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Mehta PB, Kohn MA, Rov-Ikpah E, San Luis C, Johnson C, Lee G, Koliwad S, Rushakoff RJ. Novel Automated Self-adjusting Subcutaneous Insulin Algorithm Improves Glycemic Control and Physician Efficiency in Hospitalized Patients. J Diabetes Sci Technol 2024; 18:541-548. [PMID: 38454631 PMCID: PMC11089873 DOI: 10.1177/19322968241232673] [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] [Indexed: 03/09/2024]
Abstract
BACKGROUND Hyperglycemia occurs in 22% to 46% of hospitalized patients, negatively affecting patient outcomes, including mortality, inpatient complications, length of stay, and hospital costs. Achieving inpatient glycemic control is challenging due to inconsistent caloric intake, changes from home medications, a catabolic state in the setting of acute illness, consequences of acute inflammation, intercurrent infection, and limitations in labor-intensive glucose monitoring and insulin administration. METHOD We conducted a retrospective cross-sectional analysis at the University of California San Francisco hospitals between September 3, 2020 and September 2, 2021, comparing point-of-care glucose measurements in patients on nil per os (NPO), continuous total parenteral nutrition, or continuous tube feeding assigned to our novel automated self-adjusting subcutaneous insulin algorithm (SQIA) or conventional, physician-driven insulin dosing. We also evaluated physician efficiency by tracking the number of insulin orders placed or modified. RESULTS The proportion of glucose in range (70-180 mg/dL) was higher in the SQIA group than in the conventional group (71.0% vs 69.0%, P = .153). The SQIA led to a lower proportion of severe hyperglycemia (>250 mg/dL; 5.8% vs 7.2%, P = .017), hypoglycemia (54-69 mg/dL; 0.8% vs 1.2%, P = .029), and severe hypoglycemia (<54 mg/dL; 0.3% vs 0.5%, P = .076) events. The number of orders a physician had to place while a patient was on the SQIA was reduced by a factor of more than 12, when compared with while a patient was on conventional insulin dosing. CONCLUSIONS The SQIA reduced severe hyperglycemia, hypoglycemia, and severe hypoglycemia compared with conventional insulin dosing. It also improved physician efficiency by reducing the number of order modifications a physician had to place.
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Affiliation(s)
- Paras B. Mehta
- Division of Endocrinology and
Metabolism, University of California, San Francisco, CA, USA
| | - Michael A. Kohn
- Department of Epidemiology and
Biostatistics, University of California, San Francisco, CA, USA
| | - Esther Rov-Ikpah
- Institute of Nursing Excellence,
University of California, San Francisco, CA, USA
| | - Craig San Luis
- Department of Clinical Systems,
University of California, San Francisco, CA, USA
| | - Craig Johnson
- Department of Health Informatics,
University of California, San Francisco, CA, USA
| | - Gwendolyn Lee
- Department of Medicine, University of
California, San Francisco, CA, USA
| | - Suneil Koliwad
- Division of Endocrinology and
Metabolism, University of California, San Francisco, CA, USA
| | - Robert J. Rushakoff
- Division of Endocrinology and
Metabolism, University of California, San Francisco, CA, USA
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2
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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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3
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Dhatariya K, Mustafa OG, Rayman G. Safe care for people with diabetes in hospital. Clin Med (Lond) 2021; 20:21-27. [PMID: 31941727 DOI: 10.7861/clinmed.2019-0255] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Diabetes is the most prevalent long-term condition, occurring in approximately 6.5% of the UK population. However, an average of 18% of all acute hospital beds are occupied by someone with diabetes. Having diabetes in hospital is associated with increased harm - however that may be defined. Over the last few years the groups such as the Joint British Diabetes Societies for Inpatient Care have produced guidelines to help medical and nursing staff manage inpatients with diabetes. These guidelines have been rapidly adopted across the UK. The National Diabetes Inpatient Audit has shown that over the last few years the care for people with diabetes has slowly improved, but there remain challenges in terms of providing appropriate staffing and education. Patient safety is paramount, and thus there remains a lot to do to ensure this vulnerable group of people are not at increased risk of harm.
