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Müssig K, Gallwitz B, Haak T, Kellerer M, Siegel E. Diabetes in Hospitals. Exp Clin Endocrinol Diabetes 2025. [PMID: 40355101 DOI: 10.1055/a-2490-5208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/14/2025]
Affiliation(s)
- Karsten Müssig
- Department of Internal Medicine, Gastroenterology and Diabetology, Niels Stensen Hospitals, Franziskus Hospital Harderberg, Academic Teaching Hospital of University Münster, Georgsmarienhütte, Germany
| | - Baptist Gallwitz
- German Diabetes Society (Deutsche Diabetes Gesellschaft), Berlin, Germany
| | - Thomas Haak
- Diabetes Hospital at the Diabetes Center Mergentheim, Bad Mergentheim, Germany
| | - Monika Kellerer
- Department of Internal Medicine I, Marienhospital Stuttgart, Stuttgart, Germany
| | - Erhard Siegel
- Department of Gastroenterology, Diabetology and Nutritional Medicine, St. Josefskrankenhaus Heidelberg, Heidelberg, Germany
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2
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Chen E, Prakash S, Janapa Reddi V, Kim D, Rajpurkar P. A framework for integrating artificial intelligence for clinical care with continuous therapeutic monitoring. Nat Biomed Eng 2025; 9:445-454. [PMID: 37932379 DOI: 10.1038/s41551-023-01115-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 09/26/2023] [Indexed: 11/08/2023]
Abstract
The complex relationships between continuously monitored health signals and therapeutic regimens can be modelled via machine learning. However, the clinical implementation of the models will require changes to clinical workflows. Here we outline ClinAIOps ('clinical artificial-intelligence operations'), a framework that integrates continuous therapeutic monitoring and the development of artificial intelligence (AI) for clinical care. ClinAIOps leverages three feedback loops to enable the patient to make treatment adjustments using AI outputs, the clinician to oversee patient progress with AI assistance, and the AI developer to receive continuous feedback from both the patient and the clinician. We lay out the central challenges and opportunities in the deployment of ClinAIOps by means of examples of its application in the management of blood pressure, diabetes and Parkinson's disease. By enabling more frequent and accurate measurements of a patient's health and more timely adjustments to their treatment, ClinAIOps may substantially improve patient outcomes.
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Affiliation(s)
- Emma Chen
- Harvard John A. Paulson School of Engineering and Applied Sciences, Boston, MA, USA.
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
| | - Shvetank Prakash
- Harvard John A. Paulson School of Engineering and Applied Sciences, Boston, MA, USA
| | - Vijay Janapa Reddi
- Harvard John A. Paulson School of Engineering and Applied Sciences, Boston, MA, USA
| | - David Kim
- Department of Emergency Medicine, Stanford School of Medicine, Stanford, CA, USA
| | - Pranav Rajpurkar
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
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3
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Wilson LM, Herzig SJ, Marcantonio ER, Steinman MA, Schonberg MA, Wang BX, Hileman-Kaplan E, Anderson TS. Management of Diabetes and Hyperglycemia in the Hospital: A Systematic Review of Clinical Practice Guidelines. Diabetes Care 2025; 48:655-664. [PMID: 40117466 PMCID: PMC11932812 DOI: 10.2337/dc24-2510] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2024] [Accepted: 01/22/2025] [Indexed: 03/23/2025]
Abstract
BACKGROUND Inpatient hyperglycemia is common among adults, and management varies. PURPOSE To systematically identify guidelines on inpatient hyperglycemia management. DATA SOURCES MEDLINE, Guidelines International Network, and specialty society websites were searched from 1 January 2010 to 14 August 2024. STUDY SELECTION Clinical practice guidelines pertaining to blood glucose management in hospitalized adults were included. DATA EXTRACTION Two authors screened articles and extracted data, and three assessed guideline quality. Recommendations on inpatient monitoring, treatment targets, medications, and care transitions were collected. DATA SYNTHESIS Guidelines from 10 organizations met inclusion criteria, and 5 were assessed to be of high quality per the Appraisal of Guidelines for REsearch & Evaluation II (AGREE II) instrument. All guidelines recommended monitoring blood glucose for patients with diabetes and nine for admission hyperglycemia. Eight guidelines recommended an upper blood glucose target of 180 mg/dL, five with a lower limit of 100 mg/dL and three of 140 mg/dL. Guidelines were in agreement on using capillary blood glucose monitoring, and three guidelines included discussion of continuous monitoring. Hyperglycemia treatment with basal-bolus insulin alone (n = 3) or with correction (n = 5) was most commonly recommended, while sliding scale insulin was advised against (n = 5). Guidance on use of oral diabetes medications was inconsistent. Five guidelines included discussion of transitioning to home medications. Recommendations for hypoglycemia management and diabetes management in older adults were largely limited to outpatient guidance. LIMITATIONS Non-English-language guidelines were excluded. CONCLUSIONS While there is consensus on inpatient blood glucose monitoring and use of basal-bolus insulin, there is disagreement on treatment targets and use of home medications and little guidance on how to transition treatment at discharge.
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Affiliation(s)
- Linnea M. Wilson
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA
| | - Shoshana J. Herzig
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA
- Harvard Medical School, Boston, MA
| | - Edward R. Marcantonio
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA
- Harvard Medical School, Boston, MA
| | - Michael A. Steinman
- Division of Geriatrics, University of California, San Francisco, San Francisco, CA
- Geriatrics and Extended Care, San Francisco VA Health Care System, San Francisco, CA
| | - Mara A. Schonberg
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA
- Harvard Medical School, Boston, MA
| | - Brianna X. Wang
- Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA
| | - Ella Hileman-Kaplan
- Division of General Internal Medicine, University of Pittsburgh, Pittsburgh, PA
| | - Timothy S. Anderson
- Division of General Internal Medicine, University of Pittsburgh, Pittsburgh, PA
- Center for Health Equity Research and Promotion (CHERP), VA Pittsburgh Healthcare System, Pittsburgh, PA
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4
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McCrea DL. Using Diabetes Technology in Hospitalized Patients. Crit Care Nurs Clin North Am 2025; 37:35-52. [PMID: 39890349 DOI: 10.1016/j.cnc.2024.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2025]
Abstract
There is an estimated 350,000 persons wearing an insulin pump and 2.4 million wearing a continuous glucose monitor (CGM) sensor in the United States. The last few decades have ushered in advancements with the integration of insulin delivery and continuous glucose evaluations which offer a more precise tight insulin delivery and glycemic control. However, when hospital admissions are necessary, most desire to continue to wear their devices. The last several decades and during the pandemic, many agencies such as the Joint Commission, FDA, and diabetes organizations have generated position statements and guidelines to allow the most optimal diabetes treatment, even when hospitalized.
