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Expert Opinion Statement on Continuous Glucose Monitoring in Type 2 Diabetes in the Arab Gulf Region. 阿拉伯海湾地区2型糖尿病患者持续血糖监测专家意见声明
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-21 DOI: 10.1177/19322968251393740
Abdulrahman Alshaikh, Abdulmohsen Bakhsh, Afaf Al-Sagheir, Ahmed El-Laboudi, Dabia Al-Mohanadi, Fatheya Al Awadi, Hussein Elbadawi, Lamya Alzubaidi, Mohammed E Al-Sofiani, Muhammad Hamed Farooqi, Raed Aldahash, Reem Alamoudi, Saud Alsifri, Mohammed Almehthel

The introduction of continuous glucose monitoring (CGM) has been considered a transformative monitoring tool in diabetes management. However, its adoption remains limited in the Gulf region, especially for patients with type 2 diabetes, due to cost, lack of reimbursement strategies, variability in healthcare infrastructure, and lack of trained health care providers (HCPs). The lack of regional guidelines tailored to the unique demographic, cultural, and health care needs of the Gulf population has resulted in low adoption and inconsistent use of CGM in clinical practice, leaving many patients without adequate advanced glucose monitoring options. This expert opinion statement evaluates the evidence for real-time CGM in the management of patients with type 2 diabetes and provides region-specific recommendations to guide HCPs in optimizing CGM use, improving patient outcomes, and addressing barriers to implementation in the Gulf region.

连续血糖监测(CGM)的引入被认为是糖尿病管理中一种变革性的监测工具。然而,由于成本、缺乏报销策略、医疗基础设施的可变性以及缺乏训练有素的卫生保健提供者(HCPs),其在海湾地区的采用仍然有限,特别是对2型糖尿病患者。由于缺乏针对海湾地区人口独特的人口、文化和卫生保健需求量身定制的区域指南,导致CGM在临床实践中的采用率低,使用不一致,使许多患者没有足够的先进血糖监测选择。本专家意见声明评估了实时CGM在2型糖尿病患者管理中的证据,并提供了针对特定地区的建议,以指导HCPs优化CGM的使用,改善患者的预后,并解决海湾地区实施CGM的障碍。
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引用次数: 0
Device Insertion Versus Material: Drivers of Inflammation in Diabetes Device Interfaces. 设备插入与材料:糖尿病设备接口炎症的驱动因素。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-18 DOI: 10.1177/19322968251389945
Priscila Silva Cunegundes, Kenneth Wood, Jean Gabriel de Souza, Anjul Bhangu, Li Mao, Ulrike Klueh

Background: Automated insulin delivery (AID) systems are limited by the short wear time of insulin infusion sets, which typically need replacement every 2 to 3 days, significantly shorter than the 14-day lifespan of continuous glucose monitoring (CGM) sensors. Infusion set failure remains a major obstacle to AID reliability and patient adherence. This study examined the roles of insertion trauma and biomaterial composition in causing acute inflammatory responses using both swine and mouse models.

Methodology: We evaluated three commercial CGM sensors (Abbott Libre 2, Dexcom G7, Medtronic Guardian 3) and two Teflon-based IIS catheters (Medtronic QuickSet and i-Port Advance). In swine, tissue was histologically analyzed one day after implantation to assess neutrophil extracellular trap (NET) formation. In a murine air pouch model, we isolated material-specific immune responses by reducing mechanical injury. Lavage fluids collected at 1 and 3 days postimplantation were examined for immune cell infiltration and cytokine expression using flow cytometry and MSD multiplex assays.

Results: NETs were observed at all insertion sites, indicating that tissue trauma, rather than the material itself, is the primary trigger of early NET formation. However, Teflon catheters caused a more prolonged inflammatory response, with increased recruitment of macrophages and mast cells, and higher levels of TNF-α and KC/GRO. In contrast, polyurethane-based sensors induced minimal immune activation, suggesting greater biocompatibility. The findings were consistent across models, although some species-specific differences were noted.

Conclusion: These findings underscore the importance of minimizing insertion trauma and selecting biocompatible materials to promote device-tissue integration, prolong wear time, and enhance AID system performance.

