Literature DB >> 27464755

Hypoglycemia Detection and Carbohydrate Suggestion in an Artificial Pancreas.

Kamuran Turksoy1, Jennifer Kilkus2, Iman Hajizadeh3, Sediqeh Samadi3, Jianyuan Feng3, Mert Sevil1, Caterina Lazaro4, Nicole Frantz1, Elizabeth Littlejohn2, Ali Cinar5,2,3.   

Abstract

Fear of hypoglycemia is a major concern for many patients with type 1 diabetes and affects patient decisions for use of an artificial pancreas system. We propose an alternative way for prevention of hypoglycemia by issuing predictive hypoglycemia alarms and encouraging patients to consume carbohydrates in a timely manner. The algorithm has been tested on 6 subjects (3 males and 3 females, age 24.2 ± 4.5 years, weight 79.2 ± 16.2 kg, height 172.7 ± 9.4 cm, HbA1C 7.3 ± 0.48%, duration of diabetes 209.2 ± 87.9 months) over 3-day closed-loop clinical experiments as part of a multivariable artificial pancreas control system. Over 6 three-day clinical experiments, there were only 5 real hypoglycemia episodes, of which only 1 hypoglycemia episode occurred due to being missed by the proposed algorithm. The average hypoglycemia alarms per day and per subject was 3. Average glucose value when the first alarms were triggered was recorded to be 117 ± 30.6 mg/dl. Average carbohydrate consumption per alarm was 14 ± 7.8 grams. Our results have shown that most low glucose concentrations can be predicted in advance and the glucose levels can be raised back to the desired levels by consuming an appropriate amount of carbohydrate. The proposed algorithm is able to prevent most hypoglycemic events by suggesting appropriate levels of carbohydrate consumption before the actual occurrence of hypoglycemia.
© 2016 Diabetes Technology Society.

Entities:  

Keywords:  artificial pancreas; carbohydrate suggestion; hypoglycemia; type 1 diabetes

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Year:  2016        PMID: 27464755      PMCID: PMC5094335          DOI: 10.1177/1932296816658666

Source DB:  PubMed          Journal:  J Diabetes Sci Technol        ISSN: 1932-2968


  41 in total

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Authors:  Marion J Franz; John P Bantle; Christine A Beebe; John D Brunzell; Jean-Louis Chiasson; Abhimanyu Garg; Lea Ann Holzmeister; Byron Hoogwerf; Elizabeth Mayer-Davis; Arshag D Mooradian; Jonathan Q Purnell; Madelyn Wheeler
Journal:  Diabetes Care       Date:  2002-01       Impact factor: 19.112

2.  Postprandial glycemic excursions with the use of a closed-loop platform in subjects with type 1 diabetes: a pilot study.

Authors:  Arianne C van Bon; Jeroen Hermanides; Robin Koops; Joost B L Hoekstra; J Hans DeVries
Journal:  J Diabetes Sci Technol       Date:  2010-07-01

3.  Stabilized glucagon formulation for bihormonal pump use.

Authors:  Solomon S Steiner; Ming Li; Robert Hauser; Roderike Pohl
Journal:  J Diabetes Sci Technol       Date:  2010-11-01

4.  A bihormonal closed-loop artificial pancreas for type 1 diabetes.

Authors:  Firas H El-Khatib; Steven J Russell; David M Nathan; Robert G Sutherlin; Edward R Damiano
Journal:  Sci Transl Med       Date:  2010-04-14       Impact factor: 17.956

5.  A clinical trial of the accuracy and treatment experience of the Dexcom G4 sensor (Dexcom G4 system) and Enlite sensor (guardian REAL-time system) tested simultaneously in ambulatory patients with type 1 diabetes.

Authors:  Viktorija Matuleviciene; Jeffrey I Joseph; Mervi Andelin; Irl B Hirsch; Stig Attvall; Aldina Pivodic; Sofia Dahlqvist; David Klonoff; Börje Haraldsson; Marcus Lind
Journal:  Diabetes Technol Ther       Date:  2014-09-18       Impact factor: 6.118

6.  Inpatient studies of a Kalman-filter-based predictive pump shutoff algorithm.

Authors:  Fraser Cameron; Darrell M Wilson; Bruce A Buckingham; Hasmik Arzumanyan; Paula Clinton; H Peter Chase; John Lum; David M Maahs; Peter M Calhoun; B Wayne Bequette
Journal:  J Diabetes Sci Technol       Date:  2012-09-01

7.  Nutrition recommendations and interventions for diabetes: a position statement of the American Diabetes Association.

Authors:  John P Bantle; Judith Wylie-Rosett; Ann L Albright; Caroline M Apovian; Nathaniel G Clark; Marion J Franz; Byron J Hoogwerf; Alice H Lichtenstein; Elizabeth Mayer-Davis; Arshag D Mooradian; Madelyn L Wheeler
Journal:  Diabetes Care       Date:  2008-01       Impact factor: 19.112

8.  Real-Time Model-Based Fault Detection of Continuous Glucose Sensor Measurements.

Authors:  Kamuran Turksoy; Anirban Roy; Ali Cinar
Journal:  IEEE Trans Biomed Eng       Date:  2016-02-25       Impact factor: 4.538

9.  Feasibility of a portable bihormonal closed-loop system to control glucose excursions at home under free-living conditions for 48 hours.

