪性肝病(MASLD)与中年亚临床动脉粥样硬化[冠状动脉钙化(CAC)和腹主动脉钙化(AAC)]之间的关系未知。
    方法:总共,纳入2274名参与者,年龄在28-39岁之间,在10年(1995-1996年)的年轻人研究中,他们在15年后重新检查。在第25年使用计算机断层扫描测量CAC和AAC。我们在第10年检查了三种年轻成人表型(瘦身组;超重/肥胖组;超重/肥胖MASLD组)在预测中年CAC或AAC中的效用。改进的泊松回归用于估计群体与CAC之间的关联,和AAC。用线性回归模型确定CAC和AAC的独立测定值。
    结果:与年轻时被归类为瘦的个体相比,按中年划分,超重/肥胖患者的CAC相对危险度为1.09(95%置信区间:0.93~1.28),超重/肥胖相关MASLD患者的CAC相对危险度为1.32(95%置信区间:1.08~1.61).对于AAC,三组间无差异.Group,收缩压和组×收缩压交互作用都是CAC的独立决定因素。
    结论:在这项研究中,与超重/肥胖相关的MASLD的年轻人到中年时发生CAC的风险较高.这些异常仅部分由传统的心血管危险因素解释,超重/肥胖相关MASLD对CAC有独立影响。我们的研究为确定亚临床动脉粥样硬化风险较高的年轻人提供了证据。
    OBJECTIVE: The association of overweight/obesity and metabolic dysfunction-associated steatotic liver disease (MASLD) in young adulthood with subclinical atherosclerosis [coronary artery calcification (CAC) and abdominal aortic calcification (AAC)] by middle age is unknown.
    METHODS: In total, 2274 participants aged 28-39 years from the coronary artery risk development in young adults study at year 10 (1995-1996) who were re-examined 15 years later were included. CAC and AAC were measured at year 25 using computed tomography. We examined the utility of three young adult phenotypes (lean group; overweight/obese group; overweight/obese MASLD group) at year 10 in predicting CAC or AAC by middle age. Modified Poisson regression was used to estimate the association between groups and CAC, and AAC. Independent determinates of CAC and AAC were determined with linear regression models.
    RESULTS: Compared with individuals categorized as lean in young adulthood, the relative risk for CAC by middle age was 1.09 (95% confidence interval: 0.93-1.28) for those with overweight/obesity and 1.32 (95% confidence interval: 1.08-1.61) for those with overweight/obesity-related MASLD. For AAC, no difference was observed between these three groups. Group, systolic blood pressure and group × systolic blood pressure interaction were all the independent determinates for CAC.
    CONCLUSIONS: In this study, young adults with overweight/obesity-related MASLD have a higher risk of developing CAC by middle age. These abnormalities are only partially explained by traditional cardiovascular risk factors, and overweight/obesity-related MASLD has an independent impact on CAC. Our study provides evidence for identifying young adults at higher risk of developing subclinical atherosclerosis.
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  • 文章类型: Letter
    暂无摘要。
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  • 文章类型: Journal Article
    痴呆是一种进行性神经退行性疾病,而代谢综合征(MetS)的特征是代谢异常的组合,如高血压,高血糖,和肥胖。这两个条件在某些方面存在联系和重叠,两者都在不同程度上受到衰老过程的影响。本研究通过文献计量分析概述了当前有关痴呆症和MetS的研究现状。
    进行了系统搜索,以从WebofScienceCoreCollection数据库中检索2000年1月1日至2023年11月30日之间发布的有关痴呆症和MetS的相关文献。各种文献计量工具,包括VOSviewer,CiteSpace,和R软件包\“Bibliometrix,“用于分析。
    总共确定了717篇文章,年度出版物呈上升趋势。主要贡献者包括美国,意大利,和中国,加州大学系统等机构处于最前沿。《阿尔茨海默病杂志》成为顶级出版商,而发表在《神经病学》上的研究获得了大量引用。值得注意的作者包括潘扎,弗朗切斯科;弗里萨迪,Vincenza和Feldman,伊娃·L,KristineYaffe是被引用次数最多的作者(280次引用)。最近的研究集中在诸如“肠道微生物群,神经炎症,“\”脂肪酸,“和”小胶质细胞。\"
    此文献计量分析总结了2000年至2023年痴呆症和MetS领域的基础知识结构。通过突出当前的研究前沿和趋势主题,这一分析为该领域的研究人员提供了有价值的参考。
    UNASSIGNED: Dementia is a progressive neurodegenerative condition, while metabolic syndrome (MetS) is characterized by a combination of metabolic abnormalities such as hypertension, high blood sugar, and obesity. There exists a connection and overlap between the two conditions in certain aspects, and both are influenced to varying degrees by the process of aging. This study presents an overview of the current research landscape regarding dementia and MetS through bibliometric analysis.
