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Diabetic Charcot neuroarthropathy: A threat to both limb and life. 糖尿病夏科神经关节病:威胁肢体和生命
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-09 DOI: 10.1111/dom.15994
David S H Bell, Terri Jerkins

Diabetic Charcot neuroarthropathy (DCN), first described in 1936, occurs in less than 1% of diabetic patients, but in those diabetic subjects with distal symmetrical polyneuropathy, the overall incidence increases to 30% and the risk is even greater in those with type 1 diabetes. Factors that precipitate DCN are trauma, ischaemia due to arterio-venous shunting, increased osteoclastic activity and inflammation. DCN usually presents with a painless swollen foot and/or ankle which is 'hot to the touch'. These clinical findings are soon followed by characteristic magnetic resonance imaging (MRI) abnormalities and later X-ray changes. The joints that are most typically involved in chronological order are the tarsometatarsals followed by the naviculocuniform, sub-tarsal, talonavicular and metatarsal and tarsophalangeal. The cornerstone of therapy is prolonged (3-12 months) offloading with immobilization. Bisphosphonates may possibly accelerate recovery, whereas other unproven possible therapies include rhPTH, 1-34, calcitonin and methylprednisolone, which are not only ineffective but in some cases may also prolong the time to healing. Denosumab is potentially an efficacious, if unproven, therapy to accelerate healing. The risk of amputation is high and increases in the presence of a foot ulcer. DCN is associated with manifestations of autonomic neuropathy, including cardiac denervation, so that the risks of a cardiac event and heart failure are increased with DCN. Mortality is also increased with DCN, especially in the presence of a foot ulcer. To avoid the recurrence of DCN and especially to lower the risk of the recurrence of a foot ulcer recurrence reconstructive, surgery may be needed.

糖尿病性夏科神经关节病(DCN)于 1936 年首次被描述,发病率不到糖尿病患者的 1%,但在那些患有远端对称性多发性神经病变的糖尿病患者中,总发病率会增加到 30%,1 型糖尿病患者的发病风险甚至更高。诱发 DCN 的因素包括创伤、动静脉分流导致的缺血、破骨活性增强和炎症。DCN 通常表现为无痛性足部和/或踝部肿胀,"摸上去发热"。在这些临床表现之后,很快就会出现特征性的磁共振成像(MRI)异常和随后的 X 射线变化。按时间顺序排列,最典型的受累关节是跖跗关节,其次是舟状关节、跗骨下关节、距骨关节、跖骨关节和跗关节。治疗的基础是长期(3-12 个月)的卸载和固定。双膦酸盐可能会加速康复,而其他未经证实的可能疗法包括rhPTH、1-34、降钙素和甲基强的松龙,这些疗法不仅无效,在某些情况下还可能延长愈合时间。地诺单抗可能是一种有效的加速愈合的疗法,尽管尚未得到证实。截肢的风险很高,如果伴有足部溃疡,截肢的风险还会增加。DCN 与自律神经病变(包括心脏神经支配)有关,因此 DCN 会增加心脏事件和心力衰竭的风险。DCN 的死亡率也会升高,尤其是在有足部溃疡的情况下。为了避免 DCN 复发,尤其是降低足部溃疡复发的风险,可能需要进行重建手术。
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引用次数: 0
Cost-effectiveness of finerenone added to standard of care for patients with type 2 diabetes-related chronic kidney disease in the United States. 美国 2 型糖尿病相关慢性肾病患者标准治疗中添加非格列酮的成本效益。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-08 DOI: 10.1111/dom.15997
Cailin Zheng, Jinneng Wu, Na Li, Xiaoxia Wei, Zhixiong Huang, Lingbin Chen, Zhou Chen

Aim: To examine the cost-effectiveness of adding finerenone to standard of care (SoC) for treating type 2 diabetes mellitus (T2DM)-related chronic kidney disease (CKD) in the United States.

Materials and methods: Based on the clinical data analysed by FIDELITY, we referenced the validated FINE-CKD model (Markov model) to evaluate the cost-effectiveness of SoC versus SoC + finerenone from the perspective of US payers. The model was cycled for 35 years in 4-month cycles, with cost and utility values derived from the published literature. The primary outcomes were incremental cost-effectiveness ratio (ICER) and quality-adjusted life years (QALYs). Deterministic and probabilistic sensitivity analyses were conducted to assess the robustness of the base-case results.

