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Leveraging artificial intelligence and machine learning to accelerate discovery of disease-modifying therapies in type 1 diabetes
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-19 DOI: 10.1007/s00125-024-06339-6
Melanie R. Shapiro, Erin M. Tallon, Matthew E. Brown, Amanda L. Posgai, Mark A. Clements, Todd M. Brusko

Progress in developing therapies for the maintenance of endogenous insulin secretion in, or the prevention of, type 1 diabetes has been hindered by limited animal models, the length and cost of clinical trials, difficulties in identifying individuals who will progress faster to a clinical diagnosis of type 1 diabetes, and heterogeneous clinical responses in intervention trials. Classic placebo-controlled intervention trials often include monotherapies, broad participant populations and extended follow-up periods focused on clinical endpoints. While this approach remains the ‘gold standard’ of clinical research, efforts are underway to implement new approaches harnessing the power of artificial intelligence and machine learning to accelerate drug discovery and efficacy testing. Here, we review emerging approaches for repurposing agents used to treat diseases that share pathogenic pathways with type 1 diabetes and selecting synergistic combinations of drugs to maximise therapeutic efficacy. We discuss how emerging multi-omics technologies, including analysis of antigen processing and presentation to adaptive immune cells, may lead to the discovery of novel biomarkers and subsequent translation into antigen-specific immunotherapies. We also discuss the potential for using artificial intelligence to create ‘digital twin’ models that enable rapid in silico testing of personalised agents as well as dose determination. To conclude, we discuss some limitations of artificial intelligence and machine learning, including issues pertaining to model interpretability and bias, as well as the continued need for validation studies via confirmatory intervention trials.

Graphical Abstract

由于动物模型有限、临床试验的长度和成本、难以确定哪些个体能够更快地发展到1型糖尿病的临床诊断,以及干预试验中临床反应的异质性,维持或预防1型糖尿病内源性胰岛素分泌的治疗方法的进展一直受到阻碍。经典的安慰剂对照干预试验通常包括单一疗法、广泛的参与者群体和延长的临床终点随访期。虽然这种方法仍然是临床研究的“黄金标准”,但人们正在努力实施利用人工智能和机器学习的力量来加速药物发现和疗效测试的新方法。在这里,我们回顾了用于治疗与1型糖尿病有共同致病途径的疾病的药物的再利用和选择药物的协同组合以最大化治疗效果的新方法。我们讨论了新兴的多组学技术,包括抗原加工和递呈到适应性免疫细胞的分析,如何导致新的生物标志物的发现,并随后转化为抗原特异性免疫疗法。我们还讨论了使用人工智能创建“数字双胞胎”模型的潜力,该模型可以实现个性化药物的快速计算机测试以及剂量确定。最后,我们讨论了人工智能和机器学习的一些局限性,包括与模型可解释性和偏差有关的问题,以及通过验证性干预试验进行验证研究的持续需求。图形抽象
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引用次数: 0
Bereavement and type 1 diabetes in childhood: a register-based cohort study in Sweden 儿童丧亲和1型糖尿病:瑞典的一项基于登记的队列研究
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-19 DOI: 10.1007/s00125-024-06340-z
Mona-Lisa Wernroth, Beatrice Kennedy, Katja Fall, Diem Nguyen, Awad I. Smew, Per-Ola Carlsson, Bodil Svennblad, Catarina Almqvist, Tove Fall

Aims/hypothesis

The potential impact of childhood bereavement—a severe psychological stressor—on childhood type 1 diabetes development remains unclear. Here, we aimed to bridge this knowledge gap and assess whether bereavement characteristics influenced any impact.

Methods

We conducted a register-based cohort study encompassing 3,598,159 children born in Sweden between 1987 and 2020. Childhood bereavement was defined as the death of a biological mother, father or sibling. Diagnosis of type 1 diabetes in childhood (<18 years) was ascertained through the National Patient Register. We applied a Cox proportional hazards regression model to investigate the impact of childhood bereavement on type 1 diabetes, while adjusting for potential confounders (including parental type 1 diabetes status, country of birth and demographic characteristics).

Results

During follow-up, 86,226 children (2.4%) lost a family member, and 18,817 children (0.52%) were diagnosed with type 1 diabetes (median age at onset 9.1 years). We did not detect any overall association between childhood bereavement and type 1 diabetes (adjusted HR 1.04; 95% CI 0.93, 1.17). We found no influence of age at loss, cause of death, familial relationship to the deceased, and time since loss.

Conclusions/interpretation

In this large population-based Swedish study, we observed no evidence supporting a link between childhood bereavement and type 1 diabetes.

Graphical Abstract

目的/假设童年丧亲——一种严重的心理压力源——对儿童1型糖尿病发展的潜在影响尚不清楚。在这里,我们旨在弥合这一知识差距,并评估丧亲特征是否会影响任何影响。方法:我们进行了一项基于登记的队列研究,纳入了1987年至2020年在瑞典出生的3589159名儿童。童年丧亲被定义为亲生母亲、父亲或兄弟姐妹的死亡。儿童期(18岁)1型糖尿病的诊断是通过国家患者登记确定的。我们应用Cox比例风险回归模型来研究童年丧亲对1型糖尿病的影响,同时调整潜在的混杂因素(包括父母的1型糖尿病状况、出生国家和人口统计学特征)。结果随访期间,86226名儿童(2.4%)失去了家庭成员,18817名儿童(0.52%)被诊断为1型糖尿病(发病年龄中位数为9.1岁)。我们没有发现儿童期丧亲与1型糖尿病之间存在任何总体关联(校正HR 1.04;95% ci 0.93, 1.17)。我们发现失去亲人的年龄、死亡原因、与死者的家庭关系以及失去亲人后的时间都没有影响。结论/解释:在这项基于瑞典人群的大型研究中,我们观察到没有证据支持童年丧亲与1型糖尿病之间的联系。图形抽象
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引用次数: 0
Gain of pancreatic beta cell-specific SCD1 improves glucose homeostasis by maintaining functional beta cell mass under metabolic stress 胰腺β细胞特异性SCD1的增加通过维持代谢应激下的功能β细胞质量来改善葡萄糖稳态
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-18 DOI: 10.1007/s00125-024-06343-w
Wenyue Yin, Suyun Zou, Min Sha, Liangjun Sun, Haoqiang Gong, Can Xiong, Xinyue Huang, Jianan Wang, Yuhan Zhang, Xirui Li, Jin Liang, Xiaoai Chang, Shusen Wang, Dongming Su, Wanhua Guo, Yaqin Zhang, Tijun Wu, Fang Chen