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Affiliation(s)
- Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norwich, UK and Norwich Medical School, Norwich, UK
| | - Omar G Mustafa
- King's College Hospital NHS Foundation Trust, London, UK
| | - Gerry Rayman
- Norwich Medical School, Norwich, UK and Ipswich Hospital, Ipswich, UK
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4
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Pasquel FJ, Lansang MC, Dhatariya K, Umpierrez GE. Management of diabetes and hyperglycaemia in the hospital. Lancet Diabetes Endocrinol 2021; 9:174-188. [PMID: 33515493 PMCID: PMC10423081 DOI: 10.1016/s2213-8587(20)30381-8] [Citation(s) in RCA: 161] [Impact Index Per Article: 40.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2020] [Revised: 10/25/2020] [Accepted: 11/02/2020] [Indexed: 01/08/2023]
Abstract
Hyperglycaemia in people with and without diabetes admitted to the hospital is associated with a substantial increase in morbidity, mortality, and health-care costs. Professional societies have recommended insulin therapy as the cornerstone of inpatient pharmacological management. Intravenous insulin therapy is the treatment of choice in the critical care setting. In non-intensive care settings, several insulin protocols have been proposed to manage patients with hyperglycaemia; however, meta-analyses comparing different treatment regimens have not clearly endorsed the benefits of any particular strategy. Clinical guidelines recommend stopping oral antidiabetes drugs during hospitalisation; however, in some countries continuation of oral antidiabetes drugs is commonplace in some patients with type 2 diabetes admitted to hospital, and findings from clinical trials have suggested that non-insulin drugs, alone or in combination with basal insulin, can be used to achieve appropriate glycaemic control in selected populations. Advances in diabetes technology are revolutionising day-to-day diabetes care and work is ongoing to implement these technologies (ie, continuous glucose monitoring, automated insulin delivery) for inpatient care. Additionally, transformations in care have occurred during the COVID-19 pandemic, including the use of remote inpatient diabetes management-research is needed to assess the effects of such adaptations.
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Affiliation(s)
- Francisco J Pasquel
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
| | - M Cecilia Lansang
- Department of Endocrinology, Diabetes and Metabolism, Cleveland Clinic, Cleveland, OH, USA
| | - Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, UK
| | - Guillermo E Umpierrez
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
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5
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Rayman G, Lumb A, Kennon B, Cottrell C, Nagi D, Page E, Voigt D, Courtney H, Atkins H, Platts J, Higgins K, Dhatariya K, Patel M, Narendran P, Kar P, Newland-Jones P, Stewart R, Burr O, Thomas S. New Guidance on Managing Inpatient Hyperglycaemia during the COVID-19 Pandemic. Diabet Med 2020; 37:1210-1213. [PMID: 32418245 DOI: 10.1111/dme.14327] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/15/2020] [Indexed: 01/18/2023]
Affiliation(s)
- G Rayman
- The Ipswich Hospital and Ipswich Diabetes Centre and Research Unit, East Suffolk and North Essex NHS Foundation Trust, Ipswich, UK
| | - A Lumb
- Oxford University Hospitals NHS Foundation Trust, OCDEM, Oxford, UK
| | - B Kennon
- Department of Diabetes, Queen Elizabeth University Hospital, Glasgow, Scotland
| | - C Cottrell
- Department of Diabetes, Swansea Bay University Health Board, Port Talbot, Wales
| | - D Nagi
- Department of Diabetes, Mid Yorkshire Hospitals NHS Trust, Wakefield, UK
| | - E Page
- The Ipswich Hospital and Ipswich Diabetes Centre and Research Unit, East Suffolk and North Essex NHS Foundation Trust, Ipswich, UK
| | - D Voigt
- Tayside University Hospitals NHS Trust, Ninewells Hospital, Dundee, Scotland
| | - H Courtney
- Department of Diabetes, Belfast Health and Social Care Trust, Belfast, Northern Ireland
| | - H Atkins
- Department of Diabetes, University Hospitals of Leicester NHS Trust, Leicester, UK
| | - J Platts
- Cardiff and Vale University Local Health Board, College of Medicine, Cardiff, Wales
| | - K Higgins
- Department of Diabetes, University Hospitals of Leicester NHS Trust, Leicester, UK
| | - K Dhatariya
- Norfolk & Norwich University Hospital NHS Foundation Trust, Elsie Bertram Diabetes Centre, Norwich, UK
| | - M Patel
- Department of Diabetes, University Hospital Southampton NHS Trust, Southampton, UK
| | - P Narendran
- Department of Diabetes, Queen Elizabeth Hospital Birmingham, Birmingham, UK
| | - P Kar
- Portsmouth Hospitals NHS trust and NHS England, NHS Diabetes Programme, Portsmouth, UK
| | - P Newland-Jones
- University of Southampton Faculty of Medicine, Diabetes and Endocrinology, Southampton, UK
| | - R Stewart
- Department of Diabetes, Wrexham Maelor Hospital, Betsi Cadwaladr University Health Board, Wrexham, Wales
| | - O Burr
- Department of Diabetes, Diabetes UK, London, UK
| | - S Thomas
- Guy's and Saint Thomas' NHS Foundation Trust, Diabetes Centre, London, UK
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6
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Levy N, Hall GM. Time to GRADE recommendations. Diabet Med 2020; 37:1074-1075. [PMID: 31385328 DOI: 10.1111/dme.14098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- N Levy
- Department of Anaesthesia and Perioperative Medicine, West Suffolk Hospital, Bury St Edmunds, UK
| | - G M Hall
