Oral glucose tolerance test

口服葡萄糖耐量试验
  • 文章类型: Journal Article
    Neprilysin是一种普遍存在的肽酶,可以通过切割促胰岛素肽来调节葡萄糖稳态。虽然Neprilysin的整体缺失可以保护小鼠免受高脂饮食(HFD)诱导的胰岛素分泌功能障碍,以组织特异性方式消融脑啡肽的策略有利于限制脱靶效应。因为促胰岛素肽是在肠道中产生的,我们试图确定在饲喂HFD的小鼠中,肠道特异性脑啡肽酶缺失是否对胰岛素分泌产生类似于全局脑啡肽酶缺失的有益作用.通过使Vil-Cre和Floxed脑啡肽酶(NEPfl/fl)小鼠交叉产生肠细胞中脑啡肽酶条件性缺失(NEPGut-/-)的小鼠。Neprilysin活性在NepGut-/-小鼠的整个肠道中几乎被废除,在血浆中相似,NEPGut-/-与对照小鼠的胰腺和肾脏。在基线和HFD喂养14周后进行口服葡萄糖耐量试验,在此期间评估葡萄糖耐量和葡萄糖刺激的胰岛素分泌(GSIS).尽管14周时体重增加相似,NEPGut-/-显示较低的空腹血糖水平,与对照小鼠相比,葡萄糖耐量提高,GSIS增加。总之,肠道特异性脑啡肽缺失概括了在高脂喂养小鼠中整体脑啡肽缺失所观察到的增强的GSIS。因此,特别是在肠道中抑制脑啡肽酶的策略可以防止脂肪诱导的葡萄糖耐受不良和β细胞功能障碍。
    Neprilysin is a ubiquitous peptidase that can modulate glucose homeostasis by cleaving insulinotropic peptides. While global deletion of neprilysin protects mice against high fat diet (HFD)-induced insulin secretory dysfunction, strategies to ablate neprilysin in a tissue-specific manner are favored to limit off-target effects. Since insulinotropic peptides are produced in the gut, we sought to determine whether gut-specific neprilysin deletion confers beneficial effects on insulin secretion similar to that of global neprilysin deletion in mice fed HFD. Mice with conditional deletion of neprilysin in enterocytes (NEPGut-/-) were generated by crossing Vil-Cre and floxed neprilysin (NEPfl/fl) mice. Neprilysin activity was almost abolished throughout the gut in NEPGut-/- mice, and was similar in plasma, pancreas and kidney in NEPGut-/- vs control mice. An oral glucose tolerance test was performed at baseline and following 14 weeks of HFD feeding, during which glucose tolerance and glucose-stimulated insulin secretion (GSIS) were assessed. Despite similar body weight gain at 14 weeks, NEPGut-/- displayed lower fasting plasma glucose levels, improved glucose tolerance and increased GSIS compared to control mice. In conclusion, gut-specific neprilysin deletion recapitulates the enhanced GSIS seen with global neprilysin deletion in high-fat-fed mice. Thus, strategies to inhibit neprilysin specifically in the gut may protect against fat-induced glucose intolerance and beta-cell dysfunction.