Aims/hypothesis

The key pancreatic beta cell transcription factor v-maf musculoaponeurotic fibrosarcoma oncogene homologue A (MafA) is critical for the maintenance of mature beta cell function and phenotype. The expression levels and/or activities of MafA are reduced when beta cells are chronically exposed to diabetogenic stress, such as hyperglycaemia (i.e. glucotoxicity). Interventional targets and adjuvant therapies to abate MafA loss in beta cells may provide evidence to support the effective treatment of diabetes. In this study, we aimed to investigate the function of stearoyl-CoA desaturase 1 (SCD1) in the stabilisation of MafA expression and activity in order to maintain functional beta cell mass, with a view to suppressing the development of type 2 diabetes.

Methods

SCD1 expression levels were analysed in islets obtained from humans with type 2 diabetes, hyperglycaemic db/db mice, and a high-fat diet (HFD)-induced mouse model of diabetes. Pancreatic beta cell-specific Scd1 knockin (βSCD1KI) mice were generated to study the role of SCD1 in beta cell function and identity. The protein-to-protein interactions between SCD1 and MafA were detected in MIN6 and HEK293A cells. We used experiments including chromatin immunoprecipitation, cell-based ubiquitination assay and fatty acid composition analysis to investigate the specific molecular mechanism underlying the effect of SCD1 on the restoration of MafA and beta cell function under glucotoxic conditions.

Results

SCD1 expression was reduced in beta cells of humans with type 2 diabetes and in HFD-fed and db/db mice compared with healthy controls, which was attributed to glucotoxicity-induced Scd1 promoter histone deacetylation. Gain-of-function of SCD1 in beta cells improved insulin deficiency, glucose intolerance and beta cell dedifferentiation/transdifferentiation in the HFD-induced mouse model of diabetes. Mechanistically, SCD1 directly bound to the E3 ubiquitin ligase HMG-CoA reductase degradation 1 (HRD1) and stabilised nuclear MafA through interrupting MafA–HRD1 interactions in mouse islets and MIN6 cells, which inhibited the ubiquitination-mediated degradation of MafA. Moreover, the products of SCD enzyme reactions (mainly oleic acid) also alleviated glucotoxicity-mediated oxidative stress in MIN6 cells.

Conclusions/interpretation

Our findings indicate that SCD1 stabilises beta cell MafA both in desaturase-dependent and -independent manners, thus improving glucose homeostasis under metabolic stress. This provides a potential novel target for precision medicine for the treatment of diabetes.

Graphical Abstract

目的/假说关键的胰腺β细胞转录因子v-maf肌肉神经纤维肉瘤癌基因同源物A(MafA)对维持成熟β细胞的功能和表型至关重要。当β细胞长期暴露于高血糖(即葡萄糖毒性)等致糖尿病应激时,MafA的表达水平和/或活性就会降低。减少β细胞中MafA损失的干预目标和辅助疗法可为有效治疗糖尿病提供证据。在这项研究中,我们旨在研究硬脂酰-CoA 去饱和酶 1(SCD1)在稳定 MafA 表达和活性以维持功能性 beta 细胞质量方面的功能,从而抑制 2 型糖尿病的发展。方法:分析 2 型糖尿病患者、高血糖 db/db 小鼠和高脂饮食(HFD)诱导的糖尿病小鼠模型的胰岛中 SCD1 的表达水平。为了研究SCD1在β细胞功能和特性中的作用,研究人员制作了胰腺β细胞特异性SCD1基因敲除(βSCD1KI)小鼠。我们在 MIN6 和 HEK293A 细胞中检测了 SCD1 和 MafA 之间的蛋白间相互作用。结果与健康对照组相比,SCD1在2型糖尿病患者的β细胞中以及在HFD喂养的小鼠和db/db小鼠的β细胞中表达减少,这归因于葡萄糖毒性诱导的Scd1启动子组蛋白去乙酰化。在 HFD 诱导的糖尿病小鼠模型中,SCD1 在β细胞中的功能增益改善了胰岛素缺乏、葡萄糖不耐受和β细胞的去分化/转分化。从机理上讲,SCD1直接与E3泛素连接酶HMG-CoA还原酶降解1(HRD1)结合,并通过中断小鼠胰岛和MIN6细胞中MafA-HRD1的相互作用稳定核MafA,从而抑制泛素化介导的MafA降解。此外,SCD 酶反应的产物(主要是油酸)也减轻了 MIN6 细胞中葡萄糖毒性介导的氧化应激。结论/解释我们的研究结果表明,SCD1 以依赖和不依赖去饱和酶的方式稳定了β细胞的 MafA,从而改善了代谢应激下的葡萄糖稳态。这为治疗糖尿病的精准医疗提供了一个潜在的新靶点。
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引用次数: 0
Dose-related effects of intraduodenal quinine on plasma glucose, glucoregulatory hormones and gastric emptying of a nutrient drink, and energy intake, in men with type 2 diabetes: a double-blind, randomised, crossover study 胃十二指肠内奎宁对 2 型糖尿病男性患者血浆葡萄糖、糖调节激素和营养饮料胃排空以及能量摄入的剂量相关影响:一项双盲、随机、交叉研究
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-18 DOI: 10.1007/s00125-024-06344-9
Vida Bitarafan, Javad Anjom-Shoae, Peyman Rezaie, Penelope C. E. Fitzgerald, Kylie Lange, Michael Horowitz, Christine Feinle-Bisset

Aims/hypothesis

Quinine, when administered intraduodenally to activate bitter-taste receptors, in a dose of 600 mg, stimulates glucagon-like peptide-1 (GLP-1) and insulin, slows gastric emptying and lowers postprandial glucose in healthy people, with consequent implications for the management of type 2 diabetes; the effect of quinine on energy intake is uncertain. We have investigated the dose-related effects of quinine on postprandial blood glucose levels and energy intake in people with type 2 diabetes.