- Department of Anaesthesia, St George's Hospital Medical School, London, UK
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7
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Stubbs D, Levy N, Moonesinghe SR. Good intra‐operative anaesthesia is more than an ‘airway, breathing, circulation, drugs with a three, two and a one’. Anaesthesia 2019; 75:309-312. [PMID: 31435942 DOI: 10.1111/anae.14809] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/23/2019] [Indexed: 12/26/2022]
Affiliation(s)
- D. Stubbs
- University of Cambridge, Division of Anaesthesia Addenbrooke's Hospital CambridgeUK
| | - N. Levy
- Department of Anaesthesia and Peri‐operative Medicine West Suffolk NHS Foundation Trust Bury St Edmunds, Suffolk UK
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Yamamoto JM, Corcoy R, Donovan LE, Stewart ZA, Tomlinson G, Beardsall K, Feig DS, Murphy HR. Maternal glycaemic control and risk of neonatal hypoglycaemia in Type 1 diabetes pregnancy: a secondary analysis of the CONCEPTT trial. Diabet Med 2019; 36:1046-1053. [PMID: 31107983 DOI: 10.1111/dme.13988] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/14/2019] [Indexed: 11/27/2022]
Abstract
AIMS To examine the relationship between maternal glycaemic control and risk of neonatal hypoglycaemia using conventional and continuous glucose monitoring metrics in the Continuous Glucose Monitoring in Type 1 Diabetes Pregnancy Trial (CONCEPTT) participants. METHODS A secondary analysis of CONCEPTT involving 225 pregnant women and their liveborn infants. Antenatal glycaemia was assessed at 12, 24 and 34 weeks gestation. Intrapartum glycaemia was assessed by continuous glucose monitoring measures 24 hours prior to delivery. The primary outcome was neonatal hypoglycaemia defined as glucose concentration < 2.6 mmol/l and requiring intravenous dextrose. RESULTS Neonatal hypoglycaemia occurred in 57/225 (25.3%) infants, 21 (15%) term and 36 (40%) preterm neonates. During the second and third trimesters, mothers of infants with neonatal hypoglycaemia had higher HbA1c [48 ± 7 (6.6 ± 0.6) vs. 45 ± 7 (6.2 ± 0.6); P = 0.0009 and 50 ± 7 (6.7 ± 0.6) vs. 46 ± 7 (6.3 ± 0.6); P = 0.0001] and lower continuous glucose monitoring time-in-range (46% vs. 53%; P = 0.004 and 60% vs. 66%; P = 0.03). Neonates with hypoglycaemia had higher cord blood C-peptide concentrations [1416 (834, 2757) vs. 662 (417, 1086) pmol/l; P < 0.00001], birthweight > 97.7th centile (63% vs. 34%; P < 0.0001) and skinfold thickness (P ≤ 0.02). Intrapartum continuous glucose monitoring was available for 33 participants, with no differences between mothers of neonates with and without hypoglycaemia. CONCLUSIONS Modest increments in continuous glucose monitoring time-in-target (5-7% increase) during the second and third trimesters are associated with reduced risk for neonatal hypoglycaemia. While more intrapartum continuous glucose monitoring data are needed, the higher birthweight and skinfold measures associated with neonatal hypoglycaemia suggest that risk is related to fetal hyperinsulinemia preceding the immediate intrapartum period.
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Affiliation(s)
- J M Yamamoto
- Departments of Medicine and Obstetrics and Gynaecology, University of Calgary, Calgary, Canada
- Alberta Children's Hospital Research Institute, Calgary, Canada
| | - R Corcoy
- Servei d'Endocrinologia i Nutrició, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
- CIBER-BBN, Madrid, Spain
| | - L E Donovan
- Departments of Medicine and Obstetrics and Gynaecology, University of Calgary, Calgary, Canada
- Alberta Children's Hospital Research Institute, Calgary, Canada
| | - Z A Stewart
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Department of Cardiovascular Sciences, University of Leicester, UK
| | - G Tomlinson
- Department of Medicine, University Health Network, Toronto, Canada
| | - K Beardsall
- Department of Paediatrics, University of Cambridge, Cambridge, UK
- Neonatal Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - D S Feig
- Department of Medicine, University of Toronto, Toronto, Canada
- Mount Sinai Hospital, Sinai Health System, Toronto, Canada
- Lunenfeld-Tanenbaum Research Institute, Toronto, Canada
| | - H R Murphy
- Wellcome Trust-Medical Research Council Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Women's Health Academic Centre, Division of Women's and Children's Health, King's College London, London, UK
- Norwich Medical School, Floor 2, Bob Champion Research and Education Building, James Watson Road, University of East Anglia, Norwich Research Park, Norwich, UK
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9
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Yamamoto JM, Murphy HR. Inpatient hypoglycaemia; should we should we focus on the guidelines, the targets or our tools? Diabet Med 2019; 36:122-123. [PMID: 30183100 DOI: 10.1111/dme.13814] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/03/2018] [Indexed: 01/20/2023]
Affiliation(s)
- J M Yamamoto
- Department of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - H R Murphy
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Women's Health Academic Centre, Division of Women's and Children's Health, King's College London, London, UK
- Norwich Medical School, University of East Anglia, Norwich, UK
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10
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Holt RI. A New Year Smorgasbord. Diabet Med 2019; 36:7-8. [PMID: 30589138 DOI: 10.1111/dme.13880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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