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Weise S, Oelschläger C, Unverzagt S, Abendroth J, Heise M, Frese T. Potential overtreatment in elderly patients with diabetes mellitus: Results from a cross-sectional study in German general practice. Eur J Gen Pract 2025; 31:2447723. [PMID: 39964188 PMCID: PMC11837937 DOI: 10.1080/13814788.2024.2447723] [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] [Received: 04/12/2024] [Revised: 12/21/2024] [Accepted: 12/23/2024] [Indexed: 02/21/2025] Open
Abstract
BACKGROUND It is important for general practitioners (GPs) to protect elderly patients with diagnosis of diabetes type 2 (DM2) from overtreatment. OBJECTIVE To analyse the metabolic control and treatment of elderly patients with DM2 in general practices. METHODS This cross-sectional study involved 46 general practices in a federal state of Germany. Inclusion criteria for patients were diagnosis of DM2, age of 70 years or above, no palliative care and at least one practice contact within the last six months. A study nurse randomly selected 10 eligible patients and extracted data on haemoglobin A1c (HbA1c), diabetes treatment, secondary prevention and GP's characteristics. Risk of overtreatment was defined as having a HbA1c <47.5 mmol/mol (6.5%) and receiving glucose-lowering drugs, and overtreatment as being at risk of overtreatment and being aged 80 years or above or living in a nursing home. RESULTS Among 460 participants, 36.0% received oral-antidiabetic drugs, 16.7% insulin, 16.2% both and 31.1% received diet/exercise. Overtreatment occurred in 12% of elderly patients with DM2, risk of overtreatment in 24%. Overtreatment was significantly associated with urban residency (OR 2.17). Female elderly patients with DM2 were significantly less often at risk of overtreatment (OR 0.59). Cluster effects were evident between general practices' treatment and monitoring of elderly patients with DM2 in quantitative data. CONCLUSION Overtreatment is a relevant problem in elderly patients with DM2 for which GPs should regularly check and start deprescribing. Cluster effects suggest heterogeneity between general practices in diabetes management and monitoring.
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Affiliation(s)
- Solveig Weise
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Christiane Oelschläger
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Susanne Unverzagt
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Jens Abendroth
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Marcus Heise
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
| | - Thomas Frese
- Institute of General Practice and Family Medicine, Medical Faculty, Martin-Luther-University Halle-Wittenberg, Halle, Saale, Germany
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Andriessen C, Blom MT, van Hoek BACE, de Boer AW, Denig P, de Wit GA, Swart K, de Rooij-Peek A, van Marum RJ, Hugtenburg JG, Slottje P, van Raalte D, van Bloemendaal L, Herings R, Nijpels G, Vos RC, Elders PJM. A deprescribing programme aimed to optimise blood glucose-lowering medication in older people with type 2 diabetes mellitus, the OMED2-study: the study protocol for a randomised controlled trial. Trials 2024; 25:505. [PMID: 39049109 PMCID: PMC11271055 DOI: 10.1186/s13063-024-08249-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 06/14/2024] [Indexed: 07/27/2024] Open
Abstract
BACKGROUND Older patients with type 2 diabetes mellitus (T2D) have an increased risk of hypoglycaemic episodes when using sulphonylureas or insulin. In the Netherlands, guidelines exist for reducing glucose-lowering medication in older patients. However, evidence is lacking that a medication reduction in older patients can be safely pursued. Here, we will examine if promoting the deprescribing of insulin/sulphonylureas with a deprescribing programme (DPP) in general practice affects T2D-complications in older overtreated patients. METHODS We will perform a 1:1 cluster randomised controlled trial in 86 general practices in the Netherlands. The DPP will consist of education sessions with general practitioners and practice nurses about reducing glucose-lowering medication in older patients (≥ 70 years). Topics of the sessions include the necessity of deprescribing, tools to initiate deprescribing and strategies to discuss deprescribing with patients (shared decision making). The DPP further includes a support programme with practice visits. The study will employ a selection tool to identify possibly overtreated older patients from the electronic medical records of the general practitioner. Eligibility for enrolment in the study will be based on HbA1c targets indicated by the Dutch guidelines, which depend on age, diabetes duration, presence of frailty, and life expectancy. The control group will provide usual care. We aim to include 406 patients. The follow-up period will be 2 years. For the primary outcome, the effect of the DPP on T2D-complications will be assessed by counting the cumulative incidence of events related to under- and overtreatment in T2D as registered in the electronic medical records. We shall perform an intention-to-treat analysis and an analysis including only patients for whom deprescribing was initiated. The implementation of the DPP in general practice will be evaluated quantitatively and qualitatively using the Extended Normalisation Process Theory (ENPT) and the Reach, Efficacy - Adoption, Implementation and Maintenance (RE-AIM) model. Other secondary outcomes include quality of life, cognitive functioning, events related to overtreatment or undertreatment, biomarkers of health, amount of blood glucose-lowering medication prescriptions, and cost-effectiveness. DISCUSSION This study will provide insight into the safety and feasibility of a programme aimed at deprescribing sulphonylureas/insulin in older people with T2D who are treated in general practice. TRIAL REGISTRATION ISRCTN Registry, ISRCTN50008265 , registered 09 March, 2023.
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Affiliation(s)
- Charlotte Andriessen
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Marieke T Blom
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Beryl A C E van Hoek
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Anna W de Boer
- Department of Public Health and Primary Care / Health Campus The Hague, LUMC, Leiden, The Netherlands
| | - Petra Denig
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | - G Ardine de Wit
- Department of Health Sciences, Faculty of Beta Sciences, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Centre for Public Health, Healthcare and Society, National Institute of Public Health and the Environment, Bilthoven, the Netherlands
| | - Karin Swart
- PHARMO Institute for Drug Outcomes Studies, Utrecht, The Netherlands
| | | | - Rob J van Marum
- Department of Geriatric Medicine, Jeroen Bosch Hospital, 's-Hertogenbosch, the Netherlands
- Department of Clinical Pharmacology, Jeroen Bosch Hospital, 's-Hertogenbosch, the Netherlands
- Department of Elderly Care Medicine, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Jacqueline G Hugtenburg
- Department of General Practice, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Pauline Slottje
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Daniël van Raalte
- Diabetes Center, Department of Internal Medicine, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Liselotte van Bloemendaal
- Department of Internal Medicine - Geriatrics, Amsterdam University Medical Center, Amsterdam, Netherlands
| | - Ron Herings
- PHARMO Institute for Drug Outcomes Studies, Utrecht, The Netherlands
| | - Giel Nijpels
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
| | - Rimke C Vos
- Department of Public Health and Primary Care / Health Campus The Hague, LUMC, Leiden, The Netherlands
| | - Petra J M Elders
- Department of General Practice, Amsterdam UMC, Location Vrije Universiteit, Meibergdreef 15, Amsterdam, 1105AZ, the Netherlands.
- Amsterdam Public Health Research Institute, Amsterdam, the Netherlands.
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3
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Niu X, Chang J, Corrada MM, Bullock A, Winchester B, Manson SM, O’Connell J, Jiang L. The Relationship between All-Cause Dementia and Acute Diabetes Complications among American Indian and Alaska Native Peoples. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:496. [PMID: 38673407 PMCID: PMC11049920 DOI: 10.3390/ijerph21040496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 04/02/2024] [Accepted: 04/09/2024] [Indexed: 04/28/2024]
Abstract
BACKGROUND American Indian and Alaska Native people (AI/AN) bear a disproportionate burden of diabetes. Growing evidence shows significant associations between several acute diabetes complications and dementia among diabetes patients. However, little is known about these relationships among AI/AN adults. Here, we aim to investigate these associations among AI/AN adults. METHODS This cross-sectional study extracted data from the Indian Health Service's (IHS) National Data Warehouse and related administrative databases. A total of 29,337 IHS actual users with diabetes who were 45+ years old during fiscal year 2013 were included. All-cause dementia and diabetes complications were identified using ICD-9 diagnostic codes. Negative binomial regression models were used to evaluate the associations of interest. RESULTS Nearly 3% of AI/AN diabetes patients had a dementia diagnosis. After controlling for covariates, dementia was associated with a 94% higher rate of severe hypoglycemia (Incidence Rate Ratio [IRR = 1.94, 95% CI:1.50-2.51), 52% higher rate of severe hyperglycemia (IRR = 1.52, 95% CI, 1.11-2.08), and 92% higher rate of any acute complication (IRR = 1.92, 95% CI:1.53-2.41). CONCLUSIONS AI/AN diabetes patients with dementia suffered from considerably higher rates of acute diabetes complications than their counterparts without dementia. The clinical management of patients with comorbid diabetes and dementia is particularly challenging and may require individualized treatment approaches.
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Affiliation(s)
- Xiaoyi Niu
- Department of Epidemiology & Biostatistics, University of California Irvine, Irvine, CA 92697, USA; (X.N.); (M.M.C.)
| | - Jenny Chang
- Department of Medicine, University of California Irvine, Irvine, CA 92697, USA;
| | - Maria M. Corrada
- Department of Epidemiology & Biostatistics, University of California Irvine, Irvine, CA 92697, USA; (X.N.); (M.M.C.)
- Department of Neurology, School of Medicine, University of California Irvine, Irvine, CA 92697, USA
| | - Ann Bullock
- Formerly with the Division of Diabetes Treatment and Prevention, Indian Health Service, Rockville, MD 20857, USA;
| | | | - Spero M. Manson
- Centers for American Indian and Alaska Native Health, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (S.M.M.); (J.O.)
| | - Joan O’Connell
- Centers for American Indian and Alaska Native Health, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (S.M.M.); (J.O.)
| | - Luohua Jiang
- Department of Epidemiology & Biostatistics, University of California Irvine, Irvine, CA 92697, USA; (X.N.); (M.M.C.)
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4
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Moody L, Wood E, Needham A, Booth A, Tindale W. Exploring how the design and provision of digital self-management technology can improve the uptake by older adults with chronic kidney disease, diabetes and dementia: A modified e-Delphi study. Digit Health 2024; 10:20552076241247196. [PMID: 39136007 PMCID: PMC11318653 DOI: 10.1177/20552076241247196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 03/27/2024] [Indexed: 08/15/2024] Open
Abstract
Objectives: As development and introduction of digital self-management technologies continues to increase, the gap between those who can benefit, and those who cannot correspondingly widens. This research aimed to explore the use of digital self-management technology by older adults with three highly-prevalent long-term conditions (chronic kidney disease, diabetes and dementia), and build expert consensus across the conditions on changes needed to improve effective usage. Method: This qualitative research involved a modified e-Delphi Study. The Delphi panel was comprised of experts with personal, academic or clinical expertise related to one of the long-term conditions and/or the development and use of digital self-management technology. The e-Delphi involved a round of online semi-structured interviews followed by two rounds of a structured online survey. Results: Fourteen experts participated in the study, with eleven of the fourteen completing all three rounds. Analysis of the interviews (round 1 of the Delphi) led to 7 main themes and 29 sub-themes. These were translated into 26 statements that formed the basis of the online survey questions. In the first administration of the survey (round 2) 19 statements reached consensus. After the second administration a further 6 statements reach consensus. Conclusion: The findings reflect expert consensus on barriers to the use of digital self-management by older adults with 3 different, but inter-related conditions, and identify ways in which the design and provision of such technologies could be improved to facilitate more effective use. It is concluded that both the design and the provision of technologies should consider a combination of individual, condition-specific and age-related requirements. By building a consensus on issues and potential strategies common across the three conditions, we aim to inform future research and practice and facilitate effective self-management by older adults.
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Affiliation(s)
- Louise Moody
- Centre for Arts, Memory and Communities, Coventry University, UK
- NIHR Devices for Dignity HealthTech Research Centre, Sheffield Teaching Hospitals NHS Foundation Trust, UK
| | - Esme Wood
- Centre for Arts, Memory and Communities, Coventry University, UK
| | - Abigail Needham
- NIHR Devices for Dignity HealthTech Research Centre, Sheffield Teaching Hospitals NHS Foundation Trust, UK
| | - Andrew Booth
- School of Health and Related Research (ScHARR), University of Sheffield, Sheffield, UK
| | - Wendy Tindale
- NIHR Devices for Dignity HealthTech Research Centre, Sheffield Teaching Hospitals NHS Foundation Trust, UK
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5
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Kulzer B. [Cognition and depression in older people with diabetes]. DER NERVENARZT 2024; 95:46-52. [PMID: 38189938 DOI: 10.1007/s00115-023-01599-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/06/2023] [Indexed: 01/09/2024]
Abstract
Cognitive dysfunction, dementia and depression are typical comorbidities of diabetes and are more common in older people with diabetes than in the general population. Both comorbid diseases have a substantial impact on the therapy of diabetes and lead to a reduction of the functional level in everyday life, the quality of life and are associated with increased mortality. This article summarizes the most important results on the etiology of cognitive dysfunction and depression and their consequences for clinical practice.
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Affiliation(s)
- Bernhard Kulzer
- Forschungsinstitut der Diabetes-Akademie Bad Mergentheim, (FIDAM), 97980, Bad Mergentheim, Johann-Hammer-Str. 24, Deutschland.