Results: The treatment strategy of finerenone plus SoC led to gains of 6.95 QALYs and had a lifetime cost of $491 745.31. Compared to SoC, that strategy yielded 0.48 more QALYs at an added cost of $65 305.72. The ICER for finerenone was $135 257.06 per QALY, which is below the willingness-to-pay threshold of United States ($150 000/QALY). The results were sensitive to the hazard ratios associated with the efficacy of finerenone and its cost. Probabilistic sensitivity analyses showed that the probability that finerenone plus SoC would be cost-effective was 57.6%.

Conclusions: For patients with T2DM-related CKD, adding finerenone to SoC may be a cost-effective option in the United States. Reasonable price reductions for finerenone could potentially benefit more patients.

目的:研究在美国治疗 2 型糖尿病(T2DM)相关慢性肾病(CKD)的标准护理(SoC)中添加非格列酮的成本效益:根据 FIDELITY 分析的临床数据,我们参考了经过验证的 FINE-CKD 模型(马尔可夫模型),从美国支付方的角度评估了 SoC 与 SoC + 非格列酮的成本效益。该模型以 4 个月为周期循环 35 年,成本和效用值来自已发表的文献。主要结果是增量成本效益比 (ICER) 和质量调整生命年 (QALY)。进行了确定性和概率敏感性分析,以评估基础病例结果的稳健性:非格列酮加 SoC 的治疗策略可获得 6.95 QALYs 的收益,终生成本为 491 745.31 美元。与 SoC 相比,该策略的 QALYs 增加了 0.48 个,成本增加了 65 305.72 美元。非格列酮的 ICER 为 135 257.06 美元/QALY,低于美国的支付意愿阈值(150 000 美元/QALY)。研究结果对非内瑞酮疗效和成本的相关危险比很敏感。概率敏感性分析表明,非格列酮加 SoC 具有成本效益的概率为 57.6%:结论:在美国,对于 T2DM 相关性 CKD 患者而言,在 SoC 中添加非格列酮可能是一种具有成本效益的选择。非格列酮的合理降价有可能使更多患者受益。
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引用次数: 0
Relationship of high-density lipoprotein subfractions and apolipoprotein A-I with fat in the pancreas. 高密度脂蛋白亚组分和载脂蛋白 A-I 与胰腺脂肪的关系。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-08 DOI: 10.1111/dom.15990
Yutong Liu, Xiatiguli Shamaitijiang, Loren Skudder-Hill, Wandia Kimita, Ivana R Sequeira-Bisson, Maxim S Petrov

Aim: To investigate the associations of high-density lipoprotein (HDL) subfractions and apolipoprotein A-I (apo A-I) with fat in the pancreas.

Methods: A total of 170 individuals were studied. All participants underwent magnetic resonance imaging on a single 3.0-Tesla scanner to determine the presence/absence of fatty pancreas. HDL subfractions were measured using a commercially available lipoprotein subfractions testing system and classed as large, intermediate and small HDL. Both unadjusted and adjusted (accounting for demographics, anthropometrics, insulin resistance and other covariates) logistic regression models were built.

Results: Individuals with fatty pancreas had significantly lower circulating levels of the large HDL class and apo A-I. Every unit decrease in the large HDL class was associated with a 93% increase in the likelihood of fatty pancreas in the most adjusted model (P < .001). Every unit decrease in apo A-I was associated with a 45% increase in the likelihood of fatty pancreas in the most adjusted model (P = .012). The intermediate and small HDL classes were not significantly associated with fatty pancreas.

Conclusions: Fat in the pancreas is inversely associated with the circulating levels of large HDL particles and apo A-I. Purposely designed studies are warranted to investigate the potential of fatty pancreas as an indicator of the risk of cardiovascular diseases.