    UNASSIGNED: A systematic search was conducted to retrieve relevant literature on dementia and MetS published between 1 January 2000, and 30 November 2023, from the Web of Science Core Collection database. Various bibliometric tools, including VOSviewer, CiteSpace, and the R software package \"bibliometrix,\" were utilized for analysis.
    UNASSIGNED: A total of 717 articles were identified, showing an upward trend in annual publications. Leading contributors included the United States, Italy, and China, with institutions such as the University of California System at the forefront. The Journal of Alzheimer\'s Disease emerged as the top publisher, while research published in Neurology garnered significant citations. Noteworthy authors encompassed Panza, Francesco; Frisardi, Vincenza; and Feldman, Eva L, with Kristine Yaffe being the most cited author (280 citations). Recent studies have focused on themes like \"gut microbiota,\" \"neuroinflammation,\" \"fatty acids,\" and \"microglia.\"
    UNASSIGNED: This bibliometric analysis summarizes the foundational knowledge structure in the realm of dementia and MetS from 2000 to 2023. By highlighting current research frontiers and trending topics, this analysis serves as a valuable reference for researchers in the field.
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  • 文章类型: Journal Article
    最近的研究表明,基因可变剪接(AS)和长链非编码RNA(lncRNA)与糖尿病(DM)及其并发症有关。目前,肌醇(MI)被认为可有效治疗糖尿病患者的胰岛素抵抗和脂质代谢紊乱。我们希望更好地探索基因AS和lncRNAs在糖尿病肝脏糖脂代谢中的潜在作用,以及肌醇治疗的效果,通过转录组分析。
    这项研究分析了四组小鼠的糖脂代谢相关生化指标和肝脏HE染色:对照组(Ctrl组),糖尿病组(DM组),肌醇治疗组(MI组),和二甲双胍治疗组(Met组)。相关基因调节的可变剪接事件(RASEs)和lncRNAs的变化通过肝组织的RNA测序进行分析,共表达分析和功能富集分析用于预测可能涉及肝脏葡萄糖和脂质代谢的lncRNAs和RASEs。
    二甲双胍和肌醇减轻胰岛素抵抗,脂质代谢紊乱,和糖尿病小鼠的肝脂肪变性。转录组测序分析揭示了与脂质代谢和差异表达lncRNAs(DElncRNAs)相关的基因的差异剪接事件。预测了六种不同的lncRNAs及其潜在的相互作用剪接事件。
    本研究揭示了用肌醇治疗后,糖尿病小鼠肝脏中RASEs和lncRNAs的新变化,这可能揭示肌醇延迟和治疗糖尿病肝脏葡萄糖和脂质代谢进展的潜在机制。
    UNASSIGNED: Recent studies have shown that gene alternative splicing (AS) and long noncoding RNAs (lncRNAs) are involved in diabetes mellitus (DM) and its complications. Currently, myo-inositol (MI) is considered as effective for the treatment of insulin resistance and lipid metabolism disorders in diabetes patients. We hope to better explore the potential roles of gene AS and lncRNAs in liver glucose and lipid metabolism in diabetes, as well as the effects of myo-inositol treatment, through transcriptome analysis.