- Diabetes Zentrum Mergentheim, (DZM), Theodor Klotzbücher Str. 12, 97980, Bad Mergentheim, Deutschland.
- Otto-Friedrich-Universität Bamberg, Lehrstuhl für klinische Psychologie, Kapuzinerstraße 16, 96047, Bamberg, Deutschland.
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Khunti K, Chudasama YV, Gregg EW, Kamkuemah M, Misra S, Suls J, Venkateshmurthy NS, Valabhji J. Diabetes and Multiple Long-term Conditions: A Review of Our Current Global Health Challenge. Diabetes Care 2023; 46:2092-2101. [PMID: 38011523 PMCID: PMC10698221 DOI: 10.2337/dci23-0035] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 07/26/2023] [Indexed: 11/29/2023]
Abstract
Use of effective treatments and management programs is leading to longer survival of people with diabetes. This, in combination with obesity, is thus contributing to a rise in people living with more than one condition, known as multiple long-term conditions (MLTC or multimorbidity). MLTC is defined as the presence of two or more long-term conditions, with possible combinations of physical, infectious, or mental health conditions, where no one condition is considered as the index. These include a range of conditions such as cardiovascular diseases, cancer, chronic kidney disease, arthritis, depression, dementia, and severe mental health illnesses. MLTC has major implications for the individual such as poor quality of life, worse health outcomes, fragmented care, polypharmacy, poor treatment adherence, mortality, and a significant impact on health care services. MLTC is a challenge, where interventions for prevention and management are lacking a robust evidence base. The key research directions for diabetes and MLTC from a global perspective include system delivery and care coordination, lifestyle interventions and therapeutic interventions.
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Affiliation(s)
- Kamlesh Khunti
- Diabetes Research Centre, Leicester General Hospital, University of Leicester, Leicester, U.K
| | - Yogini V. Chudasama
- Diabetes Research Centre, Leicester General Hospital, University of Leicester, Leicester, U.K
| | - Edward W. Gregg
- School of Population Health, Royal College of Surgeons in Ireland University of Medicine and Health Sciences, Dublin, Ireland
| | - Monika Kamkuemah
- Innovation Africa and Department of Architecture, Faculty of Engineering, Built Environment and Information Technology, University of Pretoria, Pretoria, South Africa
| | - Shivani Misra
- Division of Metabolism, Digestion and Reproduction, Imperial College London, London, U.K
- Department of Diabetes and Endocrinology, St Mary’s Hospital, Imperial College Healthcare NHS Trust, London, U.K
| | - Jerry Suls
- Institute for Health System Science, Feinstein Institutes for Medical Research Northwell Health, New York, NY
| | - Nikhil S. Venkateshmurthy
- Public Health Foundation of India, New Delhi, India
- Centre for Chronic Disease Control, New Delhi, India
| | - Jonathan Valabhji
- Division of Metabolism, Digestion and Reproduction, Imperial College London, London, U.K
- Department of Diabetes and Endocrinology, St Mary’s Hospital, Imperial College Healthcare NHS Trust, London, U.K
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Pitak P, Tasai S, Kumpat N, Na Songkla P, Fuangchan A, Krass I, Dhippayom T. The prevalence of glycemic control in patients with type 2 diabetes treated with insulin: a systematic review and meta-analysis. Public Health 2023; 225:218-228. [PMID: 37939463 DOI: 10.1016/j.puhe.2023.10.015] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 07/28/2023] [Accepted: 10/09/2023] [Indexed: 11/10/2023]
Abstract
OBJECTIVES To estimate the overall prevalence of glycemic control among patients with type 2 diabetes (T2D) treated with insulin. STUDY DESIGN Systematic review and meta-analysis. METHODS A systematic search was performed in PubMed, EMBASE, Cochrane CENTRAL, and ProQuest Dissertation and Theses from 2000 to January 2022. Cross-sectional studies were included if they were conducted on more than 292 patients with T2D and reported the number of insulin-treated patients who were justified as achieving glycemic control. The Joanna Briggs Institute critical appraisal checklist was used to assess the quality of the included studies. Pooled estimates of the prevalence of glycemic control were calculated and reported with a 95% confidence interval (95% CI) using a random-effects model. All analyses were conducted using RStudio Version 2022.02.0, Build 443 (meta package). RESULTS A total of 42 studies (234,345 patients) met the inclusion criteria and were classified as having a low risk of bias. The overall estimated prevalence of glycemic control to insulin therapy among patients with T2D was 26.02% (95% CI: 23.17, 29.08). A subgroup of 34 studies that set the target HbA1c <7% showed that 23.75% (95% CI: 21.47, 26.18) of patients with T2D treated with insulin were justified as achieving good glycemic control. CONCLUSIONS This study provided summative evidence that glycemic control among patients with T2D treated with insulin was suboptimal and should be appropriately addressed.
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Affiliation(s)
- P Pitak
- Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand; Clinical Department, Nan Hospital, Nan, Thailand; The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Science, Naresuan University, Phitsanulok, Thailand
| | - S Tasai
- Inventory Department, Ramathibodi Hospital, Bangkok, Thailand
| | - N Kumpat
- Clinical Department, Wisetchaichan Hospital, Angthong, Thailand
| | - P Na Songkla
- Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand
| | - A Fuangchan
- Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand
| | - I Krass
- School of Pharmacy, University of Sydney, Sydney, NSW, Australia
| | - T Dhippayom
- Department of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Naresuan University, Phitsanulok, Thailand; The Research Unit of Evidence Synthesis (TRUES), Faculty of Pharmaceutical Science, Naresuan University, Phitsanulok, Thailand.
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8
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Shi B, Dhaliwal SS, Soo M, Chan C, Wong J, Lam NWC, Zhou E, Paitimusa V, Loke KY, Chin J, Chua MT, Liaw KCS, Lim AWH, Insyirah FF, Yen SC, Tay A, Ang SB. Assessing Elevated Blood Glucose Levels Through Blood Glucose Evaluation and Monitoring Using Machine Learning and Wearable Photoplethysmography Sensors: Algorithm Development and Validation. JMIR AI 2023; 2:e48340. [PMID: 38875549 PMCID: PMC11041426 DOI: 10.2196/48340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Revised: 08/31/2023] [Accepted: 09/28/2023] [Indexed: 06/16/2024]
Abstract
BACKGROUND Diabetes mellitus is the most challenging and fastest-growing global public health concern. Approximately 10.5% of the global adult population is affected by diabetes, and almost half of them are undiagnosed. The growing at-risk population exacerbates the shortage of health resources, with an estimated 10.6% and 6.2% of adults worldwide having impaired glucose tolerance and impaired fasting glycemia, respectively. All current diabetes screening methods are invasive and opportunistic and must be conducted in a hospital or laboratory by trained professionals. At-risk participants might remain undetected for years and miss the precious time window for early intervention to prevent or delay the onset of diabetes and its complications. OBJECTIVE We aimed to develop an artificial intelligence solution to recognize elevated blood glucose levels (≥7.8 mmol/L) noninvasively and evaluate diabetic risk based on repeated measurements. METHODS This study was conducted at KK Women's and Children's Hospital in Singapore, and 500 participants were recruited (mean age 38.73, SD 10.61 years; mean BMI 24.4, SD 5.1 kg/m2). The blood glucose levels for most participants were measured before and after consuming 75 g of sugary drinks using both a conventional glucometer (Accu-Chek Performa) and a wrist-worn wearable. The results obtained from the glucometer were used as ground-truth measurements. We performed extensive feature engineering on photoplethysmography (PPG) sensor data and identified features that were sensitive to glucose changes. These selected features were further analyzed using an explainable artificial intelligence approach to understand their contribution to our predictions. RESULTS Multiple machine learning models were trained and assessed with 10-fold cross-validation, using participant demographic data and critical features extracted from PPG measurements as predictors. A support vector machine with a radial basis function kernel had the best detection performance, with an average accuracy of 84.7%, a sensitivity of 81.05%, a specificity of 88.3%, a precision of 87.51%, a geometric mean of 84.54%, and F score of 84.03%. CONCLUSIONS Our findings suggest that PPG measurements can be used to identify participants with elevated blood glucose measurements and assist in the screening of participants for diabetes risk.
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Affiliation(s)
- Bohan Shi
- Actxa Pte Ltd, Singapore, Singapore
- Activate Interactive Pte Ltd, Singapore, Singapore
| | - Satvinder Singh Dhaliwal
- Curtin Health Innovation Research Institute, Curtin University, Perth, Australia
- Faculty of Health Sciences, Curtin University, Perth, Australia
- Duke-NUS Graduate Medical School, National University of Singapore, Singapore, Singapore
| | | | - Cheri Chan
- KK Women's and Children's Hospital, Singapore, Singapore
| | | | | | - Entong Zhou
- Activate Interactive Pte Ltd, Singapore, Singapore
| | | | - Kum Yin Loke
- Activate Interactive Pte Ltd, Singapore, Singapore
| | - Joel Chin
- Activate Interactive Pte Ltd, Singapore, Singapore
| | - Mei Tuan Chua
- KK Women's and Children's Hospital, Singapore, Singapore
| | | | | | | | - Shih-Cheng Yen
- Innovation and Design Programme, Faculty of Engineering, National University of Singapore, Singapore, Singapore
| | - Arthur Tay
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore, Singapore
| | - Seng Bin Ang
- Family Medicine Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
- Menopause Unit, KK Women's and Children's Hospital, Singapore, Singapore
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9
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Fløde M, Hermann M, Haugstvedt A, Søfteland E, Igland J, Åsberg A, Jenssen TG, Graue M. High number of hypoglycaemic episodes identified by CGM among home-dwelling older people with diabetes: an observational study in Norway. BMC Endocr Disord 2023; 23:218. [PMID: 37817166 PMCID: PMC10566065 DOI: 10.1186/s12902-023-01472-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Accepted: 09/28/2023] [Indexed: 10/12/2023] Open
Abstract
BACKGROUND A scoping review from 2021 identified a lack of studies on the incidence, prevention and management of hypoglycaemia in home-dwelling older people with diabetes. The aim of this study was to investigate the frequency and duration of hypoglycaemic episodes measured by continuous glucose monitoring (CGM) in older people with diabetes who received home care and who were treated with glucose-lowering medications, and to compare the frequency and duration of hypoglycaemic episodes between subgroups of the study population according to demographic and clinical variables. METHODS This was an observational study investigating the occurrence of hypoglycaemia in people with diabetes aged ≥ 65 years. Data were collected using blinded continuous glucose monitoring (CGM, iPro2) for 5 consecutive days. Frequency and duration of hypoglycaemic episodes were assessed using a sensor glucose cut-off value of 3.9 mmol/L. A blood sample for measurement of HbA1c and creatinine-based eGFR (CKD-EPI) was obtained during the monitoring period. Demographic and clinical data were collected from electronic patient records. RESULTS Fifty-six individuals were enrolled (median age 82 years and 52% were men). Of the 36 participants who were treated with insulin, 33% had at least one hypoglycaemic episode during the five-day period. Among 18 participants who neither used insulin nor sulfonylurea, but other glucose-lowering medications, 44% had at least one hypoglycaemicepisode. Of those with hypoglycaemic episodes, 86% lived alone. The median duration of the hypoglycaemia was 1 h and 25 min, ranging from 15 min to 8 h and 50 min. CONCLUSION This study identified an unacceptably high number of unknown hypoglycaemic episodes among older home-dwelling people with diabetes receiving home care, even among those not using insulin or sulfonylurea. The study provides essential knowledge that can serve as a foundation to improve the treatment and care for this vulnerable patient group. The routines for glucose monitoring and other prevention tasks need to be considered more comprehensively, also, among those treated with glucose-lowering medications other than insulin.
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Affiliation(s)
- Mari Fløde
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Monica Hermann
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Anne Haugstvedt
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Eirik Søfteland
- Department of Medicine, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Science, Faculty of Medicine, University of Bergen, Bergen, Norway
| | - Jannicke Igland
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
- Department of Medicine, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Science, Faculty of Medicine, University of Bergen, Bergen, Norway
- Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Anders Åsberg
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
- Department of Pharmacy, Section for Pharmacology and Pharmaceutical Biosciences, University of Oslo, Oslo, Norway
| | - Trond Geir Jenssen
- Department of Transplantation Medicine, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Marit Graue
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway.
