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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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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