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Affiliation(s)
- Deborah L McCrea
- Department of Graduate Studies, UTHealth Houston, Cizik School of Nursing, 6901 Bertner, Suite 695, Houston, TX 77030, USA.
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5
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Avari P, Choudhary P, Lumb A, Misra S, Rayman G, Flanagan D, Dhatariya K. Using technology to support diabetes care in hospital: Guidelines from the Joint British Diabetes Societies for Inpatient Care (JBDS-IP) group and Diabetes Technology Network (DTN) UK. Diabet Med 2025; 42:e15452. [PMID: 39432570 PMCID: PMC11823341 DOI: 10.1111/dme.15452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 09/27/2024] [Accepted: 09/30/2024] [Indexed: 10/23/2024]
Abstract
This article summarises the Joint British Diabetes Societies for Inpatient Care (JBDS-IP) Group guidelines on the use of technology to support diabetes care in hospital. The guideline incorporates two main areas: (i) use of wearable technology devices to improve diabetes management in hospital (including continuous glucose monitoring and insulin pump therapy) and (ii) information technology. Although it is reasonable to extrapolate from the evidence available, that devices developed to enhance diabetes care outside hospital will show similar benefits, there are challenges posed within the inpatient setting in hospital. This guidance provides a pragmatic approach to supporting self-management in individuals using wearable technology admitted to hospital. Furthermore, it also aims to provide a best practice guide for using information technology to monitor diabetes care and communicate between health professionals.
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Affiliation(s)
- Parizad Avari
- Department of Diabetes and EndocrinologyImperial College Healthcare NHS TrustLondonUK
- Department of Metabolism, Digestion and ReproductionImperial College LondonLondonUK
| | | | - Alistair Lumb
- Oxford Centre for Diabetes, Endocrinology and MetabolismChurchill HospitalOxfordUK
| | - Shivani Misra
- Department of Metabolism, Digestion and ReproductionImperial College LondonLondonUK
| | - Gerry Rayman
- Ipswich Diabetes CentreEast Suffolk and North East Essex NHS Foundation TrustIpswichUK
| | - Daniel Flanagan
- Department of EndocrinologyUniversity Hospital PlymouthPlymouthUK
| | - Ketan Dhatariya
- Elsie Bertram Diabetes CentreNorfolk and Norwich University Hospitals NHS Foundation TrustNorwichUK
- Norwich Medical SchoolUniversity of East AngliaNorwichUK
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6
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Hamilton AB, Rajagopal N, Ngo C, Hendrix-Dicken AD, Mercer S, Condren M. Survey of Diabetes Technology in the Pediatric Inpatient Setting. J Pediatr Pharmacol Ther 2025; 30:123-128. [PMID: 39935565 PMCID: PMC11809535 DOI: 10.5863/1551-6776-30.1.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 05/16/2024] [Indexed: 02/13/2025]
Abstract
OBJECTIVE Advances in diabetes technology have led to increasing use of insulin pumps and continuous glucose monitors (CGMs) to improve the quality of life for children with diabetes. The objective of this study was to assess the percentage of hospitals that had policies regarding the use of diabetes technology in the pediatric inpatient setting and assess the content of policies to identify specific areas for improvement. METHODS A diabetes technology survey was developed by a multidisciplinary research team, consisting of 3 domains including CGM use/policies, insulin pump use/policies, and demographics. It was distributed to the pharmacist membership of the Pediatric Pharmacy Association in August 2022. Descriptive statistics were conducted to describe current practices/policies. RESULTS Seventeen of the 31 responding hospitals (55%) allowed CGM use in the pediatric inpatient setting with 77% (n = 13) having written policies. Primary barriers to use included lack of policy (n = 11, 79%), knowledgeable staff (n = 10, 71%), and electronic health record (EHR) integration (n = 6, 43%). More than half reported not using CGM alarms for high and low blood sugar levels (n = 10, 59%). More hospitals allowed insulin pump use (n = 29, 94%) with 97% (n = 28) reporting written policies. Less than half had specific policies for suspected pump site failure (n = 13, 46%). Only 60% reported that nurses verify insulin pump doses given. CONCLUSION This study demonstrates there is room to improve both the existence and content of policies related to CGM and insulin pump use in hospitals.
