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McDaniel CC, Lo-Ciganic WH, Huang J, Chou C. A machine learning model to predict therapeutic inertia in type 2 diabetes using electronic health record data. J Endocrinol Invest 2024; 47:1419-1433. [PMID: 38160431 DOI: 10.1007/s40618-023-02259-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 11/24/2023] [Indexed: 01/03/2024]
Abstract
OBJECTIVE To estimate the therapeutic inertia prevalence for patients with type 2 diabetes, develop and validate a machine learning model predicting therapeutic inertia, and determine the added predictive value of area-level social determinants of health (SDOH). METHODS This prognostic study with a retrospective cohort design used OneFlorida data (linked electronic health records (EHRs) from 1240 practices/clinics in Florida). The study cohort included adults (aged ≥ 18) with type 2 diabetes, HbA1C ≥ 7% (53 mmol/mol), ≥one ambulatory visit, and ≥one antihyperglycemic medication prescribed (excluded patients prescribed insulin before HbA1C). The outcome was therapeutic inertia, defined as absence of treatment intensification within six months after HbA1C ≥ 7% (53 mmol/mol). The predictors were patient, provider, and healthcare system factors. Machine learning methods included gradient boosting machines (GBM), random forests (RF), elastic net (EN), and least absolute shrinkage and selection operator (LASSO). The DeLong test compared the discriminative ability (represented by C-statistics) between models. RESULTS The cohort included 31,087 patients with type 2 diabetes (mean age = 58.89 (SD = 13.27) years, 50.50% male, 58.89% White). The therapeutic inertia prevalence was 39.80% among the 68,445 records. GBM outperformed (C-statistic from testing sample = 0.84, 95% CI = 0.83-0.84) RF (C-statistic = 0.80, 95% CI = 0.79-0.80), EN (C-statistic = 0.80, 95% CI = 0.80-0.81), and LASSO (C-statistic = 0.80, 95% CI = 0.80-0.81), p < 0.05. Area-level SDOH significantly increased the discriminative ability versus models without SDOH (C-statistic for GBM = 0.84, 95% CI = 0.84-0.85 vs. 0.84, 95% CI = 0.83-0.84), p < 0.05. CONCLUSIONS Using EHRs of patients with type 2 diabetes from a large state, machine learning predicted therapeutic inertia (prevalence = 40%). The model's ability to predict patients at high risk of therapeutic inertia is clinically applicable to diabetes care.
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Affiliation(s)
- C C McDaniel
- Department of Health Outcomes Research and Policy, Harrison College of Pharmacy, Auburn University, 4306 Walker Building, Auburn, AL, 36849, USA.
| | - W-H Lo-Ciganic
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Division of General Internal Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
- Center for Pharmaceutical Policy and Prescribing, University of Pittsburgh, Pittsburgh, PA, USA
- North Florida/South Georgia Veterans Health System, Geriatric Research Education and Clinical Center, Gainesville, FL, USA
| | - J Huang
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - C Chou
- Department of Health Outcomes Research and Policy, Harrison College of Pharmacy, Auburn University, 4306 Walker Building, Auburn, AL, 36849, USA
- Department of Medical Research, China Medical University Hospital, Taichung City, Taiwan
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Charbonnel BH, Chen H, Cid-Ruzafa J, Cooper A, Fenici P, Gomes MB, Saraiva GL, Medina J, Nicolucci A, Shestakova MV, Shimomura I, Surmont F, Tang F, Vora J, Watada H, Khunti K. Treatment patterns and glycated haemoglobin levels over 36 months in individuals with type 2 diabetes initiating second-line glucose-lowering therapy: The global DISCOVER study. Diabetes Obes Metab 2023; 25:46-55. [PMID: 36111434 PMCID: PMC10087302 DOI: 10.1111/dom.14842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 08/08/2022] [Accepted: 08/16/2022] [Indexed: 12/14/2022]
Abstract