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Christiaens A, Henrard S, Boland B, Sinclair AJ. Overtreatment of older people with type 2 diabetes-a high impact frequent occurrence in need of a new definition. Diabet Med 2023; 40:e14994. [PMID: 36300647 DOI: 10.1111/dme.14994] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 10/19/2022] [Indexed: 01/17/2023]
Abstract
BACKGROUND Diabetes overtreatment is a frequent and major issue in older people with type 2 diabetes but its definition is often inconsistent and may be misleading. This critical review has aimed at examining the definitions of diabetes overtreatment in older people used in research studies. METHODS Studies addressing diabetes overtreatment in people aged 65 or older were identified by searching the PubMed database according to an extensive search equation. RESULTS Twenty-two research studies providing a definition of diabetes overtreatment in people aged were found. Overall, 12 different definitions of diabetes overtreatment were used. All studies defined overtreatment according to a HbA1c threshold (varying from <42 mmol/mol [<6.0%] to <64 mmol/mol [<8%]). Amongst them, 2 definitions had no consideration about glucose-lowering (GL) treatment, 6 required the prescribing of ≥1 GL agent(s), and 4 the prescribing of ≥1 GL agent(s) inducing the high risk of hypoglycaemia (i.e., sulfonylurea(s) or insulin(s)). Only 4 definitions (four studies) were individualised, using varying HbA1c thresholds according to patients' age or health status. CONCLUSIONS Definitions of diabetes overtreatment are heterogeneous across research studies, which is confusing. A standardised definition, based on the individual risk of hypoglycaemia and/or its complications must be promoted in order to bring clarity and greater insight into this field, as well as to improve the quality of management of diabetes in older patients.
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Affiliation(s)
- Antoine Christiaens
- Fund for Scientific Research - FNRS, Brussels, Belgium
- Clinical Pharmacy Research Group (CLIP), Louvain Drug Research Institute (LDRI), Université Catholique de Louvain, Brussels, Belgium
- Institute of Health and Society (IRSS), Université Catholique de Louvain, Brussels, Belgium
- Institut Pierre Louis d'Epidémiologie et de Santé Publique (IPLESP), INSERM, Sorbonne Université, Paris, France
| | - Séverine Henrard
- Clinical Pharmacy Research Group (CLIP), Louvain Drug Research Institute (LDRI), Université Catholique de Louvain, Brussels, Belgium
- Institute of Health and Society (IRSS), Université Catholique de Louvain, Brussels, Belgium
| | - Benoit Boland
- Institute of Health and Society (IRSS), Université Catholique de Louvain, Brussels, Belgium
- Geriatric medicine, Cliniques universitaires Saint-Luc, Université Catholique de Louvain, Brussels, Belgium
| | - Alan J Sinclair
- Foundation for Diabetes Research in Older People (fDROP), London, UK
- King's College, London, UK
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Liaw J, Harhay M, Setoguchi S, Gerhard T, Dave CV. Trends in Prescribing Preferences for Antidiabetic Medications Among Patients With Type 2 Diabetes in the U.K. With and Without Chronic Kidney Disease, 2006-2020. Diabetes Care 2022; 45:2316-2325. [PMID: 35984049 DOI: 10.2337/dc22-0224] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 07/05/2022] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To evaluate trends in antidiabetic medication initiation patterns among patients with type 2 diabetes mellitus (T2DM) with and without chronic kidney disease (CKD). RESEARCH DESIGN AND METHODS A retrospective cohort study using the UK Clinical Practice Research Datalink (2006-2020) was conducted to evaluate the overall, first-, and second line (after metformin) medication initiation patterns among patients with CKD (n = 38,622) and those without CKD (n = 230,963) who had T2DM. RESULTS Relative to other glucose-lowering therapies, metformin initiations declined overall but remained the first-line treatment of choice for both patients with and those without CKD. Sodium-glucose cotransporter-2 (SGLT2i) use increased modestly among patients with CKD, but this increase was more pronounced among patients without CKD; by 2020, patients without CKD, compared with patients with CKD, were three (28.5% vs. 9.4%) and six (46.3% vs. 7.9%) times more likely to initiate SGLT2i overall and as second-line therapy, respectively. Glucagon-like peptide 1 receptor agonist (GLP-1RA) use was minimal regardless of CKD status (<5%), whereas both dipeptidyl peptidase-4 inhibitor (DPP4i) and sulfonylurea use remained high among patients with CKD. For instance, by 2020, and among patients with CKD, DPP4i and sulfonylureas constituted 28.3% and 20.6% of all initiations, and 57.4% and 30.3% of second-line initiations, respectively. CONCLUSIONS SGLT2i use increased among patients with T2DM, but this increase was largely driven by patients without CKD. Work is needed to identify barriers associated with the uptake of therapies with proven cardiorenal benefits (e.g., SGLT2i, GLP-1RA) among patients with CKD.
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Affiliation(s)
- Julia Liaw
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Health Care Policy and Aging Research, Rutgers University, New Brunswick, NJ
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ
| | - Meera Harhay
- Department of Medicine, Drexel University College of Medicine, Philadelphia, PA
- Department of Epidemiology and Biostatistics, Drexel University Dornsife School of Public Health, Philadelphia, PA
- Department of Medicine, Renal Electrolyte and Hypertension Division, University of Pennsylvania Health System, Philadelphia, PA
| | - Soko Setoguchi
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Health Care Policy and Aging Research, Rutgers University, New Brunswick, NJ
- Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ
| | - Tobias Gerhard
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Health Care Policy and Aging Research, Rutgers University, New Brunswick, NJ
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ
| | - Chintan V Dave
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Health Care Policy and Aging Research, Rutgers University, New Brunswick, NJ
- Department of Pharmacy Practice and Administration, Ernest Mario School of Pharmacy, Rutgers University, Piscataway, NJ
- Department of Veterans Affairs-New Jersey Health Care System, East Orange, NJ
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12
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Parchman ML, Perloff J, Ritter G. Can clinician champions reduce potentially inappropriate medications in people living with dementia? Study protocol for a cluster randomized trial. Implement Sci 2022; 17:63. [PMID: 36163181 PMCID: PMC9513870 DOI: 10.1186/s13012-022-01237-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 09/14/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND For people living with dementia (PLWD) the overuse of potentially inappropriate medications (PIMs) remains a persistent problem. De-prescribing trials in the elderly have mixed results. Clinician champions may be uniquely suited to lead efforts to address this challenge. Here we describe the study protocol for a 24-month embedded pragmatic cluster-randomized clinical trial within two accountable care organizations (ACOs) of such a clinician champion intervention. The specific aims are to (1) assess the effectiveness of a clinician champion on de-implementing PIMs in PLWD, (2) determine if the intervention is associated with a reduction in emergency department (ED) visits and hospitalizations attributed to a fall, and (3) examine five implementation outcomes: appropriateness, feasibility, fidelity, penetration, and equity. METHODS/DESIGN Two ACOs agreed to participate: United States Medical Management (USMM) and Oschner Health System. The unit of randomization will be the primary care clinic. A clinician champion will be recruited from each of the intervention clinics to participate in a 6-month training program and then work with clinicians and staff in their clinic for 12 months to reduce the use of PIMs in their PLWD population. For aims 1 and 2, Medicare claims data will be used to assess outcomes. The outcome for aim #1 will be medication possession rates per quarter, for the three therapeutic classes of PIMs among patients with dementia in intervention clinics versus control clinics. For aim #2, we will assess the incidence of falls using a previously validated algorithm. For both aims 1 and 2, we will construct hierarchical models with time period observations nested within patient using generalized estimating equations (GEE) with robust standard errors. The key variable of interest will be the treatment indicator assigned based on practice. For aim #3, we will conduct qualitative thematic analysis of documentation by the clinician champions in their project workbooks to evaluate the five implementation outcomes. DISCUSSION This embedded pragmatic trial will add to our existing knowledge regarding the effectiveness of a clinician champion strategy to de-prescribe potentially inappropriate medication among patients with dementia as well as its appropriateness, feasibility, fidelity, penetration, and equity. TRIAL REGISTRATION Clinicaltrials.gov NCT05359679 , Registered May 4, 2022.
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Affiliation(s)
- Michael L Parchman
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA.
| | - Jennifer Perloff
- Brandeis University, Waltham, MA, USA
- Institute for Accountable Care, Washington, DC, USA
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Potential Risk of Overtreatment in Patients with Type 2 Diabetes Aged 75 Years or Older: Data from a Population Database in Catalonia, Spain. J Clin Med 2022; 11:jcm11175134. [PMID: 36079064 PMCID: PMC9457074 DOI: 10.3390/jcm11175134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/23/2022] [Accepted: 08/26/2022] [Indexed: 11/17/2022] Open
Abstract
Aim: To assess the potential risk of overtreatment in patients with type 2 diabetes (T2DM) aged 75 years or older in primary care. Methods: Electronic health records retrieved from the SIDIAP database (Catalonia, Spain) in 2016. Variables: age, gender, body mass index, registered hypoglycemia, last HbA1c and glomerular filtration rates, and prescriptions for antidiabetic drugs. Potential overtreatment was defined as having HbA1c < 7% or HbA1c < 6.5% in older patients treated with insulin, sulfonylureas, or glinides. Results: From a total population of 138,374 T2DM patients aged 75 years or older, 123,515 had at least one HbA1c available. An HbA1c below 7.0% was present in 59.1% of patients, and below 6.5% in 37.7%. Overall, 23.0% of patients were treated with insulin, 17.8% with sulfonylureas, and 6.6% with glinides. Potential overtreatment (HbA1c < 7%) was suspected in 26.6% of patients treated with any high-risk drug, 47.8% with sulfonylureas, 43.5% with glinides, and 28.1% with insulin. Using the threshold of HbA1c < 6.5%, these figures were: 21.6%, 24.4%, 17.9%, and 12.3%, respectively. Conclusion: One in four older adults with T2DM treated with antidiabetic drugs associated with a high risk of hypoglycemia might be at risk of overtreatment. This risk is higher in those treated with sulfonylureas or glinides than with insulin.
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14
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High-frequency HbA1c testing among older patients with diabetes in Japan: a longitudinal analysis using medical claims data. Diabetol Int 2022; 13:644-656. [PMID: 36117931 PMCID: PMC9478002 DOI: 10.1007/s13340-022-00584-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 04/15/2022] [Indexed: 10/18/2022]
Abstract
Aims We aimed to determine the rate of high-frequency HbA1c testing among older Japanese patients (≥ 75 years) with type 2 diabetes who did not have diabetic complications and were not using insulin, and to explore its influencing factors and association with the number of hospital admissions. Methods A retrospective, longitudinal observation study design based on medical claims data between 2015 and 2020 was adopted. We tracked patients for 3 years to describe the annual rate and determine factors associated with high-frequency HbA1c testing using a hierarchical logistical model. We employed a zero-inflated Poisson model to examine the association between frequency of HbA1c testing and the number of hospitalizations. Results Among 6594 patients included (mean age 80.4 years), the rates of high-frequency HbA1c testing in the first, second, and third year were 10.2%, 4.8%, and 4.7%, respectively. Follow-up year [odds ratio (OR) = 0.54, 95% confidence interval (CI) = 0.49-0.59];insulin use (OR = 1.63, 95% CI = 1.26-2.11); multi facility for HbA1c testing (OR = 5.51, 95% CI = 4.66-6.51); more than 48 outpatient days per year (OR = 2.13, 95% CI = 1.81-2.51); hospitalizations (OR = 0.66, 95% CI = 0.55-0.79); two or more classes of antidiabetic agents at baseline (OR = 1.32, 95% CI = 1.11-1.56); and dementia at baseline (OR = 0.70, 95% CI = 0.51-0.97) were significantly associated with high-frequency HbA1c testing. No significant association between frequent HbA1c testing and the number of all-cause hospitalizations was found. Conclusions We revealed a high rate of HbA1c testing among older Japanese patients with type 2 diabetes in ambulatory care and indicated that high-frequency HbA1c testing was more likely to result from the decentralized healthcare system and its structure.
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Initiating second-line antidiabetic medication among older adults with type 2 diabetes on Metformin. BMC Geriatr 2022; 22:97. [PMID: 35114955 PMCID: PMC8815155 DOI: 10.1186/s12877-022-02792-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 01/24/2022] [Indexed: 11/12/2022] Open
Abstract
Background Antidiabetic medications (ADM), especially sulfonylureas (SFU) and basal insulin (BI), are associated with increased risk of hypoglycemia, which is especially concerning among older adults in poor health. The objective of this study was to investigate prescribing patterns of ADM in older adults according to their health status. Methods This case control study analyzed administrative claims between 2013 and 2017 from a large national payer. The study population was derived from a nationwide database of 84,720 U.S. adults aged ≥65, who were enrolled in Medicare Advantage health insurance plans. Participants had type 2 diabetes on metformin monotherapy, and started a second-line ADM during the study period. The exposure was a binary variable for health status, with poor health defined by end-stage medical conditions, dementia, or residence in a long-term nursing facility. The outcome was a variable identifying which second-line ADM class was started, categorized as SFU, BI, or other (i.e. all other ADM classes combined). Results Over half of participants (54%) received SFU as initial second-line ADM, 14% received BI, and 32% received another ADM. In multivariable models, the odds of filling SFU or BI was higher for participants in poor health than those in good or intermediate health [OR 1.13 (95% CI 1.05-1.21) and OR 2.34 (95% CI 2.14-2.55), respectively]. SFU and BI were also more commonly filled by older adults with poor glycemic control. Conclusions Despite clinical consensus to use caution prescribing SFU and BI among older adults in poor health, these medications remain frequently used in this particularly vulnerable population.
