Mathematical Modelling of Combined Intervention Strategies for the Management and Control of Plasma Glucose of a Diabetes Mellitus Patient: A System Dynamic Modelling Approach

被引:1
|
作者
Omwenga, Vincent O. [1 ]
Madhumati, Vaishnav [2 ]
Vinay, Kumar [3 ]
Srikanta, Sathyanarayan [2 ]
Bhat, Navakanta [2 ]
机构
[1] Strathmore Univ, Sch Comp & Engn Sci, Nairobi 5985700200, Kenya
[2] Samatvam Endocrinol Diabet Ctr, Bangalore 560041, India
[3] Indian Inst Sci, Ctr Nano Sci & Engn, Bangalore 560012, India
关键词
diabetes mellitus; plasma glucose-insulin dynamics; stochastic differential equation; Bergman Minimal Model; system dynamics model; WORK STRESS; INSULIN; EXERCISE; METABOLISM; ALGORITHM;
D O I
10.3390/math11020306
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
With the rapid increase of diabetes mellitus cases in the world, management and control of the disease has become a complex and highly dynamic process. This challenge requires a multifaceted approach to manage and control the complications associated with the hyperglycaemia or hypoglycaemia conditions. This paper presents a mathematical model for determining the influence of combined intervention strategies in the management and control for the plasma glucose of the type II diabetes. System dynamics (SD) techniques were used in modelling the sub-compartments of biological systems of an Identifiable Patient (IP). The system dynamic model developed gave an illustration on how typical glucose-insulin dynamics occur at different intervention strategies involving varying amounts of carbohydrates taken, intensity of physical exercises, stress levels and the amount of exogenous insulin administered. The model was conceptualized within a semi-closed loop system representing the patient ecosystem by extending the Bergman Minimal Model. Stochastic differential equations (SDE) were used to capture the non-linear, continuous time varying interactions of the measurements associated with plasma glucose-insulin dynamics. The estimated results from the model showed combined intervention strategies of reduced amounts of carbohydrates intake, reduced stress levels and varying moderately high-to-low exercise intensity at a constant unit of exogenous insulin produced good plasma glucose levels control.
引用
收藏
页数:17
相关论文
共 30 条
  • [21] A doctor-nurse-patient mobile health management system effectively controls blood glucose in chinese patients with type 2 diabetes mellitus: a prospective study
    Xiaoqing Tan
    Zonghai Qi
    Ling Chen
    Dongmin Li
    Xiangyin Cai
    Yi Song
    Yajie Liu
    BMC Health Services Research, 22
  • [22] Continuous Glucose Monitoring System Profile of Women with Gestational Diabetes Mellitus Missed Using Isolated Fasting Plasma Glucose-Based Strategies Alternative to WHO 2013 Criteria: A Cross-Sectional Study
    Yashdeep Gupta
    Charandeep Singh
    Alpesh Goyal
    Mani Kalaivani
    Juhi Bharti
    Seema Singhal
    Garima Kachhawa
    Vidushi Kulshrestha
    Rajesh Kumari
    Reeta Mahey
    Jai B. Sharma
    Neena Malhotra
    Neerja Bhatla
    Rajesh Khadgawat
    Nikhil Tandon
    Diabetes Therapy, 2022, 13 : 1835 - 1846
  • [23] Continuous Glucose Monitoring System Profile of Women with Gestational Diabetes Mellitus Missed Using Isolated Fasting Plasma Glucose-Based Strategies Alternative to WHO 2013 Criteria: A Cross-Sectional Study
    Gupta, Yashdeep
    Singh, Charandeep
    Goyal, Alpesh
    Kalaivani, Mani
    Bharti, Juhi
    Singhal, Seema
    Kachhawa, Garima
    Kulshrestha, Vidushi
    Kumari, Rajesh
    Mahey, Reeta
    Sharma, Jai B.
    Malhotra, Neena
    Bhatla, Neerja
    Khadgawat, Rajesh
    Tandon, Nikhil
    DIABETES THERAPY, 2022, 13 (11-12) : 1835 - 1846
  • [24] Improvement of Glycemic Control after Three Months' Use of the Predictive Low-Glucose Management System and Persisting for 18 Months in Patients with Diabetes Mellitus Type 1
    Didandelos, Triantafyllos
    Giannoulaki, Parthena
    Karlafti, Eleni
    Kotzakioulafi, Evangelia
    Kontoninas, Zisis
    Tziomalos, Konstantinos
    Hatzitolios, Apostolos I.
    DIABETES, 2018, 67
  • [25] Self-management behavior and fasting plasma glucose control in patients with type 2 diabetes mellitus over 60 years old: multiple effects of social support on quality of life
    Xinye Qi
    Jiao Xu
    Guiying Chen
    Huan Liu
    Jingjing Liu
    Jiahui Wang
    Xin Zhang
    Yanhua Hao
    Qunhong Wu
    Mingli Jiao
    Health and Quality of Life Outcomes, 19
  • [26] Self-management behavior and fasting plasma glucose control in patients with type 2 diabetes mellitus over 60 years old: multiple effects of social support on quality of life
    Qi, Xinye
    Xu, Jiao
    Chen, Guiying
    Liu, Huan
    Liu, Jingjing
    Wang, Jiahui
    Zhang, Xin
    Hao, Yanhua
    Wu, Qunhong
    Jiao, Mingli
    HEALTH AND QUALITY OF LIFE OUTCOMES, 2021, 19 (01)
  • [27] Do Patients under Pump Therapy Benefit from Using the Predictive Low Glucose Management System for Prevention of Hypoglycemia and Improved Glycemic Control in Type 1 Diabetes Mellitus?
    Thomakos, Petros
    Mitrakou, Asimina
    Kepaptsoglou, Olga
    Taraoune, Ibrahim
    Baretto, Carol
    Zoupas, Christos
    DIABETES, 2017, 66 : A77 - A77
  • [28] ADVANCEMENT IN SELF-MONITORING OF BLOOD GLUCOSE (SMBG) TECHNOLOGY IMPROVES METABOLIC CONTROL, DIABETES MANAGEMENT AND PATIENT SATISFACTION IN PATIENTS WITH DIABETES AND HAS THE POTENTIAL FOR SUBSTANTIAL COST SAVINGS FOR THE GERMAN HEALTH SYSTEM
    Fritzen, K.
    Gutschek, B.
    Zakrzewska, K.
    Hummel, M.
    Schnell, O.
    VALUE IN HEALTH, 2018, 21 : S253 - S253
  • [29] Effect of patient-centered self-management intervention on glycemic control, self-efficacy, and self-care behaviors in South Asian adults with type 2 diabetes mellitus: A multicenter randomized controlled trial
    Asmat, Kainat
    Sivarajan Froelicher, Erika
    Dhamani, Khairunnisa Aziz
    Gul, Raisa
    Khan, Nazeer
    JOURNAL OF DIABETES, 2024, 16 (09)
  • [30] A Patient-Centered Self-Management Intervention to Improve Glycemic Control, Self-Efficacy and Self-Care Behaviors in Adults with Type 2 Diabetes Mellitus: A SPIRIT Compliant Study Protocol for Randomized Controlled Trial
    Asmat, Kainat
    Dhamani, Khairunnisa
    Froelicher, Erika Sivarajan
    Gul, Raisa
    DIABETES METABOLIC SYNDROME AND OBESITY, 2023, 16 : 225 - 236