背景:自动化胰岛素输送(AID)系统受到胰岛素输液器磨损时间短的限制,通常每2至3天需要更换一次,明显短于连续血糖监测(CGM)传感器的14天寿命。输液器故障仍然是影响AID可靠性和患者依从性的主要障碍。本研究使用猪和小鼠模型研究了插入创伤和生物材料成分在引起急性炎症反应中的作用。方法:我们评估了三种商用CGM传感器(雅培Libre 2、Dexcom G7、美敦力Guardian 3)和两种基于teflon的IIS导管(美敦力QuickSet和i-Port Advance)。在猪中,在植入后一天对组织进行组织学分析,以评估中性粒细胞细胞外陷阱(NET)的形成。在小鼠气囊模型中,我们通过减少机械损伤来分离材料特异性免疫反应。采用流式细胞术和MSD多重检测法检测免疫细胞浸润和细胞因子表达。结果:在所有插入部位都观察到NET,表明组织创伤,而不是材料本身,是早期NET形成的主要触发因素。然而,特氟龙导管引起的炎症反应更持久,巨噬细胞和肥大细胞的募集增加,TNF-α和KC/GRO水平升高。相比之下,基于聚氨酯的传感器诱导最小的免疫激活,表明更大的生物相容性。这些发现在不同的模型中是一致的,尽管注意到一些特定物种的差异。结论:这些发现强调了减少插入创伤和选择生物相容性材料对促进器械与组织整合、延长佩戴时间和提高AID系统性能的重要性。
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引用次数: 0
Continuous Glucose Monitoring Profiles in Elite-Level Professional European Football Players. 欧洲精英水平职业足球运动员连续血糖监测概况。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-14 DOI: 10.1177/19322968251388668
Kristina Skroce, Andrea Zignoli, Niko Mihic, David J Lipman, Lauren V Turner, Michael C Riddell, Howard C Zisser

Background: This descriptive observational study reports on continuous glucose monitoring (CGM) data, using a novel glucose biosensor (Abbott Libre Sense Glucose Sport Biosensor), during professional game play and during daily life in elite European football players.

Methods: Eighteen healthy male elite football players (age: 27.5 ± 5.1 years; height 180.1 ± 7.2 cm, weight 74.2 ± 9.1 kg, UEFA Champions League club) participated, with a subset examined for a single game for active (n = 10) and reserve (n = 4) players. Group comparisons used unpaired t-tests or Wilcoxon rank-sum tests; within-group differences used repeated measures one-way analysis of variance or Friedman test. Descriptive statistics were summarized for 24-hour data for daytime (06:00 am-10:59 pm) and nighttime (11:00 pm-05:59 am).

Results: Higher mean CGM glucose was observed during-game in active compared with reserve players (159 ± 23 vs 133 ± 25 mg/dL, P = .09), with significantly higher time above range (TAR, 72.8 ± 32.02 vs 29.7 ± 37.9%, P = .04) and lower time in range (TIR, 26.7 ± 31.9 vs 70.3 ± 37.9%, P = .04). In the 90 minute pre- to 180 minute post-game period, TAR (57.3 ± 26.6% vs 16.1 ± 20.2%, P = .02) and mean iG (149 ± 19 vs 123 ± 14 mg/dL, P = .02) remained higher for active players. For all 18 players, TIR was 89.4 ± 11.7 and 91.6 ± 13.7%, TAR was 5.9 ± 6.7 and 2.9 ± 5.7%, and time below range was 4.5 ± 10.5 and 5.3 ± 13.2% for day and night, respectively.

Conclusions: This observational study suggests that elite European footballers may have significant increases in glycemia, as measured by CGM, supporting the notion that mild hyperglycemia can occur during and after active competition in healthy and metabolically normal athletes, perhaps because of competition stress.

背景:本描述性观察性研究报告了使用新型葡萄糖生物传感器(雅培Libre Sense葡萄糖运动生物传感器)在职业比赛和日常生活中对欧洲精英足球运动员的连续血糖监测(CGM)数据。方法:18名来自欧冠俱乐部的健康男性优秀足球运动员(年龄27.5±5.1岁,身高180.1±7.2 cm,体重74.2±9.1 kg),选取现役(n = 10)和预备队(n = 4)进行一场比赛检查。组间比较采用非配对t检验或Wilcoxon秩和检验;组内差异采用重复测量、单因素方差分析或Friedman检验。对白天(06:00 am-10:59 pm)和夜间(11:00 pm-05:59 am) 24小时数据进行描述性统计总结。结果:与替补队员相比,现役队员比赛期间平均CGM血糖升高(159±23 vs 133±25 mg/dL, P = 0.09),超出范围时间(TAR, 72.8±32.02 vs 29.7±37.9%,P = 0.04),超出范围时间(TIR, 26.7±31.9 vs 70.3±37.9%,P = 0.04)。在赛前90分钟至赛后180分钟期间,活跃球员的TAR(57.3±26.6% vs 16.1±20.2%,P = 0.02)和平均iG(149±19 vs 123±14 mg/dL, P = 0.02)仍然较高。18名患者的TIR分别为89.4±11.7和91.6±13.7%,TAR分别为5.9±6.7和2.9±5.7%,低于范围的时间白天和夜间分别为4.5±10.5和5.3±13.2%。结论:这项观察性研究表明,通过CGM测量,欧洲优秀足球运动员的血糖水平可能显著升高,这支持了一种观点,即健康和代谢正常的运动员在积极比赛期间和之后可能发生轻度高血糖,这可能是由于比赛压力。
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引用次数: 0
Fully Closed-Loop Insulin Delivery with High-Carbohydrate and High-Fat Meals Using the Tandem Freedom System. 使用串联自由系统的高碳水化合物和高脂肪食物的全闭环胰岛素输送。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-14 DOI: 10.1177/19322968251389966
Tom M Wilkinson, Martin I de Bock, Renee Meier, Sue Hurd, Ravid Sasson-Katchalski, Alex Trahan, Jose R Rueda, Nicholas Sherer, Micah Stephens, Britta Meyer, Dulguun Gantulga, Sneha Rackow, Edwin W D'Souza, Peter Briggs, John P Corbett, Thomas R Ulrich, Jordan E Pinsker

Background: To evaluate a new fully closed-loop (FCL) system in people with type 1 diabetes (T1D) with high-carbohydrate and high-fat unannounced meals.

