insulin therapy

胰岛素治疗
  • 文章类型: Journal Article
    背景:2型糖尿病(T2DM)的发病机制与初始胰岛素抵抗(IR)和随后的β细胞功能障碍有关。胰岛素治疗可以替代晚期的β细胞功能。然而,过度的胰岛素治疗会增加IR,并可能使患者面临心血管疾病的风险。我们旨在通过空腹C肽与葡萄糖之比(FCPGR)评估胰岛素治疗2型糖尿病患者的β细胞功能和IR,和甘油三酯葡萄糖(TyG)指数分别支持治疗计划。
    方法:在埃尔比勒市的Galiawa糖尿病和内分泌学教学中心进行了一项横断面研究,伊拉克,从2023年6月到2024年1月。在获得知情书面同意并排除急性疾病等条件后,纳入了100名接受胰岛素治疗的T2DM患者的方便样本。不确定类型的糖尿病,等。评估每位患者的人体测量参数和当前治疗细节。然后进行生化测试以计算代谢综合征(MetS)指数评分,FCPGR,和TyG指数。最后,根据FCPGR和TyG指数将患者分为4个亚组,并对数据进行统计学分析.
    结果:数据显示,具有足够β细胞功能的患者为60(60%),TyG指数高的患者为95(95%)。FCPGR与血红蛋白A1c(HbA1c)呈显著负相关(p值=0.001),而TyG指数与HbA1C呈正相关(p值=0.001)。这些标记都不与BMI相关(p值=0.297和0.976),T2DM的持续时间(p值=0.258和0.458),和胰岛素治疗的剂量(p值=0.901和0.477)。具有足够β细胞功能和高TyG指数的患者HbA1C最低。
    结论:该研究为FCPGR和TyG指数作为胰岛素治疗的T2DM患者β细胞功能和胰岛素抵抗的生物标志物的实用性提供了有价值的见解。与HbA1C的显着相关性强调了它们在临床实践中的潜力。然而,与BMI缺乏相关性,疾病持续时间,和胰岛素剂量表明,需要进一步的研究,以充分了解这些生物标志物在不同患者档案中的意义。
    BACKGROUND: Pathogenesis of type 2 diabetes mellitus (T2DM) is combined from initial insulin resistance (IR) and subsequent β-cell dysfunction. Insulin therapy can replace β-cell function in advanced stages. However excessive insulin therapy increases IR and may expose the patients to risk of cardiovascular disease. We aim to assess β-cell function and IR in patients with type 2 diabetes on insulin therapy by fasting C-peptide to glucose ratio (FCPGR), and triglyceride glucose (TyG) index respectively to support treatment plans.
    METHODS: A cross-sectional study was conducted at the Galiawa Diabetes and Endocrinology Teaching Center in Erbil City, Iraq, from June 2023 to January 2024. A convenient sample of 100 patients with T2DM on insulin-based therapy were included after obtaining informed written consent and excluding conditions such as acute illness, uncertain type of diabetes, etc. Each patient was evaluated for anthropometric parameters and current treatment details. Biochemical tests were then carried out to calculate metabolic syndrome (MetS) index score, FCPGR, and TyG index. Finally, patients were divided into four subgroups according to their FCPGR and TyG index and the data were analyzed statistically.
    RESULTS: The data showed those patients with sufficient β-cell function were 60 (60%), and patients with high TyG index were 95 (95%). There was a significant negative correlation between FCPGR and hemoglobin A1c (HbA1c) (p-value=0.001), while there was a positive correlation between TyG index and HbA1C (p-value=0.001). None of these markers were correlated with BMI (p-value=0.297, and 0.976), duration of T2DM (p-value=0.258, and 0.458), and dose of insulin therapy (p-value=0.901, and 0.477). Patients with sufficient β-cell function and high TyG index had the lowest HbA1C.
    CONCLUSIONS: The study provides valuable insights into the utility of FCPGR and TyG index as biomarkers for β-cell function and insulin resistance in T2DM patients on insulin therapy. The significant correlation with HbA1C underscores their potential in clinical practice. However, the lack of correlation with BMI, disease duration, and insulin dose suggests that further investigation is needed to fully understand these biomarkers\' implications across diverse patient profiles.