Authors:  Arianne C van Bon; Yoeri M Luijf; Rob Koebrugge; Robin Koops; Joost B L Hoekstra; J Hans DeVries
Journal:  Diabetes Technol Ther       Date:  2013-11-13       Impact factor: 6.118

10.  Accuracy of two continuous glucose monitoring systems: a head-to-head comparison under clinical research centre and daily life conditions.

Authors:  J Kropff; D Bruttomesso; W Doll; A Farret; S Galasso; Y M Luijf; J K Mader; J Place; F Boscari; T R Pieber; E Renard; J H DeVries
Journal:  Diabetes Obes Metab       Date:  2014-09-10       Impact factor: 6.577

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  10 in total

1.  Incorporating Unannounced Meals and Exercise in Adaptive Learning of Personalized Models for Multivariable Artificial Pancreas Systems.

Authors:  Iman Hajizadeh; Mudassir Rashid; Kamuran Turksoy; Sediqeh Samadi; Jianyuan Feng; Mert Sevil; Nicole Hobbs; Caterina Lazaro; Zacharie Maloney; Elizabeth Littlejohn; Ali Cinar
Journal:  J Diabetes Sci Technol       Date:  2018-07-31

2.  Multivariable Artificial Pancreas for Various Exercise Types and Intensities.

Authors:  Kamuran Turksoy; Iman Hajizadeh; Nicole Hobbs; Jennifer Kilkus; Elizabeth Littlejohn; Sediqeh Samadi; Jianyuan Feng; Mert Sevil; Caterina Lazaro; Julia Ritthaler; Brooks Hibner; Nancy Devine; Laurie Quinn; Ali Cinar
Journal:  Diabetes Technol Ther       Date:  2018-09-06       Impact factor: 6.118

3.  A Modular Safety System for an Insulin Dose Recommender: A Feasibility Study.

Authors:  Chengyuan Liu; Parizad Avari; Yenny Leal; Marzena Wos; Kumuthine Sivasithamparam; Pantelis Georgiou; Monika Reddy; José Manuel Fernández-Real; Clare Martin; Mercedes Fernández-Balsells; Nick Oliver; Pau Herrero
Journal:  J Diabetes Sci Technol       Date:  2019-05-22

4.  Model-Fusion-Based Online Glucose Concentration Predictions in People with Type 1 Diabetes.

Authors:  Xia Yu; Kamuran Turksoy; Mudassir Rashid; Jianyuan Feng; Nicole Frantz; Iman Hajizadeh; Sediqeh Samadi; Mert Sevil; Caterina Lazaro; Zacharie Maloney; Elizabeth Littlejohn; Laurie Quinn; Ali Cinar
Journal:  Control Eng Pract       Date:  2018-02       Impact factor: 3.475

Review 5.  Multivariable Adaptive Artificial Pancreas System in Type 1 Diabetes.

Authors:  Ali Cinar
Journal:  Curr Diab Rep       Date:  2017-08-15       Impact factor: 4.810

6.  Automatic Detection and Estimation of Unannounced Meals for Multivariable Artificial Pancreas System.

Authors:  Sediqeh Samadi; Mudassir Rashid; Kamuran Turksoy; Jianyuan Feng; Iman Hajizadeh; Nicole Hobbs; Caterina Lazaro; Mert Sevil; Elizabeth Littlejohn; Ali Cinar
Journal:  Diabetes Technol Ther       Date:  2018-02-06       Impact factor: 6.118

Review 7.  Artificial Pancreas Systems and Physical Activity in Patients with Type 1 Diabetes: Challenges, Adopted Approaches, and Future Perspectives.

Authors:  Sémah Tagougui; Nadine Taleb; Joséphine Molvau; Élisabeth Nguyen; Marie Raffray; Rémi Rabasa-Lhoret
Journal:  J Diabetes Sci Technol       Date:  2019-08-13

8.  Incorporating Glucose Variability into Glucose Forecasting Accuracy Assessment Using the New Glucose Variability Impact Index and the Prediction Consistency Index: An LSTM Case Example.

Authors:  Clara Mosquera-Lopez; Peter G Jacobs
Journal:  J Diabetes Sci Technol       Date:  2021-09-07

9.  Online Glucose Prediction Using Computationally Efficient Sparse Kernel Filtering Algorithms in Type-1 Diabetes.

Authors:  Xia Yu; Mudassir Rashid; Jianyuan Feng; Nicole Hobbs; Iman Hajizadeh; Sediqeh Samadi; Mert Sevil; Caterina Lazaro; Zacharie Maloney; Elizabeth Littlejohn; Laurie Quinn; Ali Cinar
Journal:  IEEE Trans Control Syst Technol       Date:  2018-06-22       Impact factor: 5.485

Review 10.  Integrating Multiple Inputs Into an Artificial Pancreas System: Narrative Literature Review.

Authors:  Chirath Hettiarachchi; Elena Daskalaki; Jane Desborough; Christopher J Nolan; David O'Neal; Hanna Suominen
Journal:  JMIR Diabetes       Date:  2022-02-24
  10 in total

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