Methods: After a 1-week Control-IQ run-in period at home with mealtime insulin boluses, ten adults with T1D used the Tandem Freedom FCL System in the hotel setting for 72 hours without meal announcement or mealtime insulin boluses. Participants consumed high-carbohydrate and high-fat meals during their stay. Exercise challenges occurred each day. A Wilcoxon signed-rank test for nonparametric data compared outcomes between periods.

Results: Mean participant age was 38.6 years, duration of diabetes 15.9 years, total daily insulin 0.71 units/kg/d, and HbA1c 7.3%. There were no diabetic ketoacidosis (DKA) or severe hypoglycemia events. During the hotel study, FCL was active 97.3% of the time, and median meal size was 70.8 g carbohydrate and 53.2 g fat for breakfast, 53.8 g carbohydrate and 40.0 g fat for lunch, and 96.1 g carbohydrate and 53.1 g fat for dinner. Median time in range (TIR) 70 to 180 mg/dL was 61.0% [58.9, 73.0] without any meal announcement or mealtime insulin boluses during the 72-hour FCL period, compared to 56.3% [50.9, 64.0] with their home pump with mealtime insulin boluses during the at-home run-in week (+9.0%, P = .23). Overnight TIR was 95.9% [83.8, 100.0] for FCL versus 69.6% [57.6, 77.8] for the run-in period (+26.1%, P = .01). Time <70 mg/dL was low at 0.4% during FCL.

Conclusions: FCL insulin delivery with the Tandem Freedom System was safe and effective in adults with T1D with high-carbohydrate, high-fat meals.

背景:评估一种新的全闭环(FCL)系统在1型糖尿病(T1D)患者高碳水化合物和高脂肪的未宣布膳食中的应用。方法:10例成年T1D患者在家中进行为期1周的Control-IQ磨合期后,在酒店环境中使用Tandem Freedom FCL系统72小时,没有用餐通知或用餐胰岛素。参与者在逗留期间食用高碳水化合物和高脂肪的食物。每天都有锻炼挑战。非参数数据的Wilcoxon符号秩检验比较了不同时期的结果。结果:参与者平均年龄38.6岁,糖尿病病程15.9年,每日总胰岛素0.71单位/kg/d, HbA1c为7.3%。无糖尿病酮症酸中毒(DKA)或严重低血糖事件。在酒店研究中,FCL有97.3%的时间是活跃的,餐量中位数为早餐70.8克碳水化合物和53.2克脂肪,午餐53.8克碳水化合物和40.0克脂肪,晚餐96.1克碳水化合物和53.1克脂肪。在72小时FCL期间,没有任何用餐通知或用餐时胰岛素注射的患者在70至180 mg/dL范围内的中位时间(TIR)为61.0%[58.9,73.0],而在家跑步周期间,使用家庭泵和用餐时胰岛素注射的患者的中位时间为56.3% [50.9,64.0](+9.0%,P = 0.23)。FCL的隔夜TIR为95.9%[83.8,100.0],磨合期为69.6% [57.6,77.8](+26.1%,P = 0.01)。结论:在高碳水化合物、高脂肪膳食的成人T1D患者中,串联自由系统的FCL胰岛素输送是安全有效的。
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引用次数: 0
The Impact of Interfering Substances on Continuous Glucose Monitors: Part 1: Classification of Continuous Glucose Monitoring Devices and Mechanisms of Substance Interference. 干扰物质对连续血糖监测的影响:第1部分:连续血糖监测设备的分类和物质干扰机制。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-11 DOI: 10.1177/19322968251377027
Steven John Setford

Presented is a series of narrative reviews that summarize published information regarding the effect or potential effect of interfering substances on the accuracy of continuous glucose monitoring (CGM) devices. While drawing together what is currently known regarding this topic, the future direction in this field and clinical implications posed by polypharmacy on CGM performance are considered. This first in a series of four review articles classifies commercially available CGMs by glucose measurement principle before reviewing what is currently known regarding substance interference mechanisms and design approaches that may serve to reduce interfering effects. Points covered include the following: minimally invasive electrochemical CGMs, which may be classified by first-, second-, or third-generational design (these models are at risk of interference from electroactive substances, or substances that can interfere with the enzymatic biorecognition process); non-invasive fluid sampling CGMs, which draw glucose across the skin barrier but are similarly reliant on the electrochemical measurement of an enzymatic reaction product; and minimally invasive implantable CGMs, which exhibit different interfering substance behaviors to other CGM classes, using a non-enzyme-based glucose-recognition agent coupled to optical detection. An understanding of substance-interfering mechanisms allows consideration of the potential impact on clinical accuracy of substances that are routinely prescribed, can be purchased over the counter, or are new to market.