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  • 文章类型: Journal Article
    目标:建立对源自CareLinkPersonal(CP)的真实世界证据(RWE)的信任,针对MiniMed系统用户的Medtronic数据管理系统,我们表明,该数据库及其分析严格遵守RWE的原则。
    方法:该方法适用于所有MiniMed迭代。我们描述了从原始数据到预定义结果的每一步。此外,我们通过以下指标(使用去年的MiniMed780G系统数据作为案例研究)显示了CP的研究适用性:代表性人群,相关端点,适当的粒度,高数据完整性,数据代表性高,结果一致性高。
    结果:从原始数据到结果的过程已经过验证,和度量/逻辑遵循既定的定义。超过95%的用户拥有CP帐户;96%的用户提供同意,这允许使用>91%的人口普查人口。没有理由在未包括的用户中过度表示特定表型。CP包括>50个端点,包括基于“国际时间共识范围”的指标。数据以5分钟的间隔记录(每天最多288),平均每人每天有263个数据点。99%的上传是自动化的。去年,6个用户中只有1个的数据间隔>1天,50人中有1人的差距>1周。计算机研究的时间范围与来自不同地区和人口不断增长的现实世界研究的时间相似。
    结论:来自CP的RWE坚持RWE的原则,可以作为MiniMed系统性能和安全性的有力证据。
    OBJECTIVE: To establish trust in real-world evidence (RWE) derived from CareLink Personal (CP), Medtronic\'s data management system for MiniMed system users, we show that this database and its analyses strictly adhere to the principles of RWE.
    METHODS: The methodology is applicable to all MiniMed iterations. We described every step from raw data to predefined outcomes. In addition, we showed CP\'s fitness-for-research by the below metrics (using last year\'s MiniMed 780G system data as a case study): representative population, relevant endpoints, appropriate granularity, high data completeness, high data representativity and consistency in results.
    RESULTS: The process from raw data to outcomes has been validated, and metrics/logics adhere to established definitions. Over 95% of users have a CP account; with 96% providing consent, this allows the use of >91% of the census population. There is no rationale for an over-representation of a specific phenotype among users not included. CP includes >50 endpoints, including \'International Consensus on Time in Range\' based metrics. Data are recorded at 5-min intervals (maximum 288 per day), and on average there were 263 data points per person per day. Ninety-nine per cent of uploads were automated. For the last year, only 1 in 6 users had a data gap >1 day, and 1 in 50 had a gap >1 week. The time in range from in-silico studies was similar to that of real-world studies from different geographies and with ever growing populations.
    CONCLUSIONS: RWE from CP adheres to the principles of RWE and can serve as robust evidence on the performance and safety of MiniMed systems.
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  • 文章类型: Journal Article
    目的:研究股骨颈(FN)骨密度(BMD)T评分与2型糖尿病(T2D)患者骨折风险之间的关系。
    方法:我们使用丹麦国家卫生服务机构进行了单中心回顾性队列研究。通过双能X射线吸收法测量FN的BMD。Cox比例风险回归模型用于研究FNBMDT评分与有和无T2D个体骨折之间的关系。根据年龄调整,合并症和奉献。该分析的结果用于估计10年绝对骨折风险。
    结果:总计,有35,129名女性(2362名T2D患者)和7069名男性(758名T2D患者).FNBMDT评分与任何疾病的风险显着相关,男性和女性的髋部和严重骨质疏松性骨折[调整风险比(aHR)女性,髋关节:1.57;95%置信区间(CI)1.24-2.00,发病率(IR)8.7;AHR男性,髋关节:1.55;95%CI1.01-2.36,IR4.6]且无T2D(AHR女性,髋关节:1.75;95%CI1.64-1.87,IR7.0;AHR男性,髋关节:1.97,95%CI1.73-2.25,IR6.3),预测骨折风险的能力相似。对于有或没有T2D的个体,骨折IR没有显着差异,估计的10年累积骨折风险也没有.
    结论:FNBMDT评分与髋部,有和没有T2D的男性和女性的非脊柱和严重骨质疏松性骨折风险。给定T评分和年龄的骨折风险在有和没有T2D的个体中是相等的,FNBMDT评分预测骨折风险的能力也是如此。
    OBJECTIVE: To study the association between femoral neck (FN) bone mineral density (BMD) T-score and fracture risk in individuals with and without type 2 diabetes (T2D).
    METHODS: We performed a single-centre retrospective cohort study using the Danish National Health Service. BMD of the FN was measured by dual-energy X-ray absorptiometry. Cox proportional hazards regression models were used to study the association between FN BMD T-score and fractures in individuals with and without T2D separately, adjusted for age, comorbidities and comedication. The results from this analysis were used to estimate the 10-year absolute fracture risk.