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  • 文章类型: Journal Article
    裙带菜(UP)含有多种生物活性物质,如多酚,多糖,和氨基酸,与各种生物学特性有关。本研究旨在评估从UP中获得的三种提取物的抗高血糖作用。在三种不同的条件下提取UP:50°C的低温水提取物(UPLW),90°C的高温水提取物(UPHW),和70%乙醇提取物(UPE)。使用高效液相色谱-三重/飞行时间质谱(HPLC-三重TOF-MS/MS)对三种UP提取物进行非靶向化学分析。随后,α-葡萄糖苷酶抑制(AGI)活性,葡萄糖摄取,在Caco-2细胞单层中评估钠/葡萄糖共转运蛋白1(SGLT1)和葡萄糖转运蛋白2(GLUT2)的mRNA表达。此外,对C57BL/6小鼠进行口服碳水化合物耐受试验.以300mg/kg体重(B.W.)口服给予小鼠UP,并测量血糖水平和曲线下面积(AUC)。与葡萄糖相比,UPLW,UPHW和UPE显着抑制Caco-2细胞单层中的葡萄糖摄取以及SGLT1和GLUT2的mRNA表达。葡萄糖后,麦芽糖,和蔗糖负载,UPLW组的血糖水平和AUC明显低于对照组。这些发现表明,UPLW通过通过葡萄糖转运蛋白调节葡萄糖摄取具有抗高血糖作用,并有望减轻餐后高血糖。因此,UPLW可能具有作为减轻餐后高血糖的功能性食品成分的潜力。
    Undaria pinnatifida (UP) contains multiple bioactive substances, such as polyphenols, polysaccharides, and amino acids, which are associated with various biological properties. This study aimed to evaluate the antihyperglycemic effects of three extracts obtained from UP. UP was extracted under three different conditions: a low-temperature water extract at 50 °C (UPLW), a high-temperature water extract at 90 °C (UPHW), and a 70 % ethanol extract (UPE). Nontargeted chemical profiling using high-performance liquid chromatography-triple/time-of-flight mass spectrometry (HPLC-Triple TOF-MS/MS) was conducted on the three UP extracts. Subsequently, α-glucosidase inhibitory (AGI) activity, glucose uptake, and the mRNA expression of sodium/glucose cotransporter 1 (SGLT1) and glucose transporter 2 (GLUT2) were evaluated in Caco-2 cell monolayers. Furthermore, an oral carbohydrate tolerance test was performed on C57BL/6 mice. The mice were orally administered UP at 300 mg/kg body weight (B.W.), and the blood glucose level and area under the curve (AUC) were measured. Compared with glucose, UPLW, UPHW and UPE significantly inhibited both glucose uptake and the mRNA expression of SGLT1 and GLUT2 in Caco-2 cell monolayers. After glucose, maltose, and sucrose loading, the blood glucose levels and AUC of the UPLW group were significantly lower than those of the control group. These findings suggest that UPLW has antihyperglycemic effects by regulating glucose uptake through glucose transporters and can be expected to alleviate postprandial hyperglycemia. Therefore, UPLW may have potential as a functional food ingredient for alleviating postprandial hyperglycemia.
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  • 文章类型: Journal Article
    背景:患有囊性纤维化(CF)的成年人每年都要接受CF相关糖尿病的筛查。这些测试代表了负担并且可能导致不期望的效果,导致低粘附性。这项研究的目的是1)比较金标准住院口服葡萄糖耐量测试(OGTT)与家庭选择,和2)评估在家选择的可接受性。
    方法:共有34名患有CF的成年人在两周内在标准化条件下接受了3种类型的OGTT:1)在医院使用75克葡萄糖饮料,2)在家里用同样的葡萄糖饮料,和3)在家里使用标准化数量的糖果。在OGTT之前测量葡萄糖水平,1和2小时后。葡萄糖测量的一致性,评估了三种选择的副作用和总体评价。
    结果:在三个测试中,平均血糖是相当的。葡萄糖耐量分类(正常,糖耐量受损,或糖尿病)在59%的葡萄糖饮料和75%的糖果参与者中与医院参考测试一致。所有类型的OGTT的副作用都很轻微,94%的参与者更喜欢家庭选择。在家庭OGTT中,葡萄糖饮料比糖果更受欢迎。
    结论:基于家庭的OGTT可以替代基于医院的黄金标准OGTT测试,提高对年度测试的依从性并降低成本。然而,各种OGTT检测方法之间的差异可能导致诊断困境.这种方法应该在更大的样本量上进行测试。
    BACKGROUND: Adult people living with Cystic Fibrosis (CF) undergo annual screening for CF-related diabetes. These tests represent a burden and can lead to undesirable effects resulting in low adherence. The objectives of this study were to 1) compare gold-standard in-hospital oral glucose tolerance testing (OGTT) with at-home options, and 2) evaluate acceptability of at-home options.
    METHODS: A total of 34 adults living with CF undertook 3 types of OGTTs in standardized conditions within two weeks: 1) in a hospital using a 75 g glucose beverage, 2) at home with the same glucose beverage, and 3) at home using a standardized quantity of candy. Glucose levels were measured prior to the OGTT, after 1 and 2 hours. Concordance of glucose measurement, side effects and general appreciation were assessed across the three options.