本文介绍了一系列关于干扰物质对连续血糖监测(CGM)设备准确性的影响或潜在影响的已发表信息的综述。在汇集目前已知的关于该主题的内容的同时,考虑了该领域的未来方向以及多种药物对CGM性能的临床意义。在回顾目前已知的物质干扰机制和可能有助于减少干扰效应的设计方法之前,这是一系列四篇综述文章中的第一篇,根据葡萄糖测量原理对市售cgm进行分类。所涵盖的要点包括:微创电化学cgm,可按第一代、第二代或第三代设计分类(这些模型有受到电活性物质干扰的风险,或可能干扰酶生物识别过程的物质);非侵入性液体取样cgm,通过皮肤屏障提取葡萄糖,但同样依赖于酶促反应产物的电化学测量;微创植入式CGM,与其他类型的CGM表现出不同的干扰物质行为,使用非酶基葡萄糖识别剂耦合光学检测。了解物质干扰机制可以考虑常规处方、可在柜台购买或新上市物质对临床准确性的潜在影响。
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引用次数: 0
Replacing or Supplementing Automated Insulin Delivery With Inhaled Insulin: A 90-Day Randomized Controlled Trial. 用吸入胰岛素替代或补充自动胰岛素输送:一项为期90天的随机对照试验
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-11 DOI: 10.1177/19322968251388128
Kevin B Kaiserman, Johanna Ulloa, Jennifer Pleitez, Joseph Sylvan, Kevin Codorniz, Scott Lee, Christopher Jacobson, Thomas Blevins

Background: Technosphere insulin (TI) is an ultra-rapid-acting inhaled insulin approved for glucose management in adults with diabetes mellitus. Using a higher modified initial conversion dose than in the current United States Prescribing Information, this study assessed supplementing or replacing automated insulin delivery (AID) systems with TI.

Methods: Adult participants with type 1 diabetes (glycated hemoglobin [HbA1c], 7%-11%) using an AID system were randomized into TI + AID (TI for meals and AID for basal and corrections), TI + insulin degludec (TI for meals and corrections and insulin degludec for basal), or control group (remaining on AID) and treated for 90 days. HbA1c, forced expiratory volume in 1 second (FEV1), hypoglycemic events, and adverse events (AEs) were assessed.

Results: Of 33 enrolled participants, 24 completed the study. All groups demonstrated comparable declines in HbA1c from baseline to end of treatment (statistically significant decline for control group). No within- or between-group statistical differences were observed in FEV1. Incidence and event rate of hypoglycemia <70 mg/dL and <54 mg/dL were similar between groups, and no severe hypoglycemic events were reported. No treatment-related serious AEs were reported, and 2 participants experienced AEs of special interest related to TI (clinically relevant decline in pulmonary function and wheezing).

Conclusions: This proof-of-concept study demonstrated the safety and efficacy of TI, at a higher modified dose conversion, when added for mealtime control to an AID system or was used for glycemic control with basal insulin.

背景:Technosphere胰岛素(TI)是一种超速效吸入胰岛素,被批准用于成人糖尿病患者的血糖管理。使用比当前美国处方信息更高的修改初始转换剂量,本研究评估了用TI补充或替代自动胰岛素输送(AID)系统。方法:使用AID系统的成年1型糖尿病患者(糖化血红蛋白[HbA1c], 7%-11%)被随机分为TI + AID(膳食TI +基础和纠正AID), TI +胰岛素葡糖苷(膳食TI +纠正和基础胰岛素葡糖苷)或对照组(继续使用AID)并治疗90天。评估HbA1c、1秒用力呼气量(FEV1)、低血糖事件和不良事件(ae)。结果:33名参与者中,24人完成了研究。从基线到治疗结束,所有组的HbA1c均有相当程度的下降(对照组的下降有统计学意义)。FEV1组内和组间无统计学差异。结论:这项概念验证研究证明了TI的安全性和有效性,在更高的改良剂量转换下,当添加到AID系统中用于餐时控制或与基础胰岛素一起用于血糖控制时。
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引用次数: 0
Optimizing Type 1 Diabetes Screening in People With Family History: A German Perspective. 在有家族史的人群中优化1型糖尿病筛查:德国的观点。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-10 DOI: 10.1177/19322968251383911
Thomas Danne, Thomas M Kapellen, Sebastian A Widholz, Martin Wabitsch, Ralph Ziegler