AIMS To describe glucose-lowering treatment regimens and glycated haemoglobin (HbA1c) trajectories in individuals with type 2 diabetes (T2D) over 36 months of follow-up from the start of second-line therapy. MATERIALS AND METHODS This data analysis from the 3-year, observational DISCOVER study programme included 14 687 participants from 37 countries with T2D initiating second-line glucose-lowering therapy. Treatment and HbA1c data were collected at baseline (start of second-line therapy) and at 6, 12, 24 and 36 months. Treatment regimen changes over follow-up were analysed using the McNemar test, with carry-forward imputation for intermediate missing values. RESULTS A total of 11 592 participants had treatment data at baseline and 36 months, and 11 882 had HbA1c data at baseline. At baseline and 36 months, respectively, rates of oral monotherapy use were 12.1% and 12.4% (P = 0.22), rates of dual oral therapy use were 63.4% and 47.6% (P < 0.0001), rates of ≥ triple oral therapy use were 17.5% and 25.4% (P < 0.0001), and rates of injectable treatment use were 7.0% and 13.7% (P < 0.0001). Use of injectable drugs was most common among participants with an HbA1c level ≥64 mmol/mol (≥8.0%). Overall, 42.9% of participants changed treatment during follow-up. Mean HbA1c levels at baseline and 6 months were 67 mmol/mol (8.3%) and 55 mmol/mol (7.2%), respectively, remaining stable thereafter. CONCLUSIONS Dual oral therapy was the most common treatment regimen at the start of second-line treatment, and over half of the participants remained on the same treatment during follow-up.
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Affiliation(s)
| | - Hungta Chen
- BioPharmaceuticals Medical, AstraZeneca, Gaithersburg, Maryland, USA
| | | | - Andrew Cooper
- BioPharmaceuticals Medical, AstraZeneca, Cambridge, UK
| | - Peter Fenici
- BioPharmaceuticals Medical, AstraZeneca, Milan, Italy
| | - Marilia B Gomes
- Department of Internal Medicine, Rio de Janeiro State University, Rio de Janeiro, Brazil
| | | | - Jesús Medina
- BioPharmaceuticals Medical, AstraZeneca, Madrid, Spain
| | - Antonio Nicolucci
- Center for Outcomes Research and Clinical Epidemiology, Pescara, Italy
| | - Marina V Shestakova
- Endocrinology Research Centre, Diabetes Institute, Moscow, Russian Federation
| | | | | | - Fengming Tang
- Saint Luke's Mid America Heart Institute, Kansas City, Missouri, USA
| | - Jiten Vora
- Royal Liverpool University Hospital, Liverpool, UK
| | - Hirotaka Watada
- Graduate School of Medicine, Juntendo University, Tokyo, Japan
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester, UK
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Lautsch D, Boggs R, Wang T, Gonzalez C, Milligan G, Rajpathak S, Malkani S, McLeod E, Carroll J, Higgins V. Individualized HbA 1c Goals, and Patient Awareness and Attainment of Goals in Type 2 Diabetes Mellitus: A Real-World Multinational Survey. Adv Ther 2022; 39:1016-1032. [PMID: 34951678 PMCID: PMC8706771 DOI: 10.1007/s12325-021-01985-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 11/02/2021] [Indexed: 11/28/2022]
Abstract
Aims While glycemic control is key in effective type 2 diabetes mellitus management, many patients fail to reach their individualized glycemic goal. This analysis aimed to describe a real-world picture of diabetes management: individualized hemoglobin A1c (HbA1c) goals, rate of goal attainment, HbA1c at each line of therapy, and patient awareness of their glycemic goal. Secondly, we aimed to understand physician satisfaction with HbA1c amongst patients aware vs. those unaware of HbA1c goal. Methods Analysis of physicians and the next ten consulting patients with type 2 diabetes mellitus conducted in Europe and the USA including medical record data abstraction/assessment by physicians, a patient-reported survey and a physician survey. Patients were diagnosed for 3 months or more with a known current and target HbA1c. For the sub-analysis assessment of patient awareness of HbA1c goal, in addition to the above, these patients had to have completed a patient-reported questionnaire and answer the question on awareness of HbA1c goal. Results A total of 730 physicians provided data on 8794 patients with type 2 diabetes mellitus; 5331 patients were eligible for this analysis. Overall, mean (standard deviation, SD) individualized HbA1c goal was 6.8% (0.68%). Of eligible patients, 39.1% met their HbA1c goal; of 60.9% of patients not reaching their HbA1c goal, the mean distance from individualized HbA1c goal was 0.9% (SD 1.0%). Physicians progressed patients’ antihyperglycemic therapy when HbA1c was 8% or higher. Among 2560 patients who were included in the sub-analysis assessing the effect of patient awareness