目的:研究高密度脂蛋白(HDL)亚组分和载脂蛋白A-I(apo A-I)与胰腺脂肪的关系:方法:共对 170 人进行了研究。所有参与者都在一台 3.0 特斯拉扫描仪上进行了磁共振成像,以确定是否存在脂肪胰腺。使用市售的脂蛋白亚组分测试系统测量高密度脂蛋白亚组分,并将其分为大型、中型和小型高密度脂蛋白。建立了未调整和调整(考虑人口统计学、人体测量学、胰岛素抵抗和其他协变量)逻辑回归模型:结果:脂肪胰腺患者循环中的大高密度脂蛋白和载脂蛋白 A-I 水平明显较低。在调整程度最高的模型中,大高密度脂蛋白水平每降低一个单位,患脂肪胰腺的可能性就会增加 93%(P 结论:脂肪胰腺与高密度脂蛋白水平有关:胰腺中的脂肪与大高密度脂蛋白颗粒和载脂蛋白 A-I 的循环水平成反比。有必要进行专门设计的研究,以调查脂肪胰腺作为心血管疾病风险指标的潜力。
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引用次数: 0
Prevalence of individuals with diabetes and chronic kidney disease indicated for finerenone treatment in the United States: A National Health and Nutrition Examination Survey-based estimation. 美国糖尿病和慢性肾病患者接受非格列酮治疗的比例:基于全国健康与营养调查的估算。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.16006
Xiufang Kong, Wei Wang
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引用次数: 0
Somatic and mental symptoms associated with dysglycaemia, diabetes-related complications and mental conditions in people with diabetes: Assessments in daily life using continuous glucose monitoring and ecological momentary assessment. 与糖尿病患者血糖异常、糖尿病相关并发症和精神状况有关的躯体和精神症状:利用连续血糖监测和生态瞬间评估对日常生活进行评估。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.15983
Norbert Hermanns, Dominic Ehrmann, Bernhard Kulzer, Laura Klinker, Thomas Haak, Andreas Schmitt

Aim: To analyse the potential drivers (glucose level, complications, diabetes type, gender, age and mental health) of diabetes symptoms using continuous glucose monitoring (CGM) and ecological momentary assessment.

Materials and methods: Participants used a smartphone application to rate 25 diabetes symptoms in their daily lives over 8 days. These symptoms were grouped into four blocks so that each symptom was rated six times on 2 days (noon, afternoon and evening). The symptom ratings were associated with the glucose levels for the previous 2 hours, measured with CGM. Linear mixed-effects models were used, allowing for nested random effects and the conduct of N = 1 analysis of individual associations.

Results: In total, 192 individuals with type 1 diabetes and 179 with type 2 diabetes completed 6380 app check-ins. Four symptoms showed a significant negative association with glucose values, indicating higher ratings at lower glucose (speech difficulties, P = .003; coordination problems, P = .00005; confusion, P = .049; and food cravings, P = .0003). Four symptoms showed a significant positive association with glucose values, indicating higher scores at higher glucose (thirst, P = .0001; urination, P = .0003; taste disturbances, P = .021; and itching, P = .0120). There were also significant positive associations between microangiopathy and eight symptoms. Elevated depression and diabetes distress were associated with higher symptom scores. N = 1 analysis showed highly idiosyncratic associations between symptom reports and glucose levels.

Conclusions: The N = 1 analysis facilitated the creation of personalized symptom profiles related to glucose levels with consideration of factors such as complications, gender, body mass index, depression and diabetes distress. This approach can enhance precision monitoring for diabetes symptoms in precision medicine.

目的:利用连续血糖监测(CGM)和生态瞬间评估分析糖尿病症状的潜在驱动因素(血糖水平、并发症、糖尿病类型、性别、年龄和心理健康):参与者在 8 天内使用智能手机应用程序对日常生活中的 25 种糖尿病症状进行评分。这些症状被分为四组,每组症状在两天内(中午、下午和晚上)被评分六次。症状评分与 CGM 测量的前 2 小时血糖水平相关联。采用线性混合效应模型,允许嵌套随机效应,并对个体关联进行 N = 1 分析:共有 192 名 1 型糖尿病患者和 179 名 2 型糖尿病患者完成了 6380 次应用程序签到。四种症状与血糖值呈显著负相关,表明血糖越低,评分越高(语言障碍,P = .003;协调问题,P = .00005;困惑,P = .049;食物渴望,P = .0003)。四种症状与血糖值呈显著正相关,表明血糖越高,得分越高(口渴,P = .0001;排尿,P = .0003;味觉障碍,P = .021;瘙痒,P = .0120)。微血管病变与八种症状之间也存在明显的正相关。抑郁和糖尿病困扰与较高的症状评分相关。N = 1分析显示症状报告与血糖水平之间存在高度特异性关联:N = 1分析有助于在考虑并发症、性别、体重指数、抑郁和糖尿病困扰等因素的基础上,建立与血糖水平相关的个性化症状档案。这种方法可以在精准医疗中加强对糖尿病症状的精准监测。
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引用次数: 0
A randomized phase I study of BI 1820237, a novel neuropeptide Y receptor type 2 agonist, alone or in combination with low-dose liraglutide in otherwise healthy men with overweight or obesity. 一项关于新型神经肽 Y 受体 2 型激动剂 BI 1820237 单独或与小剂量利拉鲁肽联合治疗超重或肥胖的健康男性的随机 I 期研究。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.15984
Nadine Beetz, Brigitte Kalsch, Thomas Forst, Bernhard Schmid, Armin Schultz, Anita M Hennige