Individuals with a family history of type 1 diabetes (T1D) are at significantly higher risk of developing T1D compared to the general population. Before its clinical onset, individuals with T1D can be identified through islet autoantibody (IAb) testing which, if multiple IAbs are detected, justifies the diagnosis of early-stage T1D. Amid rising global T1D incidence, we outline Germany's strategy for early detection and management focused on individuals with a family history and, where informative, implementation lessons are illustrated using findings from the German Fr1da general-population study. Genetic risk factors for T1D development in individuals with family history are discussed, as well as impacts of positive screening results including influence on diabetic ketoacidosis (DKA) rates and psychological aspects. In parallel, recommendations and consensus guidelines from other national screening efforts are introduced. Building on this, we address challenges in nationwide T1D family-based screening integration and explore leveraging health care systems for cost-effective implementation. We also provide practical aspects to overcome barriers for family-based T1D screening and introduce monitoring strategies in individuals with early-stage T1D. With the advent of disease-modifying therapies (DMTs) for delaying T1D progression, there is now a rationale at hand that offers an IAb screening incentive. Collectively, we emphasize the critical role of early detection and monitoring among at-risk relatives in mitigating the burden of T1D on individuals, families, and health care systems.

与一般人群相比,有1型糖尿病(T1D)家族史的个体患T1D的风险明显更高。在T1D临床发病前,可以通过胰岛自身抗体(IAb)检测来识别个体,如果检测到多种IAb,则可以诊断为早期T1D。随着全球T1D发病率的上升,我们概述了德国的早期发现和管理战略,重点关注有家族史的个体,并利用德国Fr1da一般人群研究的结果说明了信息丰富的实施经验。讨论了家族史个体T1D发展的遗传危险因素,以及阳性筛查结果的影响,包括对糖尿病酮症酸中毒(DKA)发生率和心理方面的影响。同时,介绍了其他国家筛查工作的建议和共识指南。在此基础上,我们解决了在全国范围内以家庭为基础的T1D筛查整合的挑战,并探索利用卫生保健系统实现成本效益。我们还提供了克服基于家庭的T1D筛查障碍的实际方面,并介绍了早期T1D患者的监测策略。随着用于延缓T1D进展的疾病修饰疗法(dmt)的出现,现在有了提供IAb筛查激励的基本原理。总之,我们强调在高危亲属中早期发现和监测在减轻T1D对个人、家庭和卫生保健系统的负担方面的关键作用。
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引用次数: 0
Exploring Relationships Between Maternal Characteristics, Continuous Glucose Monitoring Data, and Neonatal Hypoglycemia in Gestational Diabetes Pregnancies Using Probabilistic Modeling. 利用概率模型探讨妊娠期糖尿病孕妇的产妇特征、连续血糖监测数据和新生儿低血糖之间的关系。
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-10 DOI: 10.1177/19322968251388107
Giacomo Cappon, Marco Catanuso, Erica Tavazzi, Karen Elkind-Hirsch, Andrea Facchinetti

Background: Gestational diabetes mellitus (GDM) is a frequent metabolic complication during pregnancy that significantly impacts both maternal and neonatal health outcomes regularly resulting in NH. Exploring the interactions between maternal characteristics, neonatal outcomes, and data collected from wearable technologies, such as continuous glucose monitoring (CGM) could potentially enable the development of predictive models and support personalized care.

Methods: This study employed probabilistic modeling, using Bayesian networks (BNs), to analyze data from the STEADY SUGAR clinical trial (N = 118 women with GDM) with the aim of discovering interactions between maternal characteristics, CGM-derived features calculated in the 90 days preceding delivery, and neonatal outcomes, particularly NH. The final BN returns a graph and conditional probability tables between inputs and outputs, whose statistical relevance has been quantified via odds ratios (ORs).

Results: Direct associations were identified between NH and maternal hypertension (OR: 2.13 [1.02, 4.46]), family history for diabetes (OR: 1.43 [0.57, 3.57]), and elevated maternal body mass index (BMI) (OR: 3.59 [1.42, 9.08] comparing lower vs higher BMI categories). Cesarean delivery also influenced NH risk (OR: 2.05 [0.98, 4.28]). Indirect associations involving medication regimens and delivery type were significant. Ethnic disparities emerged, notably higher hyperglycemia among Afro-American patients (OR: 2.91 [1.19, 7.11]), highlighting ethnicity-related variations in glycemic control. Notably, CGM-derived metrics were associated with multiple neonatal outcomes.

Conclusions: Bayesian network allowed to explore the complex interactions between variables in pregnancies affected by GDM. This framework will be extended with wider data sets to provide valuable insights for clinical decision-making able to mitigate maternal and neonatal risks.