    RESULTS: Mean blood glucose was comparable among the three tests. Glucose tolerance categorization (normal, impaired glucose tolerance, or diabetes) was concordant with the hospital reference test in 59 % of participants for the glucose beverage and 75 % for the candies. Side effects were mild with all types of OGTTs, and 94 % of participants preferred the home options. Among the at-home OGTTs, the glucose beverage was preferred to the candy option.
    CONCLUSIONS: Home-based OGTT could be an alternative to gold standard hospital-based OGTT testing, improving adherence to annual testing and reducing costs. However, the discrepancy between various OGTT testing methods could lead to diagnosis dilemma. This approach should be tested on a larger sample size.
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  • 文章类型: Case Reports
    虽然糖尿病是氯氮平最常见的副作用之一,一种治疗精神分裂症的药物,据我们所知,目前尚无关于氯氮平诱导的精神分裂症患者葡萄糖耐受不良或低血糖的研究.
    我们报告了一例精神分裂症,由于氯氮平治疗期间糖耐量异常而反复出现反应性低血糖。在精神分裂症患者服用氯氮平期间,由于反应性低血糖和高血糖,有必要监测身体和精神症状。如果糖耐量异常是一个问题,应使用血液或口服葡萄糖耐量试验及时发现。
    对糖耐量受损的早期干预可防止氯氮平因糖尿病或高血糖而停药。
    UNASSIGNED: Although diabetes is one of the most common side effects of clozapine, a medication for the treatment of schizophrenia, to the best of our knowledge no study exists on clozapine-induced glucose intolerance or hypoglycemia in patients with schizophrenia.
    UNASSIGNED: We report a case of schizophrenia with repeated reactive hypoglycemia due to abnormal glucose tolerance during clozapine treatment. During clozapine administration in patients with schizophrenia, it is necessary to monitor physical and psychiatric symptoms due to reactive hypoglycemia and hyperglycemia. If abnormal glucose tolerance is a concern, it should be promptly detected using blood or oral glucose tolerance tests.
    UNASSIGNED: Early intervention for impaired glucose tolerance may prevent clozapine discontinuation due to diabetes or hyperglycemia.
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  • 文章类型: Journal Article
    胰岛素瘤是反复低血糖的原因之一,急诊科入院的主要投诉之一。诊断胰岛素瘤的金标准是72小时的空腹测试,由于需要住院治疗,因此不方便且效率低下。研究发现,在OGTT期间测量胰岛素和C肽可能有助于诊断胰岛素瘤。我们旨在评估OGTT在胰岛素瘤诊断中的诊断价值。
    文献检索于2022年8月19日使用多个数据库(MEDLINE,Scopus,Embase,和科学直接)。包括所有测量OGTT作为诊断胰岛素瘤的诊断工具和72小时空腹测试作为参考标准的研究。所选研究的质量评估基于牛津大学循证医学中心和诊断准确性质量评估-2工具(QUADAS-2)。对纳入的研究进行定性分析。本研究在PROSPERO(CRD42022360205)上注册。
    共纳入两项病例对照研究(106例患者),存在偏倚风险,适用性关注度低。两项研究表明,在OGTT期间测量的胰岛素和C肽水平的组合具有高特异性,灵敏度,正预测值,与参考标准相比,诊断胰岛素瘤的阴性预测值。在一项研究中,8.305-(0.441×胰岛素2-h/0-h)-(1.679×C肽1-h/0-h)>0.351的逻辑回归模型具有最高的诊断价值(AUC0.97,敏感性86.5%,特异性95.2%,PPV94.1,净现值88.9)。
    在两项小型病例对照研究中发现,在2小时OGTT期间测量0小时和2小时胰岛素和C肽水平,共有106名患者具有良好的敏感性和特异性。然而,由于这些限制,未来的研究仍需验证OGTT在胰岛素瘤诊断中的潜在用途.
    UNASSIGNED: Insulinoma is one of the causes of recurrent hypoglycemia, one of the chief complaints for emergency department admission. The gold standard in diagnosing insulinoma is a 72-hour fasting test which is inconvenient and inefficient as it requires hospitalization. Research has found that measurement of insulin and C-peptide during OGTT may help diagnose insulinoma. We aimed to assess the diagnostic value of OGTT in diagnosing insulinoma.