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Affiliation(s)
| | | | - Chloe Ngo
- University of Oklahoma (CN), Norman, OK
| | - Amy D. Hendrix-Dicken
- Department of Pediatrics (ADH-D, SM, MC), OU-TU School of Community Medicine, Tulsa, OK
| | - Shelly Mercer
- Department of Pediatrics (ADH-D, SM, MC), OU-TU School of Community Medicine, Tulsa, OK
| | - Michelle Condren
- Department of Pediatrics (ADH-D, SM, MC), OU-TU School of Community Medicine, Tulsa, OK
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7
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ElSayed NA, McCoy RG, Aleppo G, Balapattabi K, Beverly EA, Briggs Early K, Bruemmer D, Echouffo-Tcheugui JB, Ekhlaspour L, Garg R, Khunti K, Lal R, Lingvay I, Matfin G, Pandya N, Pekas EJ, Pilla SJ, Polsky S, Segal AR, Seley JJ, Stanton RC, Bannuru RR. 7. Diabetes Technology: Standards of Care in Diabetes-2025. Diabetes Care 2025; 48:S146-S166. [PMID: 39651978 PMCID: PMC11635043 DOI: 10.2337/dc25-s007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2024]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, an interprofessional expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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8
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Cruz P, McKee AM, Chiang HH, McGill JB, Hirsch IB, Ringenberg K, Wildes TS. Perioperative Care of Patients Using Wearable Diabetes Devices. Anesth Analg 2025; 140:2-12. [PMID: 38913575 DOI: 10.1213/ane.0000000000007115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
Abstract
The increasing prevalence of diabetes mellitus has been accompanied by a rapid expansion in wearable continuous glucose monitoring (CGM) devices and insulin pumps. Systems combining these components in a "closed loop," where interstitial glucose measurement guides automated insulin delivery (AID, or closed loop) based on sophisticated algorithms, are increasingly common. While these devices' efficacy in achieving near-normoglycemia is contributing to increasing usage among patients with diabetes, the management of these patients in operative and procedural environments remains understudied with limited published guidance available, particularly regarding AID systems. With their growing prevalence, practical management advice is needed for their utilization, or for the rational temporary substitution of alternative diabetes monitoring and treatments, during surgical care. CGM devices monitor interstitial glucose in real time; however, there are potential limitations to use and accuracy in the perioperative period, and, at the present time, their use should not replace regular point-of-care glucose monitoring. Avoiding perioperative removal of CGMs when possible is important, as removal of these prescribed devices can result in prolonged interruptions in CGM-informed treatments during and after procedures, particularly AID system use. Standalone insulin pumps provide continuous subcutaneous insulin delivery without automated adjustments for glucose concentrations and can be continued during some procedures. The safe intraoperative use of AID devices in their hybrid closed-loop mode (AID mode) requires the CGM component of the system to continue to communicate valid blood glucose data, and thus introduces the additional need to ensure this portion of the system is functioning appropriately to enable intraprocedural use. AID devices revert to non-AID insulin therapy modes when paired CGMs are disconnected or when the closed-loop mode is intentionally disabled. For patients using insulin pumps, we describe procedural factors that may compromise CGM, insulin pump, and AID use, necessitating a proactive transition to an alternative insulin regimen. Procedure duration and invasiveness is an important factor as longer procedures increase the risk of stress hyperglycemia, tissue malperfusion, and device malfunction. Whether insulin pumps should be continued through procedures, or substituted by alternative insulin delivery methods, is a complex decision that requires all parties to understand potential risks and contingency plans relating to patient and procedural factors. Currently available CGMs and insulin pumps are reviewed, and practical recommendations for safe glycemic management during the phases of perioperative care are provided.
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Affiliation(s)
- Paulina Cruz
- From the Division of Endocrinology, Metabolism & Lipid Research, Department of Medicine, Washington University in St Louis School of Medicine, St Louis, Missouri
| | - Alexis M McKee
- From the Division of Endocrinology, Metabolism & Lipid Research, Department of Medicine, Washington University in St Louis School of Medicine, St Louis, Missouri
| | - Hou-Hsien Chiang
- Division of Metabolism, Endocrinology and Nutrition, Department of Medicine, University of Washington School of Medicine, University of Washington, Seattle, Washington
| | - Janet B McGill
- From the Division of Endocrinology, Metabolism & Lipid Research, Department of Medicine, Washington University in St Louis School of Medicine, St Louis, Missouri
| | - Irl B Hirsch
- Division of Metabolism, Endocrinology and Nutrition, Department of Medicine, University of Washington School of Medicine, University of Washington, Seattle, Washington
| | - Kyle Ringenberg
- Department of Anesthesiology, University of Nebraska Medical Center, Omaha, Nebraska
| | - Troy S Wildes
- Department of Anesthesiology, University of Nebraska Medical Center, Omaha, Nebraska
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Visser MM, Vangoitsenhoven R, Gillard P, Mathieu C. Review Article - Diabetes Technology in the Hospital: An Update. Curr Diab Rep 2024; 24:173-182. [PMID: 38842632 DOI: 10.1007/s11892-024-01545-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/29/2024] [Indexed: 06/07/2024]
Abstract
PURPOSE OF REVIEW There have been many developments in diabetes technology in recent years, with continuous glucose monitoring (CGM), insulin pump therapy (CSII) and automated insulin delivery (AID) becoming progressively accepted in outpatient diabetes care. However, the use of such advanced diabetes technology in the inpatient setting is still limited for several reasons, including logistical challenges and staff training needs. On the other hand, hospital settings with altered diet and stress-induced hyperglycemia often pose challenges to tight glycemic control using conventional treatment tools. Integrating smarter glucose monitoring and insulin delivery devices into the increasingly technical hospital environment could reduce diabetes-related morbidity and mortality. This narrative review describes the most recent literature on the use of diabetes technology in the hospital and suggests avenues for further research. RECENT FINDINGS Advanced diabetes technology has the potential to improve glycemic control in hospitalized people with and without diabetes, and could add particular value in certain conditions, such as nutrition therapy or perioperative management. Taken together, CGM allows for more accurate and patient-friendly follow-up and ad hoc titration of therapy. AID may also provide benefits, including improved glycemic control and reduced nursing workload. Before advanced diabetes technology can be used on a large scale in the hospital, further research is needed on efficacy, accuracy and safety, while implementation factors such as cost and staff training must also be overcome.
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Affiliation(s)
| | | | - Pieter Gillard
- Department of Endocrinology, University Hospitals Leuven, Louvain, Belgium
| | - Chantal Mathieu
- Department of Endocrinology, University Hospitals Leuven, Louvain, Belgium.
