1型糖尿病中的数字双胞胎:系统性审查
Giacomo Cappon1, Andrea Facchinetti1
1Department of Information Engineering, University of Padova, Padova, Italy.
Journal of diabetes science and technology
|June 18, 2024
概括
数字双胞胎通过模拟葡萄糖-胰岛素代谢来为1型糖尿病 (T1D) 提供个性化的治疗方法. 目前的T1D数字双胞胎方法专注于葡萄糖度,而不是全面的患者复制.
科学领域:
- 生物医学工程 生物医学工程
- 计算生物学 计算生物学
- 内分泌学 在内分泌学.
背景情况:
- 数字双胞胎,虚拟患者表示,正在医学中出现,用于个性化治疗.
- 它们在1型糖尿病 (T1D) 管理中的应用目前有限.
- 这次审查系统地分析了T1D的现有数字双胞胎.
研究的目的:
- 分析为T1D开发的数字双胞胎的结构,操作条件和特征.
- 为了比较侧重于葡萄糖-胰岛素代谢模拟的方法.
- 确定T1D数字双胞胎的局限性和未来方向.
主要方法:
- 对T1D的数字双胞胎进行系统的文献综述.
- 搜索到2024年3月的出版物,确定了8项符合条件的研究.
- 分析操作原则,结合程序,验证和实际采用因素.
主要成果:
- 所有8种审查的方法都侧重于模拟葡萄糖度,而不是全面的多尺度患者复制.
- 分析的关键方面包括数学模型,数据要求和体育活动的纳入.
- 在验证,评估和开源可用性方面存在差异.
结论:
- 目前的T1D数字双胞胎主要模拟治疗干预的葡萄糖-胰岛素动态.
- 它们还不是T1D患者的完整虚拟复制品.
- 需要进一步开发以提高它们的范围和在糖尿病护理中的实际采用.
相关概念视频
Diabetes Mellitus: Overview and Type I Subtype
2.6K
Diabetes mellitus is a chronic metabolic disorder characterized by high blood glucose levels due to inadequate insulin production, insulin resistance, or both. The condition affects millions worldwide and can significantly impact their health and quality of life.
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
2.6K
Diabetes Mellitus: Type 2 and Gestational
2.3K
Type 2 diabetes, characterized by insulin resistance, arises when the insulin receptors on cells lose responsiveness to insulin, diminishing the cell's capacity to take up glucose, resulting in elevated blood glucose levels. To receive a diagnosis of Type 2 diabetes, a series of blood glucose tests are necessary to assess whether the blood glucose falls within normal parameters. If the result is out of the normal range, a patient may be diagnosed as prediabetic or diabetic, depending on the...
2.3K
Diabetes: Management and Pharmacotherapy
257
The therapy for diabetes aims to alleviate hyperglycemia-related symptoms, prevent acute metabolic decompensation, and reduce chronic end-organ complications. Glycemic control is evaluated through short-term (self-monitoring, continuous glucose monitoring) and long-term (A1c, fructosamine) metrics, enabling near real-time tracking of blood glucose levels and reflecting glycemic control over specific time frames.
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
257
Pathophysiology of Diabetes
919
Diabetes mellitus is a chronic metabolic disorder characterized by hyperglycemia. The four categories of diabetes are type 1 diabetes, type 2 diabetes, other specific types of diabetes, and gestational diabetes.
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
919
Insulin: Dosing Regimen and Adverse Effects
165
Insulin-replacement therapy usually includes both long-acting insulin (basal) and short-acting insulin (to cater to postprandial needs). In a diverse group of type 1 diabetes patients, the average daily insulin dose is typically 0.5-0.7 units/kg body weight. However, obese patients and pubertal adolescents may need more due to insulin resistance.
The basal dose constitutes about 40%-50% of the total daily dose, with the rest as premeal insulin. The mealtime insulin dose should mirror...
The basal dose constitutes about 40%-50% of the total daily dose, with the rest as premeal insulin. The mealtime insulin dose should mirror...
165
Carbohydrate Metabolism
11.0K
Carbohydrates are polymers composed of molecules containing atoms of carbon, hydrogen and oxygen. One gram of carbohydrate can provide four kilo-calories of energy, which makes it the most efficient instant energy source.
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in...
11.0K