of their HbA1c goal on multiple parameters, 70.5% were aware of their HbA1c goal; mean HbA1c goal was 6.8% (0.7%) and current mean HbA1c value 7.1% (1.2%). A total of 949 patients in the sub-analysis (39.2%) achieved their goal; achieving HbA1c goal was not related to knowledge of goal. Patients aware of their HbA1c goal were slightly more adherent to their antihyperglycemic medication. They also were prescribed more antihyperglycemic agents, more often on a later therapy line receiving a GLP-1 receptor agonist, SGLT2i, or insulin, and more often tested their blood glucose levels than patients who were unaware. Physicians were not satisfied with the current blood glucose level of one third of their patients, believing that more of those who were aware of their HbA1c goal could achieve better glucose control (32.4% of aware vs. 28.2% of unaware patients; p = 0.003). Conclusions Our results showed that the proportion of patients with type 2 diabetes mellitus achieving their goals for glycemic control was suboptimal when compared to current guideline criteria, with only about 40% of patients achieving their individualized HbA1c goal. Treatment intensification was often delayed until HbA1c was 8% and higher. Patients aware of their HbA1c goal were slightly more adherent to their antihyperglycemic medication; however, awareness of HbA1c goal did not enhance goal attainment. This highlights the need for a holistic approach to diabetes management, involving patient education, and patient–physician communication and partnership. Supplementary Information The online version contains supplementary material available at 10.1007/s12325-021-01985-3.
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Affiliation(s)
| | | | | | | | - Gary Milligan
- Adelphi Real World, Adelphi Mill, Grimshaw Lane, Bollington, Macclesfield, SK10 5JB, Cheshire, UK
| | | | | | | | - James Carroll
- Adelphi Real World, Adelphi Mill, Grimshaw Lane, Bollington, Macclesfield, SK10 5JB, Cheshire, UK
| | - Victoria Higgins
- Adelphi Real World, Adelphi Mill, Grimshaw Lane, Bollington, Macclesfield, SK10 5JB, Cheshire, UK.
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Bongaerts B, Kollhorst B, Kuss O, Pigeot I, Rathmann W. Dispensation Patterns of Glucose-Lowering Drugs in Newly Diagnosed Type 2 Diabetes: Routine Data Analysis of Insurance Claims in Germany. Exp Clin Endocrinol Diabetes 2021; 130:587-595. [PMID: 34942670 DOI: 10.1055/a-1702-5151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
AIMS To describe dispensation patterns of glucose-lowering drugs in newly diagnosed type 2 diabetes in Germany. MATERIALS AND METHODS Based on claims data from four statutory health insurances (German Pharmacoepidemiological Research Database,>25 million insurants), all individuals with newly diagnosed type 2 diabetes were identified. Eligible patients had a first diagnosis for type 2 diabetes between January 2012 and December 2016. We analyzed the dispensation patterns of first-line glucose-lowering therapies initiated in the year after diabetes diagnosis and patterns of second-line therapies dispensed one year after first-line treatment. RESULTS A total of 356,647 individuals with newly diagnosed type 2 diabetes were included (average age [SD]: 63.5 [13.4] years; 49.3% males). Of the 31.6% of individuals who were pharmacologically treated in the year after diagnosis, metformin monotherapy was most frequently dispensed (73.1%), followed by dual therapy of metformin and dipeptidyl peptidase-4 inhibitors (DPP-4is) (6.4%), and monotherapy with DPP-4is (2.9%). From 2012 through 2016, sulfonylurea dispensations were reduced by more than 50%. Dispensations for combination therapies with DPP-4is increased up to 10.6%. Glucagon-like peptide-1 receptor agonists and sodium-glucose co-transporter-2 inhibitors contributed to 2% of all treatments. After a median of 5 months, 20.0% of individuals on pharmacological therapy initiated second-line glucose-lowering treatment. CONCLUSIONS Data from German statutory health insurances (2012 to 2016) showed that most individuals with newly diagnosed type 2 diabetes were dispensed metformin monotherapy in line with diabetes care guidelines. A substantial decrease in the use of sulfonylureas was observed after the introduction of DPP-4i and GLP-1 receptor agonists.