背景:妊娠期糖尿病(GDM)是妊娠期一种常见的代谢并发症,可显著影响孕产妇和新生儿的健康结局,经常导致新生儿糖尿病。探索产妇特征、新生儿结局和从可穿戴技术(如连续血糖监测(CGM))收集的数据之间的相互作用,可能有助于开发预测模型并支持个性化护理。方法:本研究采用概率建模,使用贝叶斯网络(BNs)分析来自STEADY SUGAR临床试验(N = 118名GDM妇女)的数据,目的是发现产妇特征、分娩前90天计算的cgm衍生特征与新生儿结局(特别是新生儿新生儿结局)之间的相互作用。最后的BN返回输入和输出之间的图和条件概率表,其统计相关性已通过比值比(or)量化。结果:NH与产妇高血压(OR: 2.13[1.02, 4.46])、糖尿病家族史(OR: 1.43[0.57, 3.57])和产妇体重指数(BMI)升高(OR: 3.59[1.42, 9.08])之间存在直接关联。剖宫产也影响NH风险(OR: 2.05[0.98, 4.28])。涉及药物治疗方案和给药方式的间接关联是显著的。种族差异出现,特别是非裔美国患者的高血糖(OR: 2.91[1.19, 7.11]),突出了血糖控制的种族差异。值得注意的是,cgm衍生的指标与多种新生儿结局相关。结论:贝叶斯网络可以探索妊娠期GDM影响变量之间复杂的相互作用。该框架将扩展为更广泛的数据集,为能够减轻孕产妇和新生儿风险的临床决策提供有价值的见解。
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引用次数: 0
Continuous Glucose Monitoring and Maternal and Neonatal Morbidity in Pregnant People With Type 1 Diabetes. 妊娠1型糖尿病患者持续血糖监测与孕产妇和新生儿发病率
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-04 DOI: 10.1177/19322968251388119
Stephanie A Fisher, Jacopo Pavan, María F Villa-Tamayo, Chiara Fabris, Natalie E Conboy, Charlotte Niznik, Lynn M Yee, Marcela Moscoso-Vasquez, Annanda Fernandes Moura B Batista, Michael A Kohn, Emily Kobayashi, Amit R Majithia, Jingtong Huang, Tiffany Tian, Rachel E Aaron, David Klonoff

Introduction: Prior studies have not identified if continuous glucose monitoring (CGM) metrics at a critical gestational age window can discriminate risk of adverse pregnancy outcomes. We evaluated late second- and third-trimester CGM metrics by gestational age associated with pregnancy outcomes in gravidas with type 1 diabetes (T1DM).

Methods: Dexcom G6 CGM data from a retrospective cohort of singleton gestations with T1DM (2018-2022) at an academic medical center were analyzed. Time in, above, and below range 63 to 140 mg/dL (TIR, TAR, TBR), glycemic variability, and mean glucose concentration were computed in two-week CGM intervals from 240 to 396 weeksdays. Adverse pregnancy outcomes were hypertensive disorders of pregnancy (HDP), large-for-gestational age (LGA), and neonatal hypoglycemia. Linear mixed-effects models were fitted on CGM metrics computed from two-week CGM intervals, with gestational age, adverse pregnancy outcomes (i.e. presence/absence of HDP, LGA, and/or neonatal hypoglycemia), and their interaction as fixed effects.

Results: In 87 gravidas with preconception median hemoglobin A1c 6.5% (IQR 6.0, 7.1) and maternal body mass index 24.8 kg/m2 (IQR 21.9, 27.1), 71% had at least one adverse pregnancy outcome. Between weeks 240 and 376, gravidas with HDP had higher TAR and mean glucose and lower TIR (P < .05). Gravidas with LGA had lower TBR between weeks 240 and 356. TIR, TAR, and mean glucose evolution differed by HDP status, with greatest divergence between groups at 280 to 296 weeks' gestation (P ≤ .001).

Conclusion: CGM metrics in the late second to early third trimester, a period of peak insulin resistance, may help to distinguish risk of HDP and LGA in gravidas with T1DM.