Aims: Pharmacotherapeutic options for obesity treatment include glucagon-like peptide-1 receptor (GLP-1R) agonists, for example, liraglutide. However, an unmet need remains, particularly in patients with a high body mass index (BMI), as GLP-1R agonists are associated with gastrointestinal adverse events (AEs) and some patients do not respond to treatment. Neuropeptide Y (NPY) and peptide YY bind G-protein-coupled Y receptors and represent attractive targets for modulating bodyweight.

Materials and methods: This first-in-human, three-part, partially blinded phase I study (NCT04903509) investigated the safety, tolerability, pharmacokinetics (PK) and pharmacodynamics (PD) of single ascending doses of the peptidic NPY2R agonist BI 1820237, with/without low-dose liraglutide: part 1 (participants randomized to receive BI 1820237: 0.075-2.4 mg or placebo), part 2 (BI 1820237: 1.2 mg or placebo) and part 3 (BI 1820237: 0.025-1.2 mg + liraglutide 0.6 mg or placebo + liraglutide 0.6 mg). Primary endpoint is the proportion of participants with drug-related AEs. Secondary endpoints are tolerability, PK and PD.

Results: In total, 95 otherwise healthy men with increased BMI (25.0-34.9 kg/m2) were randomized. Drug-related AEs, mainly gastrointestinal events, were reported by 39.0% of participants (n = 23) in parts 1 + 2 and 30.6% of participants (n = 11) in part 3; one drug-related AE (11.1%, part 3) was reported in a participant receiving placebo with liraglutide. Post-dose paracetamol PK suggested that BI 1820237 and low-dose liraglutide exhibited additive effects on gastric emptying.

Conclusions: BI 1820237 treatment was associated with transient nausea and vomiting at higher doses. No differences in tolerability were observed when combined with liraglutide; effects on gastric emptying appeared additive.

目的:治疗肥胖症的药物治疗选择包括胰高血糖素样肽-1受体(GLP-1R)激动剂,例如利拉鲁肽。然而,由于GLP-1R激动剂与胃肠道不良反应(AEs)有关,而且一些患者对治疗没有反应,因此仍有未满足的需求,特别是对于体重指数(BMI)较高的患者。神经肽 Y(NPY)和肽 YY 与 G 蛋白偶联 Y 受体结合,是调节体重的诱人靶点:这项首次进行的人体三部分部分盲法 I 期研究(NCT04903509)调查了单次递增剂量肽类 NPY2R 激动剂 BI 1820237 的安全性、耐受性、药代动力学 (PK) 和药效学 (PD),以及低剂量利拉鲁肽/不使用低剂量利拉鲁肽的情况:第一部分(参与者随机接受 BI 1820237:0.075-2.4 mg 或安慰剂);第二部分(参与者随机接受 BI 1820237:0.075-2.4 mg 或安慰剂);第三部分(参与者随机接受 BI 1820237:0.075-2.4 mg 或安慰剂)。075-2.4毫克或安慰剂)、第2部分(BI 1820237:1.2毫克或安慰剂)和第3部分(BI 1820237:0.025-1.2毫克+利拉鲁肽0.6毫克或安慰剂+利拉鲁肽0.6毫克)。主要终点是出现药物相关不良反应的参与者比例。次要终点为耐受性、PK 和 PD:共有 95 名体重指数较高(25.0-34.9 kg/m2)的健康男性接受了随机治疗。第1+2部分中39.0%的参与者(n=23)和第3部分中30.6%的参与者(n=11)报告了与药物相关的AE,主要是胃肠道事件;一名接受安慰剂和利拉鲁肽的参与者报告了一次与药物相关的AE(11.1%,第3部分)。用药后扑热息痛的PK表明,BI 1820237和小剂量利拉鲁肽对胃排空具有相加效应:结论:BI 1820237治疗剂量较大时会出现短暂的恶心和呕吐。结论:BI 1820237 与利拉鲁肽联合治疗时会出现短暂的恶心和呕吐,但两者的耐受性没有差异;对胃排空的影响似乎是相加的。
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引用次数: 0
Long-term glycaemic improvement with the initiation of an automated insulin delivery system in insulin pump-naïve older adults with type 1 diabetes. 对不使用胰岛素泵的 1 型糖尿病老年人使用胰岛素自动给药系统后,血糖得到长期改善。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.15996
Kagan E Karakus, Emma Mason, Halis K Akturk
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引用次数: 0
Efficacy and safety of a fixed-dose combination of dapagliflozin and linagliptin (AJU-A51) in patients with type 2 diabetes mellitus: A multicentre, randomized, double-blind, parallel-group, placebo-controlled phase III study. 达帕格列净和利拉利汀固定剂量组合(AJU-A51)对 2 型糖尿病患者的疗效和安全性:一项多中心、随机、双盲、平行组、安慰剂对照 III 期研究。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.15985
Jun Hwa Hong, Myung Jin Kim, Kyung Wan Min, Jong Chul Won, Tae Nyun Kim, Byung-Wan Lee, Jun Goo Kang, Jae Hyeon Kim, Jung Hwan Park, Bon Jeong Ku, Chang Beom Lee, Sang Yong Kim, Ho Sang Shon, Woo Je Lee, Joong-Yeol Park