    RESULTS: In total, there were 35,129 women (2362 with T2D) and 7069 men (758 with T2D). The FN BMD T-score was significantly associated with risk of any, hip and major osteoporotic fracture in men and women with [adjusted hazard risk ratios (aHR) women, hip: 1.57; 95% confidence interval (CI) 1.24-2.00, incidence rate (IR) 8.7; aHR men, hip: 1.55; 95% CI 1.01-2.36, IR 4.6] and without T2D (aHR women, hip: 1.75; 95% CI 1.64-1.87, IR 7.0; aHR men, hip: 1.97, 95% CI 1.73-2.25, IR 6.3), and its ability to predict fracture risk was similar. Fracture IRs were not significantly different for individuals with or without T2D, nor was the estimated cumulative 10-year fracture risk.
    CONCLUSIONS: The FN BMD T-score was significantly associated with hip, non-spine and major osteoporotic fracture risk in men and women with and without T2D. Fracture risk for a given T-score and age was equal in individuals with and without T2D, as was the ability of the FN BMD T-score to predict fracture risk.
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  • 文章类型: Letter
    暂无摘要。
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  • 文章类型: Journal Article
    皮下胰岛素给药已经走了很长一段路;连接到智能手机/云的笔可以传输有关胰岛素剂量的数据。以智能方式使用详细的剂量信息可以以许多方式支持胰岛素治疗的优化。这篇综述讨论了与这种新颖的胰岛素给药方案的最佳使用相关的术语方面。考虑这些方面对于改善这些医疗产品的吸收也可能至关重要。与自动胰岛素输送系统相反,糖尿病患者必须自己管理胰岛素剂量;技术只能支持他们。将智能笔与用于连续葡萄糖监测的系统相结合,可提供接近自动化解决方案的解决方案,但更离散,成本更低。
    Subcutaneous insulin administration has come a long way; pens that are connected to smartphones/cloud enable data transfer about insulin dosing. The usage of detailed dosing information in a smart way can support the optimization of insulin therapy in many ways. This review discusses terminology aspects that are relevant to the optimal usage of this novel option for insulin administration. Taking such aspects into account might also be crucial to improving the uptake of these medical products. In contrast to systems for automated insulin delivery, people with diabetes have to administer the insulin dose themselves; the technology can only support them. Combining smart pens with systems for continuous glucose monitoring provides solutions that are close to an automated solution, but are more discrete and associated with lower costs.
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  • 文章类型: Journal Article
    目的:找出该领域的研究热点,并对未来的研究方向提供见解。方法:从WebofScience核心收藏数据库检索出版物。RBibliometrix软件,VOSviewer和CiteSpace用于进行文献计量和可视化分析。结果:分析包括来自58个国家的468份出版物,与美国,中国和印度是主要的贡献者。\'基因疗法\',“纳米颗粒”和“胰岛素治疗”是主要焦点。\'绿色合成\',\'细胞毒性\',\'生物利用度\'和\'糖尿病足溃疡\'已获得突出,标志着高强度的兴趣领域有望在未来继续作为受欢迎的研究课题。结论:本研究深入了当前的前沿和研究方向,为该领域的进一步研究提供了有价值的参考。
    考虑到糖尿病及其并发症的高死亡率和经济影响,糖尿病及其并发症是全球重大公共卫生问题。作为21世纪的新兴技术,纳米技术在诊断中起着至关重要的作用,监测和治疗糖尿病及其并发症,提供优势,如靶向特异性,优异的生物相容性和高生物利用度。文献计量学可以分析特定研究领域的已发表文献中作者/国家/机构的分布和相关性。还能客观可靠地分析研究热点,进化趋势,并预测给定领域的未来发展。这标志着2001年至2023年首次深入研究纳米药物在糖尿病及其并发症中的应用。我们的研究结果发现,纳米技术对糖尿病及其并发症的研究始于2001年,目前仍处于持续发展的阶段。美国,中国和印度是这一领域的主要贡献者。浙江大学在这方面的研究最多,ACSNano是最受欢迎的杂志。张Y和王X是最有价值的作者。'基因疗法',“纳米颗粒”和“胰岛素治疗”是该领域的主要焦点领域。“绿色合成”,“细胞毒性”,“生物利用度”和“糖尿病足溃疡”将是未来有希望的利益。本研究补充了该领域的研究数据,为关注糖尿病及其并发症的学者提供新的视角和参考。
    Aim: To identify hotspots in this field and provide insights into future research directions. Methods: Publications were retrieved from the Web of Science Core Collection database. R Bibliometrix software, VOSviewer and CiteSpace were used to perform the bibliometric and visualization analyses. Results: The analysis comprised 468 publications from 58 countries, with the United States, China and India being the leading contributors. \'Gene therapy\', \'nanoparticles\' and \'insulin therapy\' are the primary focuses. \'Green synthesis\', \'cytotoxicity\', \'bioavailability\' and \'diabetic foot ulcers\' have gained prominence, signifying high-intensity areas of interest expected to persist as favored research topics in the future. Conclusion: This study delves into recent frontiers and topical research directions and provides valuable references for further research in this field.