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Affiliation(s)
- Brenda Bongaerts
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, München-Neuherberg, Germany
| | - Bianca Kollhorst
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Oliver Kuss
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, München-Neuherberg, Germany
| | - Iris Pigeot
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany.,University of Bremen, Faculty of Mathematics and Computer Science, Bremen, Germany
| | - Wolfgang Rathmann
- Institute for Biometrics and Epidemiology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany.,German Center for Diabetes Research (DZD e.V.), Partner Düsseldorf, München-Neuherberg, Germany
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McCrimmon RJ, Al Sifri S, Emral R, Mohan V, Sauque-Reyna L, Trescolí C, Lalic N, Alvarez A, Demil N, Coudert M, Shaunik A, Bonnemaire M, Rosenstock J. Advancing therapy with iGlarLixi versus premix BIAsp 30 in basal insulin-treated type 2 diabetes: Design and baseline characteristics of the SoliMix randomized controlled trial. Diabetes Obes Metab 2021; 23:1221-1231. [PMID: 33606908 DOI: 10.1111/dom.14354] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 02/01/2021] [Accepted: 02/15/2021] [Indexed: 12/13/2022]
Abstract
AIM Premix insulin is commonly used in some regions of the world, despite the higher risk of hypoglycaemia and weight gain compared with basal insulin, based on the premise that it offers a simplified insulin regimen. iGlarLixi is a once-daily titratable fixed-ratio formulation that combines basal insulin glargine 100 units/mL (iGlar) and the GLP-1 RA, lixisenatide, which offers a single-injection option for treatment intensification, with improved HbA1c reductions, similar hypoglycaemia risk and more favourable bodyweight profiles over iGlar alone. This randomized controlled study directly compares, for the first time, treatment intensification with iGlarLixi versus premix insulin analogue biphasic insulin aspart 30 (BIAsp 30) in adults with T2D inadequately controlled on basal insulin in combination with one or two oral antihyperglycaemic drugs. MATERIALS AND METHODS This was an open-label, active-controlled, comparative, parallel-group, multicentre, phase 3b study. In total, 887 adults with T2D uncontrolled on basal insulin were randomized to switch to either iGlarLixi once daily, or BIAsp 30 twice daily, for 26 weeks. RESULTS Overall, 887 participants were enrolled (mean age 59.8 years, 50.2% female) from 89 centres in 17 countries. At baseline, 65.6% had a duration of T2D of 10 years or longer, and the mean HbA1c at baseline was 8.6%. CONCLUSIONS The study directly compared the efficacy and safety of iGlarLixi versus BIAsp 30 in people with T2D uncontrolled on basal insulin and one or more oral antihyperglycaemic agents. These results provide robust clinical data that may inform clinicians in their therapeutic management of people with T2D uncontrolled on basal insulin requiring additional therapy.