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Al-Musawe L, Torre C, Guerreiro JP, Rodrigues AT, Raposo JF, Mota-Filipe H, Martins AP. Overtreatment and undertreatment in a sample of elderly people with diabetes. Int J Clin Pract 2021; 75:e14847. [PMID: 34516684 DOI: 10.1111/ijcp.14847] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 09/10/2021] [Indexed: 12/29/2022] Open
Abstract
AIMS In older adults with type 2 diabetes (T2D), overtreatment remains prevalent and undertreatment ignored. The main objective is to estimate the prevalence and examine factors associated with potential overtreatment and undertreatment. METHOD Observational study conducted within an administrative database of older adults with T2D who registered in 2018 at the Portuguese Diabetes Association. Participants were categorized either as potentially overtreated (HbA1c ≤ 7.5%), appropriately on target (HbA1c ≥7.5 to ≤9%), or potentially undertreated (HbA1c > 9%). RESULTS The study included 444 participants: potential overtreatment and undertreatment were found in 60.5% and 12.6% of the study population. Taking the patients on target as a comparator, the group of potentially overtreated showed to be more men (61.3% vs 52.2%), less-obese (34.1% vs 39.2), higher cardiovascular diseases (13.7% vs 11%), peripheral vascular diseases (16.7% vs 12.8%), diabetic foot (10% vs 4.5%), and severe kidney disease (5.2% vs 4.5%). Conversely, the potentially undertreated participants were more women (64.2% vs 47.7%), obese (49% vs 39.2%), had more dyslipidemia (69% vs 63.1%), peripheral vascular disease (14.2% vs 12.8%), diabetic foot (8.9% vs 4.5%), and infections (14.2% vs 11.9%). The odds of potential overtreatment were mostly decreased by 59% of women, 73.5% in those with retinopathy, and 86.3% in insulin, 65.4% sulfonylureas, and 66.8% in SGLT2 inhibitors users. Contrariwise, an increase in the odds of potential undertreatment was more than 4.8 times higher in insulin, and more than 3.1 times higher in sulfonylureas users. CONCLUSION Potential overtreatment and undertreatment in older adults with T2D in routine clinical practice should guide the clinicians to balance the use of newer oral antidiabetic agents considering its safety profile regarding hypoglycemia.
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Affiliation(s)
| | - Carla Torre
- Faculty of Pharmacy, University of Lisbon, Lisbon, Portugal
| | | | | | - Joao Filipe Raposo
- Nova Medical School, New University of Lisbon, Lisbon, Portugal
- Portuguese Diabetes Association (APDP), Lisbon, Portugal
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Seidu S, Seewoodharry M, Khunti K. De-intensification in older people with type 2 diabetes: why, when and for whom? THE LANCET HEALTHY LONGEVITY 2021; 2:e531-e532. [DOI: 10.1016/s2666-7568(21)00204-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 07/30/2021] [Indexed: 02/05/2023]
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Stasinopoulos J, Wood SJ, Bell JS, Manski-Nankervis JA, Hogan M, Sluggett JK. Potential Overtreatment and Undertreatment of Type 2 Diabetes Mellitus in Long-Term Care Facilities: A Systematic Review. J Am Med Dir Assoc 2021; 22:1889-1897.e5. [PMID: 34004183 DOI: 10.1016/j.jamda.2021.04.013] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 04/08/2021] [Accepted: 04/09/2021] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To investigate the prevalence, outcomes, and factors associated with potential glycemic overtreatment and undertreatment of type 2 diabetes mellitus (T2DM) in long-term care facilities (LTCFs). DESIGN Systematic review. SETTING AND PARTICIPANTS Residents with T2DM and aged ≥60 years living in LTCFs. MEASURES Articles published between January 2000 and September 2020 were retrieved following a systematic search of MEDLINE, EMBASE, Cochrane Library, CINAHL plus, and gray literature. Inclusion criteria were the reporting of (1) potential overtreatment and undertreatment quantitatively defined (implicitly or explicitly) based on hemoglobin A1c (HbA1c) and/or blood glucose; (2) prevalence, outcomes, and associated factors of potential glycemic overtreatment and undertreatment; and (3) the study involved residents of LTCFs. RESULTS Fifteen studies were included. Prevalence of potential overtreatment (5%-86%, n = 15 studies) and undertreatment (1.4%-35%, n = 8 studies) varied widely among facilities and geographical locations, and according to definitions used. Prevalence of potential overtreatment was 16%-74% when defined as treatment with a glucose-lowering medication in a resident with ≥1 hypoglycemia risk factor or serious comorbidity, together with a HbA1c <7% (n = 10 studies). Potential undertreatment was commonly defined as residents on glucose-lowering medication having HbA1c >8.5% and the prevalence 1.4%-14.8% (n = 6 studies). No studies prospectively measured resident health outcomes from overtreatment and undertreatment. Potential overtreatment was positively associated with use of oral glucose-lowering medications, dementia diagnosis or dementia severity, and/or need for assistance with activities of daily living (n = 2 studies). Negative association was found between potential overtreatment and use of insulin/combined insulin and oral glucose-lowering medication. No studies reported factors associated with potential undertreatment. CONCLUSIONS AND IMPLICATIONS The prevalence of potential glycemic overtreatment and undertreatment varied widely among residents with T2DM depending on the definition(s) used in each study. Longitudinal studies examining associations between glycemic management and health outcomes, and the use of consensus definitions of overtreatment and undertreatment are required to establish findings about actual glycemic overtreatment and undertreatment in LTCFs.
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Affiliation(s)
- Jacquelina Stasinopoulos
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia.
| | - Stephen J Wood
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia
| | - J Simon Bell
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia; Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Jo-Anne Manski-Nankervis
- Department of General Practice, Melbourne Medical School, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Carlton, VIC, Australia
| | | | - Janet K Sluggett
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia; University of South Australia, UniSA Allied Health and Human Performance, Adelaide, SA, Australia; Registry of Senior Australians, South Australian Health and Medical Research Institute, Adelaide, SA, Australia
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Lega IC, Campitelli MA, Austin PC, Na Y, Zahedi A, Leung F, Yu C, Bronskill SE, Rochon PA, Lipscombe LL. Potential diabetes overtreatment and risk of adverse events among older adults in Ontario: a population-based study. Diabetologia 2021; 64:1093-1102. [PMID: 33491105 DOI: 10.1007/s00125-020-05370-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 11/05/2020] [Indexed: 01/17/2023]
Abstract
AIMS/HYPOTHESIS More than 25% of older adults (age ≥75 years) have diabetes and may be at risk of adverse events related to treatment. The aim of this study was to assess the prevalence of intensive glycaemic control in this group, potential overtreatment among older adults and the impact of overtreatment on the risk of serious events. METHODS We conducted a retrospective, population-based cohort study of community-dwelling older adults in Ontario using administrative data. Participants were ≥75 years of age with diagnosed diabetes treated with at least one anti-hyperglycaemic agent between 2014 and 2015. Individuals were categorised as having intensive or conservative glycaemic control (HbA1c <53 mmol/mol [<7%] or 54-69 mmol/mol [7.1-8.5%], respectively), and as undergoing treatment with high-risk (i.e. insulin, sulfonylureas) or low-risk (other) agents. We measured the composite risk of emergency department visits, hospitalisations, or death within 30 days of reaching intensive glycaemic control with high-risk agents. RESULTS Among 108,620 older adults with diagnosed diabetes in Ontario, the mean (± SD) age was 80.6 (±4.5) years, 49.7% were female, and mean (± SD) diabetes duration was 13.7 (±6.3) years. Overall, 61% of individuals were treated to intensive glycaemic control and 21.6% were treated to intensive control using high-risk agents. Using inverse probability treatment weighting with propensity scores, intensive control with high-risk agents was associated with nearly 50% increased risk of the composite outcome compared with conservative glycaemic control with low-risk agents (RR 1.49, 95% CI 1.08, 2.05). CONCLUSIONS/INTERPRETATION Our findings underscore the need to re-evaluate glycaemic targets in older adults and to reconsider the use of anti-hyperglycaemic medications that may lead to hypoglycaemia, especially in setting of intensive glycaemic control.
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Affiliation(s)
- Iliana C Lega
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada.
- Division of Endocrinology and Metabolism, Department of Medicine, University of Toronto, Toronto, ON, Canada.
- ICES, Toronto, ON, Canada.
| | | | | | - Yingbo Na
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- ICES, Toronto, ON, Canada
| | - Afshan Zahedi
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- Division of Endocrinology and Metabolism, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Freda Leung
- Scarborough and Rouge Hospital, Toronto, ON, Canada
| | - Catherine Yu
- Division of Endocrinology and Metabolism, Department of Medicine, University of Toronto, Toronto, ON, Canada
- Li Ka Shing Knowledge Institute, St Michael's Hospital, Toronto, ON, Canada
| | - Susan E Bronskill
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- ICES, Toronto, ON, Canada
| | - Paula A Rochon
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- ICES, Toronto, ON, Canada
- Division of Geriatric Medicine, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Lorraine L Lipscombe
- Women's College Research Institute, Women's College Hospital, Toronto, ON, Canada
- Division of Endocrinology and Metabolism, Department of Medicine, University of Toronto, Toronto, ON, Canada
- ICES, Toronto, ON, Canada
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Bongaerts B, Arnold SV, Charbonnel BH, Chen H, Cooper A, Fenici P, Gomes M, Ji L, Khunti K, Kosiborod M, Medina J, Nicolucci A, Shestakova M, Shimomura I, Tang F, Watada H, Rathmann W. Inappropriate intensification of glucose-lowering treatment in older patients with type 2 diabetes: the global DISCOVER study. BMJ Open Diabetes Res Care 2021; 9:9/1/e001585. [PMID: 33941550 PMCID: PMC8098925 DOI: 10.1136/bmjdrc-2020-001585] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 03/25/2021] [Accepted: 04/02/2021] [Indexed: 01/19/2023] Open
Abstract
INTRODUCTION Although individualized target glycated hemoglobin (HbA1c) levels are recommended in older people with type 2 diabetes, studies report high levels of potential overtreatment. We aimed to investigate the proportion of older patients (aged ≥65 years) who potentially received an inappropriately intensive treatment (HbA1c level <7.0% (53.0 mmol/mol)) in a global study. Factors associated with intensive glycemic management and using glucose-lowering medications associated with a high risk of hypoglycemia (high-risk medications (insulin, sulfonylureas, and meglitinides)) were also assessed. RESEARCH DESIGN AND METHODS DISCOVER is a 3-year observational study program of 15 992 people with type 2 diabetes initiating second-line glucose-lowering therapy in 38 countries. Data were collected at baseline (initiation of second-line therapy) and at 6, 12, and 24 months. Factors associated with an inappropriately intensive treatment or using high-risk medications were assessed using a hierarchical regression model. RESULTS Of the 3344 older patients with baseline HbA1c data in our analytic cohort, 23.5% received inappropriate treatment intensification. Among those who had follow-up HbA1c data, 55.2%, 54.2%, and 53.5% were inappropriately tightly controlled at 6, 12, and 24 months, respectively, with higher proportions in high-income than in middle-income countries. The proportion of patients receiving high-risk medications was higher in middle-income countries than in high-income countries. Gross national income (per US$5000 increment) was associated with increased odds of inappropriately intensive treatment but with decreased odds of receiving high-risk medications. CONCLUSIONS A large proportion of older DISCOVER patients received an inappropriately intensive glucose-lowering treatment across the 2 years of follow-up, with substantial regional variation. The use of high-risk medications in these patients is particularly concerning.
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Affiliation(s)
- Brenda Bongaerts
- Institute for Biometrics and Epidemiology, German Diabetes Center Leibniz Institute for Diabetes Research at Heinrich Heine University Düsseldorf, Dusseldorf, Germany
| | - Suzanne V Arnold
- Saint Luke's Mid America Heart Institute, Kansas City, Missouri, USA
- University of Missouri Kansas City, Kansas City, Missouri, USA
| | | | | | | | | | - Marilia Gomes
- Internal Medicine, Rio de Janeiro State University, Rio de Janeiro, Brazil
| | - Linong Ji
- Department of Endocrinology and Metabolism, Peking University People's Hospital, Beijing, China
| | - Kamlesh Khunti
- Leicester Diabetes Centre, University of Leicester, Leicester, UK
| | - Mikhail Kosiborod
- Saint Luke's Mid America Heart Institute, Kansas City, Missouri, USA
- University of Missouri Kansas City, Kansas City, Missouri, USA
| | | | - Antonio Nicolucci
- Center for Outcomes Research and Clinical Epidemiology, Pescara, Italy
| | | | - Iichiro Shimomura
- Osaka University School of Medicine Graduate School of Medicine, Suita, Japan
| | - Fengming Tang
- Saint Luke's Mid America Heart Institute, Kansas City, Missouri, USA
| | - Hirotaka Watada
- Juntendo University School of Medicine Graduate School of Medicine, Bunkyo-ku, Japan
| | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes Center Leibniz Institute for Diabetes Research at Heinrich Heine University Düsseldorf, Dusseldorf, Germany
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21
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Basu S, Shao H, Luo J, Lipska K, Suda KJ, Yudkin JS. Estimates of insulin needs and dispensation given wastage, alternative glycemic targets, and non-insulin therapies in US populations with type 2 diabetes mellitus: A microsimulation study. J Diabetes Complications 2021; 35:107839. [PMID: 33455873 DOI: 10.1016/j.jdiacomp.2020.107839] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 12/11/2020] [Accepted: 12/16/2020] [Indexed: 11/18/2022]
Abstract
AIMS Registries and health plans estimate insulin need for population health metrics. We sought to identify how such estimates affect population- and individual-level estimates of over- and under-treatment. METHODS We developed a microsimulation comparing estimated insulin need to dispensation using the National Health and Nutrition Examination Survey (NHANES, 2005-2016, N= 2832) and Medical Expenditure Panel Survey (MEPS, 2005-2016, N = 29,615). RESULTS From NHANES, ~21.6% of people with type 2 diabetes would require insulin to achieve a HbA1c target of 7% after maximum titration of two non-insulins (60.7 IU/person/day, or 84,629,833 vials of 1000 IU in the US). From MEPS, we observed 57.4 IU/person/day of insulin dispensed (81,585,842 vials). About 29% of people were dispensed at least two standard deviations less than their estimated need, and 22% at least two standard deviations more than estimated need. Population-level need estimates reduced 39.4% if liberalizing HbA1c targets to 8% for people ≥75 years old. CONCLUSIONS Estimated insulin needs of people with type 2 diabetes in the U.S. are consistent with their dispensed insulin at the population level, but are sensitive to HbA1c targets for older adults, and conceal under- and over-treated subpopulations.