    UNASSIGNED: The literature search was conducted on 19 August 2022 using several databases (MEDLINE, Scopus, Embase, and ScienceDirect). All studies that measured OGTT as diagnostic tools in diagnosing insulinoma and 72-hour fasting test as reference standard were included. The quality assessment of the selected studies was based on the Centre of Evidence-Based Medicine University of Oxford and the Quality Assessment of Diagnostic Accuracy-2 tool (QUADAS-2). Analysis of the included studies was performed qualitatively. This study was registered on PROSPERO (CRD42022360205).
    UNASSIGNED: A total of two case-control studies (106 patients) were included, which were at risk of bias and low concern of applicability. Both studies demonstrated that the combination of insulin and C-peptide levels measured during OGTT had high specificity, sensitivity, positive predictive value, and negative predictive value in diagnosing insulinoma compared to the reference standard. A logistic regression model of 8.305 - (0.441 × insulin 2-h/0-h) - (1.679 × C-peptide 1-h/0-h) >0.351 has the highest diagnostic value in one study (AUC 0.97, Sensitivity 86.5%, Specificity 95.2%, PPV 94.1, NPV 88.9).
    UNASSIGNED: The measurement of 0-h and 2-h insulin and C-peptide levels during 2-h OGTT was found in two small case-control studies with a total of 106 patients to have good sensitivity and specificity. However, due to these limitations, future research is still needed to validate the potential use of OGTT for the diagnosis of insulinoma.
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  • 文章类型: Journal Article
    目的:评估波哥大和巴兰基亚2型糖尿病(T2D)高危人群的社会人口统计学和临床因素与体重指数(BMI)之间的关系,哥伦比亚。
    方法:本横断面研究使用PREDICOL研究的数据。FINDRISC≥12且接受口服葡萄糖耐量试验(OGTT)的参与者被纳入研究(n=1166)。最终分析样本量为1101名参与者。数据缺失者被排除在分析之外(n=65)。主要结果是体重指数(BMI),被归类为正常,超重,和肥胖。我们使用未调整和调整的序数逻辑回归分析来计算比值比(OR)和95%置信区间(CI)。
    结果:超重和肥胖的患病率分别为41%(n=449)和47%(n=517),分别。2小时葡萄糖≥139mg/dl的参与者超重或肥胖(关于正常体重)的几率是2小时葡萄糖值正常的参与者的1.71倍。此外,作为一个女人,腰围改变,血压>120/80mmHg与较高的BMI有统计学意义。
    结论:控制血糖的策略,血压,有T2D风险的人需要中心肥胖。未来的研究应以地域和性别为重点,考虑到行为,和社会文化模式。
    OBJECTIVE: To assess the association between sociodemographic and clinical factors with body mass index (BMI) in a population at risk of type 2 diabetes (T2D) in Bogotá and Barranquilla, Colombia.
    METHODS: This cross-sectional study used data from the PREDICOL Study. Participants with a FINDRISC ≥ 12 who underwent an Oral Glucose Tolerance Test (OGTT) were included in the study (n=1166). The final analytical sample size was 1101 participants. Those with missing data were excluded from the analysis (n=65). The main outcome was body mass index (BMI), which was categorized as normal, overweight, and obese. We utilized unadjusted and adjusted ordinal logistic regression analysis to calculate odds ratios (OR) and 95 % confidence intervals (CI).
    RESULTS: The prevalence of overweight and obesity was 41 % (n=449) and 47 % (n=517), respectively. Participants with a 2-hour glucose ≥139 mg/dl had 1.71 times higher odds of being overweight or obese (regarding normal weight) than participants with normal 2-hour glucose values. In addition, being a woman, waist circumference altered, and blood pressure >120/80 mmHg were statistically significantly associated with a higher BMI.
    CONCLUSIONS: Strategies to control glycemia, blood pressure, and central adiposity are needed in people at risk of T2D. Future studies should be considered with a territorial and gender focus, considering behavioral, and sociocultural patterns.