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Affiliation(s)
- Rory J McCrimmon
- Division of Systems Medicine, School of Medicine, University of Dundee, Dundee, UK
| | | | - Rifat Emral
- Department of Endocrinology and Metabolic Diseases, Ankara University Faculty of Medicine, Ankara, Turkey
| | - Viswanathan Mohan
- Dr. Mohan's Diabetes Specialities Centre & Madras Diabetes Research Foundation, IDF Centre of Excellence in Diabetes Care & ICMR Centre for Advanced Research on Diabetes, Chennai, India
| | | | | | - Nebojsa Lalic
- Faculty of Medicine of the University of Belgrade, Clinic for Endocrinology, Diabetes and Metabolic Diseases, Clinical Center of Serbia, Belgrade, Serbia
| | | | - Nacima Demil
- Diabetes Medical Operation Department, Sanofi, Chilly-Mazarin, France
| | - Mathieu Coudert
- Biostatistics and Programming Department, Sanofi, Chilly-Mazarin, France
| | | | | | - Julio Rosenstock
- Dallas Diabetes Research Center at Medical City, Dallas, Texas, USA
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Turchin A, Hosomura N, Zhang H, Malmasi S, Shubina M. Predictors and consequences of declining insulin therapy by individuals with type 2 diabetes. Diabet Med 2020; 37:814-821. [PMID: 32077139 DOI: 10.1111/dme.14260] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/28/2020] [Indexed: 12/01/2022]
Abstract
AIM To determine the relationship between decline of insulin therapy by individuals with type 2 diabetes and subsequent blood glucose control. METHODS We retrospectively studied adults with type 2 diabetes and suboptimal (HbA1c ≥ 53 mmol/mol [7.0%]) glycaemic control followed at two academic hospitals between 2000 and 2014 who were recommended insulin therapy. Decline of insulin therapy recommendations was identified using natural language processing of provider notes. Time to HbA1c < 53 mmol/mol (7.0%) served as the primary outcome. RESULTS Of 5307 study participants, 2267 (42.7%) declined insulin therapy. Median time to HbA1c control in individuals who declined vs. started insulin therapy was 50 vs. 38 months, respectively (P < 0.001). In multivariable analysis, decline of insulin therapy was associated with hazard ratio for HbA1c control of 0.89 (95% CI 0.82 to 0.97; P = 0.008). Participants were more likely to accept insulin therapy recommendations if they had diabetes complications (OR 1.32; 95% CI 1.13 to 1.53; P < 0.001) or a higher HbA1c (OR 1.10; 95% CI 1.07 to 1.13; P < 0.001), and less likely if they were older (OR 0.81; 95% CI 0.76 to 0.86; P < 0.001) or were taking more non-insulin diabetes medications (OR 0.78; 95% CI 0.74 to 0.83; P < 0.001). CONCLUSIONS Individuals with uncontrolled type 2 diabetes who declined insulin therapy subsequently had worse glycaemic control. These findings highlight the need to improve our understanding of the relationship of this common but poorly explored clinical phenomenon to blood glucose control and ultimately diabetes complications.
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Affiliation(s)
- A Turchin
- Brigham and Women's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - N Hosomura
- Brigham and Women's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - H Zhang
- Peking Union Medical College Hospital, Beijing, China
| | - S Malmasi
- Brigham and Women's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - M Shubina
- Brigham and Women's Hospital, Boston, Massachusetts
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Mehta RR, Edwards AM, Rajpathak S, Sharma A, Snow KJ, Iglay K. Effects of conformance to type 2 diabetes guidelines on health care resource utilization, clinical outcomes, and cost: A retrospective claims analysis. J Clin Transl Endocrinol 2020; 19:100215. [PMID: 32095429 PMCID: PMC7033581 DOI: 10.1016/j.jcte.2020.100215] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Revised: 01/28/2020] [Accepted: 01/30/2020] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES To determine if there is a difference in the outcomes of diabetes patients managed with high, intermediate, or low conformance to diabetes guidelines. STUDY DESIGN Retrospective database analysis. METHODS This was a retrospective database analysis of adults diagnosed with type 2 diabetes and with glycated hemoglobin (HbA1c) ≥7% (53 mmol/mol) who were commercially insured by, or receiving Medicare benefits through, Aetna. Subjects were classified as having high, intermediate, or low conformance to current guidelines. Six, 12, and 18 months later, health care resource utilization, clinical outcomes, and costs were assessed using multivariable regression analysis to determine whether differences existed between patients with high, intermediate, and low conformance. Regression models were adjusted using pre-index variables, and the results were expressed as incidence rate ratios (IRRs) with 95% confidence intervals (CIs). RESULTS A total of 21,171 individuals were included in the analysis. In analyses of patients with low versus high conformance, pharmacy costs were significantly lower over 18 months of outcome assessment (P < 0.001), but diabetes-related outpatient costs were significantly higher (P < 0.001). In analyses of patients with intermediate versus high conformance, diabetes-related outpatient costs were significantly greater at 12 and 18 months (P < 0.001 for both). CONCLUSIONS Reduced conformance to guidelines leads to higher diabetes-related costs.