    Diabetes mellitus and its complications are substantial global public health concerns given their elevated mortality rates and economic impact. As an emerging technology of the 21st century, nanotechnology plays a crucial role in the diagnosis, monitoring and treatment of diabetes and its complications, offering advantages such as targeting specificity, excellent biocompatibility and high bioavailability. Bibliometrics can analyze the distribution and correlation of authors/countries/institutions in the published literature of a particular research field. It can also objectively and reliably analyze research hotspots, evolutionary trends and anticipate future developments in a given field. This marks the inaugural bibliometric study delving into the application of nanomedicines in diabetes mellitus and its complications from 2001 to 2023. Our results found that nanotechnology research on diabetes and its complications began in 2001 and is still in a continuous development phase. The United States, China and India being the leading contributors in this field. Zhejiang University has the most research in this area, and ACS Nano is the most popular journal. Zhang Y and Wang X are the most valuable authors. ‘Gene therapy’, ‘nanoparticles’ and ‘insulin therapy’ are the primary focus areas in this field. ‘Green synthesis’, ‘cytotoxicity’, ‘bioavailability’ and ‘diabetic foot ulcers\' will be the promising interests in the future. This study supplements the research data in this field, offering new perspectives and references for scholars focusing on diabetes and its complications.
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  • 文章类型: Journal Article
    目的:为了研究安全性,ADO09的功效和体重减轻,ADO09是胰岛素A21G和普兰林肽的共同制剂,1型糖尿病。
    方法:随机,为期16周的双臂非卧床研究对80例1型糖尿病患者的ADO09和赖式胰岛素进行了比较.我们比较了体重的变化,糖化血红蛋白,连续血糖监测期间的血糖模式,基线和治疗结束时的胰岛素剂量。
    结果:体重明显持续下降,主要端点,ADO09与lispro作为餐时胰岛素相比观察到。在整个群体中,ADO09相对于lispro的体重减轻为2.1kg.两组的血糖控制相对良好(平均糖化血红蛋白为7.7%),并且在治疗期间没有变化。ADO09组的餐前胰岛素剂量减少了21%,而基础胰岛素剂量没有修改。ADO09的胃肠道症状更为常见,但在低血糖方面没有明显差异。
    结论:这些结果扩展了先前对该胰岛素/普兰林肽共制剂的疗效和安全性的观察。它们对体重有有益的影响,使用较少的用餐时间胰岛素和不增加低血糖。
    OBJECTIVE: To study safety, efficacy and weight loss with ADO09, a co-formulation of insulin A21G and pramlintide, in type 1 diabetes.
    METHODS: A randomized, two-arm ambulatory 16-week study compared ADO09 with insulin lispro in 80 participants with type 1 diabetes. We compared changes of weight, glycated haemoglobin, glycaemic patterns during continuous glucose monitoring, and insulin doses at baseline and at the end of treatment.
    RESULTS: A significant and continuing weight loss, the primary endpoint, was observed with ADO09 compared with lispro as prandial insulin. In the whole group, the weight loss with ADO09 relative to lispro was 2.1 kg. Glycaemic control was relatively good (7.7% mean glycated haemoglobin) in both groups and did not change during treatment. Prandial insulin doses were reduced by 21% in the ADO09 group, whereas basal insulin dosage was not modified. Gastrointestinal symptoms were more frequent with ADO09, but no clear difference in hypoglycaemia was observed.
    CONCLUSIONS: These results extend previous observations on the efficacy and safety of this insulin/pramlintide co-formulation. They show a beneficial effect on weight, using less mealtime insulin and without increased hypoglycaemia.