Methods

Male participants with type 2 diabetes (age: 68±5 years; HbA1c: 49.0±5.0 mmol/mol [6.7±0.4%], BMI: 30±1 kg/m2) received in two study parts (A and B, n=12 each), on three separate occasions each, in randomised, crossover fashion, control, or 300 mg (QHCl-300) or 600 mg (QHCl-600) quinine hydrochloride, intraduodenally 30 min before a nutrient drink (2092 kJ, 74 g carbohydrate) (part A) or a standardised buffet-lunch (part B). Both the participants and investigators performing the study procedures were blinded to the treatments. In part A, plasma glucose, GLP-1, C-peptide and glucagon were measured at baseline, for 30 min after quinine alone and for 3 h post drink. Gastric emptying of the drink was measured with a 13C-acetate breath test. In part B, energy intake from the buffet-lunch was quantified.

Results

Quinine alone had no effect. Post drink, both quinine doses reduced peak plasma glucose markedly (QHCl-600 by 2.8±0.6 mmol/l) and slowed gastric emptying (all p<0.05; n=12, except for gastric emptying, n=11). QHCl-600, but not QHCl-300, stimulated plasma GLP-1 and C-peptide modestly (both p<0.05). Quinine did not affect energy intake.

Conclusions/interpretation

In type 2 diabetes, acute intraduodenal administration of quinine markedly reduces the plasma glucose response to oral carbohydrate, but does not affect energy intake. These findings support the potential use of quinine to reduce postprandial blood glucose levels in type 2 diabetes.

Trial registration

anzctr.org.au ACTRN12620000972921/ACTRN12621000218897

Funding

The study was funded by a Diabetes Australia Research Project Grant.

Graphical Abstract

目的/假设:600毫克剂量的奎宁经十二指肠注射激活苦味受体,刺激胰高血糖素样肽-1 (GLP-1)和胰岛素,减缓胃排空,降低健康人餐后血糖,从而对2型糖尿病的治疗有影响;奎宁对能量摄入的影响尚不确定。我们研究了奎宁对2型糖尿病患者餐后血糖水平和能量摄入的剂量相关影响。方法2型糖尿病患者(年龄:68±5岁;HbA1c: 49.0±5.0 mmol/mol[6.7±0.4%],BMI: 30±1 kg/m2)分为两个研究部分(A和B,各n=12),分别在三个不同的情况下,随机,交叉方式,对照,或300 mg (qhl -300)或600 mg (qhl -600)盐酸奎宁,在营养饮料(2092 kJ, 74 g碳水化合物)(A部分)或标准化自助午餐(B部分)前30分钟内服药。执行研究程序的参与者和研究者对治疗都是盲法的。在A部分,分别在基线、单独使用奎宁后30分钟和饮用奎宁后3小时测量血浆葡萄糖、GLP-1、c肽和胰高血糖素。用13c -醋酸盐呼气试验测定饮料的胃排空量。在B部分,对自助午餐的能量摄入进行量化。结果单用奎宁治疗无效。饮用后,两种奎宁剂量均显著降低血浆葡萄糖峰值(QHCl-600降低2.8±0.6 mmol/l),减缓胃排空(p < 0.05;N =12,胃排空除外,N =11)。QHCl-600能适度刺激血浆GLP-1和c肽(p < 0.05),而QHCl-300则没有。奎宁不影响能量摄入。结论/解释在2型糖尿病患者中,急性十二指肠内给药奎宁可显著降低血糖对口服碳水化合物的反应,但不影响能量摄入。这些发现支持奎宁在降低2型糖尿病患者餐后血糖水平方面的潜在应用。本研究由澳大利亚糖尿病研究项目基金资助。图形抽象
{"title":"Dose-related effects of intraduodenal quinine on plasma glucose, glucoregulatory hormones and gastric emptying of a nutrient drink, and energy intake, in men with type 2 diabetes: a double-blind, randomised, crossover study","authors":"Vida Bitarafan, Javad Anjom-Shoae, Peyman Rezaie, Penelope C. E. Fitzgerald, Kylie Lange, Michael Horowitz, Christine Feinle-Bisset","doi":"10.1007/s00125-024-06344-9","DOIUrl":"https://doi.org/10.1007/s00125-024-06344-9","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Aims/hypothesis</h3><p>Quinine, when administered intraduodenally to activate bitter-taste receptors, in a dose of 600 mg, stimulates glucagon-like peptide-1 (GLP-1) and insulin, slows gastric emptying and lowers postprandial glucose in healthy people, with consequent implications for the management of type 2 diabetes; the effect of quinine on energy intake is uncertain. We have investigated the dose-related effects of quinine on postprandial blood glucose levels and energy intake in people with type 2 diabetes.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>Male participants with type 2 diabetes (age: 68±5 years; HbA<sub>1c</sub>: 49.0±5.0 mmol/mol [6.7±0.4%], BMI: 30±1 kg/m<sup>2</sup>) received in two study parts (A and B, <i>n</i>=12 each), on three separate occasions each, in randomised, crossover fashion, control, or 300 mg (QHCl-300) or 600 mg (QHCl-600) quinine hydrochloride, intraduodenally 30 min before a nutrient drink (2092 kJ, 74 g carbohydrate) (part A) or a standardised buffet-lunch (part B). Both the participants and investigators performing the study procedures were blinded to the treatments. In part A, plasma glucose, GLP-1, C-peptide and glucagon were measured at baseline, for 30 min after quinine alone and for 3 h post drink. Gastric emptying of the drink was measured with a <sup>13</sup>C-acetate breath test. In part B, energy intake from the buffet-lunch was quantified.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Quinine alone had no effect. Post drink, both quinine doses reduced peak plasma glucose markedly (QHCl-600 by 2.8±0.6 mmol/l) and slowed gastric emptying (all <i>p</i>&lt;0.05; <i>n</i>=12, except for gastric emptying, <i>n</i>=11). QHCl-600, but not QHCl-300, stimulated plasma GLP-1 and C-peptide modestly (both <i>p</i>&lt;0.05). Quinine did not affect energy intake.</p><h3 data-test=\"abstract-sub-heading\">Conclusions/interpretation</h3><p>In type 2 diabetes, acute intraduodenal administration of quinine markedly reduces the plasma glucose response to oral carbohydrate, but does not affect energy intake. These findings support the potential use of quinine to reduce postprandial blood glucose levels in type 2 diabetes.</p><h3 data-test=\"abstract-sub-heading\">Trial registration</h3><p>anzctr.org.au ACTRN12620000972921/ACTRN12621000218897</p><h3 data-test=\"abstract-sub-heading\">Funding</h3><p>The study was funded by a Diabetes Australia Research Project Grant.</p><h3 data-test=\"abstract-sub-heading\">Graphical Abstract</h3>\u0000","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":"47 1","pages":""},"PeriodicalIF":8.2,"publicationDate":"2024-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142841616","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characteristics of autoantibody-positive individuals without high-risk HLA-DR4-DQ8 or HLA-DR3-DQ2 haplotypes 无高危HLA-DR4-DQ8或HLA-DR3-DQ2单倍型的自身抗体阳性个体的特征
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-13 DOI: 10.1007/s00125-024-06338-7
Maria J. Redondo, David Cuthbertson, Andrea K. Steck, Kevan C. Herold, Richard Oram, Mark Atkinson, Todd M. Brusko, Hemang M. Parikh, Jeffrey P. Krischer, Suna Onengut-Gumuscu, Stephen S. Rich, Jay M. Sosenko