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Affiliation(s)
| | | | - Swapnil Rajpathak
- Center for Observational and Real-World Evidence, Merck & Co., Inc., Kenilworth, NJ, USA
- Corresponding author at: Merck & Co., Inc., 351 N. Sumneytown Pike, North Wales, PA 19454, USA.
| | | | | | - Kristy Iglay
- Center for Observational and Real-World Evidence, Merck & Co., Inc., Kenilworth, NJ, USA
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Romera I, Díaz S, Sicras-Mainar A, López-Simarro F, Dilla T, Artime E, Reviriego J. Clinical Inertia in Poorly Controlled Type 2 Diabetes Mellitus Patients with Obesity: An Observational Retrospective Study. Diabetes Ther 2020; 11:437-451. [PMID: 31884573 PMCID: PMC6995792 DOI: 10.1007/s13300-019-00745-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION To evaluate clinical inertia in patients with type 2 diabetes mellitus (T2DM), obesity and poor glycaemic control in routine clinical practice. METHODS This was a retrospective, observational study based on the analysis of medical records from the BIG-PAC® database. Subjects who required medical care in 2013 with the following characteristics were enrolled in the study: age ≥ 30 years, diagnosis of T2DM, glycosylated haemoglobin (HbA1c) ≥ 8%, obesity (body mass index [BMI] ≥ 30 kg/m2) and treatment with ≥ 2 oral antidiabetic drugs (OADs). Inertia was evaluated by time (days) to the first intensification during the period while HbA1c levels were ≥ 8% and percentage of patients whose treatment was not intensified at 6 months, 1, 2 and 3 years and the end of follow-up. The minimum length of follow-up was 4 years. Descriptive analyses and Kaplan-Meier survival curves were performed. RESULTS A total of 13,824 patients with T2DM receiving ≥ 2 OADs were identified; of these 2709 (19.6%) had HbA1c ≥ 8% and BMI ≥ 30 kg/m2, thus fulfilling the inclusion criteria. Of these 2709 patients, the mean age was 65.5 (standard deviation [SD] 12.0) years; 54.9% were male, mean HbA1c level was 9.2% (SD 1.3%); mean BMI was 32.1 (SD 0.9) kg/m2; and mean time from diagnosis was 8.2 (SD 3.0) years. HbA1c remained ≥ 8% for a median of 440 (95% confidence interval [CI] 421-459) days. The median time to first intensification was 456 (95% CI 429-483) days. No intensification had occurred in 77.8, 59.5, 41.5, 28.1 and 22.4% of patients at 6 months, 1, 2, 3 years and the end of follow-up, respectively. CONCLUSIONS The patients with T2DM analysed in this study had a mean HbA1c of 9.2% at baseline, and this remained at ≥ 8% for > 1 year. The time to the first treatment intensification was longer than that recommended by guidelines. Treatment was not intensified in a large percentage of patients, with almost 60% of patients not receiving intensification at 1 year of follow-up.