先前的研究尚未确定在关键胎龄窗口持续血糖监测(CGM)指标是否可以区分不良妊娠结局的风险。我们评估了妊娠中期晚期和妊娠晚期CGM指标与1型糖尿病(T1DM)孕妇妊娠结局的相关性。方法:对某学术医疗中心单胎妊娠T1DM回顾性队列(2018-2022)的Dexcom G6 CGM数据进行分析。从240到396个星期,以两周的CGM间隔计算在63到140 mg/dL (TIR, TAR, TBR),以上和以下范围内的时间,血糖变异性和平均葡萄糖浓度。不良妊娠结局为妊娠高血压疾病(HDP)、大胎龄(LGA)和新生儿低血糖。线性混合效应模型拟合从两周CGM间隔计算的CGM指标,包括胎龄、不良妊娠结局(即是否存在HDP、LGA和/或新生儿低血糖),以及它们的相互作用作为固定效应。结果:87例孕前中位血红蛋白A1c为6.5% (IQR为6.0,7.1),产妇体重指数为24.8 kg/m2 (IQR为21.9,27.1)的孕妇中,71%发生至少一种不良妊娠结局。在第240周至第376周,HDP孕妇的TAR和平均血糖升高,TIR降低(P < 0.05)。LGA孕妇在第240周至第356周的TBR较低。TIR、TAR和平均葡萄糖进化因HDP状态而异,在妊娠280 ~ 296周组间差异最大(P≤0.001)。结论:妊娠中期晚期至妊娠晚期(胰岛素抵抗高峰时期)的CGM指标可能有助于区分T1DM孕妇HDP和LGA的风险。
{"title":"Continuous Glucose Monitoring and Maternal and Neonatal Morbidity in Pregnant People With Type 1 Diabetes.","authors":"Stephanie A Fisher, Jacopo Pavan, María F Villa-Tamayo, Chiara Fabris, Natalie E Conboy, Charlotte Niznik, Lynn M Yee, Marcela Moscoso-Vasquez, Annanda Fernandes Moura B Batista, Michael A Kohn, Emily Kobayashi, Amit R Majithia, Jingtong Huang, Tiffany Tian, Rachel E Aaron, David Klonoff","doi":"10.1177/19322968251388119","DOIUrl":"10.1177/19322968251388119","url":null,"abstract":"<p><strong>Introduction: </strong>Prior studies have not identified if continuous glucose monitoring (CGM) metrics at a critical gestational age window can discriminate risk of adverse pregnancy outcomes. We evaluated late second- and third-trimester CGM metrics by gestational age associated with pregnancy outcomes in gravidas with type 1 diabetes (T1DM).</p><p><strong>Methods: </strong>Dexcom G6 CGM data from a retrospective cohort of singleton gestations with T1DM (2018-2022) at an academic medical center were analyzed. Time in, above, and below range 63 to 140 mg/dL (TIR, TAR, TBR), glycemic variability, and mean glucose concentration were computed in two-week CGM intervals from 24<sup>0</sup> to 39<sup>6</sup> weeks<sup>days</sup>. Adverse pregnancy outcomes were hypertensive disorders of pregnancy (HDP), large-for-gestational age (LGA), and neonatal hypoglycemia. Linear mixed-effects models were fitted on CGM metrics computed from two-week CGM intervals, with gestational age, adverse pregnancy outcomes (i.e. presence/absence of HDP, LGA, and/or neonatal hypoglycemia), and their interaction as fixed effects.</p><p><strong>Results: </strong>In 87 gravidas with preconception median hemoglobin A1c 6.5% (IQR 6.0, 7.1) and maternal body mass index 24.8 kg/m<sup>2</sup> (IQR 21.9, 27.1), 71% had at least one adverse pregnancy outcome. Between weeks 24<sup>0</sup> and 37<sup>6</sup>, gravidas with HDP had higher TAR and mean glucose and lower TIR (<i>P</i> < .05). Gravidas with LGA had lower TBR between weeks 24<sup>0</sup> and 35<sup>6</sup>. TIR, TAR, and mean glucose evolution differed by HDP status, with greatest divergence between groups at 28<sup>0</sup> to 29<sup>6</sup> weeks' gestation (<i>P</i> ≤ .001).</p><p><strong>Conclusion: </strong>CGM metrics in the late second to early third trimester, a period of peak insulin resistance, may help to distinguish risk of HDP and LGA in gravidas with T1DM.</p>","PeriodicalId":15475,"journal":{"name":"Journal of Diabetes Science and Technology","volume":" ","pages":"19322968251388119"},"PeriodicalIF":3.7,"publicationDate":"2025-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12586367/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145438072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of an Electronic Health Record-Embedded Glycemic Management Protocol to Improve Perioperative Glucose Control in People With Diabetes. 使用电子健康记录嵌入式血糖管理方案改善糖尿病患者围手术期血糖控制
IF 3.7 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2025-11-02 DOI: 10.1177/19322968251386044
Shubham Agarwal, Jason F Shiffermiller, Troy S Wildes, Melissa A McKnight, Matthew J Anderson, Elizabeth R Lyden, Andjela T Drincic

Background: Perioperative hyperglycemia in people with diabetes is associated with increased morbidity, mortality, and health care costs. Despite guideline recommendations to institute interventions to reduce hyperglycemia, standardized protocols that integrate into clinical workflows are lacking. In this article, we evaluate the efficacy of a digitally embedded, glycemic management protocol in people with diabetes undergoing surgery.

Methods: We conducted a retrospective analysis of a quality improvement study conducted at a tertiary-care academic hospital. Adults with diabetes undergoing noncardiac surgery with more than two hours of procedure time were included. A multidisciplinary protocol was implemented guiding insulin administration and glucose monitoring across preoperative, intraoperative, and post-anesthesia care unit (PACU) phases. People undergoing surgery during one year before protocol implementation were compared with those in the year after. The primary outcome was the proportion of intraoperative glucose readings within 70 to 180 mg/dL. Secondary outcomes included glucose control in other perioperative phases, hypoglycemia incidence, and 30-day postoperative complications.