    UNASSIGNED: This study analysed glucose and lipid metabolism-related biochemical indicators and liver HE staining in four groups of mice: the control group (Ctrl group), the diabetes group (DM group), the myo-inositol treatment group (MI group), and the metformin treatment group (Met group). The changes in relevant gene-regulated alternative splicing events (RASEs) and lncRNAs were analysed by RNA sequencing of liver tissue, and coexpression analysis and functional enrichment analysis were used to predict the possible lncRNAs and RASEs involved in liver glucose and lipid metabolism.
    UNASSIGNED: Metformin and myo-inositol alleviated insulin resistance, lipid metabolism disorders, and hepatic steatosis in diabetic mice. Transcriptome sequencing analysis revealed differential splicing events of genes related to lipid metabolism and differentially expressed lncRNAs (DElncRNAs). Six different lncRNAs and their potentially interacting splicing events were predicted.
    UNASSIGNED: The present study revealed novel changes in RASEs and lncRNAs in the livers of diabetic mice following treatment with myo-inositol, which may shed light on the potential mechanisms by which myo-inositol delays and treats the progression of hepatic glucose and lipid metabolism in diabetes.
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  • 文章类型: Journal Article
    研究多囊卵巢综合征(PCOS)与高尿酸血症之间的潜在关联,并阐明潜在的促成因素。
    对603名PCOS女性和604名无PCOS女性进行回顾性研究。人体测量特征,生殖激素概况,测量并比较两组患者的代谢参数。对SUA水平和其他参数之间的相关性进行检查以辨别潜在的相关性。
    与没有PCOS的女性相比,PCOS女性的血清尿酸水平和高尿酸血症的发生率均显示出统计学上的显着升高。尽管如此,根据体重指数(BMI)对研究对象进行分层后,肥胖亚组之间未发现这种统计学差异.Pearson的相关分析强调了BMI作为影响女性SUA水平的一个强有力的因素,无论其PCOS状态如何。此外,多变量线性回归模型表明SUA水平与几个变量之间存在显著正相关,即硫酸脱氢表雄酮(DHEA-S),游离雄激素指数(FAI),总胆固醇(TC),甘油三酯(TG),游离脂肪酸(FFA),空腹胰岛素(FINS),胰岛素抵抗的稳态模型评估(HOMA-IR),胰岛素曲线下面积(AUC-I),丙氨酸氨基转移酶(ALT),和天冬氨酸氨基转移酶(AST)。此外,值得注意的是,高尿酸血症的患病率与空腹血糖(FPG)水平呈正相关,而反过来,它与雌二醇(E2)水平呈负相关。
    PCOS与SUA水平显著升高和高尿酸血症患病率相关。HA,IR,血脂异常可能是PCOS女性高尿酸血症发病的介质。
    UNASSIGNED: To examine the potential association between polycystic ovary syndrome (PCOS) and hyperuricemia and to elucidate the underlying contributory factors.
    UNASSIGNED: Retrospective study on 603 women with PCOS and 604 women without PCOS. Anthropometric features, reproductive hormone profiles, and metabolic parameters were measured and compared between two groups of patients. Examinations of correlations between SUA levels and other parameters were conducted to discern potential correlations.