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10
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Wang Y, Gao W, Wang XJ. Comparative effects of insulin pump and injection on gestational diabetes mellitus pregnancy outcomes and serum biomarkers. World J Clin Cases 2024; 12:3378-3384. [PMID: 38983416 PMCID: PMC11229934 DOI: 10.12998/wjcc.v12.i18.3378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 04/24/2024] [Accepted: 05/14/2024] [Indexed: 06/13/2024] Open
Abstract
BACKGROUND Insulin injection is the basic daily drug treatment for diabetic patients. AIM To evaluate the comparative impacts of continuous subcutaneous insulin infusion (CSII). METHODS Based on the treatment modality received, the patients were allocated into two cohorts: The CSII group and the multiple daily injections (MDI) group, with each cohort comprising 210 patients. Comparative assessments were made regarding serum levels of serum-secreted frizzled-related protein 5, homocysteine, and C1q/TNF-related protein 9. Furthermore, outcomes such as fasting plasma glucose, 2-hour postprandial glucose levels, pain assessment scores, and the incidence of complications were evaluated post-treatment. RESULTS The CSII group displayed notably lower fasting plasma glucose and 2-h postprandial glucose levels in comparison to the MDI group (P < 0.05). Subsequent analysis post-treatment unveiled a significantly higher percentage of patients reporting no pain in the CSII group (60.00%) in contrast to the MDI group (36.19%) (P < 0.05). Additionally, the CSII group exhibited a markedly reduced occurrence of fetal distress and premature rupture of membranes compared to the MDI group (P < 0.05). However, there were no significant variances observed in other pregnancy outcomes between the two groups (P > 0.05). A statistical analysis revealed a significant difference in the incidence of complications between the groups (χ 2 = 11.631, P = 0.001). CONCLUSION The utilization of CSII via an insulin pump, as opposed to MDI, can significantly enhance the management of insulin administration in patients with GDM by diversifying the sites of insulin delivery. This approach not only promotes optimal glycemic control but also regulates metabolic factors linked to blood sugar, reducing the likelihood of adverse pregnancy outcomes and complications. The clinical relevance and importance of CSII in GDM management highlight its wide-ranging clinical usefulness.
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Affiliation(s)
- Yan Wang
- Department of Obstetrics and Gynaecology, Xi'an Central Hospital, Xi'an 710003, Shaanxi Province, China
| | - Wan Gao
- Department of Obstetrics and Gynaecology, Xi'an Central Hospital, Xi'an 710003, Shaanxi Province, China
| | - Xiao-Juan Wang
- Department of Obstetrics and Gynaecology, Xi'an Central Hospital, Xi'an 710003, Shaanxi Province, China
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Owens J, Courter J, Schuler CL, Lawrence M, Hornung L, Lawson S. Home Insulin Pump Use in Hospitalized Children With Type 1 Diabetes. JAMA Netw Open 2024; 7:e2354595. [PMID: 38324312 PMCID: PMC10851090 DOI: 10.1001/jamanetworkopen.2023.54595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 11/21/2023] [Indexed: 02/08/2024] Open
Abstract
Importance Pediatric data on inpatient home insulin pumps are absent in the literature. Understanding safety of home insulin pumps, managed by patients or caregivers, during times of illness will help diabetes technology securely move into pediatric hospitals. Objective To examine whether insulin can be safely and accurately delivered to hospitalized children through home insulin pumps when managed by patients or caregivers. Design, Setting, and Participants This single-center, retrospective, observational cohort study included children with insulin-dependent diabetes admitted to a tertiary children's hospital from January 1, 2016, to December 31, 2021. In all these patients, diabetes was the primary or secondary diagnosis on admission. Exposure Insulin delivery via home insulin pump, hospital insulin pump, or subcutaneous injection. Main Outcomes and Measures Hyperglycemia (glucose, >250 mg/dL) and hypoglycemia (glucose, <45 mg/dL) rates (quantified as the proportion of total insulin-days), glucose variability, and diabetic ketoacidosis (DKA) recurrences were compared for hospital pumps (manual mode), home pumps (manual mode), and subcutaneous injections using bivariate tests. Results There were 18 096 insulin-days among 2738 patients aged 0.5 to 25 years (median age, 15.8 years [IQR, 12.3-18.3 years]). Overall, 990 (5.5%) of insulin-days involved hospital insulin pumps, and 775 (4.3%) involved home pumps. A total of 155 insulin-days (15.7%) involving hospital pumps were hyperglycemic, compared with 209 (27.0%) involving home pumps and 7374 (45.2%) involving injections (P < .001). Moderate hypoglycemia days comprised 31 insulin-days (3.1%) involving hospital pumps compared with 35 (4.5%) involving home pumps and 830 (5.1%) involving injections (P = .02). Severe hypoglycemia did not differ significantly according to insulin delivery method. Two patients using injections (0.01%) developed DKA; no patients using hospital or home pumps developed DKA. Conclusions and Relevance In this cohort study, home insulin pump use was found to be safe in a children's hospital regarding hyperglycemia and hypoglycemia. These data support use of home insulin pumps during pediatric admissions in patients who do not require intensive care and without active DKA.