Aims/hypothesis

Many studies of type 1 diabetes pathogenesis focus on individuals with high-risk HLA haplotypes. We tested the hypothesis that, among islet autoantibody-positive individuals, lacking HLA-DRB1*04-DQA1*03-DQB1*0302 (HLA-DR4-DQ8) and/or HLA-DRB1*0301-DQA1*0501-DQB1*0201 (HLA-DR3-DQ2) is associated with phenotypic differences, compared with those who have these high-risk HLA haplotypes.

Methods

We classified autoantibody-positive relatives of individuals with type 1 diabetes into four groups based on having both HLA-DR4-DQ8 and HLA-DR3-DQ2 (DR3/DR4; n=1263), HLA-DR4-DQ8 but not HLA-DR3-DQ2 (DR4/non-DR3; n=2340), HLA-DR3-DQ2 but not HLA-DR4-DQ8 (DR3/non-DR4; n=1607) and neither HLA-DR3-DQ2 nor HLA-DR4-DQ8 (DRX/DRX; n=1294). Group comparisons included demographics, metabolic markers and the prevalence of autoantibodies against GAD65 (GADA%), IA-2 (IA-2A%) or insulin (IAA%) at enrolment. A p value <0.01 was considered statistically significant.

Results

IA-2A% was lower in the DRX/DRX group (20.9%) than in the DR4/non-DR3 (38.5%, p<0.001) and DR3/DR4 (44.8%, p<0.001) groups, but similar to the DR3/non-DR4 group (20.0%). Conversely, IAA% was similar in the DRX/DRX (43.4%), DR4/non-DR3 (41.1%) and DR3/DR4 (41.0%) groups, but lower in the DR3/non-DR4 group (30.1%, p<0.001). Participants in the DRX/DRX group were older, with a lower prevalence of White participants and a higher prevalence of overweight/obesity, and higher preserved C-peptide (as measured by a lower Index60) than those in the DR3/DR4 group (all comparisons, p<0.005), a lower prevalence of White or non-Hispanic participants and a lower Index60 than those in the DR4/non-DR3 group, and younger age, a higher prevalence of Hispanic participants and a lower Index60 than those in the DR3/non-DR4 group (all comparisons, p<0.005). Among the 1292 participants who progressed to clinical type 1 diabetes, those in the DR3/non-DR4 group had higher GADA%, lower IA-2A% and lower IAA% than the other groups (all comparisons, p<0.01), and those in the DR3/DR4 group had the youngest age at diagnosis (all comparisons, p<0.001).

Conclusions/interpretation

Autoantibody-positive individuals who lack both high-risk HLA haplotypes (DRX/DRX) or have HLA-DR3-DQ2 but lack HLA-DR4-DQ8 (DR3/non-DR4) have phenotypic differences compared with DR3/DR4 and DR4/non-DR3 individuals, suggesting that there is aetiological heterogeneity in type 1 diabetes.