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  • 文章类型: Journal Article
    背景:胰岛素抗体(IA)影响接受胰岛素治疗的患者的血糖控制。
    目的:探讨2型糖尿病(T2DM)患者不同降糖治疗方法与IAs的关系。
    方法:这个横截面,回顾性研究纳入了1863例接受外源性胰岛素治疗的T2DM患者.所有患者在过去3个月接受稳定的抗糖尿病治疗,并使用碘-125阵列测量IA水平。
    结果:共纳入1863例患者。有902(48.4%)患者的IA阳性(IA水平>5%),平均IA水平为11.06%(10.39%-11.72%)。IA水平与高空腹血糖呈正相关(比值比=1.069,P<0.001)。IAs阳性比例在仅使用甘精胰岛素的患者中最低(31.9%),在仅使用人胰岛素的患者中最高(70.3%)。P<0.001。使用磺酰脲类/格利奈类的患者的IA水平(8.3%),二甲双胍(9.6%),和二肽基肽酶-4抑制剂(8.2%)均低于未使用这些药物的患者(均P<0.05)。
    结论:将近一半接受胰岛素治疗的患者IA抗体阳性,和IA抗体水平与血糖控制有关。甘精胰岛素和口服降糖药物的组合与较低的IA水平相关。
    BACKGROUND: Insulin antibodies (IAs) affect blood glucose control in patients receiving insulin therapy.
    OBJECTIVE: To investigate the relationship between different hypoglycemic treatments and IAs in patients with type 2 diabetes mellitus (T2DM).
    METHODS: This cross-sectional, retrospective study included 1863 patients with T2DM who were receiving exogenous insulin therapy. All patients received stable antidiabetic therapy in the last 3 months and IA levels were measured using an iodine-125 array.
    RESULTS: A total of 1863 patients were enrolled. There were 902 (48.4%) patients who had positive IAs (IA level > 5%), with a mean IA level of 11.06% (10.39%-11.72%). IA levels were positively correlated with high fasting blood glucose (odds ratio = 1.069, P < 0.001). The proportion of positive IAs was lowest in patients using glargine only (31.9%) and highest in patients using human insulin only (70.3%), P < 0.001. The IA levels in patients using sulfonylureas/glinides (8.3%), metformin (9.6%), and dipeptidyl peptidase-4 inhibitors (8.2%) were all lower than in patients without these drugs (all P < 0.05).
    CONCLUSIONS: Nearly half of patients on insulin therapy have positive IA antibodies, and IA antibody levels are associated with blood glucose control. Insulin glargine and a combination of oral glucose-lowering drugs were correlated with lower IA levels.
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  • 文章类型: Journal Article
    住院高血糖对接受冠状动脉旁路移植术(CABG)手术的糖尿病患者构成重大风险。像InsulinAPP这样的电子血糖管理系统(eGMS)在标准化和改善这些设置中的血糖控制(GC)方面提供了希望。这项研究评估了InsulinAPP方案在优化GC和减少CABG后不良后果方面的功效。
    这个前景,随机化,对100名成人2型糖尿病(T2DM)患者进行了开放标签研究,将其随机分为两组:常规治疗(gCONV)和eGMS方案(gAPP)。gAPP使用胰岛素APP进行胰岛素治疗管理,而gCONV接受标准临床护理.主要结果是医院获得性感染的复合结果,肾功能恶化,和有症状的房性心律失常.次要结果包括GC,低血糖发生率,住院时间,和成本。
    gAPP的平均血糖水平较低(167.2±42.5mg/dLvs188.7±54.4mg/dL;P=0.040),BG高于180mg/dL的患者日数较少(51.3%vs74.8%,P=.011)。gAPP接受的胰岛素方案包括比gCONV更多的餐时推注和校正胰岛素(推注校正或基础推注方案)(90.3%vs16.7%)。主要复合结局发生在16%的gAPP患者中,而gCONV患者为58%(P<.010)。gAPP中低血糖发生率较低(4%vs16%,P=.046)。gAPP协议还缩短了住院时间并降低了成本。
    InsulinAPP方案有效地优化了T2DM患者CABG术后的GC并降低了不良结局,为住院糖尿病管理提供具有成本效益的解决方案。
    UNASSIGNED: In-hospital hyperglycemia poses significant risks for patients with diabetes mellitus undergoing coronary artery bypass graft (CABG) surgery. Electronic glycemic management systems (eGMSs) like InsulinAPP offer promise in standardizing and improving glycemic control (GC) in these settings. This study evaluated the efficacy of the InsulinAPP protocol in optimizing GC and reducing adverse outcomes post-CABG.