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Affiliation(s)
- Sanjay Basu
- Center for Primary Care, Harvard Medical School, United States of America; Ariadne Labs, Brigham and Women's Hospital and Harvard T.H. Chan School of Public Health, United States of America; Research and Population Health, Collective Health, United States of America; School of Public Health, Imperial College London, UK.
| | - Hui Shao
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, United States of America
| | - Jing Luo
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, United States of America
| | - Kasia Lipska
- Section of Endocrinology, Department of Internal Medicine, Yale University School of Medicine, United States of America
| | - Katie J Suda
- Division of General Internal Medicine, University of Pittsburgh School of Medicine, United States of America; Center for Health Equity Research and Promotion, Veterans Affairs Pittsburgh Health Care System, United States of America
| | - John S Yudkin
- Institute of Cardiovascular Science, Division of Medicine, University College London, UK
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22
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Hermann M, Heimro LS, Haugstvedt A, Hernar I, Sigurdardottir AK, Graue M. Hypoglycaemia in older home-dwelling people with diabetes- a scoping review. BMC Geriatr 2021; 21:20. [PMID: 33413148 PMCID: PMC7792330 DOI: 10.1186/s12877-020-01961-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 12/14/2020] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Hypoglycaemia is associated with cognitive and functional decline in older people with diabetes. Identification of individuals at risk and prevention of hypoglycaemia is therefore an important task in the management of diabetes in older home-dwelling individuals. The purpose of this scoping review was to map the literature on hypoglycaemia in home-dwelling older people with diabetes. METHODS This scoping review included original research articles on hypoglycaemia in older (≥ 65 years) individuals with diabetes from developed countries. A broad search of the databases Cinahl, Embase and Medline was performed in July 2018. The report of the scoping review was conducted in accordance with the PRISMA Extension for Scoping Reviews. RESULTS Our database search identified 577 articles of which 23 were eligible for inclusion. The identified literature was within four areas: 1) incidence of hypoglycaemia in older home-dwelling people with diabetes (11/23 articles), 2) risk factors of hypoglycaemia (9/23), 3) diabetes knowledge and self-management (6/23) and 4) consequences of hypoglycaemia for health care use (6/23). The majority of the literature focused on severe hypoglycaemia and the emergency situation. The literature on diabetes knowledge and management related to preventing adverse events relevant to older home-dwellers, was limited. We found no literature on long-term consequences of hypoglycaemia for the use of home health care services and the older persons' ability to remain home-dwelling. CONCLUSIONS We identified a lack of studies on prevention and management of hypoglycaemia in the older individuals' homes. Such knowledge is of utmost importance in the current situation where most western countries' governmental policies aim to treat and manage complex health conditions in the patient's home. Future studies addressing hypoglycaemia in older individuals with diabetes are needed in order to tailor interventions aiming to enable them to remain home-dwelling as long as possible.
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Affiliation(s)
- Monica Hermann
- Faculty of Health and Social Sciences, Institute of Health and Caring Sciences, Western Norway University of Applied Sciences, Stord, Norway.
| | - Lovise S Heimro
- Faculty of Health and Social Sciences, Institute of Health and Caring Sciences, Western Norway University of Applied Sciences, Stord, Norway
| | - Anne Haugstvedt
- Faculty of Health and Social Sciences, Institute of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Ingvild Hernar
- Faculty of Health and Social Sciences, Institute of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Arun K Sigurdardottir
- School of Health Sciences, University of Akureyri, Akureyri, Iceland
- Akureyri Hospital, Akureyri, Iceland
| | - Marit Graue
- Faculty of Health and Social Sciences, Institute of Health and Caring Sciences, Western Norway University of Applied Sciences, Bergen, Norway
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23
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Continuous glucose monitoring in older people with diabetes receiving home care-a feasibility study. Pilot Feasibility Stud 2021; 7:12. [PMID: 33407924 PMCID: PMC7786485 DOI: 10.1186/s40814-020-00754-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 12/16/2020] [Indexed: 11/28/2022] Open
Abstract
Background Hypoglycemic incidents in older people can cause severe health problems, enhance general age-related disabilities, and cause frailty. Little is known about incidences of hypoglycemia in older home-dwelling people with diabetes. Thus, the aim of this study was to examine the feasibility of capturing hypoglycemia and issues associated with increased risk of hypoglycemia by use of continuous glucose monitoring (CGM) and standardized questionnaires among older home-dwelling individuals with diabetes type 2 receiving home care. Methods CGM with the Ipro2-blinded monitoring system were performed for 5 days in six home-dwelling individuals ≥ 75 years diagnosed with diabetes and receiving home care. Demographic (age, gender, living arrangements) and clinical data (diabetes diagnoses and duration, diabetes medication, documented treatment goal, available glycosylated hemoglobin (HbA1c)) were collected from electronic patient records in home care services. Feasibility (ease of use, quality of data, time spent) of standardized questionnaires to identify the risk of hypoglycemia (the McKellar Risk Assessment Tool), risk of malnutrition (the Mini Nutritional Assessment (MNA)), functional status (the Individual-based Statistics for Nursing and Care Services (IPLOS)), and cognitive status (the Mini Mental Status Exam (MMSE)) was also assessed. Questionnaire data was collected by a study nurse in the individuals’ home. Results The practical use of CGM was satisfactory, with no major remarks about discomfort or technical errors, except for one participant with skin reaction (redness). Collecting data with the McKellar Risk Assessment Tool, MNA and IPLOS worked well according to quality of data, time spent, and ease of use. The MMSE survey required extensive training of personnel to be conducted. Conclusion The feasibility study informs an upcoming study on the incidence and risk factors of hypoglycemia in home-dwelling older individuals. We will ascertain that personnel who will use the MMSE questionnaire to collect cognitive status and skills are familiar with the tool and adequately educated and trained before study start. The use of blinded CGM in this population was well tolerated and can be used “as is” for future studies.
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McCoy RG, Lipska KJ, Van Houten HK, Shah ND. Development and evaluation of a patient-centered quality indicator for the appropriateness of type 2 diabetes management. BMJ Open Diabetes Res Care 2020; 8:8/2/e001878. [PMID: 33234510 PMCID: PMC7689069 DOI: 10.1136/bmjdrc-2020-001878] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 10/07/2020] [Accepted: 11/04/2020] [Indexed: 02/06/2023] Open
Abstract
INTRODUCTION Current diabetes quality measures are agnostic to patient clinical complexity and type of treatment required to achieve it. Our objective was to introduce a patient-centered indicator of appropriate diabetes therapy indicator (ADTI), designed for patients with type 2 diabetes, which is based on hemoglobin A1c (HbA1c) but is also contextualized by patient complexity and treatment intensity. RESEARCH DESIGN AND METHODS A draft indicator was iteratively refined by a multidisciplinary Delphi panel using existing quality measures, guidelines, and published literature. ADTI performance was then assessed using OptumLabs Data Warehouse data for 2015. Included adults (n=206 279) with type 2 diabetes were categorized as clinically complex based on comorbidities, then categorized as treated appropriately, overtreated, or undertreated based on a matrix of clinical complexity, HbA1c level, and medications used. Associations between ADTI and emergency department/hospital visits for hypoglycemia and hyperglycemia were assessed by calculating event rates for each treatment intensity subset. RESULTS Overall, 7.4% of patients with type 2 diabetes were overtreated and 21.1% were undertreated. Patients with high complexity were more likely to be overtreated (OR 5.60, 95% CI 5.37 to 5.83) and less likely to be undertreated (OR 0.65, 95% CI 0.62 to 0.68) than patients with low complexity. Overtreated patients had higher rates of hypoglycemia than appropriately treated patients (22.0 vs 6.2 per 1000 people/year), whereas undertreated patients had higher rates of hyperglycemia (8.4 vs 1.9 per 1000 people/year). CONCLUSIONS The ADTI may facilitate timely, patient-centered treatment intensification/deintensification with the goal of achieving safer evidence-based care.
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Affiliation(s)
- Rozalina G McCoy
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
| | - Kasia J Lipska
- Section of Endocrinology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Holly K Van Houten
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
| | - Nilay D Shah
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
- OptumLabs, Cambridge, Massachusetts, USA
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Gabbay RA, Kendall D, Beebe C, Cuddeback J, Hobbs T, Khan ND, Leal S, Miller E, Novak LM, Rajpathak SN, Scribner P, Meneghini L, Khunti K. Addressing Therapeutic Inertia in 2020 and Beyond: A 3-Year Initiative of the American Diabetes Association. Clin Diabetes 2020; 38:371-381. [PMID: 33132507 PMCID: PMC7566926 DOI: 10.2337/cd20-0053] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Research has shown that getting to glycemic targets early on leads to better outcomes in people with type 2 diabetes; yet, there has been no improvement in the attainment of A1C targets in the past decade. One reason is therapeutic inertia: the lack of timely adjustment to the treatment regimen when a person's therapeutic targets are not met. This article describes the scope and priorities of the American Diabetes Association's 3-year Overcoming Therapeutic Inertia Initiative. Its planned activities include publishing a systematic review and meta-analysis of approaches to reducing therapeutic inertia, developing a registry of effective strategies, launching clinician awareness and education campaigns, leveraging electronic health record and clinical decision-support tools, influencing payer policies, and potentially executing pragmatic research to test promising interventions.
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Affiliation(s)
| | | | | | | | | | | | | | - Eden Miller
- Capital Diabetes & Endocrine Associates, Silver Spring, MD
| | | | | | | | - Luigi Meneghini
- UT Southwestern Medical Center, Parkland Health & Hospital System, Dallas, TX
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester, UK
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26
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Mattishent K, Loke YK. Is avoidance of hypoglycaemia a better target than HbA1C in older people with diabetes? Br J Clin Pharmacol 2020; 87:9-11. [PMID: 32864750 DOI: 10.1111/bcp.14517] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Revised: 07/23/2020] [Accepted: 07/31/2020] [Indexed: 02/05/2023] Open
Affiliation(s)
| | - Yoon Kong Loke
- Norwich Medical School, University of East Anglia, Norwich, UK
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Wang T, Yuan F, Chen Z, Zhu S, Chang Z, Yang W, Deng B, Que R, Cao P, Chao Y, Chan L, Pan Y, Wang Y, Xu L, Lyu Q, Chan P, Yenari MA, Tan EK, Wang Q. Vascular, inflammatory and metabolic risk factors in relation to dementia in Parkinson's disease patients with type 2 diabetes mellitus. Aging (Albany NY) 2020; 12:15682-15704. [PMID: 32805719 PMCID: PMC7467390 DOI: 10.18632/aging.103776] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 07/14/2020] [Indexed: 12/14/2022]
Abstract
There are limited data on vascular, inflammatory, metabolic risk factors of dementia in Parkinson’s disease (PD) with type 2 diabetes mellitus (DM) (PD-DM). In a study of 928 subjects comprising of 215 PD with DM (including 31 PD-DM with dementia, PD-DMD), 341 PD without DM (including 31 PD with dementia, PDD) and 372 DM without PD (including 35 DM with dementia, DMD) patients, we investigated if vascular, inflammatory, metabolic, and magnetic resonance imaging (MRI) markers were associated with dementia in PD-DM. Lower fasting blood glucose (FBG<5mmol/L, OR=4.380; 95%CI: 1.748-10.975; p=0.002), higher homocysteine (HCY>15μmol/L, OR=3.131; 95%CI: 1.243-7.888; p=0.015) and hyperlipidemia (OR=3.075; 95%CI: 1.142-8.277; p=0.026), increased age (OR=1.043; 95%CI: 1.003-1.084; p=0.034) were the most significant risk factors in PDD patients. Lower low-density lipoprotein cholesterol (LDL-C<2mmol/L, OR=4.499; 95%CI: 1.568-12.909; p=0.005) and higher fibrinogen (>4g/L, OR=4.066; 95%CI: 1.467-11.274; p=0.007) were the most significant risk factors in PD-DMD patients. The area under the curve (AUC) for fibrinogen and LDL-C was 0.717 (P=0.001), with a sensitivity of 80.0% for the prediction of PD-DMD. In summary, we identified several factors including LDL-C and fibrinogen as significant risk factors for PD-DMD and these may have prognostic and treatment implications.