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Affiliation(s)
- Jodi Owens
- Division of Endocrinology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Joshua Courter
- Division of Pharmacy, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Christine L. Schuler
- Division of Hospital Medicine, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
- University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Michelle Lawrence
- Division of Endocrinology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Lindsey Hornung
- Division of Biostatistics & Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
| | - Sarah Lawson
- Division of Endocrinology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
- University of Cincinnati College of Medicine, Cincinnati, Ohio
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12
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ElSayed NA, Aleppo G, Bannuru RR, Bruemmer D, Collins BS, Ekhlaspour L, Hilliard ME, Johnson EL, Khunti K, Lingvay I, Matfin G, McCoy RG, Perry ML, Pilla SJ, Polsky S, Prahalad P, Pratley RE, Segal AR, Seley JJ, Stanton RC, Gabbay RA. 7. Diabetes Technology: Standards of Care in Diabetes-2024. Diabetes Care 2024; 47:S126-S144. [PMID: 38078575 PMCID: PMC10725813 DOI: 10.2337/dc24-s007] [Citation(s) in RCA: 108] [Impact Index Per Article: 108.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, an interprofessional expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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13
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Elian V, Popovici V, Ozon EA, Musuc AM, Fița AC, Rusu E, Radulian G, Lupuliasa D. Current Technologies for Managing Type 1 Diabetes Mellitus and Their Impact on Quality of Life-A Narrative Review. Life (Basel) 2023; 13:1663. [PMID: 37629520 PMCID: PMC10456000 DOI: 10.3390/life13081663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 07/27/2023] [Accepted: 07/28/2023] [Indexed: 08/27/2023] Open
Abstract
Type 1 diabetes mellitus is a chronic autoimmune disease that affects millions of people and generates high healthcare costs due to frequent complications when inappropriately managed. Our paper aimed to review the latest technologies used in T1DM management for better glycemic control and their impact on daily life for people with diabetes. Continuous glucose monitoring systems provide a better understanding of daily glycemic variations for children and adults and can be easily used. These systems diminish diabetes distress and improve diabetes control by decreasing hypoglycemia. Continuous subcutaneous insulin infusions have proven their benefits in selected patients. There is a tendency to use more complex systems, such as hybrid closed-loop systems that can modulate insulin infusion based on glycemic readings and artificial intelligence-based algorithms. It can help people manage the burdens associated with T1DM management, such as fear of hypoglycemia, exercising, and long-term complications. The future is promising and aims to develop more complex ways of automated control of glycemic levels to diminish the distress of individuals living with diabetes.
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Affiliation(s)
- Viviana Elian
- Department of Diabetes, Nutrition and Metabolic Diseases, “Carol Davila” University of Medicine and Pharmacy, 8 Eroii Sanitari Blvd., 050471 Bucharest, Romania; (V.E.); (E.R.); (G.R.)
- Department of Diabetes, Nutrition and Metabolic Diseases, “Prof. Dr. N. C. Paulescu” National Institute of Diabetes, Nutrition and Metabolic Diseases, 030167 Bucharest, Romania
| | - Violeta Popovici
- Department of Microbiology and Immunology, Faculty of Dental Medicine, Ovidius University of Constanta, 7 Ilarie Voronca Street, 900684 Constanta, Romania
| | - Emma-Adriana Ozon
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania; (A.C.F.); (D.L.)
| | - Adina Magdalena Musuc
- Romanian Academy, “Ilie Murgulescu” Institute of Physical Chemistry, 202 Spl. Independentei, 060021 Bucharest, Romania;
| | - Ancuța Cătălina Fița
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania; (A.C.F.); (D.L.)
| | - Emilia Rusu
- Department of Diabetes, Nutrition and Metabolic Diseases, “Carol Davila” University of Medicine and Pharmacy, 8 Eroii Sanitari Blvd., 050471 Bucharest, Romania; (V.E.); (E.R.); (G.R.)
- Department of Diabetes, N. Malaxa Clinical Hospital, 12 Vergului Street, 022441 Bucharest, Romania
| | - Gabriela Radulian
- Department of Diabetes, Nutrition and Metabolic Diseases, “Carol Davila” University of Medicine and Pharmacy, 8 Eroii Sanitari Blvd., 050471 Bucharest, Romania; (V.E.); (E.R.); (G.R.)
- Department of Diabetes, Nutrition and Metabolic Diseases, “Prof. Dr. N. C. Paulescu” National Institute of Diabetes, Nutrition and Metabolic Diseases, 030167 Bucharest, Romania
| | - Dumitru Lupuliasa
- Department of Pharmaceutical Technology and Biopharmacy, Faculty of Pharmacy, “Carol Davila” University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania; (A.C.F.); (D.L.)
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14
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Avari P, Lumb A, Flanagan D, Rayman G, Misra S, Choudhary P, Dhatariya K. Insulin Pumps and Hybrid Close Loop Systems Within Hospital: A Scoping Review and Practical Guidance From the Joint British Diabetes Societies for Inpatient Care. J Diabetes Sci Technol 2023; 17:625-634. [PMID: 36458697 PMCID: PMC10210119 DOI: 10.1177/19322968221137335] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
This article is the second of a two-part series providing a scoping review and summary of the Joint British Diabetes Societies for Inpatient Care (JBDS-IP) guidelines on the use of diabetes technology in people with diabetes admitted to hospital. The first part reviewed the use of continuous glucose monitoring (CGM) in hospital. In this article, we focus on the use of continuous subcutaneous insulin infusion (CSII; insulin pumps) and hybrid closed-loop systems in hospital. JBDS-IP advocates enabling people who can self-manage and are willing and capable of using CSII to continue doing so as they would do out of hospital. CSII should be discontinued if the individual is critically ill or hemodynamically unstable. For individuals on hybrid closed-loop systems, the system should be discontinued from auto-mode, and may be used individually (as CGM only or CSII only, if criteria are met). Continuing in closed-loop mode may only be done so under specialist guidance from the Diabetes Team, where the diabetes teams are comfortable and knowledgeable about the specific devices used. Health care organizations need to have clear local policies and guidance to support individuals using these wearable technologies, and ensure the relevant workforce is capable and skilled enough to ensure their safe use within the hospital setting.