    UNASSIGNED: Both serum uric acid levels and the incidence of hyperuricemia exhibited statistically significant elevations in women with PCOS when compared to their counterparts without PCOS. Nonetheless, this statistical difference was not found between the obese subgroup after stratifying study subjects by body mass index (BMI). Pearson\'s correlation analysis underscored the prominence of BMI as a robust factor influencing SUA levels in women, regardless of their PCOS status. Furthermore, multivariable linear regression model demonstrated significant positive associations between SUA levels and several variables, namely dehydroepiandrosterone sulfate (DHEA-S), free androgen index (FAI), total cholesterol (TC), triglycerides (TG), free fatty acids (FFA), fasting insulin (FINS), homeostatic model assessment of insulin resistance (HOMA-IR), area under the curve for insulin (AUC-I), alanine aminotransferase (ALT), and aspartate aminotransferase (AST). Additionally, it is noteworthy that the prevalence of hyperuricemia exhibited a positive association with fasting plasma glucose (FPG) levels, while conversely, it displayed a negative association with estradiol (E2) levels.
    UNASSIGNED: PCOS is associated with a significant elevation of SUA level and hyperuricemia prevalence. HA, IR, and dyslipidemia may be the mediators in the pathogenesis of hyperuricemia in women with PCOS.
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  • 文章类型: Journal Article
    分化型甲状腺癌(DTC)的发病率增加与胰岛素抵抗和代谢综合征有关。强调迫切需要开发有效的诊断成像工具来预测分化型甲状腺癌(DTC)患者的肺转移(LM)的非碘活跃状态,以防止不必要的放射性碘治疗(RAI)。
    主要队列包括1962年的496例连续DTC患者的预处理LMs,这些患者接受了胸部CT和随后的治疗后放射性碘SPECT。通过SEV-Net进行自动病变分割后,对SENet深度学习进行了训练,以预测LMs的非碘活跃状态。外部验证队列包含来自其他两家医院的24名连续患者的123名经过预处理的LMs。根据结节的最大直径进一步进行逐步验证。
    SE-Net深度学习网络获得了用于内部和外部验证的受试者工作特征曲线(AUC)下面积值0.879(95%置信区间:0.852-0.906)和0.713(95%置信区间:0.613-0.813)。随着LM直径从≥10mm减小到≤4mm,AUC保持相对稳定,对于最小的结节(≤4mm),该模型的AUC为0.783。决策曲线分析表明,大多数患者受益于使用深度学习来决定放射性I131治疗。
    这项研究提出了一种非侵入性的,放射性较低且全自动的方法可以帮助选择适合的DTC患者进行LMs的RAI治疗。进一步的前瞻性多中心研究以及更大的研究队列和相关代谢因素应解决全面临床转化的可能性。
    UNASSIGNED: The growing incidence of differentiated thyroid cancer (DTC) have been linked to insulin resistance and metabolic syndrome. The imperative need for developing effective diagnostic imaging tools to predict the non-iodine-avid status of lung metastasis (LMs) in differentiated thyroid cancer (DTC) patients is underscored to prevent unnecessary radioactive iodine treatment (RAI).
    UNASSIGNED: Primary cohort consisted 1962 pretreated LMs of 496 consecutive DTC patients with pretreated initially diagnosed LMs who underwent chest CT and subsequent post-treatment radioiodine SPECT. After automatic lesion segmentation by SE V-Net, SE Net deep learning was trained to predict non-iodine-avid status of LMs. External validation cohort contained 123 pretreated LMs of 24 consecutive patients from other two hospitals. Stepwise validation was further performed according to the nodule\'s largest diameter.
    UNASSIGNED: The SE-Net deep learning network yielded area under the receiver operating characteristic curve (AUC) values of 0.879 (95% confidence interval: 0.852-0.906) and 0.713 (95% confidence interval: 0.613-0.813) for internal and external validation. With the LM diameter decreasing from ≥10mm to ≤4mm, the AUCs remained relatively stable, for smallest nodules (≤4mm), the model yielded an AUC of 0.783. Decision curve analysis showed that most patients benefited using deep learning to decide radioactive I131 treatment.
    UNASSIGNED: This study presents a noninvasive, less radioactive and fully automatic approach that can facilitate suitable DTC patient selection for RAI therapy of LMs. Further prospective multicenter studies with larger study cohorts and related metabolic factors should address the possibility of comprehensive clinical transformation.
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