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Affiliation(s)
- Irene Romera
- Medical Department, Eli Lilly and Company, Alcobendas, Madrid, Spain.
| | - Silvia Díaz
- Medical Department, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | | | | | - Tatiana Dilla
- Medical Department, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | - Esther Artime
- Medical Department, Eli Lilly and Company, Alcobendas, Madrid, Spain
| | - Jesús Reviriego
- Medical Department, Eli Lilly and Company, Alcobendas, Madrid, Spain
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Kalirai S, Ivanova JI, Perez-Nieves M, Stephenson JJ, Hadjiyianni I, Grabner M, Pollom RD, Geremakis C, Reed BL, Fisher L. Basal Insulin Initiation and Maintenance in Adults with Type 2 Diabetes Mellitus in the United States. Diabetes Metab Syndr Obes 2020; 13:1023-1033. [PMID: 32308452 PMCID: PMC7140903 DOI: 10.2147/dmso.s237948] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Accepted: 02/09/2020] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE A survey of US adults with type 2 diabetes mellitus was conducted to better understand patients' insulin initiation experiences and treatment persistence behaviors. RESEARCH DESIGN AND METHODS Participants were recruited from consumer panels and grouped by basal insulin treatment pattern: continuers (no gap of ≥7 days within 6 months of initiation); interrupters (gap ≥7 days, resumed treatment); discontinuers (stopped for ≥7 days, not resumed). A quota of approximately 50 respondents per persistence category was set. RESULTS A total of 154 respondents (52 continuers, 52 interrupters, 50 discontinuers) completed the survey. Mean age was 51.4 years; 51.9% male. Continuers were more likely to report their views being considered during initiation, and less likely to report a sense of failure. Concerns included insulin dependence (64.3% agree/strongly agree), frequent blood glucose monitoring (55.2%), costs/ability to pay (53.9%), fears of or mistakes during self-injection (52.6%), and weight gain (52.6%). Continuers were motivated by benefits of insulin therapy; experienced or potential side effects were notable factors for interruption/discontinuation. Healthcare provider instruction was indicated as a reason for continuing, stopping, and restarting therapy. CONCLUSION Benefits of basal insulin therapy motivated continuers while side effects impacted interruption/discontinuation. Persistence on basal insulin is often influenced by provider actions. Earlier provider intervention upon signs of treatment discontinuation may promote persistence.
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Affiliation(s)
| | | | | | | | | | - Michael Grabner
- HealthCore Inc., Wilmington, DE, USA
- Correspondence: Michael Grabner HealthCore, Inc., 123 Justison St, Suite 200, Wilmington, DE19801, USATel +1 302 230-2000 Email
| | | | | | | | - Lawrence Fisher
- Department of Family and Community Medicine, UC San Francisco, San Francisco, CA, USA
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Iglay K, Sawhney B, Fu AZ, Fernandes G, Crutchlow MF, Rajpathak S, Khunti K. Dose distribution and up-titration patterns of metformin monotherapy in patients with type 2 diabetes. Endocrinol Diabetes Metab 2020; 3:e00107. [PMID: 31922032 PMCID: PMC6947691 DOI: 10.1002/edm2.107] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Accepted: 11/23/2019] [Indexed: 01/02/2023] Open
Abstract
AIMS To assess the dose distribution among users of metformin monotherapy as well as the patterns of up-titration following initiation of therapy in people with type 2 diabetes mellitus (T2DM). MATERIALS AND METHODS This was a retrospective cohort study of adults with T2DM in the United Kingdom (UK). Metformin dose distribution was assessed at 0, 6 and 12 months in people initiating metformin monotherapy (new users) and cross-sectionally in people with ongoing metformin monotherapy (prevalent users). Patterns and predictors of up-titration were also analysed in new users. Dose distributions and treatment patterns were assessed descriptively; predictors of up-titration were determined using multivariable logistic regressions. RESULTS Totals of 6174 new users and 8733 prevalent users were included. New users initiated metformin at >0 mg to ≤500 mg (25%), >500 mg to ≤1000 mg (47%), >1000 mg to ≤1500 mg (17%) or >1500 mg to ≤2000 mg (12%) daily. This distribution did not vary over time. Prevalent users of metformin received doses of >0 mg to ≤500 mg (14%), >500 mg to ≤1000 mg (40%), >1000 mg to ≤1500 mg (15%), >1500 mg to ≤2000 mg (29%) or >2000 mg (1%) daily. Among new users of metformin, 6.7% and 10.8% had been up-titrated at 6 and 12 months, respectively, despite the majority having glycated haemoglobin >53 mmol/mol. Predictors of up-titration included younger age and higher HbA1c. CONCLUSIONS A majority of T2DM patients taking metformin received a dose ≤1000 mg/day. Up-titration of metformin is infrequent in the first year postinitiation.