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Affiliation(s)
- Parizad Avari
- Department of Diabetes and
Endocrinology, Imperial College Healthcare NHS Trust, London, UK
- Department of Metabolism, Digestion and
Reproduction, Imperial College London, London, UK
| | - Alistair Lumb
- Oxford Centre for Diabetes,
Endocrinology and Metabolism, Churchill Hospital, Oxford, UK
| | - Daniel Flanagan
- Department of Endocrinology, University
Hospital Plymouth, Plymouth, UK
| | - Gerry Rayman
- Ipswich Diabetes Centre, East Suffolk
and North East Essex Foundation Trust, Ipswich, UK
| | - Shivani Misra
- Department of Metabolism, Digestion and
Reproduction, Imperial College London, London, UK
| | - Pratik Choudhary
- Diabetes Research Centre, University of
Leicester, Leicester, UK
| | - Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk
and Norwich University Hospitals NHS Foundation Trust, Norwich, UK
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15
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Avari P, Lumb A, Flanagan D, Rayman G, Misra S, Dhatariya K, Choudhary P. Continuous Glucose Monitoring Within Hospital: A Scoping Review and Summary of Guidelines From the Joint British Diabetes Societies for Inpatient Care. J Diabetes Sci Technol 2023; 17:611-624. [PMID: 36444418 PMCID: PMC10210120 DOI: 10.1177/19322968221137338] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
Increasing numbers of people, particularly with type 1 diabetes (T1D), are using wearable technologies. That is, continuous subcutaneous insulin infusion (CSII) pumps, continuous glucose monitoring (CGM) systems, and hybrid closed-loop systems, which combine both these elements. Given over a quarter of all people admitted to hospital have diabetes, there is a need for clinical guidelines for when people using them are admitted to hospital. The Joint British Diabetes Societies for Inpatient Care (JBDS-IP) provide a scoping review and summary of guidelines on the use of diabetes technology in people with diabetes admitted to hospital.JBDS-IP advocates enabling people who can self-manage and use their own diabetes technology to continue doing so as they would do out of hospital. Whilst people with diabetes are recommended to achieve a target of 70% time within range (3.9-10.0 mmol/L [70-180 mg/dL]), this can be very difficult to achieve whilst unwell. We therefore recommend targeting hypoglycemia prevention as a priority, keeping time below 3.9 mmol/L (70 mg/dL) at < 1%, being aware of looming hypoglycemia if glucose is between 4.0 and 5.9 mmol/L (72-106 mg/dL), and consider intervening, particularly if there is a downward CGM trend arrow.Health care organizations need clear local policies and guidance to support individuals using diabetes technologies, and ensure the relevant workforce is capable and skilled enough to ensure their safe use within the hospital setting. The current set of guidelines is divided into two parts. Part 1, which follows below, outlines the guidance for use of CGM in hospital. The second part outlines guidance for use of CSII and hybrid closed-loop in hospital.
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Affiliation(s)
- Parizad Avari
- Department of Diabetes and
Endocrinology, Imperial College Healthcare NHS Trust, London, UK
- Department of Metabolism, Digestion and
Reproduction, Imperial College London, London, UK
| | - Alistair Lumb
- Oxford Centre for Diabetes,
Endocrinology and Metabolism, Churchill Hospital, Oxford, UK
| | - Daniel Flanagan
- Department of Endocrinology, University
Hospital Plymouth, Plymouth, UK
| | - Gerry Rayman
- Ipswich Diabetes Centre, East Suffolk
and North East Essex Foundation Trust, Ipswich, UK
| | - Shivani Misra
- Department of Metabolism, Digestion and
Reproduction, Imperial College London, London, UK
| | - Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk
and Norwich University Hospitals NHS Foundation Trust, Norwich, UK
| | - Pratik Choudhary
- Diabetes Research Centre, University of
Leicester, Leicester, UK
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16
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ElSayed NA, Aleppo G, Aroda VR, Bannuru RR, Brown FM, Bruemmer D, Collins BS, Hilliard ME, Isaacs D, Johnson EL, Kahan S, Khunti K, Leon J, Lyons SK, Perry ML, Prahalad P, Pratley RE, Seley JJ, Stanton RC, Gabbay RA, on behalf of the American Diabetes Association. 7. Diabetes Technology: Standards of Care in Diabetes-2023. Diabetes Care 2023; 46:S111-S127. [PMID: 36507635 PMCID: PMC9810474 DOI: 10.2337/dc23-s007] [Citation(s) in RCA: 179] [Impact Index Per Article: 89.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, a multidisciplinary expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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17
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Mader JK, Brix JM, Aberer F, Vonbank A, Resl M, Hochfellner DA, Ress C, Pieber TR, Stechemesser L, Sourij H. [Hospital diabetes management (Update 2023)]. Wien Klin Wochenschr 2023; 135:242-255. [PMID: 37101046 PMCID: PMC10133359 DOI: 10.1007/s00508-023-02177-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2023] [Indexed: 04/28/2023]
Abstract
This position statement presents the recommendations of the Austrian Diabetes Association for diabetes management of adult patients during inpatient stay. It is based on the current evidence with respect to blood glucose targets, insulin therapy and treatment with oral/injectable antidiabetic drugs during inpatient hospitalization. Additionally, special circumstances such as intravenous insulin therapy, concomitant therapy with glucocorticoids and use of diabetes technology during hospitalization are discussed.
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Affiliation(s)
- Julia K Mader
- Klinische Abteilung für Endokrinologie und Diabetologie, Universitätsklinik für Innere Medizin, Medizinische Universität Graz, Auenbruggerplatz 15, 8036, Graz, Österreich.