Graphical Abstract

目的/假说许多有关 1 型糖尿病发病机制的研究都集中在具有高风险 HLA 单倍型的个体上。我们检验了这样一个假设:在胰岛自身抗体阳性的个体中,缺乏 HLA-DRB1*04-DQA1*03-DQB1*0302 (HLA-DR4-DQ8)和/或 HLA-DRB1*0301-DQA1*0501-DQB1*0201 (HLA-DR3-DQ2)与具有这些高风险 HLA 单倍型的个体相比,与表型差异相关。方法我们根据同时具有 HLA-DR4-DQ8 和 HLA-DR3-DQ2 (DR3/DR4;n=1263)、HLA-DR4-DQ8 但无 HLA-DR3-DQ2 (DR4/non-DR3;n=2340)、HLA-DR3-DQ2 但无 HLA-DR4-DQ8 (DR3/non-DR4;n=1607)和既无 HLA-DR3-DQ2 也无 HLA-DR4-DQ8 (DRX/DRX;n=1294)四组。组间比较包括人口统计学、代谢指标和入组时针对 GAD65(GADA%)、IA-2(IA-2A%)或胰岛素(IAA%)的自身抗体患病率。结果IA-2A%在DRX/DRX组(20.9%)低于DR4/非DR3组(38.5%,p<0.001)和DR3/DR4组(44.8%,p<0.001),但与DR3/非DR4组(20.0%)相似。相反,IAA% 在 DRX/DRX(43.4%)、DR4/非 DR3(41.1%)和 DR3/DR4(41.0%)组中相似,但在 DR3/非 DR4 组中较低(30.1%,p<0.001)。与 DR3/DR4 组相比,DRX/DRX 组的参与者年龄较大,白人比例较低,超重/肥胖比例较高,保存的 C 肽较高(以较低的 Index60 衡量)(所有比较,p<0.005),与 DR4/非 DR3 组相比,白人或非西班牙裔参与者比例较低,指数 60 较低;与 DR3/非 DR4 组相比,西班牙裔参与者年龄较小,比例较高,指数 60 较低(所有比较,p<0.005)。在进展为临床 1 型糖尿病的 1292 名参与者中,DR3/非 DR4 组参与者的 GADA%、IA-2A% 和 IAA% 均高于其他组别(所有比较,p<0.01),DR3/DR4 组参与者的诊断年龄最小(所有比较,p<0.001)。结论/解释与 DR3/DR4 和 DR4/non-DR3 组相比,缺乏高风险 HLA 单倍型 (DRX/DRX) 或具有 HLA-DR3-DQ2 但缺乏 HLA-DR4-DQ8 (DR3/non-DR4) 的自身抗体阳性者具有表型差异,这表明 1 型糖尿病存在病因异质性。图文摘要
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引用次数: 0
Genetic variation in the RETN promoter, accompanied by latent sarcopenic obesity, led to insulin resistance in a Japanese cohort: the Toon Genome Study RETN启动子的遗传变异,伴随着潜在的肌肉减少性肥胖,导致日本队列中的胰岛素抵抗:椿基因组研究
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-13 DOI: 10.1007/s00125-024-06322-1
Yosuke Ikeda, Ryoichi Kawamura, Yasuharu Tabara, Koutatsu Maruyama, Daisuke Shiokawa, Misaki Takakado, Toshimi Hadate, Yasunori Takata, Jun Ohashi, Isao Saito, Yoshihiro Ogawa, Haruhiko Osawa

Aims/hypothesis

Resistin, inducing insulin resistance, is elevated in the sera of individuals with the G-A haplotype at c.-420 C>G (rs1862513) and c.-358 G>A (rs3219175). This haplotype is associated with visceral obesity and low grip strength. To elucidate the hidden relationship between the G-A haplotype and insulin resistance, integration of specific phenotypes defined by body composition and 75 g OGTT would be a promising strategy.

Methods

The 803 Japanese participants (average age: 62 years), attending annual medical checkups, were evaluated every 5 years. Participants were categorised by skeletal muscle mass, visceral fat score and OGTT results. Hierarchical clustering was performed using body composition and glucose metabolism parameters. Whole blood cells from participants homozygous for the G-A or C-G haplotype (n=25 and 33, respectively), matched for age, sex and BMI, using propensity score matching, were used for RNA-seq, pathway analysis and RT-PCR.

Results

Multivariate analysis showed that individuals with the G-A haplotype, when accompanied by latent skeletal muscle loss and visceral obesity (latent sarcopenic obesity), presented a pronounced deterioration in insulin resistance over a 5 year period. Cluster 2, identified using hierarchical clustering, was characterised by low skeletal muscle mass, visceral obesity and insulin resistance. This cluster, with the G-A haplotype, demonstrated deterioration in insulin resistance. RNA-seq and RT-PCR revealed altered expression of mitophagy-related genes in whole blood cells of the G-A homozygotes.

Conclusions/interpretation

The G-A haplotype, accompanied by latent low skeletal muscle mass and visceral obesity, led to the deterioration of insulin resistance over a 5 year period in this cohort, possibly through the altered expression of mitophagy-related genes.

Graphical Abstract

目的/假设:G-A单倍型个体血清中c -420 G>; G (rs1862513)和c -358 G>;A (rs3219175)的抵抗素升高,诱导胰岛素抵抗。这种单倍型与内脏肥胖和握力低有关。为了阐明g - a单倍型与胰岛素抵抗之间的隐藏关系,整合由身体成分和75 g OGTT定义的特定表型将是一种很有前途的策略。方法803名日本参与者(平均年龄62岁)每5年进行一次体检。参与者根据骨骼肌质量、内脏脂肪评分和OGTT结果进行分类。使用身体成分和葡萄糖代谢参数进行分层聚类。来自G-A或C-G单倍型纯合子的参与者的全血细胞(n=25和33),使用倾向评分匹配与年龄,性别和BMI匹配,用于RNA-seq,途径分析和RT-PCR。结果多变量分析显示,G-A单倍型个体,当伴有潜在的骨骼肌损失和内脏肥胖(潜在的肌肉减少性肥胖)时,在5年的时间里,胰岛素抵抗明显恶化。集群2,使用分层聚类识别,其特征是低骨骼肌质量,内脏肥胖和胰岛素抵抗。这个G-A单倍型的集群表现出胰岛素抵抗的恶化。RNA-seq和RT-PCR显示G-A纯合子全血细胞中有丝分裂相关基因的表达改变。结论/解释G-A单倍型,伴随潜在的低骨骼肌量和内脏肥胖,导致该队列患者在5年的时间内胰岛素抵抗恶化,可能是通过线粒体自噬相关基因的表达改变。图形抽象
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引用次数: 0
Elevated risk of infection in individuals with hyperinsulinaemic type 2 diabetes: a Danish 12 year cohort study 高胰岛素血症型2型糖尿病患者感染风险升高:一项丹麦12年队列研究
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-11 DOI: 10.1007/s00125-024-06342-x
Frederik P. B. Kristensen, Sidsel L. Domazet, Jens S. Nielsen, Jacob V. Stidsen, Kurt Højlund, Henning Beck-Nielsen, Peter Vestergaard, Niels Jessen, Michael H. Olsen, Torben Hansen, Charlotte Brøns, Allan Vaag, Henrik T. Sørensen, Reimar W. Thomsen

