Does GLP-1 cause post-bariatric hypoglycemia: ‘Computer says no’

IF 4.9 2区 医学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Ysanne M. Pasveer , Ömrüm Aydin , Albert K. Groen , Abraham S. Meijnikman , Max Nieuwdorp , Victor E.A. Gerdes , Natal A.W. van Riel
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引用次数: 0

Abstract

Background and Objective:

Patients who underwent Roux-en-Y Gastric Bypass surgery for treatment of obesity or diabetes can suffer from post-bariatric hypoglycemia (PBH). It has been assumed that PBH is caused by increased levels of the hormone GLP-1. In this research, we elucidate the role of GLP-1 in PBH with a physiology-based mathematical model.

Methods:

The Eindhoven Diabetes Simulator (EDES) model, simulating postprandial glucose homeostasis, was adapted to include the effect of GLP-1 on insulin secretion. Parameter sensitivity analysis was used to identify parameters that could cause PBH. Virtual patient models were created by defining sets of models parameters based on 63 participants from the HypoBaria study cohort, before and one year after bariatric surgery.

Results:

Simulations with the virtual patient models showed that glycemic excursions can be correctly simulated for the study population, despite heterogeneity in the glucose, insulin and GLP-1 data. Sensitivity analysis showed that GLP-1 stimulated insulin secretion alone was not able to cause PBH. Instead, analyses showed the increased transit speed of the ingested food resulted in quick and increased glucose absorption in the gut after surgery, which in turn induced postprandial glycemic dips. Furthermore, according to the model post-bariatric increased rate of glucose absorption in combination with different levels of insulin sensitivity can result in PBH.

Conclusions:

Our model findings implicate that if initial rapid improvement in insulin sensitivity after gastric bypass surgery is followed by a more gradual decrease in insulin sensitivity, this may result in the emergence of PBH after prolonged time (months to years after surgery).
GLP-1 是否会导致减肥后低血糖:"计算机说不会
背景和目的:为治疗肥胖症或糖尿病而接受 Roux-en-Y 胃旁路手术的患者可能会出现减肥后低血糖症(PBH)。一般认为,PBH 是由激素 GLP-1 水平升高引起的。方法:埃因霍温糖尿病模拟器(EDES)模型模拟餐后葡萄糖稳态,并将 GLP-1 对胰岛素分泌的影响纳入其中。通过参数敏感性分析确定了可能导致 PBH 的参数。结果:虚拟患者模型的模拟结果表明,尽管血糖、胰岛素和 GLP-1 数据存在异质性,但仍能正确模拟研究人群的血糖偏移。敏感性分析表明,GLP-1 单独刺激胰岛素分泌并不能导致 PBH。相反,分析表明,摄入食物的转运速度加快导致术后肠道对葡萄糖的吸收加快和增加,进而诱发餐后血糖骤降。结论:我们的模型研究结果表明,如果胃旁路手术后胰岛素敏感性最初得到快速改善,随后胰岛素敏感性逐渐下降,这可能会在术后较长时间(术后数月至数年)后导致 PBH 的出现。
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来源期刊
Computer methods and programs in biomedicine
Computer methods and programs in biomedicine 工程技术-工程:生物医学
CiteScore
12.30
自引率
6.60%
发文量
601
审稿时长
135 days
期刊介绍: To encourage the development of formal computing methods, and their application in biomedical research and medical practice, by illustration of fundamental principles in biomedical informatics research; to stimulate basic research into application software design; to report the state of research of biomedical information processing projects; to report new computer methodologies applied in biomedical areas; the eventual distribution of demonstrable software to avoid duplication of effort; to provide a forum for discussion and improvement of existing software; to optimize contact between national organizations and regional user groups by promoting an international exchange of information on formal methods, standards and software in biomedicine. Computer Methods and Programs in Biomedicine covers computing methodology and software systems derived from computing science for implementation in all aspects of biomedical research and medical practice. It is designed to serve: biochemists; biologists; geneticists; immunologists; neuroscientists; pharmacologists; toxicologists; clinicians; epidemiologists; psychiatrists; psychologists; cardiologists; chemists; (radio)physicists; computer scientists; programmers and systems analysts; biomedical, clinical, electrical and other engineers; teachers of medical informatics and users of educational software.
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