| | - Johanna M Brix
- Medizinische Abteilung mit Diabetologie, Endokrinologie und Nephrologie, Klinik Landstraße, Wien, Österreich
| | - Felix Aberer
- Klinische Abteilung für Endokrinologie und Diabetologie, Universitätsklinik für Innere Medizin, Medizinische Universität Graz, Auenbruggerplatz 15, 8036, Graz, Österreich
| | - Alexander Vonbank
- Innere Medizin I mit Kardiologie, Angiologie, Endokrinologie, Diabetologie und Intensivmedizin, Akademisches Lehrkrankenhaus Feldkirch, Feldkirch, Österreich
| | - Michael Resl
- Abteilung für Innere Medizin, Konventhospital der Barmherzigen Brüder Linz, Linz, Österreich
| | - Daniel A Hochfellner
- Klinische Abteilung für Endokrinologie und Diabetologie, Universitätsklinik für Innere Medizin, Medizinische Universität Graz, Auenbruggerplatz 15, 8036, Graz, Österreich
| | - Claudia Ress
- Innere Medizin, Department I, Medizinische Universität Innsbruck, Innsbruck, Österreich
| | - Thomas R Pieber
- Klinische Abteilung für Endokrinologie und Diabetologie, Universitätsklinik für Innere Medizin, Medizinische Universität Graz, Auenbruggerplatz 15, 8036, Graz, Österreich
| | - Lars Stechemesser
- Universitätsklinik für Innere Medizin I, Paracelsus Medizinische Privatuniversität - Landeskrankenhaus, Salzburg, Österreich
| | - Harald Sourij
- Klinische Abteilung für Endokrinologie und Diabetologie, Universitätsklinik für Innere Medizin, Medizinische Universität Graz, Auenbruggerplatz 15, 8036, Graz, Österreich
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18
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Hybrid Closed-Loop Insulin Pump Technology Can Be Safely Used in the Inpatient Setting. Endocr Pract 2023; 29:24-28. [PMID: 36400399 DOI: 10.1016/j.eprac.2022.11.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 11/09/2022] [Accepted: 11/10/2022] [Indexed: 11/17/2022]
Abstract
BACKGROUND Hybrid closed-loop (HCL) systems, also known as automated insulin delivery systems, are a rapidly growing technology in diabetes management. Because more patients are using these systems in the outpatient setting, it is important to also assess inpatient safety to determine whether HCL use can be continued when those patients become hospitalized. METHODS The records of patients using HCL technology on admission to our hospital between June 1, 2020, and June 30, 2021, were analyzed. RESULTS The final analysis included 71 patients divided into 3 categories based on their pump use as an inpatient: (1) HCL users; (2) manual pump users; and (3) pump removed. All cohorts were similar in age, sex, race, hemoglobin A1C at admission, and in Medicare Severity Diagnosis Related Group. Pairwise comparisons indicated that patient-stay mean glucose levels, frequency of patient-specific hyperglycemic measurements, and frequency of hypoglycemic events were similar between all groups. No adverse events, particularly occurrences of diabetic ketoacidosis, pump site complications or infection, or equipment malfunction, were reported. CONCLUSION This preliminary case series review indicates that continued use of HCL technology in the hospital is safe. Moreover, glycemic control in HCL users was comparable with that in those using insulin pump with manual settings and those converted to basal-bolus insulin therapy.
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19
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ElSayed NA, Aleppo G, Aroda VR, Bannuru RR, Brown FM, Bruemmer D, Collins BS, Hilliard ME, Isaacs D, Johnson EL, Kahan S, Khunti K, Leon J, Lyons SK, Perry ML, Prahalad P, Pratley RE, Seley JJ, Stanton RC, Gabbay RA, on behalf of the American Diabetes Association. 16. Diabetes Care in the Hospital: Standards of Care in Diabetes-2023. Diabetes Care 2023; 46:S267-S278. [PMID: 36507644 PMCID: PMC9810470 DOI: 10.2337/dc23-s016] [Citation(s) in RCA: 114] [Impact Index Per Article: 57.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, a multidisciplinary expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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20
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Chirila A, Nguyen ME, Tinmouth J, Halperin IJ. Preparing for Colonoscopy in People with Diabetes: A Review with Suggestions for Clinical Practice. J Can Assoc Gastroenterol 2022; 6:26-36. [PMID: 36789141 PMCID: PMC9915054 DOI: 10.1093/jcag/gwac035] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
People with diabetes have an increased risk of adverse events during the peri-colonoscopy period, including hypoglycemia, lactic acidosis, diabetic ketoacidosis and acute kidney injury. This is secondary to inadequate dietary modification, the bowel preparation and antihyperglycemic agent modification. With the availability of many new diabetes agents, endoscopists need updated guidance. This review of current literature provides a practical approach to antihyperglycemic agent modification in the context of colonoscopy preparation, as well as guidelines on dietary changes, the bowel preparation itself and glucose monitoring.
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Affiliation(s)
- Alexandra Chirila
- Correspondence: Alexandra Chirila, MSc, Department of Medicine, University of Toronto, Toronto, Ontario, Canada, e-mail:
| | - Mary E Nguyen
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jill Tinmouth
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada,Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Ilana J Halperin
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada,Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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21
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Pattison J, Dungan KM, Faulds ER. Supporting the Use of a Person's Own Diabetes Technology in the Inpatient Setting. Diabetes Spectr 2022; 35:398-404. [PMID: 36561658 PMCID: PMC9668718 DOI: 10.2337/dsi22-0011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The use of diabetes technology, including insulin pumps, continuous glucose monitoring devices, and automated insulin delivery systems, has increased significantly in recent years. As more people with diabetes adopt technology in the outpatient setting, we are seeing these devices more frequently in the inpatient setting. This review offers best-practice guidelines for the continuation of personal diabetes technology use in the inpatient setting. It describes policy and guideline stipulations, roles and responsibilities, and device- and brand-specific considerations. Although these devices are not approved for inpatient use by the U.S. Food and Drug Administration, there is general expert consensus that the continuation of personal diabetes devices during hospitalization is appropriate for patients who have sufficient knowledge, are not critically ill, and retain sufficient mental capacity during an acute illness. Health care systems and inpatient providers need to understand the benefits and limitations of personal diabetes technology use during hospitalization.
