Impact of structured insulin order sets on inpatient hypoglycemia and glycemic control
Open accessAbstract
Objective: In hospitalized patients, glycemic excursions outside recommended glycemic targets have been associated with increased morbidity and mortality. Despite recommendations to avoid use of correctional insulin alone for managing hyperglycemia, this approach remains common. We performed a quality improvement project aimed at both reducing hypoglycemic events and promoting increased use of basal insulin by updating our insulin order sets to reflect clinical practice guideline recommendations. Methods: Brooke Army Medical Center correctional insulin order sets were modified to reflect higher treatment thresholds and targets, and a basal insulin order was added with a recommended weight-based starting dose. Pre- and postintervention analyses were performed. Patients were included if they were prescribed subcutaneous insulin during their hospital stay. The following outcomes were measured: ( 1 ) glucose levels, and ( 2 ) prescriptions for basal insulin. Results: A significant reduction in hypoglycemia events was noted following the intervention (glucose 180 mg/dL) remained unchanged. Conclusion: The alteration in insulin order set parameters resulted in a significant reduction in hypoglycemia without significant increases in hyperglycemia. Although basal insulin use increased, optimal dosing recommendations were not often utilized. Further interventions are necessary to reduce hyperglycemia. Abbreviations: CPOE = computerized provider order entry; EMR = electronic medical re…
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High-quality hospital care for diabetes requires clear and actionable standards for care delivery, which are best implemented using structured order sets with computerized provider order entry (CPOE) as well as quality improvement strategies for process improvement.
“High-quality hospital care for diabetes requires clear and actionable standards for care delivery, which are best implemented using structured order sets with computerized provider order entry (CPOE) as well as quality improvement strategies for process improvement (9).”
From 16. Diabetes Care in the Hospital: Standards of Care in Diabetes—2026 (2026) · cites this paper as [9]
Cites
Hyperglycemia: an independent marker of in-hospital mortality in patients with undiagnosed diabetes
Umpierrez, G. E., Isaacs, S. D., Bazargan, N., You, X., Thaler, L. M., & Kitabchi, A. E. (2002) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.87.3.8341 · Cited by 2,195 · see citing works
Garg, R., Hurwitz, S., Turchin, A., & Trivedi, A. (2013) · Diabetes Care · doi:10.2337/dc12-1296 · Cited by 176 · see citing works
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16. Diabetes Care in the Hospital: Standards of Care in Diabetes—2026
American Diabetes Association Professional Practice Committee for Diabetes*, Bajaj, M., McCoy, R. G., Balapattabi, K., Bannuru, R. R., Bellini, N. J., Bennett, A. K., Beverly, E. A., Briggs Early, K., ChallaSivaKanaka, S., et al. (2026) · Diabetes Care · doi:10.2337/dc26-s016 · Cited by 80 · see citing works
Inpatient Hypoglycemia: The Challenge Remains
Cruz, P. (2020) · Journal of Diabetes Science and Technology · doi:10.1177/1932296820918540 · Cited by 63 · see citing works
Li, X., Wu, H., Huo, H., Ma, F., Zhao, M., Han, Q., Hu, L.-M., Li, Y., Zhang, H., Pan, J.-Q., et al. (2022) · Life Science · doi:10.1016/j.lfs.2022.120958 · Cited by 9 · see citing works
The Role of the Diabetes Care and Education Specialist in the Hospital Setting
The Association of Diabetes Care & Education Specialists (2022) · The Science of Diabetes Self-Management and Care · doi:10.1177/26350106221094332 · Cited by 7 · see citing works
Khan, A., Shahzad, A., Rose, S., Mohanadi, D. A., & Zahid, M. (2020) · BMJ Open Quality · doi:10.1136/bmjoq-2020-000982 · Cited by 4 · see citing works
Cohen, M., de Grandpre, K., Herlihy, W. M., & Cooper, L. (2024) · Journal of the American Geriatrics Society · doi:10.1111/jgs.19193 · Cited by 3 · see citing works
Reducing Inpatient Hypoglycemia: A Diversified Approach to a Complex Problem.
Lane, A. R., McKnight, M., Samson, K., Nohner, M., & Drincic, A. (2025) · Endocrine Practice · doi:10.1016/j.eprac.2025.05.744 · Cited by 2 · see citing works
DiSanti, D., Goley, A., Garg, A., Alexander, B., Rivet, T., Marucci, L., Lautenschlaeger, N., Kneis, C., Parker, C., Marks, L., et al. (2025) · AACE endocrinology and diabetes · doi:10.1016/j.aed.2025.09.005 · Cited by 1 · see citing works
“18,22,26,29,30 Hypoglycemia was de fi ned as a blood glucose level of 54 mg/dL on serum or point-of-care glucose reading.”
Hospital care: improving outcomes in type 1 diabetes.
Boeder, S., & Kulasa, K. (2020) · Current Opinion in Endocrinology, Diabetes & Obesity · doi:10.1097/med.0000000000000601 · Cited by 1 · see citing works
“Updating insulin order sets to match current clinical guidelines can lead to significant reductions in inpatient hypoglycemia events without increasing hyperglycemia [44].”
BackgroundKensara, R., Ismail, S., Aseeri, M. A., Hasan, H., AlRahimi, J. S., Zarif, H., & Elkhansa, S. (2023) · Cardiovascular endocrinology & metabolism · doi:10.1097/xce.0000000000000296
“However, all of these studies have failed to reach the target random BGL with modest improvement in mean random BGL [16,17].”
BackgroundMethodResultInfluential
- Authors
- Kravchenko, M. I., Tate, J. M., Clerc, P. G., Forbes, W. L., Gettle, M. C., Wardian, J. L., & Colburn, J. A.
- Affiliations
- Brooke Army Medical Center (US)
- Wilford Hall Ambulatory Surgical Center (US)
- Corresponding author
- Kravchenko, Maria I.
- Venue
- Endocrine Practice
- Publisher
- Elsevier BV
- Published
- 2020-05
- Volume
- 26
- Issue
- 5
- Pages
- 523-528
- ISSN
- 1530-891X (ISSN-L)
- OpenAlex
- W3002711553
- Cited by
- 13
- References
- 28
- Citations by year
- 2025: 4 · 2024: 1 · 2023: 2 · 2022: 2 · 2021: 1 · 2020: 3
- FWCI
- 1.51
- Type
- journal article
- Language
- en
- Open access
- Licence
- Locations
- Endocrine Practice (publishedVersion)
- PubMed (publishedVersion)
- DigitalCommons@UNMC (submittedVersion, public-domain)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Hyperglycemia and glycemic control in critically ill and hospitalized patients
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
- Keywords
- hypoglycemia, glycemic control, basal insulin, hyperglycemia, hospitalized patients, computerized physician order entry, guideline implementation, sliding scale insulin
- MeSH terms
- Blood Glucose, Humans, Hypoglycemia, Hypoglycemic Agents, Inpatients, Insulin, Insulin, Regular, Human
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