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Affiliation(s)
- Ting Wang
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Feilan Yuan
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Zhenze Chen
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Shuzhen Zhu
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Zihan Chang
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Wanlin Yang
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Bin Deng
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Rongfang Que
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Peihua Cao
- Clinical Research Center, ZhuJiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
| | - Yinxia Chao
- Department of Neurology, National Neuroscience Institute, Singapore General Hospital, Duke-NUS Medical School, Singapore
| | - Lingling Chan
- Department of Neurology, National Neuroscience Institute, Singapore General Hospital, Duke-NUS Medical School, Singapore
| | - Ying Pan
- Department of Neurology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Yanping Wang
- Department of Neurology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Linting Xu
- Department of Neurology, Puning People's Hospital, Puning, Guangdong, China
| | - Qiurong Lyu
- Department of Neurology, Guiping People's Hospital, Guangxi, China
| | - Piu Chan
- Department of Neurology, Xuanwu Hospital of Capital Medical University, Beijing, China
| | - Midori A Yenari
- Department of Neurology, University of California, San Francisco and the San Francisco Veterans Affairs Medical Center, San Francisco, CA 94121, USA
| | - Eng-King Tan
- Department of Neurology, National Neuroscience Institute, Singapore General Hospital, Duke-NUS Medical School, Singapore
| | - Qing Wang
- Department of Neurology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, P.R. China
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Chen KC, Chung CH, Lu CH, Tzeng NS, Lee CH, Su SC, Kuo FC, Liu JS, Hsieh CH, Chien WC. Association between the Use of Dipeptidyl Peptidase 4 Inhibitors and the Risk of Dementia among Patients with Type 2 Diabetes in Taiwan. J Clin Med 2020; 9:E660. [PMID: 32121372 PMCID: PMC7141309 DOI: 10.3390/jcm9030660] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 02/22/2020] [Accepted: 02/27/2020] [Indexed: 02/06/2023] Open
Abstract
STUDY OBJECTIVES Diabetes mellitus per se and its related therapy have been frequently associated with an increased risk of developing dementia. However, studies that explored the risk of dementia from the use of the novel oral antidiabetic medication dipeptidyl peptidase 4 inhibitor (DPP-4i) have been limited, especially in Asian populations. The present study aimed to determine the effect of DPP-4i on the subsequent risk of dementia among patients with type 2 diabetes (T2D) in Taiwan. METHODS This study utilized data from the Longitudinal Health Insurance Database between 2008 and 2015. We enrolled 2903 patients aged ≥50 years, who were on DPP-4i for a diagnosis of T2D and had no dementia. A total of 11,612 subjects were included and compared with a propensity score-matched control group who did not use DPP-4i (non-DPP-4i group). Survival analysis was performed to estimate and compare the risk of dementia-including Alzheimer's disease, vascular dementia, and other dementia types-between the two groups. Results: Both groups had a mean age of 68 years, had a preponderance of women (61.8%), and were followed up for a mean duration of 7 years. The risk of all-cause dementia was significantly lower in the DPP-4i group than in the non-DPP-4i group (hazard ratio (HR) 0.798; 95% confidence interval (CI) 0.681-0.883; p < 0.001), with a class effect. This trend was particularly observed for vascular dementia (HR 0.575; 95% CI 0.404-0.681; p < 0.001), but not in Alzheimer's disease (HR 0.891; 95% CI 0.712-1.265; p = 0.297). The Kaplan-Meier analysis showed that the preventive effect on dementia was positively correlated with the cumulative dose of DPP-4i. Conclusions: DPP-4i decreased the risk of dementia with a class effect, especially vascular dementia, but not in Alzheimer's disease. Our results provide important information on the drug choice when managing patients with T2D in clinical practice.
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Affiliation(s)
- Kuan-Chan Chen
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Chi-Hsiang Chung
- School of Public Health, National Defense Medical Center, Taipei 11490, Taiwan;
| | - Chieh-Hua Lu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Nian-Sheng Tzeng
- Department of Psychiatry, Tri-Service General Hospital, School of Medicine, National Defense Medical Center, Taipei 114, Taiwan;
- Student Counseling Center, National Defense Medical Center, Taipei 11490, Taiwan
| | - Chien-Hsing Lee
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Sheng-Chiang Su
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Feng-Chih Kuo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Jhih-Syuan Liu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Chang-Hsun Hsieh
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei 11490, Taiwan; (K.-C.C.); (C.-H.L.); (C.-H.L.); (S.-C.S.); (F.-C.K.); (J.-S.L.)
| | - Wu-Chien Chien
- School of Public Health, National Defense Medical Center, Taipei 11490, Taiwan;
- Department of Medical Research, Tri-Service General Hospital, National Defense Medical Center, Taipei 114, Taiwan
- Graduate Institute of Life Science, National Defense Medical Center 11490, Taipei, Taiwan
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McCoy RG, Lipska KJ, Van Houten HK, Shah ND. Paradox of glycemic management: multimorbidity, glycemic control, and high-risk medication use among adults with diabetes. BMJ Open Diabetes Res Care 2020; 8:8/1/e001007. [PMID: 32075810 PMCID: PMC7039576 DOI: 10.1136/bmjdrc-2019-001007] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 01/09/2020] [Accepted: 01/15/2020] [Indexed: 12/11/2022] Open
Abstract
INTRODUCTION Glycemic targets and glucose-lowering regimens should be individualized based on multiple factors, including the presence of comorbidities. We examined contemporary patterns of glycemic control and use of medications known to cause hypoglycemia among adults with diabetes across age and multimorbidity. RESEARCH DESIGN AND METHODS We retrospectively examined glycosylated hemoglobin (HbA1c) levels and rates of insulin/sulfonylurea use as a function of age and multimorbidity using administrative claims and laboratory data for adults with type 2 diabetes included in OptumLabs Data Warehouse, 1 January 2014 to 31 December 2016. Comorbidity burden was assessed by counts of any of 16 comorbidities specified by guidelines as warranting relaxation of HbA1c targets, classified as being diabetes concordant (diabetes complications or risk factors), discordant (unrelated to diabetes), or advanced (life limiting). RESULTS Among 194 157 patients with type 2 diabetes included in the study, 45.2% had only concordant comorbidities, 30.6% concordant and discordant, 2.7% only discordant, and 13.0% had ≥1 advanced comorbidity. Mean HbA1c was 7.7% among 18-44 year-olds versus 6.9% among ≥75 year-olds, and was higher among patients with comorbidities: 7.3% with concordant only, 7.1% with discordant only, 7.1% with concordant and discordant, and 7.0% with advanced comorbidities compared with 7.4% among patients without comorbidities. The odds of insulin use decreased with age (OR 0.51 (95% CI 0.48 to 0.54) for age ≥75 vs 18-44 years) but increased with accumulation of concordant (OR 5.50 (95% CI 5.22 to 5.79) for ≥3 vs none), discordant (OR 1.72 (95% CI 1.60 to 1.86) for ≥3 vs none), and advanced (OR 1.45 (95% CI 1.25 to 1.68) for ≥2 vs none) comorbidities. Conversely, sulfonylurea use increased with age (OR 1.36 (95% CI 1.29 to 1.44) for age ≥75 vs 18-44 years) but decreased with accumulation of concordant (OR 0.76 (95% CI 0.73 to 0.79) for ≥3 vs none), discordant (OR 0.70 (95% CI 0.64 to 0.76) for ≥3 vs none), but not advanced (OR 0.86 (95% CI 0.74 to 1.01) for ≥2 vs none) comorbidities. CONCLUSIONS The proportion of patients achieving low HbA1c levels was highest among older and multimorbid patients. Older patients and patients with higher comorbidity burden were more likely to be treated with insulin to achieve these HbA1c levels despite potential for hypoglycemia and uncertain long-term benefit.
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Affiliation(s)
- Rozalina G McCoy
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, Minnesota, USA
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
| | - Kasia J Lipska
- Section of Endocrinology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Holly K Van Houten
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
| | - Nilay D Shah
- Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota, USA
- OptumLabs, Cambridge, Massachusetts, USA
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Mattishent K, Lane K, Salter C, Dhatariya K, May HM, Neupane S, Loke YK. Continuous glucose monitoring in older people with diabetes and memory problems: a mixed-methods feasibility study in the UK. BMJ Open 2019; 9:e032037. [PMID: 31740472 PMCID: PMC6937046 DOI: 10.1136/bmjopen-2019-032037] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
OBJECTIVES Older people with diabetes are at increased risk of harm from hypoglycaemia, particularly where there are coexisting memory problems. Continuous glucose monitoring (CGM) offers important benefits in terms of detecting hypoglycaemia, but the feasibility of use and extent of data capture has not been tested in this patient group. Our objective was to investigate the feasibility of trialling a CGM intervention in the community setting in older people with diabetes and memory problems. DESIGN Mixed-methods feasibility study. SETTING Community dwellings in the UK. PARTICIPANTS Patients aged ≥65 with diabetes and abbreviated mental test score ≤8 or known dementia. INTERVENTION FreeStyle Libre CGM. PRIMARY AND SECONDARY OUTCOME MEASURES Feasibility criteria were numbers of eligible patients, recruitment, attrition, extent of capture of glucose readings and adverse events. Qualitative interview. RESULTS We identified 49 eligible participants; 17 consented, but 5 withdrew before recording of data because they or their carers felt unable to manage study procedures. 12 participants (mean age 85 years) completed the study without adverse events. Data capture across 14 days ranged between 3% and 92% (mean 55%); 6 participants had <60% capture. Hypoglycaemic events were recorded in six out of nine insulin users. Qualitative interviews found: the device does not interfere with daily activities, usability and comfort was positive, and it was helpful for carers in monitoring participants' glucose concentrations. CONCLUSIONS The device was acceptable to participants, and carers reported greater ease in monitoring the participant's glucose concentrations. However, completeness of data capture varied considerably with this device due to the need for users to conduct ≥3 scans per day. Real-time devices with automated data transfer may be more suitable in older people with memory problems.
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Affiliation(s)
| | - Kathleen Lane
- Norwich Medical School, University of East Anglia, Norwich, UK
| | | | - Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, Norfolk, UK
| | - Helen M May
- Older People's Medicine, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, Norfolk, UK
| | - Sankalpa Neupane
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, Norfolk, UK
| | - Yoon K Loke
- Norwich Medical School, University of East Anglia, Norwich, UK
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Mattishent K, Richardson K, Dhatariya K, Savva GM, Fox C, Loke YK. The effects of hypoglycaemia and dementia on cardiovascular events, falls and fractures and all-cause mortality in older individuals: A retrospective cohort study. Diabetes Obes Metab 2019; 21:2076-2085. [PMID: 31069922 DOI: 10.1111/dom.13769] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2019] [Revised: 04/23/2019] [Accepted: 05/05/2019] [Indexed: 11/30/2022]
Abstract
AIMS Older individuals with diabetes are susceptible to harm as the result of hypoglycaemia; however, the consequences of hypoglycaemia in older individuals with dementia are not known. We aimed to test the association between hypoglycaemia and serious adverse events in older patients with diabetes and dementia, and whether the consequences of hypoglycaemia were affected by the presence of dementia. MATERIALS AND METHODS This was a cohort study using the Clinical Practice Research Datalink in England (1997-2016). We selected participants, intervention (exposure) and follow-up to mirror two hypothetical target randomized controlled trials. The exposure of target trial 1 was hypoglycaemia in patients with dementia. Target trial 2 examined adverse effects of hypoglycaemia according to dementia status. We used Cox proportional hazard regression to estimate adjusted hazard ratios (aHR) for falls, fractures, cardiovascular events and mortality. RESULTS In target trial 1, hypoglycaemia was associated with increased risk during a 12-month follow-up period for falls and fractures (aHR, 1.94 [95% CI, 1.67-2.24]), for cardiovascular events (aHR, 2.00 [95% CI, 1.61-2.48]) and for mortality (aHR, 2.36 [95% CI, 2.09-2.67]). In target trial 2, the presence of dementia was associated with increased risk of adverse events, following hypoglycaemia, during a 12-month follow-up period for falls and factures (aHR, 1.72 [95% CI, 1.51-1.96]) and for mortality (aHR, 1.27 [95% CI, 1.15-1.41]), but dementia had no effect on cardiovascular events (aHR, 1.14 [95% CI, 0.95 to 1.36]). CONCLUSIONS Hypoglycaemia is associated with early increased risk of serious adverse events in older individuals with diabetes and dementia.