Aims: To evaluate the efficacy and safety of add-on dapagliflozin in patients with type 2 diabetes mellitus (T2D) who had inadequate glycaemic control with metformin and linagliptin.

Materials and methods: A total of 235 patients with inadequate response to metformin (≥1000 mg/day) plus linagliptin (5 mg/day) were randomized to receive either dapagliflozin/linagliptin fixed-dose combination (FDC [AJU-A51]) 10/5 mg/day (n = 117) or linagliptin 5 mg plus placebo (n = 118) for 24 weeks. After the main treatment period, patients who received linagliptin plus placebo were treated with AJU-A51 for an additional 28 weeks. Change in glycated haemoglobin (HbA1c) from baseline to Week 24 was the primary endpoint.

Results: AJU-A51 significantly reduced HbA1c levels (from 7.93% ± 0.82% to 7.11% ± 0.61%) compared with linagliptin plus placebo (from 7.80% ± 0.71% to 7.87% ± 0.94%), with a least squares mean difference of -0.88% (95% confidence interval -1.07 to -0.68; p < 0.0001) at 24 weeks. The AJU-A51 group had a significantly higher proportion of patients who achieved HbA1c <7.0% at Week 24 than the control group (44.8% vs. 18.6%; p < 0.001). The AJU-A51 group maintained glycaemic efficacy up to 52 weeks, whereas the control group showed a substantial reduction in HbA1c after switching to AJU-A51 in the extension study period. Both groups had similar incidence of treatment-emergent and serious adverse events, and no cases of symptomatic hypoglycaemia were reported.

Conclusions: Dapagliflozin and linagliptin FDC (AJU-A51) showed potent glucose-lowering effects, with good tolerability, in patients with T2D who had poor glycaemic control on metformin and linagliptin (ClinicalTrials.gov [NCT06329674]).

目的:评估二甲双胍和利拉利汀治疗血糖控制不佳的2型糖尿病(T2D)患者加用达帕格列净的疗效和安全性:235名二甲双胍(≥1000毫克/天)加利纳列汀(5毫克/天)治疗效果不佳的患者被随机分配接受达帕格列净/利纳列汀固定剂量复方制剂(FDC [AJU-A51])10/5毫克/天(n = 117)或利纳列汀5毫克加安慰剂(n = 118)治疗,为期24周。主要治疗期结束后,接受利拉利汀加安慰剂治疗的患者再接受为期 28 周的 AJU-A51 治疗。糖化血红蛋白(HbA1c)从基线到第24周的变化是主要终点:结果:与利纳列汀加安慰剂(从7.80%±0.71%降至7.87%±0.94%)相比,AJU-A51能明显降低HbA1c水平(从7.93%±0.82%降至7.11%±0.61%),最小二乘法平均差为-0.88%(95%置信区间-1.07至-0.68;P 结论:AJU-A51能明显降低HbA1c水平(从7.93%±0.82%降至7.11%±0.61%),最小二乘法平均差为-0.88%(95%置信区间-1.07至-0.68;P达帕格列净和利拉利汀 FDC (AJU-A51)对二甲双胍和利拉利汀治疗血糖控制不佳的 T2D 患者具有显著的降糖效果和良好的耐受性(ClinicalTrials.gov [NCT06329674])。
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引用次数: 0
Semaglutide in patients with kidney failure and obesity undergoing dialysis and wishing to be transplanted: A prospective, observational, open-label study 塞马鲁肽在接受透析并希望接受移植的肾衰竭肥胖患者中的应用:一项前瞻性、观察性、开放标签研究。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-07 DOI: 10.1111/dom.15967
Lenka Vanek MD, Amelie Kurnikowski MD, Simon Krenn MD, Sebastian Mussnig MD, Manfred Hecking PhD