Aims/hypothesis

A better understanding of the mechanisms underlying an elevated infection risk in individuals with type 2 diabetes is needed to guide risk stratification and prevention. We investigated the risk of infection in subgroups of individuals with type 2 diabetes according to indices of insulin sensitivity and beta cell function.

Methods

We classified 7265 individuals with recently diagnosed type 2 diabetes (median duration 1.4 years, IQR 0.5–2.9 years) into hyperinsulinaemic (high beta cell function [HOMA 2-beta-cell function, HOMA2-B], low insulin sensitivity [HOMA 2-insulin sensitivity, HOMA2-S]), classical (low HOMA2-B, low HOMA2-S) and insulinopenic (low HOMA2-B, high HOMA2-S) type 2 diabetes. Individuals were followed until first hospital-treated infection or first prescription for an anti-infective agent (community-treated infection). We used Cox regression analysis to estimate HRs adjusted for age, sex, index year, diabetes duration and treatment, lifestyle behaviours and comorbidities.

Results

Among study participants, 28% had hyperinsulinaemic, 63% had classical and 9% had insulinopenic type 2 diabetes. The 10 year risks of hospital-treated infections were 42.3%, 36.8% and 31.0% in the three subgroups, respectively. Compared with the insulinopenic subgroup, adjusted HRs for hospital-treated infections were elevated for hyperinsulinaemic (1.38 [95% CI 1.16, 1.65]) and classical type 2 diabetes (1.20 [95% CI 1.02, 1.42]). The 10 year risks of community-treated infections were high in all three subgroups at 91.6%, 90.1% and 88.3%, respectively, corresponding to adjusted HRs of 1.20 (95% CI 1.08, 1.33) for the hyperinsulinaemic and 1.10 (95% CI 1.00, 1.21) for the classical subgroup. Infection risk in the hyperinsulinaemic subgroup decreased substantially when further adjusted for abdominal obesity, metabolic derangements and low-grade inflammation.

Conclusions/interpretation

The risk of severe infections is clearly elevated in individuals with type 2 diabetes characterised by a higher degree of insulin resistance/hyperinsulinaemia.

Graphical Abstract

目的/假设需要更好地了解2型糖尿病患者感染风险升高的机制,以指导风险分层和预防。我们根据胰岛素敏感性和β细胞功能指标调查了2型糖尿病个体亚组感染的风险。方法将7265例新近确诊的2型糖尿病患者(中位病程1.4年,IQR 0.5 ~ 2.9年)分为高胰岛素血症(高β细胞功能[HOMA 2- β细胞功能,HOMA2-B],低胰岛素敏感性[HOMA 2-胰岛素敏感性,HOMA2-S]),典型(低HOMA2-B,低HOMA2-S)和胰岛素缺乏(低HOMA2-B,高HOMA2-S) 2型糖尿病。随访个体直至首次住院治疗感染或首次使用抗感染药物(社区治疗感染)。我们使用Cox回归分析来估计经年龄、性别、指标年份、糖尿病病程和治疗、生活方式行为和合并症调整后的hr。结果在研究参与者中,28%患有高胰岛素血症,63%患有典型2型糖尿病,9%患有胰岛素缺乏型糖尿病。在三个亚组中,住院治疗感染的10年风险分别为42.3%、36.8%和31.0%。与胰岛素缺乏亚组相比,高胰岛素血症(1.38 [95% CI 1.16, 1.65])和典型2型糖尿病(1.20 [95% CI 1.02, 1.42])住院治疗感染的调整hr升高。在所有三个亚组中,社区治疗感染的10年风险都很高,分别为91.6%、90.1%和88.3%,对应于高胰岛素血症亚组的调整hr为1.20 (95% CI 1.08, 1.33),经典亚组的调整hr为1.10 (95% CI 1.00, 1.21)。当进一步调整腹部肥胖、代谢紊乱和低度炎症时,高胰岛素血症亚组的感染风险显著降低。结论/解释以较高程度的胰岛素抵抗/高胰岛素血症为特征的2型糖尿病患者严重感染的风险明显升高。图形抽象
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引用次数: 0
Sex differences in response to the endothelin receptor antagonist atrasentan in individuals with type 2 diabetes and chronic kidney disease: a post hoc analysis of the SONAR trial 2型糖尿病和慢性肾病患者对内皮素受体拮抗剂阿特拉森坦反应的性别差异:SONAR试验的事后分析
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-11 DOI: 10.1007/s00125-024-06326-x
J. David Smeijer, Sieta T. de Vries, Donald E. Kohan, Fan Fan Hou, Hiddo J. L. Heerspink

Aims/hypothesis

In the Study Of diabetic Nephropathy with AtRasentan (SONAR), the endothelin receptor antagonist (ERA) atrasentan slowed progression of chronic kidney disease (CKD) in individuals with type 2 diabetes. Pre-clinical research suggests sex-based differences in the endothelin system might influence the efficacy and safety of atrasentan. We therefore assessed the effects of atrasentan in men and women participating in SONAR.