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Affiliation(s)
| | | | - Ketan Dhatariya
- Department of Diabetes and Endocrinology, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - George M Savva
- Quadram Institute Bioscience, Norwich Research Park, Norwich, UK
| | - Chris Fox
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Yoon K Loke
- Norwich Medical School, University of East Anglia, Norwich, UK
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Hambling CE, Khunti K, Cos X, Wens J, Martinez L, Topsever P, Del Prato S, Sinclair A, Schernthaner G, Rutten G, Seidu S. Factors influencing safe glucose-lowering in older adults with type 2 diabetes: A PeRsOn-centred ApproaCh To IndiVidualisEd (PROACTIVE) Glycemic Goals for older people: A position statement of Primary Care Diabetes Europe. Prim Care Diabetes 2019; 13:330-352. [PMID: 30792156 DOI: 10.1016/j.pcd.2018.12.005] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 12/17/2018] [Accepted: 12/28/2018] [Indexed: 12/23/2022]
Abstract
Diabetes in later life is associated with a range of factors increasing the complexity of glycaemic management. This position statement, developed from an extensive literature review of the subject area, represents a consensus opinion of primary care clinicians and diabetes specialists. It highlights many challenges facing older people living with type 2 diabetes and aims to support primary care clinicians in advocating a comprehensive, holistic approach. It emphasises the importance of the wishes of the individual and their carers when determining glycaemic goals, as well as the need to balance intended benefits of treatment against the risk of adverse treatment effects. Its ultimate aim is to promote consistent high-quality care for older people with diabetes.
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Affiliation(s)
- C E Hambling
- Department of Public Health and Primary Care, School of Clinical Medicine, Box 285, Cambridge Biomedical Campus, Cambridge, CB2 0SR, United Kingdom; Diabetes Research Centre, University of Leicester, Leicester General Hospital, Gwendolen Road, Leicester, LE5 4PW, United Kingdom.
| | - K Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Gwendolen Road, Leicester, LE5 4PW, United Kingdom
| | - X Cos
- Sant Marti de Provençals Primary Care Centres, Institut Català de la Salut, University Research Institute in Primary Care (IDIAP Jordi Gol), Barcelona, Spain
| | - J Wens
- Department of Medicine and Health Sciences, Primary and Interdisciplinary Care Antwerp, University of Antwerp, Antwerp, Belgium
| | - L Martinez
- Department of General Medicine, Pierre and Marie Curie University, Paris, France
| | - P Topsever
- Department of Family Medicine, Acibadem Mehmet Ali Aydinlar University School of Medicine, Kerem Aydinlar Campus, 34752 Atasehir, Istanbul, Turkey
| | - S Del Prato
- Department of Clinical and Experimental Medicine, Section of Diabetes, University of Pisa, Pisa, Italy
| | - A Sinclair
- Foundation for Diabetes Research in Older People (FDROP), Diabetes Frail, Luton, United Kingdom
| | - G Schernthaner
- Department of Medicine 1, Rudolfstiftung Hospital, Juchgasse 25, 1030 Vienna, Austria
| | - G Rutten
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht, University, Utrecht, the Netherlands
| | - S Seidu
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Gwendolen Road, Leicester, LE5 4PW, United Kingdom
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Seidu S, Kunutsor SK, Topsever P, Hambling CE, Cos FX, Khunti K. Deintensification in older patients with type 2 diabetes: A systematic review of approaches, rates and outcomes. Diabetes Obes Metab 2019; 21:1668-1679. [PMID: 30938038 DOI: 10.1111/dom.13724] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Revised: 03/19/2019] [Accepted: 03/27/2019] [Indexed: 02/06/2023]
Abstract
AIM To assess deintensification approaches and rates and evaluate the harm and benefits of deintensification with antidiabetic medication and other therapies among older people (≥ 65 years) with type 2 diabetes with or without cardiometabolic conditions. METHODS We identified relevant studies in a literature search of MEDLINE, Embase, Web of Science and Cochrane databases to 30 October 2018. Data were extracted on baseline characteristics, details on deintensification and outcomes, and was synthesized using a narrative approach. RESULTS Ten studies (observational cohorts and interventional studies) with data on 26 558 patients with comorbidities were eligible. Deintensification approaches included complete withdrawal, discontinuation, reducing dosage, conversion, or substitution of at least one medication, but the majority of studies were based on complete withdrawal or discontinuation of antihyperglycaemic medication. Rates of deintensification approaches ranged from 13.4%-75%. The majority of studies reported no deterioration in HbA1c levels, hypoglycaemic episodes, falls or hospitalizations on deintensification. On adverse events and mortality, no significant differences were observed among the comparison groups in the majority of studies. CONCLUSION Available but limited evidence suggests that the benefits of deintensification outweigh the harm in older people with type 2 diabetes with or without comorbidities. Given the heterogeneity of patients with diabetes, further research is warranted on which deintensification approaches are appropriate and beneficial for each specific patient population.
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Affiliation(s)
- Samuel Seidu
- Diabetes Research Centre, Diabetes & Metabolic Medicine, University of Leicester, Leicester, UK
| | - Setor K Kunutsor
- Translational Health Sciences, Bristol Medical School, Musculoskeletal Research Unit, NHS Foundation, National Institute for Health Research Bristol, Biomedical Research Centre, University Hospitals Bristol Trust and University of Bristol, Bristol, UK
| | - Pinar Topsever
- Department of Family Medicine, Acibadem Mehmet Ali Aydinlar University School of Medicine, Istanbul, Turkey
| | - Clare E Hambling
- Department of Public Health and Primary Care, School of Clinical Medicine, Cambridge, UK
| | - Francesc X Cos
- Diabetes & Metabolic Medicine, Jordi Gol Institute for Research in Primary Care, The Foundation University Institute for Primary Health, Barcelona, Spain
| | - Kamlesh Khunti
- Diabetes Research Centre, Diabetes & Metabolic Medicine, University of Leicester, Leicester, UK
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Hui Y, Wang J, An Y, Gong Q, Li H, Zhang B, Shuai Y, Chen Y, Hu Y, Li G. Premature death and risk of cardiovascular disease in young-onset diabetes: a 23-year follow-up of the Da Qing Diabetes Study. Endocrine 2019; 65:46-52. [PMID: 31001730 DOI: 10.1007/s12020-019-01928-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 04/08/2019] [Indexed: 12/25/2022]
Abstract
OBJECTIVE This study aimed to investigate premature mortality and the risk of cardiovascular disease (CVD) in Chinese adults with diabetes diagnosed before the age of 45 years. METHODS A total of 519 participants with normal glucose tolerance (NGT) and 630 with newly diagnosed diabetes mellitus (DM) were recruited in 1986 in the Da Qing Diabetes Study. In 2009, the participants were followed up to assess mortality and CVD events. The subjects were stratified into four subgroups according to age and diabetes status: age <45 years with NGT (NGT<45y), age <45 years with DM (DM<45y), age ≥45 years with NGT (NGT≥45y), and age ≥45 years with DM (DM≥45y). The risk of death and CVD events in patients with young-onset DM and elder subjects with NGT were compared to show the extent of premature death and CVD in the DM participants. RESULTS During the 23-year follow-up, 26 (10.40%) participants in NGT<45y, 72 (34.12%) in DM<45y, 74 (30.58%) in NGT≥45y, and 266 (68.73%) in DM≥45y died, including 13 (5.20%), 36 (17.06%), 24 (9.92%), and 128 (33.07%) death attributed to CVD. The corresponding rates of CVD events were 56 (22.40%), 90 (42.65%), 89 (36.78), and 213 (55.04%). It also showed that the risk of all-cause death (HR 1.23, 95% CI 0.88-1.71) or CVD events (HR 1.25, 95% CI 0.93-1.69) did not differ significantly between the DM<45y and NGT≥45y groups after adjusting for sex, smoking, body mass index, systolic blood pressure, total cholesterol and previous history of CVD. Of note, participants in the DM<45y group had an higher risk of CVD mortality compared with that in the NGT≥45y group (HR 1.76, 95% CI 1.04-2.98), although the mean age in the former group was 12 years lesser than that in the latter group (39.01 ± 5.00 vs 51.45 ± 5.14). CONCLUSIONS Young-onset diabetes is a risk factor for the premature death and cardiovascular disease. Early prevention and intensive treatment are warrented in patients with young-onset diabetes.
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Affiliation(s)
- Yuanchi Hui
- Center of of Endocrinology and Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Jinping Wang
- Department of Cardiology, Da Qing First Hospital, Da Qing, China
| | - Yali An
- Center of of Endocrinology and Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Qiuhong Gong
- Center of of Endocrinology and Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Hui Li
- Department of Cardiology, Da Qing First Hospital, Da Qing, China
| | - Bo Zhang
- Department of Endocrinology, China-Japan Friendship Hospital, Beijing, China
| | - Ying Shuai
- Department of Endocrinology, China-Japan Friendship Hospital, Beijing, China
| | - Yanyan Chen
- Center of of Endocrinology and Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Yinghua Hu
- Department of Cardiology, Da Qing First Hospital, Da Qing, China
| | - Guangwei Li
- Center of of Endocrinology and Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences, Beijing, China.
- Department of Endocrinology, China-Japan Friendship Hospital, Beijing, China.
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Abstract
PURPOSE OF REVIEW Older adults often live with chronic disease including diabetes and its complications. In this review, we examine the complexity and heterogeneity of older adults with diabetes and chronic kidney disease, explore the nuances in their diabetes-related monitoring, and discuss their best diabetes management. RECENT FINDINGS Although there remains an overall lack of studies in older adults with diabetes and chronic kidney disease, recent reports have highlighted their vulnerabilities. These individuals face an increased risk of cognitive impairment and dementia, frailty, dysglycemia, polypharmacy, declining kidney function, and acute kidney injury. Their diabetes management should focus upon safer antihyperglycemic medications, close monitoring, and care individualization. Older adults with diabetes and chronic kidney disease are a complex population who requires careful diabetes management and monitoring. Research efforts might focus on improving the care and outcomes of these patients.
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Affiliation(s)
- Kristin K Clemens
- Department of Medicine, Division of Endocrinology, Western University, London, Ontario, Canada.
- Department of Epidemiology and Biostatistics, Western University, London, Ontario, Canada.
- St. Joseph's Health Care London, London, Ontario, Canada.
- Institute for Clinical Evaluative Sciences, Ontario, Canada.
- Lawson Health Research Institute, London, Ontario, Canada.
| | - Niamh O'Regan
- St. Joseph's Health Care London, London, Ontario, Canada
- Lawson Health Research Institute, London, Ontario, Canada
- Department of Medicine, Division of Geriatric Medicine, Western University, London, Ontario, Canada
| | - Jinnie J Rhee
- Department of Medicine, Division of Nephrology, Stanford University School of Medicine, Stanford, CA, USA
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Bello-Chavolla OY, Antonio-Villa NE, Vargas-Vázquez A, Ávila-Funes JA, Aguilar-Salinas CA. Pathophysiological Mechanisms Linking Type 2 Diabetes and Dementia: Review of Evidence from Clinical, Translational and Epidemiological Research. Curr Diabetes Rev 2019; 15:456-470. [PMID: 30648514 DOI: 10.2174/1573399815666190129155654] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 11/26/2018] [Accepted: 01/08/2019] [Indexed: 02/06/2023]
Abstract
BACKGROUND Type 2 diabetes represents an increasing health burden world-wide and its prevalence in particularly higher in elderly population. Consistent epidemiological evidence suggests an increased risk of dementia associated to type 2 diabetes; the mechanisms underlying these associations, however, remain unclear. OBJECTIVE The study aims to review epidemiological, clinical and pre-clinical data that weigh on pathophysiological links, mechanisms of disease and associations between type 2 diabetes and dementia to identify areas of opportunity for future research. METHODS We searched the following electronic bibliographic databases: PUBMED, EMBASE, SCIELO, MEDLINE and OVID for clinical, translational and epidemiological research literature that summarize diabetes-related risk factors for dementia, metabolic and neurological changes associated to T2D, evidence of therapeutic approaches in type 2 diabetes and its pathophysiological implications for dementia. RESULTS Type 2 diabetes mellitus increases risk for all-cause dementia, vascular dementia and Alzheimer's disease. The most evaluated mechanisms linking both disorders in pre-clinical studies include an increase in neuronal insulin resistance, impaired insulin signaling, pro-inflammatory state, mitochondrial dysfunction and vascular damage which increase deposition of β-amyloid, tau proteins and GSK3β, leading to an earlier onset of dementia in individuals with impairment in the glucose metabolism. Neuroimaging and neuropathology evidence linking cerebrovascular lesions, neurodegeneration and particularly small-vessel disease in the onset of dementia is consistent with the increased risk of incident dementia in type 2 diabetes, but consistent evidence of AD-related pathology is scarce. Epidemiological data shows increased risk of dementia related to hypoglycemic episodes, glycemic control, metabolic syndrome, insulin resistance and genetic predisposition, but the evidence is not consistent and statistical analysis might be affected by inconsistent covariate controlling. Therapeutic approaches for T2D have shown inconsistent result in relation to dementia prevention and delay of cognitive decline; lifestyle intervention, particularly physical activity, is a promising alternative to ameliorate the impact of disability and frailty on T2D-related dementia. CONCLUSION Vascular disease, inflammation and impaired brain insulin signaling might occur in T2D and contribute to dementia risk. Evidence from epidemiological studies has not consistently reported associations that could integrate a unified mechanism of disease in humans. Evaluation of the effect of antidiabetic medications and non-pharmacological interventions in dementia prevention in type 2 diabetes is promising but has thus far offered inconsistent results.