Results: Among 1254 adults (634 pre-intervention, 620 post-intervention), the mean proportion of intraoperative glucose values in the target range of 70 to 180 mg/dL showed a modest yet statistically significant improvement after protocol implementation (0.65 vs 0.72, P = .021). We found a reduced risk of hypoglycemia in the preoperative phase (3.7% vs 1.3%, P = .007) and no increased risk of hypoglycemia in the intraoperative or PACU phases. An increase in glucose monitoring and intravenous insulin use was noted across all phases of care (P < .001).

Conclusions: Implementation of a digitally embedded perioperative glycemic management protocol improved glucose monitoring and intraoperative glucose control without increasing hypoglycemia. These findings support the safe and effective use of the protocol across surgical specialties and case urgencies, supporting the value of integrating decision support tools into clinical workflows.

背景:糖尿病患者围手术期高血糖与发病率、死亡率和医疗费用增加有关。尽管指南建议制定干预措施以降低高血糖,但缺乏整合到临床工作流程中的标准化方案。在这篇文章中,我们评估了数字化嵌入式血糖管理方案在接受手术的糖尿病患者中的疗效。方法:我们对在一家三级保健学术医院进行的质量改进研究进行了回顾性分析。接受非心脏手术且手术时间超过2小时的成人糖尿病患者也包括在内。实施多学科方案,指导术前、术中和麻醉后护理单位(PACU)阶段的胰岛素给药和血糖监测。在方案实施前一年接受手术的人与实施后一年接受手术的人进行比较。主要结局是术中血糖读数在70 ~ 180mg /dL范围内的比例。次要结局包括其他围手术期血糖控制、低血糖发生率和术后30天并发症。结果:1254名成人(干预前634人,干预后620人)中,术中血糖值在70 ~ 180 mg/dL目标范围内的平均比例在方案实施后略有改善,但有统计学意义(0.65 vs 0.72, P = 0.021)。我们发现术前低血糖风险降低(3.7% vs 1.3%, P = .007),术中或PACU期低血糖风险未增加。血糖监测和静脉注射胰岛素的使用在治疗的各个阶段都有所增加(P < 0.001)。结论:数字嵌入式围手术期血糖管理方案的实施改善了血糖监测和术中血糖控制,而不会增加低血糖。这些发现支持在外科专科和紧急病例中安全有效地使用该方案,支持将决策支持工具整合到临床工作流程中的价值。
{"title":"Use of an Electronic Health Record-Embedded Glycemic Management Protocol to Improve Perioperative Glucose Control in People With Diabetes.","authors":"Shubham Agarwal, Jason F Shiffermiller, Troy S Wildes, Melissa A McKnight, Matthew J Anderson, Elizabeth R Lyden, Andjela T Drincic","doi":"10.1177/19322968251386044","DOIUrl":"https://doi.org/10.1177/19322968251386044","url":null,"abstract":"<p><strong>Background: </strong>Perioperative hyperglycemia in people with diabetes is associated with increased morbidity, mortality, and health care costs. Despite guideline recommendations to institute interventions to reduce hyperglycemia, standardized protocols that integrate into clinical workflows are lacking. In this article, we evaluate the efficacy of a digitally embedded, glycemic management protocol in people with diabetes undergoing surgery.</p><p><strong>Methods: </strong>We conducted a retrospective analysis of a quality improvement study conducted at a tertiary-care academic hospital. Adults with diabetes undergoing noncardiac surgery with more than two hours of procedure time were included. A multidisciplinary protocol was implemented guiding insulin administration and glucose monitoring across preoperative, intraoperative, and post-anesthesia care unit (PACU) phases. People undergoing surgery during one year before protocol implementation were compared with those in the year after. The primary outcome was the proportion of intraoperative glucose readings within 70 to 180 mg/dL. Secondary outcomes included glucose control in other perioperative phases, hypoglycemia incidence, and 30-day postoperative complications.</p><p><strong>Results: </strong>Among 1254 adults (634 pre-intervention, 620 post-intervention), the mean proportion of intraoperative glucose values in the target range of 70 to 180 mg/dL showed a modest yet statistically significant improvement after protocol implementation (0.65 vs 0.72, <i>P</i> = .021). We found a reduced risk of hypoglycemia in the preoperative phase (3.7% vs 1.3%, <i>P</i> = .007) and no increased risk of hypoglycemia in the intraoperative or PACU phases. An increase in glucose monitoring and intravenous insulin use was noted across all phases of care (<i>P</i> < .001).</p><p><strong>Conclusions: </strong>Implementation of a digitally embedded perioperative glycemic management protocol improved glucose monitoring and intraoperative glucose control without increasing hypoglycemia. These findings support the safe and effective use of the protocol across surgical specialties and case urgencies, supporting the value of integrating decision support tools into clinical workflows.</p>","PeriodicalId":15475,"journal":{"name":"Journal of Diabetes Science and Technology","volume":" ","pages":"19322968251386044"},"PeriodicalIF":3.7,"publicationDate":"2025-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145431789","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Diabetes Science and Technology
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