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相关概念视频

Glucagon-like Receptor Agonists01:24

Glucagon-like Receptor Agonists

318
Incretins include glucagon-like peptide-1 (GLP-1) and glucose-dependent insulinotropic polypeptide (GIP), which stimulate insulin secretion post-meals. In type 2 diabetes, GIP's efficacy is reduced, making GLP-1 a viable drug target. GIP originates from preproGIP.
GLP-1, when administered in high doses intravenously, triggers insulin secretion, inhibits glucagon release, slows gastric emptying, reduces food intake, and restores normal insulin secretion. However, its rapid inactivation by...
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Hormones Regulating Blood Glucose01:16

Hormones Regulating Blood Glucose

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Insulin is released by beta cells of the pancreas when blood glucose levels are high. It facilitates glucose absorption and utilization in insulin-dependent cells with insulin receptors on their plasma membranes. Insulin promotes glucose uptake by increasing the number of glucose transport proteins in the cell membrane, allowing glucose to enter the cell. As a result, glucose utilization and ATP production are enhanced.
In addition to accelerating glucose uptake and utilization, insulin has...
3.2K
Hypoglycemia and Glucagon01:15

Hypoglycemia and Glucagon

256
Without prolonged fasting, healthy individuals maintain blood glucose levels above 3.5 mM due to a well-adapted neuroendocrine counterregulatory system that effectively prevents acute hypoglycemia, a potentially life-threatening condition. The primary clinical scenarios for hypoglycemia encompass diabetes treatment, inappropriate production of endogenous insulin or insulin-like substances by tumors, and the use of glucose-lowering agents in non-diabetic individuals. Notably, hypoglycemia in the...
256
Glucose Homeostasis: Regulation of Blood Glucose01:02

Glucose Homeostasis: Regulation of Blood Glucose

1.6K
Carbohydrates consumed through foods are converted into glucose, a crucial energy source for the body. In the prandial state, high blood glucose levels stimulate the secretion of insulin from the pancreas. Insulin inhibits hepatic glucose production and stimulates glucose uptake and metabolism by muscle and adipose tissue. The excess glucose is converted into glycogen and stored in the liver and muscles.
During fasting, when blood glucose levels are low, the pancreas secretes glucagon. it...
1.6K
Glucose Transporters01:27

Glucose Transporters

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Glucose transporters facilitate the transport of glucose across the cell membrane. In addition to glucose, some glucose transporters can also aid the movement of other hexoses such as fructose, mannose, and galactose.
Facilitated diffusion-glucose transporters (GLUTs) are encoded by the solute-linked carrier (SLC) family 2, subfamily A gene family, or SLC2A. The 14 GLUT protein members are distributed into three classes:
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Glucose Absorption Into the Small Intestine01:26

Glucose Absorption Into the Small Intestine

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Complex carbohydrates consumed cannot be absorbed into the small intestine in their original form. First, they must be hydrolyzed to a monosaccharide form such as glucose or galactose. These monosaccharides are then transported across the intestinal membrane and into the blood via transcellular transport. The intestinal epithelial cells allow the movement of these monosaccharides with a defined 'entry' through membrane transporter proteins present on their apical membrane and...
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相关实验视频

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Simple Continuous Glucose Monitoring in Freely Moving Mice
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GLSTM:关于使用LSTM进行葡萄糖水平预测.

Muhammad Kashif1, Sergio Flesca1, Pierangelo Veltri1

  • 1DIMES University of Calabria, Italy.

Studies in health technology and informatics
|May 24, 2024
PubMed
概括

这项研究使用长期短期记忆 (LSTM) 模型预测糖尿病前期患者的葡萄糖水平. 其目标是改善血糖健康管理,并防止发展为2型糖尿病.

科学领域:

  • 内分泌学和代谢性疾病.
  • 生物医学数据科学 生物医学数据科学
  • 医疗保健中的人工智能

背景情况:

  • 糖尿病前期影响三分之一的人,每年有10%的风险在没有干预的情况下发展为2型糖尿病.
  • 有效的血糖健康管理对于预防2型糖尿病的进展至关重要.
  • 有限的非侵入性方法用于跟踪血糖状况,阻碍了糖尿病前期的自我管理.

研究的目的:

  • 开发和评估一个个性化的长期短期记忆 (LSTM) 模型,用于预测糖尿病前期血糖水平.
  • 为改善糖尿病前期和血糖健康的自我管理提供一个工具.

主要方法:

  • 利用了个性化的糖尿病前期数据,包括连续的间歇性葡萄糖水平,心率和每周的饮食记录.
  • 采用长期短期记忆 (LSTM) 神经网络模型进行葡萄糖水平预测.
  • 使用根平均平方误差 (RMSE),平均平方误差 (MSE),平均绝对误差 (MAE) 和R2系数评估模型性能.

主要成果:

  • 该LSTM模型在使用个性化糖尿病前期数据预测葡萄糖水平方面表现出有效性.
  • 使用定量评估指标 (RMSE,MSE,MAE,R2) 来评估模型的预测准确性.

结论:

关键词:
葡萄糖的预测预测这是LSTM的LSTM.深度学习是一种深度学习.糖尿病 糖尿病患者 糖尿病患者在糖尿病前期,糖尿病前期.可穿戴设备可穿戴设备.

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  • 拟议的LSTM模型显示,作为监测糖尿病前期血糖状况的非侵入性工具具有前景.
  • 个性化葡萄糖预测可以支持糖尿病前期患者的自我管理策略,可能阻止发展为2型糖尿病.