    UNASSIGNED: This prospective, randomized, open-label study was conducted with 100 adult type 2 diabetes mellitus (T2DM) patients post-CABG surgery, who were randomized into two groups: conventional care (gCONV) and eGMS protocol (gAPP). The gAPP used InsulinAPP for insulin therapy management, whereas the gCONV received standard clinical care. The primary outcome was a composite of hospital-acquired infections, renal function deterioration, and symptomatic atrial arrhythmia. Secondary outcomes included GC, hypoglycemia incidence, hospital stay length, and costs.
    UNASSIGNED: The gAPP achieved lower mean glucose levels (167.2 ± 42.5 mg/dL vs 188.7 ± 54.4 mg/dL; P = .040) and fewer patients-day with BG above 180 mg/dL (51.3% vs 74.8%, P = .011). The gAPP received an insulin regimen that included more prandial bolus and correction insulin (either bolus-correction or basal-bolus regimens) than the gCONV (90.3% vs 16.7%). The primary composite outcome occurred in 16% of gAPP patients compared with 58% in gCONV (P < .010). Hypoglycemia incidence was lower in the gAPP (4% vs 16%, P = .046). The gAPP protocol also resulted in shorter hospital stays and reduced costs.
    UNASSIGNED: The InsulinAPP protocol effectively optimizes GC and reduces adverse outcomes in T2DM patients\' post-CABG surgery, offering a cost-effective solution for inpatient diabetes management.
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  • 文章类型: Journal Article
    糖尿病是一种常见的慢性自身免疫性疾病,对全球健康影响很大。影响数百万成年人,并导致显著的发病率和死亡率。实现最佳血糖水平对于预防急性和长期并发症的糖尿病管理至关重要。碳水化合物计数(CC)被1型糖尿病患者广泛用于根据估计的碳水化合物含量调整餐时胰岛素推注剂量,有助于更好的血糖控制和提高生活质量。然而,准确估计膳食中的碳水化合物含量对患者来说仍然具有挑战性,导致胰岛素推注剂量错误。这篇综述探讨了当前CC准确性的局限性和挑战,并强调了个性化教育计划对提高患者碳水化合物评估能力的重要性。讨论了在CC中评估患者学习结果的现有工具,强调需要针对每个患者的需求量身定制的个性化方法。对相关文献进行了全面审查,以确定专门用于培训糖尿病患者碳水化合物计数的教育计划和评估工具。该研究旨在提供对现有工具的好处和局限性的见解,并确定未来的研究方向,以推进个性化的CC培训方法。通过采用个性化的CC教育和评估方法,医疗保健专业人员可以使患者获得更好的血糖控制和改善糖尿病管理.此外,这篇综述确定了未来研究的潜在途径,为个性化CC培训和评估方法的进步铺平道路,并进一步加强糖尿病管理策略。
    Diabetes mellitus is a prevalent chronic autoimmune disease with a high impact on global health, affecting millions of adults and resulting in significant morbidity and mortality. Achieving optimal blood glucose levels is crucial for diabetes management to prevent acute and long-term complications. Carbohydrate counting (CC) is widely used by patients with type 1 diabetes to adjust prandial insulin bolus doses based on estimated carbohydrate content, contributing to better glycemic control and improved quality of life. However, accurately estimating the carbohydrate content of meals remains challenging for patients, leading to errors in bolus insulin dosing. This review explores the current limitations and challenges in CC accuracy and emphasizes the importance of personalized educational programs to enhance patients\' abilities in carbohydrate estimation. Existing tools for assessing patient learning outcomes in CC are discussed, highlighting the need for individualized approaches tailored to each patient\'s needs. A comprehensive review of the relevant literature was conducted to identify educational programs and assessment tools dedicated to training diabetes patients on carbohydrate counting. The research aims to provide insights into the benefits and limitations of existing tools and identifies future research directions to advance personalized CC training approaches. By adopting a personalized approach to CC education and assessment, healthcare professionals can empower patients to achieve better glycemic control and improve diabetes management. Moreover, this review identifies potential avenues for future research, paving the way for advancements in personalized CC training and assessment approaches and further enhancing diabetes management strategies.
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