Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes

Aims. To develop a simple hypoglycemic prediction model to evaluate the risk of hypoglycemia during hospitalization in patients with type 2 diabetes treated with intensive insulin therapy. Methods. We performed a cross-sectional chart review study utilizing the electronic database of the Third Affil...

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Main Authors: Xiling Hu, Weiran Xu, Shuo Lin, Cang Zhang, Cong Ling, Miaoxia Chen
Format: Article
Language:English
Published: Hindawi Limited 2020-01-01
Series:Journal of Diabetes Research
Online Access:http://dx.doi.org/10.1155/2020/7292108
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spelling doaj-2588438dc0e444a2adcd145890f48e242020-11-25T03:59:17ZengHindawi LimitedJournal of Diabetes Research2314-67452314-67532020-01-01202010.1155/2020/72921087292108Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 DiabetesXiling Hu0Weiran Xu1Shuo Lin2Cang Zhang3Cong Ling4Miaoxia Chen5Department of Medicine, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, ChinaSchool of Nursing, Sun Yat-sen University, Guangzhou 510085, ChinaDepartment of Endocrinology and Metabolism, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, ChinaDepartment of Endocrinology and Metabolism, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, ChinaDepartment of Neurosurgery, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, ChinaNursing Department, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou 510630, ChinaAims. To develop a simple hypoglycemic prediction model to evaluate the risk of hypoglycemia during hospitalization in patients with type 2 diabetes treated with intensive insulin therapy. Methods. We performed a cross-sectional chart review study utilizing the electronic database of the Third Affiliated Hospital of Sun Yat-sen University, and included 257 patients with type 2 diabetes undergoing intensive insulin therapy in the Department of Endocrinology and Metabolism. Logistic regression analysis was used to derive the clinical prediction rule with hypoglycemia (blood glucose≤3.9 mmol/L) as the main result, and internal verification was performed. Results. In the derivation cohort, the incidence of hypoglycemia was 51%. The final model selected included three variables: fasting insulin, fasting blood glucose, and total treatment time. The area under the curve (AUC) of this model was 0.666 (95% CI: 0.594–0.738, P<0.001). Conclusions. The model’s hypoglycemia prediction and the actual occurrence are in good agreement. The variable data was easy to obtain and the evaluation method was simple, which could provide a reference for the prevention and treatment of hypoglycemia and screen patients with a high risk of hypoglycemia.http://dx.doi.org/10.1155/2020/7292108
collection DOAJ
language English
format Article
sources DOAJ
author Xiling Hu
Weiran Xu
Shuo Lin
Cang Zhang
Cong Ling
Miaoxia Chen
spellingShingle Xiling Hu
Weiran Xu
Shuo Lin
Cang Zhang
Cong Ling
Miaoxia Chen
Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
Journal of Diabetes Research
author_facet Xiling Hu
Weiran Xu
Shuo Lin
Cang Zhang
Cong Ling
Miaoxia Chen
author_sort Xiling Hu
title Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
title_short Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
title_full Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
title_fullStr Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
title_full_unstemmed Development and Validation of a Hypoglycemia Risk Model for Intensive Insulin Therapy in Patients with Type 2 Diabetes
title_sort development and validation of a hypoglycemia risk model for intensive insulin therapy in patients with type 2 diabetes
publisher Hindawi Limited
series Journal of Diabetes Research
issn 2314-6745
2314-6753
publishDate 2020-01-01
description Aims. To develop a simple hypoglycemic prediction model to evaluate the risk of hypoglycemia during hospitalization in patients with type 2 diabetes treated with intensive insulin therapy. Methods. We performed a cross-sectional chart review study utilizing the electronic database of the Third Affiliated Hospital of Sun Yat-sen University, and included 257 patients with type 2 diabetes undergoing intensive insulin therapy in the Department of Endocrinology and Metabolism. Logistic regression analysis was used to derive the clinical prediction rule with hypoglycemia (blood glucose≤3.9 mmol/L) as the main result, and internal verification was performed. Results. In the derivation cohort, the incidence of hypoglycemia was 51%. The final model selected included three variables: fasting insulin, fasting blood glucose, and total treatment time. The area under the curve (AUC) of this model was 0.666 (95% CI: 0.594–0.738, P<0.001). Conclusions. The model’s hypoglycemia prediction and the actual occurrence are in good agreement. The variable data was easy to obtain and the evaluation method was simple, which could provide a reference for the prevention and treatment of hypoglycemia and screen patients with a high risk of hypoglycemia.
url http://dx.doi.org/10.1155/2020/7292108
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