Methods

SONAR was a double-blind, placebo-controlled trial that compared atrasentan 0.75 mg/day with placebo in individuals with type 2 diabetes and CKD (eGFR 25–75 ml/min per 1.73 m2, urine albumin/creatinine ratio [UACR] 300–5000 mg/g). The primary endpoint was defined as the time from randomisation to the first occurrence of a doubling in serum creatinine or kidney failure (eGFR <15 ml/min per 1.73 m2, chronic dialysis, kidney transplantation or death from kidney failure). Hospitalisation for heart failure was the secondary endpoint. We performed Cox proportional hazards regression analyses to compare the treatment effect of atrasentan between male and female participants on the risk of the composite kidney outcome as well as hospitalisation for heart failure. Additionally, differences between male and female participants in atrasentan plasma exposure and eGFR change were assessed using, respectively, a t test and linear mixed effect model.

Results

Among 3668 randomised participants, 946 (25.8%) were female. Atrasentan significantly reduced the risk of the composite kidney outcome in female participants (HR 0.46 [95% CI 0.28, 0.76]) but not in male participants (HR 0.83 [95% CI 0.65, 1.05]; p value for interaction 0.032). Atrasentan compared with placebo reduced eGFR decline to a greater extent in female than in male participants (treatment effect difference between male vs female participants −0.99 ml/min per 1.73 m2, p value for interaction=0.020). The RR for hospitalisation for heart failure with atrasentan vs placebo was 1.14 (95% CI 0.74, 1.76) in male participants and 1.88 (95% CI 0.98, 3.63) in female participants (p value for interaction=0.217). Female participants also had significantly higher atrasentan plasma exposure than male participants (geometric mean AUC 54.5 vs 42.6 ng/ml×h; p<0.001).

Conclusions/interpretation

Atrasentan showed greater kidney protection in female than in male participants but also induced more heart failure events in the female participants. These data suggest that sex-specific dosing regimens may be considered to optimise ERA treatment.

Trial registration

ClinicalTrials.gov NCT01858532

Graphical Abstract

目的/假设在阿特拉森坦(SONAR)治疗糖尿病肾病的研究中,内皮素受体拮抗剂(ERA)阿特拉森减缓了2型糖尿病患者慢性肾病(CKD)的进展。临床前研究表明,内皮素系统的性别差异可能会影响阿特拉森的疗效和安全性。因此,我们评估了阿特拉森对参与SONAR的男性和女性的影响。方法:ssonar是一项双盲、安慰剂对照试验,比较阿特拉森0.75 mg/天与安慰剂在2型糖尿病和CKD患者中的应用(eGFR 25-75 ml/min / 1.73 m2,尿白蛋白/肌酐比值[UACR] 300-5000 mg/g)。主要终点定义为从随机分配到首次出现血清肌酐加倍或肾衰竭的时间(eGFR = 15 ml/min / 1.73 m2,慢性透析,肾移植或肾衰竭死亡)。心力衰竭住院是次要终点。我们进行了Cox比例风险回归分析,以比较阿特拉森坦在男性和女性参与者中对复合肾脏结局和心力衰竭住院风险的治疗效果。此外,男性和女性受试者在阿特拉森血浆暴露和eGFR变化方面的差异分别使用t检验和线性混合效应模型进行评估。结果在3668名随机参与者中,946名(25.8%)为女性。阿特拉森坦在女性受试者中显著降低了复合肾脏结局的风险(HR 0.46 [95% CI 0.28, 0.76]),但在男性受试者中没有(HR 0.83 [95% CI 0.65, 1.05];P值为0.032)。与安慰剂相比,阿特拉森坦在女性受试者中降低eGFR的程度大于男性受试者(男性与女性受试者之间的治疗效果差异为- 0.99 ml/min / 1.73 m2,相互作用的p值=0.020)。与安慰剂相比,阿特拉森坦治疗心力衰竭住院的男性受试者的RR为1.14 (95% CI 0.74, 1.76),女性受试者的RR为1.88 (95% CI 0.98, 3.63)(相互作用的p值=0.217)。女性受试者的阿特拉森血浆暴露量也显著高于男性受试者(几何平均AUC 54.5 vs 42.6 ng/ml×h;术中,0.001)。结论/解释阿特拉森在女性受试者中表现出比男性更强的肾脏保护作用,但在女性受试者中也诱发了更多的心力衰竭事件。这些数据表明,性别特异性给药方案可以考虑优化ERA治疗。临床试验注册网站clinicaltrials .gov nct01858532
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引用次数: 0
The use of automated insulin delivery around physical activity and exercise in type 1 diabetes: a position statement of the European Association for the Study of Diabetes (EASD) and the International Society for Pediatric and Adolescent Diabetes (ISPAD) 1型糖尿病患者在体育活动和锻炼期间使用自动胰岛素输送:欧洲糖尿病研究协会(EASD)和国际儿科和青少年糖尿病学会(ISPAD)的立场声明
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-10 DOI: 10.1007/s00125-024-06308-z
Othmar Moser, Dessi P. Zaharieva, Peter Adolfsson, Tadej Battelino, Richard M. Bracken, Bruce A. Buckingham, Thomas Danne, Elizabeth A. Davis, Klemen Dovč, Gregory P. Forlenza, Pieter Gillard, Sabine E. Hofer, Roman Hovorka, Peter G. Jacobs, Julia K. Mader, Chantal Mathieu, Kirsten Nørgaard, Nick S. Oliver, David N. O’Neal, John Pemberton, Rémi Rabasa-Lhoret, Jennifer L. Sherr, Harald Sourij, Martin Tauschmann, Jane E. Yardley, Michael C. Riddell

Regular physical activity and exercise (PA) are cornerstones of diabetes care for individuals with type 1 diabetes. In recent years, the availability of automated insulin delivery (AID) systems has improved the ability of people with type 1 diabetes to achieve the recommended glucose target ranges. PA provide additional health benefits but can cause glucose fluctuations, which challenges current AID systems. While an increasing number of clinical trials and reviews are being published on different AID systems and PA, it seems prudent at this time to collate this information and develop a position statement on the topic. This joint European Association for the Study of Diabetes (EASD)/International Society for Pediatric and Adolescent Diabetes (ISPAD) position statement reviews current evidence on AID systems and provides detailed clinical practice points for managing PA in children, adolescents and adults with type 1 diabetes using AID technology. It discusses each commercially available AID system individually and provides guidance on their use in PA. Additionally, it addresses different glucose responses to PA and provides stratified therapy options to maintain glucose levels within the target ranges for these age groups.