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  • 文章类型: Journal Article
    我们先前的研究显示,超过50%的移植前葡萄糖耐量受损(IGT)的受体在肾移植后改善为正常的葡萄糖耐量。然而,机制尚不清楚。我们旨在调查在移植前IGT的日本肾移植受者中,葡萄糖耐量的变化是否与β细胞功能和胰岛素抵抗有关。在265名接受肾移植的受者中,包括54例移植前IGT。我们根据口服葡萄糖耐量试验(OGTT)获得的葡萄糖曲线下面积的变化,将接受者分为改善组和非改善组。通过胰岛素分泌敏感性指数-2(ISSI-2)和处置指数(DI)估计β细胞功能。通过Matsuda指数(MI)和胰岛素抵抗的稳态模型评估(HOMA-IR)来评估胰岛素抵抗。改良组移植后ISSI-2、DI显著升高(P<0.01,P<0.05),但在未改善的组中没有。ΔISSI-2和ΔDI与移植前60分钟OGTT血浆葡萄糖水平显着正相关(均P<0.01)。移植后两组间MI或HOMA-IR无差异。在没有接受移植前透析的接受者中,Δ血尿素氮(BUN)与ΔDI之间存在显着负相关(相关系数:-0.48,P<0.05)。在移植前的IGT接受者中,肾移植后葡萄糖耐量的改善与β细胞功能的改善有关.60分钟OGTT血浆葡萄糖水平越高,移植后β细胞功能的改善越大。移植后BUN的改善与β细胞功能的改善有关。
    Our previous study revealed over 50% of recipients with pre-transplant impaired glucose tolerance (IGT) improved to normal glucose tolerance after kidney transplantation. However, the mechanism is unclear. We aimed to investigate whether the changes in glucose tolerance are associated with beta-cell function and insulin resistance in Japanese kidney transplant recipients with pre-transplant IGT. Of the 265 recipients who received kidney transplantation, 54 with pre-transplant IGT were included. We divided the recipients into improvement and non-improvement groups according to the change in the area under the curve for glucose obtained from the oral glucose tolerance test (OGTT). Beta-cell function was estimated by the insulin secretion sensitivity index-2 (ISSI-2) and the disposition index (DI). Insulin resistance was estimated by the Matsuda index (MI) and the homeostasis model assessment of insulin resistance (HOMA-IR). ISSI-2, DI increased significantly after transplantation in the improved group (P<0.01, P<0.05, respectively), but not in the non-improved group. ΔISSI-2 and ΔDI were significantly and positively associated with pre-transplant 60-minute OGTT plasma glucose levels (both P<0.01). There were no differences in MI or HOMA-IR between these two groups after transplantation. In recipients not on pre-transplant dialysis, a significant negative association was found between Δblood urea nitrogen (BUN) and ΔDI (correlation coefficient: -0.48, P<0.05). In pre-transplant IGT recipients, improvements in glucose tolerance after kidney transplantation were linked to improvements in beta-cell function. The higher the 60-minute OGTT plasma glucose level, the greater the improvement in post-transplant beta-cell function. Improvements in BUN after transplantation were associated with improvements in beta-cell function.
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  • 文章类型: Journal Article
    本研究旨在调查口服葡萄糖耐量试验(OGTT)后一小时血浆葡萄糖(PG)值>155mg/dl的糖尿病前期个体与一小时PG值≤155mg/dl的个体之间的脂质水平是否存在差异。
    这项回顾性横断面研究于2020年8月启动,并于2021年6月结束,对229名糖尿病前期患者进行了研究医院糖尿病诊所的研究。进行相关分析以探讨OGTT值与血脂水平之间的关系。此外,根据OGTT后一小时PG值为155mg/dl将患者分为两组,并且使用Mann-WhitneyU检验检查两组之间血清脂质水平是否存在任何差异。采用SPSS20软件进行统计分析,认为P<0.05有统计学意义。
    在纳入研究的229名糖尿病前期患者中,172个女人OGTT后一小时PG≤155mg/dl的患者为86例,而>155mg/dl的患者为143例。在高密度脂蛋白(HDL-C)和甘油三酸酯(TG)水平方面,OGTTPG>155mg/dl后一小时的组与≤155mg/dl的组之间存在统计学上的显着差异。一小时PG和HDL-C之间存在统计学上显著的负相关。
    HDL-C和TG水平的评估在一小时OGTTPG水平大于155mg/dL的糖尿病前期患者中很重要。
    UNASSIGNED: This study aimed to investigate whether there is a difference in lipid levels between prediabetic individuals with one-hour post-Oral Glucose Tolerance Test (OGTT) plasma glucose (PG) values > 155 mg/dl and those with one-hour PG values ≤ 155 mg/dl.