Aims

Chronic kidney disease (CKD) and obesity are major global health challenges, eventually leading to kidney replacement therapy (KRT), but body mass index (BMI) thresholds hinder kidney transplantation. Glucagon-like peptide-1 receptor agonists induce weight loss, thereby offering attractive treatment options; however, their safety and efficacy have not been systematically investigated in patients undergoing dialysis.

Materials and Methods

We conducted a prospective 12-week, open-label trial with 13 patients who had a BMI ≥ 30.00 kg/m2, were undergoing dialysis (12 haemodialysis and 1 peritoneal dialysis) and had not been listed for transplantation due to their weight. Semaglutide was administered once weekly subcutaneously, and the dose was increased from 0.25 mg to 0.5 mg and then to 1 mg. Study endpoints included change in body weight and BMI (primary – statistically evaluated by repeated measures analysis of variance [ANOVA]), side effects, adverse events, blood parameters and patient-reported outcomes (secondary).

Results

At baseline, the mean age ± standard deviation of patients was 64.0 ± 6.4 years, the mean weight was 113.9 ± 16.6 kg, and the mean BMI was 37.3 ± 3.9 kg/m2. At week 12, average weight reduction under semaglutide treatment was 4.6 ± 2.4 kg and ranged from 2.0 to 9.7 kg (p < 0.001 for weight and BMI reduction across the study period). One patient discontinued treatment due to nausea/vomiting, two patients died of unrelated causes and six patients reported side effects. Approximately 9 months after the treatment started, three patients were able to seriously reconsider being listed for transplantation.

Conclusions

Semaglutide treatment resulted in significant reduction in weight and BMI in patients with obesity undergoing dialysis, while maintaining an acceptable side effect profile comparable to that of the non-dialysis population.