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Affiliation(s)
- Omar Yaxmehen Bello-Chavolla
- Metabolic Disease Research Unit, National Institute of Medical Sciences and Nutrition, Mexico, United States
- Faculty of Medicine, National Autonomous, University of Mexico, Mexico, United States
| | - Neftali Eduardo Antonio-Villa
- Metabolic Disease Research Unit, National Institute of Medical Sciences and Nutrition, Mexico, United States
- Faculty of Medicine, National Autonomous, University of Mexico, Mexico, United States
| | - Arsenio Vargas-Vázquez
- Metabolic Disease Research Unit, National Institute of Medical Sciences and Nutrition, Mexico, United States
- Faculty of Medicine, National Autonomous, University of Mexico, Mexico, United States
| | - José Alberto Ávila-Funes
- Department of Geriatrics, National Institute of Medical Sciences and Nutrition, Mexico, United States
- University of Bordeaux, Bordeaux Population Health Research Center, 33076 Bordeaux, France
| | - Carlos Alberto Aguilar-Salinas
- Department of Endocrinology and Metabolism, National Institute of Medical Sciences and Nutrition, Mexico, United States
- Tecnologico de Monterrey, School of Medicine and Health Sciences, Sertoma, 64710 Monterrey, N.L., Mexico, United States
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Hart HE, Ditzel K, Rutten GE, de Groot E, Seidu S, Khunti K, Vos RC. De-Intensification Of Blood Glucose Lowering Medication In People Identified As Being Over-Treated: A Mixed Methods Study. Patient Prefer Adherence 2019; 13:1775-1783. [PMID: 31695339 PMCID: PMC6804671 DOI: 10.2147/ppa.s208947] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2019] [Accepted: 09/06/2019] [Indexed: 11/23/2022] Open
Abstract
AIM To evaluate if, one year after notification of possible overtreatment, diabetes care providers de-intensified glucose-lowering medications and to gain insight into the opinions and beliefs of both care providers and patients regarding de-intensification. METHODS Mixed methods using routine care data from five health-care centres in the Netherlands. Patient characteristics and medication prescription of patients, previously identified as possibly over-treated, were extracted from patients' medical records. Opinions of care providers were obtained through interviews. Patients received questionnaires about their diabetes treatment and were asked to participate in focus groups. RESULTS A total of 64 elderly patients with type 2 diabetes were previously identified as possibly over-treated and included; 57.8% male, median age 75 years (IQR=72-82), median diabetes duration 12 years (IQR=8-18). De-intensification was implemented in more than half (n=36) of them. Care providers preferred person-centred care above just setting general HbA1c target values, considering patient characteristics (such as comorbidity) and patient's preference. Patients valued glucose levels as most important in determining their treatment. Both patients and care providers felt that de-intensification should occur gradually. CONCLUSION Treatment had been de-intensified in more than half of the patients (56.3%). Insight in reasons for not de-intensifying elderly patients is important since treatment for them can be "person-centred care". De-intensification is an iterative and time-intensive process.
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Affiliation(s)
- Huberta E Hart
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
- Leidsche Rijn Julius Health Centers, Utrecht, The Netherlands
- Correspondence: Huberta E Hart Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Erasmuslaan 68, Zeist3707 ZE, The NetherlandsTel +31 6 1695 0844 Email
| | - Kim Ditzel
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
| | - Guy E Rutten
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
| | - Esther de Groot
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
| | - Samuel Seidu
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, UK
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester General Hospital, Leicester, UK
| | - Rimke C Vos
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
- Department of Public Health and Primary Care/lumc-Campus the Hague, Leiden University Medical Center, The Hague, The Netherlands
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Dhatariya K. Diabetes: the place of new therapies. Ther Adv Endocrinol Metab 2018; 10:2042018818807599. [PMID: 30800266 PMCID: PMC6378432 DOI: 10.1177/2042018818807599] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 09/26/2018] [Indexed: 12/13/2022] Open
Abstract
Until the discovery of insulin in 1921 there were no effective treatments for diabetes mellitus. After the advent of long-acting insulin, the first oral agents, sulfonylureas became available in the mid-1950s, quickly followed (outside of the United States) by metformin. It was then another three decades before newer agents became available, with alpha glucosidase inhibitors, thiazolidinediones and meglitinides following in the 1990s. Since the turn of the century, several new classes have also been launched. But how do these agents fit into the management of type 2 diabetes? How does one choose which drug class to use after metformin? This review looks at the agents launched since 2000 and how and when they can be used. It also deals with some of the controversies that have arisen and how decisions have changed as a result, in particular moving away from the use of HbA1c as the driver for decision, but rather the cardiovascular safety of these agents and their use in the prevention of premature cardiovascular morbidity and mortality. Now that some of these agents have shown cardiovascular benefit, will this lead to a change in the treatment paradigm?
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Affiliation(s)
- Ketan Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk and Norwich
University Hospitals NHS Foundation Trust, Colney Lane, Norwich, Norfolk NR4
7UY, UK
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Nauck M, Araki A, Hehnke U, Plat A, Clark D, Khunti K. Risk of hypoglycaemia in people aged ≥65 years receiving linagliptin: pooled data from 1489 individuals with type 2 diabetes mellitus. Int J Clin Pract 2018; 72:e13240. [PMID: 30216648 DOI: 10.1111/ijcp.13240] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 07/03/2018] [Indexed: 12/21/2022] Open
Abstract
AIMS To investigate the risk of hypoglycaemia in people aged ≥65 years with type 2 diabetes mellitus (T2DM) treated with linagliptin, in the largest pooled analysis performed to date. MATERIALS AND METHODS One thousand four hundred and eighty-nine patients aged ≥65 years with T2DM were pooled from 11 randomised, double-blind, parallel group, placebo-controlled trials evaluating linagliptin 5 mg alone, or in addition to various background therapies. The primary safety endpoint was the incidence of investigator-defined hypoglycaemia. RESULTS There was no significant difference in the risk of hypoglycaemia between linagliptin and placebo in the all-patient population at 24 weeks (hazard ratio [HR] 1.07; 95% confidence interval [CI]: 0.84, 1.36; P = 0.5943)-despite significant (P < 0.0001) improvements in glycaemic control-and 1 year (HR 1.02; 95% CI: 0.81, 1.27; P = 0.8803). Similar findings were observed for linagliptin vs placebo in subgroup analyses by background medication (eg, sulphonylureas (SUs) and/or insulin vs no such drugs), age, baseline glycated haemoglobin (HbA1c), ethnicity, and baseline estimated glomerular filtration rate. Patients with a baseline HbA1c ≥7.5% had significantly higher odds of achieving HbA1c <7.5% without hypoglycaemia in the linagliptin group compared with placebo at 24 weeks (34.1% vs 13.7%; 95% CI: 2.04, 4.12; P < 0.0001). CONCLUSIONS This pooled analysis indicates that linagliptin was effective in treating older people with T2DM towards their HbA1c targets with a favourable safety and tolerability profile and low risk of hypoglycaemia. The safety profile was maintained even on background therapies with known risk of hypoglycaemia, such as insulin and SU.
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Affiliation(s)
- Michael Nauck
- Diabetes Center Bochum-Hattingen, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany
| | | | - Uwe Hehnke
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
| | - Arian Plat
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
- Eli Lilly and Company, Utrecht, Netherlands
| | - Douglas Clark
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester, UK
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Beachler DC, Fernandes G, Deshpande G, Jemison J, Lyons JG, Lanes S, Liu J, McNeill A. Patient and prescriber characteristics among patients with type 2 diabetes mellitus continuing or discontinuing sulfonylureas following insulin initiation: data from a large commercial database. Curr Med Res Opin 2018; 34:1061-1069. [PMID: 29264933 DOI: 10.1080/03007995.2017.1416348] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To describe patient and provider characteristics for patients with type 2 diabetes (T2DM) initiating basal insulin and describe basal insulin's impact on sulfonylurea (SU) discontinuation. METHODS A retrospective cohort study was conducted using the HealthCore Integrated Research Database. Patients had ≥12 months of continuous coverage prior to initiating insulin, and were utilizing at least one anti-hyperglycemic drug at the time of insulin initiation. Predictors for SU discontinuation were evaluated utilizing Cox proportional hazards models. RESULTS Among the 74,334 individuals aged ≥18 years with T2DM who initiated basal insulin from 2006-2015, 30% were taking metformin (MET) and SU when initiating insulin. Among the 22,418 MET/SU patients, 31% discontinued SU within 3 months of insulin initiation and, by 12 months, 55% had discontinued SU. Sulfonylurea discontinuation was similar among many patient and provider characteristics, while being modestly positively associated (p < .05; HRs <1.5) with female gender, more co-morbidities, cardiac revascularization, chronic liver disease, hospitalizations with a T2DM diagnosis, and hypoglycemia prior to insulin initiation. SU discontinuation was modestly inversely associated with receiving an insulin prescription from an endocrinologist (HR = 0.90, 95% CI = 0.85-0.95). CONCLUSIONS Roughly half of commercially-insured T2DM patients discontinued SU within 1 year after insulin initiation, and SU discontinuation was not strongly associated with a range of patient and provider characteristics.
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Affiliation(s)
| | | | - Gaurav Deshpande
- a Safety and Epidemiology , HealthCore Inc. , Wilmington , DE , USA
| | - Jamileh Jemison
- a Safety and Epidemiology , HealthCore Inc. , Wilmington , DE , USA
| | - Jennifer G Lyons
- a Safety and Epidemiology , HealthCore Inc. , Wilmington , DE , USA
| | - Stephan Lanes
- a Safety and Epidemiology , HealthCore Inc. , Wilmington , DE , USA
| | - Jinan Liu
- b Merck & Co., Inc. , Kenilworth , NJ , USA
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Ena J, Gaviria AZ, Romero-Sánchez M, Carretero-Gómez J, Carrasco-Sánchez FJ, Segura-Heras JV, Porto-Perez AB, Vázquez-Rodriguez P, González-Becerra C, Gómez-Huelgas R. Derivation and validation model for hospital hypoglycemia. Eur J Intern Med 2018; 47:43-48. [PMID: 28882417 DOI: 10.1016/j.ejim.2017.08.024] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2016] [Revised: 08/26/2017] [Accepted: 08/27/2017] [Indexed: 01/19/2023]
Abstract
BACKGROUND An objective and simple prognostic model for hospitalized patients with hypoglycemia could be helpful in guiding initial intensity of treatment. METHODS We carried out a derivation rule for hypoglycemia using data from a nationwide retrospective cohort study of patients with diabetes or hyperglycemia carried out in 2014 (n=839 patients). The rule for hypoglycemia was validated using a second data set from a nationwide retrospective cohort study carried out in 2016 (n=561 patients). We derived our prediction rule using logistic regression with hypoglycemia (glucose less than 70mg/dL) as the primary outcome. RESULTS The incidence of hypoglycemia in the derivation cohort was 10.3%. Patient's characteristics independently associated with hypoglycemia included episodes of hypoglycemia during the previous three months (odds ratio [OR]: 6.29, 95% confidence interval [95%CI]: 3.37-11.79, p<0.001) estimated glomerular filtration rate lower than 30mL/min/1.73m2 (OR: 2.32, 95%CI: 1.23-4.35, p=0.009), daily insulin dose greater than 0.3units per Kg (OR: 1.74, 95%CI: 1.06-2.85, p=0.028), and days of hospitalization (OR: 1.03, 95%CI: 1.01-1.04, p=0.001). The model showed an area under the curve (AUC): 0.72 (95%CI: 0.66-0.78, p<0.001). The AUC in the validation cohort was: 0.71 (95%CI: 0.63-0.79, p<0.001). CONCLUSIONS The rule showed fair accuracy to predict hypoglycemia. Implementation of the rule into computer systems could be used in guiding initial insulin therapy.
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Affiliation(s)
- Javier Ena
- Internal Medicine Department, Hospital Marina Baixa, Alicante, Spain.
| | | | | | | | | | - José Vicente Segura-Heras
- Centro de Investigación Operativa, Universidad Miguel Hernández, Sant Joan D'Alacant, Alicante, Spain
| | - Ana Belkis Porto-Perez
- Internal Medicine Department, Complexo Hospitalario Universitario de A Coruña, A Coruña, Spain
| | | | | | - Ricardo Gómez-Huelgas
- Internal Medicine Department, Hospital Regional Universitario, FIMABIS, Málaga, Spain
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Holt RIG. Overtreatment of diabetes in older people. Diabet Med 2017; 34:1183-1184. [PMID: 28815773 DOI: 10.1111/dme.13434] [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: 11/28/2022]
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