    UNASSIGNED: This retrospective cross sectional study was initiated on August 2020 and concluded on June 2021, and conducted with 229 prediabetic patients who presented to the Diabetes Clinic of the Research Hospital. A correlation analysis was performed to investigate the relationship between OGTT values and serum lipid levels. Additionally, the patients were divided into two groups based on the one-hour post-OGTT PG value of 155 mg/dl, and the presence of any difference in serum lipid levels between the two groups was examined using the Mann-Whitney U test. The SPSS 20 software was used for statistical analysis, and a statistical significance level of P < 0.05 was considered.
    UNASSIGNED: Out of the 229 prediabetic patients included in the study, 172 were female. The number of patients with one-hour post-OGTT PG ≤ 155 mg/dl was 86, while those with values > 155 mg/dl were 143. A statistically significant difference was found between the group with one-hour post-OGTT PG > 155 mg/dl and the group with ≤ 155 mg/dl in terms of high-density lipoprotein (HDL-C) and triglyceride (TG) levels. There was a statistically significant negative correlation between one-hour PG and HDL-C.
    UNASSIGNED: The evaluation of HDL-C and TG levels is important in prediabetic patients with a one-hour OGTT PG level greater than 155 mg/dL.
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  • 文章类型: Journal Article
    这项研究调查了慢性杏仁与饼干食用8周后对急性葡萄糖激发的动态反应(clinicaltrials.govID:NCT03084003)。73名年轻人(年龄:18-19岁,BMI:18-41kg/m2)参加了为期8周的随机分组,控制,平行臂干预,并随机分配食用杏仁(2盎司/天,n=38)或全麦饼干的等热量控制零食(325千卡/天,n=35),每天8周。每组20名参与者在8周干预结束时接受2小时口服葡萄糖耐量试验(oGTT)。使用非靶向代谢组学对oGTT血清样品中的代谢物丰度进行定量,以及针对免费PUFA的针对性分析,总脂肪酸,氧化脂素,和内源性大麻素。多变量,单变量,和化学富集分析进行,以确定显著的代谢变化。研究结果表现出双相脂质反应,其特征是在oGTT的早期阶段中不饱和甘油三酸酯的水平较高,而在杏仁与饼干组的后期阶段中不饱和甘油三酸酯的水平较低(p值<0.05,化学富集分析)。杏仁(vs.饼干)的消耗也与120分钟的氨基丙二酸的AUC较高相关,和氧化脂素(p值<0.05),但降低AUC120分钟的L-胱氨酸,N-乙酰甘露糖胺,和异十七烷酸(p值<0.05)。此外,杏仁组的松田指数与CE22:6(r=-0.46;p值<0.05)和12,13DiHOME(r=0.45;p值<0.05)的AUC120分钟相关。杏仁消费8周导致动态,响应急性葡萄糖挑战的差异变化,以参与代谢和生理途径的脂质和氨基酸介质的改变为标志。
    This study investigated the dynamic responses to an acute glucose challenge following chronic almond versus cracker consumption for 8 weeks (clinicaltrials.gov ID: NCT03084003). Seventy-three young adults (age: 18-19 years, BMI: 18-41 kg/m2) participated in an 8-week randomized, controlled, parallel-arm intervention and were randomly assigned to consume either almonds (2 oz/d, n=38) or an isocaloric control snack of graham crackers (325 kcal/d, n=35) daily for 8 weeks. Twenty participants from each group underwent a 2-hour oral glucose tolerance test (oGTT) at the end of the 8-week intervention. Metabolite abundances in the oGTT serum samples were quantified using untargeted metabolomics, and targeted analyses for free PUFAs, total fatty acids, oxylipins, and endocannabinoids. Multivariate, univariate, and chemical enrichment analyses were conducted to identify significant metabolic shifts. Findings exhibit a biphasic lipid response distinguished by higher levels of unsaturated triglycerides in the earlier periods of the oGTT followed by lower levels in the latter period in the almond versus cracker group (p-value<0.05, chemical enrichment analyses). Almond (vs. cracker) consumption was also associated with higher AUC120 min of aminomalonate, and oxylipins (p-value<0.05), but lower AUC120 min of L-cystine, N-acetylmannosamine, and isoheptadecanoic acid (p-value<0.05). Additionally, the Matsuda Index in the almond group correlated with AUC120 min of CE 22:6 (r=-0.46; p-value<0.05) and 12,13 DiHOME (r=0.45; p-value<0.05). Almond consumption for 8 weeks leads to dynamic, differential shifts in response to an acute glucose challenge, marked by alterations in lipid and amino acid mediators involved in metabolic and physiological pathways.