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Affiliation(s)
| | | | - Eileen R. Faulds
- Ohio State University College of Nursing and The Ohio State University Wexner Medical Center, Columbus, OH
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22
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Smaoui MR, Lafi A. Leeno: Type 1 diabetes management training environment using smart algorithms. PLoS One 2022; 17:e0274534. [PMID: 36107913 PMCID: PMC9477299 DOI: 10.1371/journal.pone.0274534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 08/30/2022] [Indexed: 11/20/2022] Open
Abstract
A growing number of Type-1 Diabetes (T1D) patients globally use insulin pump technologies to monitor and manage their glucose levels. Although recent advances in closed-loop systems promise automated pump control in the near future, most patients worldwide still use open-loop continuous subcutaneous insulin infusion (CSII) devices which require close monitoring and continuous regulation. Apart from specialized diabetes units, hospital physicians and nurses generally lack necessary training to support the growing number of patients on insulin pumps. Most hospital staff and providers worldwide have never seen or operated an insulin pump device. T1D patients at nurseries, schools, in hospital emergency rooms, surgery theatres, and in-patient units all require close monitoring and active management. The lack of knowledge and necessary training to support T1D patients on pumps puts them at life-threatening risks. In this work, we develop a training simulation software for hospitals to educate and train their physicians and nurses on how to effectively operate a T1D pump and reduce hypoglycemia events. The software includes clinically validated T1D virtual patients that users can monitor and adjust their pump settings to improve glycemic outcomes. We develop a Fuzzy-Logic learning algorithm that helps guide users learn how to improve pump parameters for these patients. We recruited and trained 13 nurses on the software and report their improvement in pump administration, basal rates adjustments, and ICR modulation.
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Affiliation(s)
- Mohamed Raef Smaoui
- Department of Computer Science, Faculty of Science, Kuwait University, Kuwait City, Kuwait
- * E-mail:
| | - Ahmad Lafi
- Department of Computer Science, Faculty of Science, Kuwait University, Kuwait City, Kuwait
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23
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Huang J, Yeung AM, Nguyen KT, Xu NY, Preiser JC, Rushakoff RJ, Seley JJ, Umpierrez GE, Wallia A, Drincic AT, Gianchandani R, Lansang MC, Masharani U, Mathioudakis N, Pasquel FJ, Schmidt S, Shah VN, Spanakis EK, Stuhr A, Treiber GM, Klonoff DC. Hospital Diabetes Meeting 2022. J Diabetes Sci Technol 2022; 16:1309-1337. [PMID: 35904143 PMCID: PMC9445340 DOI: 10.1177/19322968221110878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The annual Virtual Hospital Diabetes Meeting was hosted by Diabetes Technology Society on April 1 and April 2, 2022. This meeting brought together experts in diabetes technology to discuss various new developments in the field of managing diabetes in hospitalized patients. Meeting topics included (1) digital health and the hospital, (2) blood glucose targets, (3) software for inpatient diabetes, (4) surgery, (5) transitions, (6) coronavirus disease and diabetes in the hospital, (7) drugs for diabetes, (8) continuous glucose monitoring, (9) quality improvement, (10) diabetes care and educatinon, and (11) uniting people, process, and technology to achieve optimal glycemic management. This meeting covered new technology that will enable better care of people with diabetes if they are hospitalized.
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Affiliation(s)
| | | | | | - Nicole Y. Xu
- Diabetes Technology Society, Burlingame, CA, USA
| | | | | | | | | | - Amisha Wallia
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | | | | | - Umesh Masharani
- University of California San Francisco, San Francisco, CA, USA
| | | | | | | | - Viral N. Shah
- Barbara Davis Center for Diabetes, University of Colorado, Aurora, CO, USA
| | | | | | | | - David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA, USA
- David C. Klonoff, MD, FACP, FRCP (Edin), Fellow AIMBE, Diabetes Research Institute, Mills-Peninsula Medical Center, 100 South San Mateo Drive, Room 5147, San Mateo, CA 94401, USA.
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24
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Contact Dermatitis in the Inpatient Hospital Setting–an Updated Review of the Literature. CURRENT DERMATOLOGY REPORTS 2022. [DOI: 10.1007/s13671-022-00366-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
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25
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Abstract
The American Diabetes Association (ADA) "Standards of Medical Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, a multidisciplinary expert committee (https://doi.org/10.2337/dc22-SPPC), are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations, please refer to the Standards of Care Introduction (https://doi.org/10.2337/dc22-SINT). Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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26
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Perez-Guzman MC, Shang T, Zhang JY, Jornsay D, Klonoff DC. Continuous Glucose Monitoring in the Hospital. Endocrinol Metab (Seoul) 2021; 36:240-255. [PMID: 33789033 PMCID: PMC8090458 DOI: 10.3803/enm.2021.201] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 02/18/2021] [Indexed: 12/14/2022] Open
Abstract
Continuous glucose monitors (CGMs) have suddenly become part of routine care in many hospitals. The coronavirus disease 2019 (COVID-19) pandemic has necessitated the use of new technologies and new processes to care for hospitalized patients, including diabetes patients. The use of CGMs to automatically and remotely supplement or replace assisted monitoring of blood glucose by bedside nurses can decrease: the amount of necessary nursing exposure to COVID-19 patients with diabetes; the amount of time required for obtaining blood glucose measurements, and the amount of personal protective equipment necessary for interacting with patients during the blood glucose testing. The United States Food and Drug Administration (FDA) is now exercising enforcement discretion and not objecting to certain factory-calibrated CGMs being used in a hospital setting, both to facilitate patient care and to obtain performance data that can be used for future regulatory submissions. CGMs can be used in the hospital to decrease the frequency of fingerstick point of care capillary blood glucose testing, decrease hyperglycemic episodes, and decrease hypoglycemic episodes. Most of the research on CGMs in the hospital has focused on their accuracy and only recently outcomes data has been reported. A hospital CGM program requires cooperation of physicians, bedside nurses, diabetes educators, and hospital administrators to appropriately select and manage patients. Processes for collecting, reviewing, storing, and responding to CGM data must be established for such a program to be successful. CGM technology is advancing and we expect that CGMs will be increasingly used in the hospital for patients with diabetes.
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Affiliation(s)
- M. Citlalli Perez-Guzman
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, Emory University, Atlanta, GA,
USA
| | - Trisha Shang
- Diabetes Technology Society, Burlingame, CA,
USA
| | | | - Donna Jornsay
- Diabetes Program, Mills-Peninsula Medical Center, Burlingame, CA,
USA
| | - David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA,
USA
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