Graphical Abstract

规律的身体活动和锻炼(PA)是1型糖尿病患者糖尿病护理的基石。近年来,自动化胰岛素输送(AID)系统的可用性提高了1型糖尿病患者达到推荐血糖目标范围的能力。PA提供额外的健康益处,但可能引起血糖波动,这对当前的AID系统构成挑战。虽然越来越多的临床试验和评论正在发表在不同的AID系统和PA上,但在这个时候,整理这些信息并就该主题发表立场声明似乎是谨慎的。这份欧洲糖尿病研究协会(EASD)和国际儿科和青少年糖尿病学会(ISPAD)联合发表的立场声明回顾了AID系统的现有证据,并提供了使用AID技术管理儿童、青少年和成人1型糖尿病患者PA的详细临床实践要点。它单独讨论了每个商业上可用的AID系统,并提供了它们在PA中的使用指南。此外,它解决了不同的葡萄糖对PA的反应,并提供分层的治疗选择,以维持这些年龄组的血糖水平在目标范围内。图形抽象
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引用次数: 0
Sex differences in the efficacy of angiotensin receptor blockers on kidney and cardiovascular outcomes among individuals with type 2 diabetes and diabetic kidney disease: post hoc analyses of the RENAAL and IDNT trials 血管紧张素受体阻滞剂对2型糖尿病和糖尿病肾病患者肾脏和心血管预后疗效的性别差异:RENAAL和IDNT试验的事后分析
IF 8.2 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-12-10 DOI: 10.1007/s00125-024-06325-y
Sieta T. de Vries, Michelle J. Pena, Sok Cin Tye, Sanne A. E. Peters, Daniël H. van Raalte, Clare Arnott, Adriaan A. Voors, Peter G. M. Mol, Petra Denig, Hiddo J. L. Heerspink

Aims/hypothesis

Our aim was to assess sex differences in the efficacy of angiotensin receptor blockers (i.e. losartan and irbesartan) on kidney and cardiovascular outcomes in individuals with type 2 diabetes and diabetic kidney disease.

Methods

Data from the Angiotensin II Antagonist Losartan Study (RENAAL) and Irbesartan type II Diabetic Nephropathy Trial (IDNT) were used. The kidney outcome was time to first event of end-stage kidney disease or doubling of serum creatinine. The cardiovascular outcome was time to first event of a composite of stroke, myocardial infarction, cardiovascular death or hospitalisation for heart failure. Sex differences were assessed by a sex × treatment interaction term in Cox proportional hazards models.

Results

Included were 1737 male participants and 924 female participants. The beneficial effect of angiotensin receptor blockers on the kidney outcome was similar between male and female participants (HR in male participants 0.72 [95% CI 0.59, 0.86] vs HR in female participants 0.86 [95% CI 0.69, 1.06]; sex × treatment interaction HR 1.19 [95% CI 0.89, 1.59]). For the cardiovascular outcome, angiotensin receptor blockers lowered the risk in male but not in female participants (HR in male participants 0.81 [95% CI 0.69, 0.95] vs HR in female participants 1.11 [95% CI 0.88, 1.40]; sex × treatment interaction HR 1.37 [95% CI 1.03, 1.82]).

Conclusions/interpretation

This study in individuals with type 2 diabetes and diabetic kidney disease suggests that the beneficial effects of angiotensin receptor blockers are similar in male and female participants for the kidney outcome but not for the cardiovascular outcome. More attention to sex differences in angiotensin receptor blockers’ efficacy and underlying mechanisms of differences in response is needed.

Trial registration

ClinialTrials.gov NCT00308347

Graphical Abstract

目的/假设我们的目的是评估血管紧张素受体阻滞剂(即氯沙坦和厄贝沙坦)对2型糖尿病和糖尿病肾病患者肾脏和心血管结局疗效的性别差异。方法采用血管紧张素II拮抗剂氯沙坦研究(RENAAL)和厄贝沙坦II型糖尿病肾病试验(IDNT)的数据。肾脏预后为首次发生终末期肾病或血清肌酐翻倍的时间。心血管终点为首次发生中风、心肌梗死、心血管死亡或因心力衰竭住院的时间。在Cox比例风险模型中,性别差异通过性别×治疗相互作用项进行评估。结果男性1737人,女性924人。血管紧张素受体阻滞剂对肾脏预后的有益作用在男性和女性参与者之间相似(男性参与者的HR为0.72 [95% CI 0.59, 0.86],女性参与者的HR为0.86 [95% CI 0.69, 1.06];性别与治疗相互作用的比值为1.19 [95% CI 0.89, 1.59])。对于心血管结局,血管紧张素受体阻滞剂降低了男性受试者的风险,但没有降低女性受试者的风险(男性受试者的HR为0.81 [95% CI 0.69, 0.95],女性受试者的HR为1.11 [95% CI 0.88, 1.40];性别与治疗相互作用的比值为1.37 [95% CI 1.03, 1.82])。结论/解释:这项针对2型糖尿病和糖尿病肾病患者的研究表明,在男性和女性受试者中,血管紧张素受体阻滞剂对肾脏结局的有益作用相似,但对心血管结局的有益作用不同。需要更多地关注血管紧张素受体阻滞剂疗效的性别差异和反应差异的潜在机制。临床试验注册:clinaltrials .gov nct00308347
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Diabetologia
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