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  • 文章类型: Journal Article
    目的:妊娠期糖尿病(GDM)是一种异质性疾病。鉴于患者之间的差异,使用常规临床变量识别不同GDM亚组的能力可以指导更个性化的治疗.我们的主要目的是通过使用常规临床变量的聚类分析来识别不同的GDM亚型。并分析这些亚组的治疗需求和妊娠结局.
    方法:在这项队列研究中,我们分析了在两家中欧医院接受治疗的2682名GDM妇女的数据集(1865名参与者来自柏林Charité大学医院,817名参与者来自维也纳医科大学),在2015年至2022年之间收集。我们评估了各种聚类模型,包括k-means,k-medoids和凝聚层次聚类。内部验证技术用于指导最佳模型选择,而独立测试集的外部验证用于评估模型的可泛化性。在确定的集群中分析了临床结果,例如特定的治疗需求以及母体和胎儿的并发症。
    结果:我们的最佳模型从常规可用变量中确定了三个集群,即产妇年龄,孕前BMI(BMIPG)和空腹以及诊断OGTT后60和120分钟的血糖水平(分别为OGTT0,OGTT60和OGTT120)。第1组以最高的OGTT值和肥胖患病率为特征。第2组显示中等BMIPG和升高的OGTT0,而第3组主要由BMIPG正常且OGTT60和OGTT120值较高的参与者组成。治疗方式和临床结果因组而异。特别是,第1组参与者对降血糖药物的需求高得多(39.6%的参与者,相比之下,集群2和集群3分别为12.9%和10.0%,p<0.0001)。第1组参与者分娩大胎龄婴儿的风险也较高。在外部验证队列中观察到集群2和集群3之间基于胰岛素的治疗类型的差异。
    结论:我们的发现证实了GDM的异质性。亚组(集群)的识别有可能帮助临床医生定义更量身定制的治疗方法,以改善孕产妇和新生儿结局。
    OBJECTIVE: Gestational diabetes mellitus (GDM) is a heterogeneous condition. Given such variability among patients, the ability to recognise distinct GDM subgroups using routine clinical variables may guide more personalised treatments. Our main aim was to identify distinct GDM subtypes through cluster analysis using routine clinical variables, and analyse treatment needs and pregnancy outcomes across these subgroups.
    METHODS: In this cohort study, we analysed datasets from a total of 2682 women with GDM treated at two central European hospitals (1865 participants from Charité University Hospital in Berlin and 817 participants from the Medical University of Vienna), collected between 2015 and 2022. We evaluated various clustering models, including k-means, k-medoids and agglomerative hierarchical clustering. Internal validation techniques were used to guide best model selection, while external validation on independent test sets was used to assess model generalisability. Clinical outcomes such as specific treatment needs and maternal and fetal complications were analysed across the identified clusters.
    RESULTS: Our optimal model identified three clusters from routinely available variables, i.e. maternal age, pre-pregnancy BMI (BMIPG) and glucose levels at fasting and 60 and 120 min after the diagnostic OGTT (OGTT0, OGTT60 and OGTT120, respectively). Cluster 1 was characterised by the highest OGTT values and obesity prevalence. Cluster 2 displayed intermediate BMIPG and elevated OGTT0, while cluster 3 consisted mainly of participants with normal BMIPG and high values for OGTT60 and OGTT120. Treatment modalities and clinical outcomes varied among clusters. In particular, cluster 1 participants showed a much higher need for glucose-lowering medications (39.6% of participants, compared with 12.9% and 10.0% in clusters 2 and 3, respectively, p<0.0001). Cluster 1 participants were also at higher risk of delivering large-for-gestational-age infants. Differences in the type of insulin-based treatment between cluster 2 and cluster 3 were observed in the external validation cohort.
    CONCLUSIONS: Our findings confirm the heterogeneity of GDM. The identification of subgroups (clusters) has the potential to help clinicians define more tailored treatment approaches for improved maternal and neonatal outcomes.
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