目的:慢性肾脏病(CKD)和肥胖是全球面临的主要健康挑战,最终导致肾脏替代治疗(KRT),但体重指数(BMI)阈值阻碍了肾脏移植。胰高血糖素样肽-1受体激动剂可诱导体重减轻,从而提供有吸引力的治疗选择;然而,尚未对其在透析患者中的安全性和有效性进行系统研究:我们对 13 名体重指数(BMI)≥ 30.00 kg/m2、正在接受透析(12 名血液透析患者和 1 名腹膜透析患者)且因体重原因未被列入移植名单的患者进行了为期 12 周的前瞻性开放标签试验。塞马鲁肽每周皮下注射一次,剂量从0.25毫克增至0.5毫克,再增至1毫克。研究终点包括体重和体重指数的变化(主要指标--通过重复测量方差分析[ANOVA]进行统计评估)、副作用、不良事件、血液参数和患者报告结果(次要指标):基线时,患者的平均年龄为(64.0 ± 6.4)岁,平均体重为(113.9 ± 16.6)公斤,平均体重指数为(37.3 ± 3.9)公斤/平方米。在第12周时,接受塞马鲁肽治疗的患者平均体重减轻了4.6±2.4千克,减重幅度在2.0至9.7千克之间(p 结论:塞马鲁肽治疗可使患者体重减轻2.0至9.7千克:塞马鲁肽治疗可显著降低接受透析治疗的肥胖症患者的体重和体重指数,同时保持与非透析人群相当的可接受副作用。
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引用次数: 0
Integrated approach of machine learning, Mendelian randomization and experimental validation for biomarker discovery in diabetic nephropathy 发现糖尿病肾病生物标志物的机器学习、孟德尔随机化和实验验证综合方法。
IF 5.4 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-10-06 DOI: 10.1111/dom.15933
Yidong Zhu MD, Jun Liu MD, Bo Wang MD
<div> <section> <h3> Aim</h3> <p>To identify potential biomarkers and explore the mechanisms underlying diabetic nephropathy (DN) by integrating machine learning, Mendelian randomization (MR) and experimental validation.</p> </section> <section> <h3> Methods</h3> <p>Microarray and RNA-sequencing datasets (GSE47184, GSE96804, GSE104948, GSE104954, GSE142025 and GSE175759) were obtained from the Gene Expression Omnibus database. Differential expression analysis identified the differentially expressed genes (DEGs) between patients with DN and controls. Diverse machine learning algorithms, including least absolute shrinkage and selection operator, support vector machine-recursive feature elimination, and random forest, were used to enhance gene selection accuracy and predictive power. We integrated summary-level data from genome-wide association studies on DN with expression quantitative trait loci data to identify genes with potential causal relationships to DN. The predictive performance of the biomarker gene was validated using receiver operating characteristic (ROC) curves. Gene set enrichment and correlation analyses were conducted to investigate potential mechanisms. Finally, the biomarker gene was validated using quantitative real-time polymerase chain reaction in clinical samples from patients with DN and controls.</p> </section> <section> <h3> Results</h3> <p>Based on identified 314 DEGs, seven characteristic genes with high predictive performance were identified using three integrated machine learning algorithms. MR analysis revealed 219 genes with significant causal effects on DN, ultimately identifying one co-expressed gene, carbonic anhydrase II (<i>CA2</i>), as a key biomarker for DN. The ROC curves demonstrated the excellent predictive performance of <i>CA2</i>, with area under the curve values consistently above 0.878 across all datasets. Additionally, our analysis indicated a significant association between <i>CA2</i> and infiltrating immune cells in DN, providing potential mechanistic insights. This biomarker was validated using clinical samples, confirming the reliability of our findings in clinical practice.</p> </section> <section> <h3> Conclusion</h3> <p>By integrating machine learning, MR and experimental validation, we successfully identified and validated <i>CA2</i> as a promising biomarker for DN with excellent predictive performance. The biomarker may play a role in the pathogenesis and progression of DN via immune-related pathways. These findings provide important insights into the molecular mechanisms underlying DN and may inform the development of personalized treatment strategies for this disease.</p>
目的:通过整合机器学习、孟德尔随机化(MR)和实验验证,确定潜在的生物标志物并探索糖尿病肾病(DN)的发病机制:从基因表达总库数据库获取芯片和 RNA 序列数据集(GSE47184、GSE96804、GSE104948、GSE104954、GSE142025 和 GSE175759)。差异表达分析确定了 DN 患者与对照组之间的差异表达基因(DEGs)。为了提高基因选择的准确性和预测能力,我们使用了多种机器学习算法,包括最小绝对收缩和选择算子、支持向量机-递归特征消除和随机森林。我们整合了 DN 全基因组关联研究的摘要级数据和表达定量性状位点数据,以确定与 DN 有潜在因果关系的基因。使用接收者操作特征曲线(ROC)验证了生物标志基因的预测性能。还进行了基因组富集和相关性分析,以研究潜在的机制。最后,在 DN 患者和对照组的临床样本中使用定量实时聚合酶链反应对生物标志基因进行了验证:结果:在确定的 314 个 DEGs 基础上,使用三种综合机器学习算法确定了 7 个具有高预测性能的特征基因。磁共振分析发现了 219 个对 DN 有显著因果效应的基因,最终确定了一个共表达基因--碳酸酐酶 II(CA2)--作为 DN 的关键生物标志物。ROC 曲线显示 CA2 具有出色的预测性能,在所有数据集上的曲线下面积值均高于 0.878。此外,我们的分析表明,CA2 与 DN 中的浸润免疫细胞之间存在显著关联,这为我们提供了潜在的机理启示。这一生物标记物通过临床样本进行了验证,证实了我们的研究结果在临床实践中的可靠性:通过整合机器学习、磁共振成像和实验验证,我们成功鉴定并验证了 CA2 是一种有前途的 DN 生物标记物,具有极佳的预测性能。该生物标志物可能通过免疫相关途径在 DN 的发病和进展过程中发挥作用。这些发现为我们深入了解 DN 的分子机制提供了重要依据,并可为开发该疾病的个性化治疗策略提供参考。
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Diabetes, Obesity & Metabolism
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