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Affiliation(s)
| | | | - Alex Z. Fu
- Georgetown University Medical CenterWashingtonDCUSA
| | | | | | | | - Kamlesh Khunti
- Diabetes Research CentreUniversity of LeicesterLeicesterUK
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11
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Wilding JPH, Rigney U, Blak BT, Nolan ST, Fenici P, Medina J. Glycaemic, weight, and blood pressure changes associated with early versus later treatment intensification with dapagliflozin in United Kingdom primary care patients with type 2 diabetes mellitus. Diabetes Res Clin Pract 2019; 155:107791. [PMID: 31325543 DOI: 10.1016/j.diabres.2019.107791] [Citation(s) in RCA: 4] [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: 04/16/2019] [Revised: 06/27/2019] [Accepted: 07/08/2019] [Indexed: 12/16/2022]
Abstract
AIMS Early treatment intensification for type 2 diabetes mellitus (T2DM) is often required to achieve glycaemic control and avoid longer-term complications. We assessed associations between early versus later dapagliflozin initiation with changes in glucose control, weight, and blood pressure using UK Clinical Practice Research Datalink (CPRD) data. METHODS People with T2DM aged ≥18 years, initiating dapagliflozin between November 2012 and August 2016 and with prior oral T2DM therapy (N = 3774), were included. The relationship between early (first intensification after metformin or sulfonylurea monotherapy) and later (second or higher-order intensification) dapagliflozin use and baseline changes in glycated haemoglobin A1c (HbA1c; ≥1.0% absolute reduction), weight (≥5.0% relative loss), and systolic blood pressure (SBP; ≥2 mmHg absolute reduction) after 6-12 months were assessed. RESULTS Overall, 25% of patients (951 of 3774) were early users and 75% (2823 of 3774) were later users. Later users were older, more likely to be men, and had longer disease duration. Early and later users had similar baseline mean HbA1c levels. For early versus later users, respectively, baseline-adjusted mean (95% confidence interval [CI]) reductions were 1.54% (-1.65, -1.44) versus 1.02% (-1.08, -0.97) in HbA1c, 3.31% (-4.37, -2.25) versus 4.06% (-5.05, -3.07) in weight, and 2.50 mm Hg (-3.89, -1.11) versus 2.84 mm Hg (-3.67, -2.01) in SBP. Early versus later use was associated with a greater likelihood of adjusted HbA1c reduction of ≥1% (odds ratio: 1.68, 95% CI: 1.15-2.45). CONCLUSIONS Glycaemic benefits were greater with early versus later dapagliflozin intensification. These results support broader and earlier dapagliflozin use.
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Affiliation(s)
- John P H Wilding
- Obesity and Endocrinology Research Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, United Kingdom.
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12
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Marjanović M, Vrdoljak D, Bralić Lang V, Polašek O, Đido V, Kašćel Fišić M, Mađar Šimić I, Dodig D, Radoš Perić M. Clinical Inertia in Type 2 Diabetes Patients in Primary Health Care Clinics in Central Bosnia. Med Sci Monit 2018; 24:8141-8149. [PMID: 30421728 PMCID: PMC6243831 DOI: 10.12659/msm.911286] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND The goal of this research was to determine the frequency of clinical inertia of general practice physicians in the region of Central Bosnia in healthcare for type 2 diabetes patients, to analyze characteristics of patients and physicians, as well as glucose regulation during clinical inertia, and, on the basis of these indicators, give recommendations for reducing clinical inertia. MATERIAL AND METHODS This study included 29 doctors, family physicians, or general practitioners, who collected data in a total sample of 541 type 2 diabetes mellitus patients from July to November 2017. The research was conducted using 2 questionnaires. The glucose concentration in plasma and the percentage of glycosylated hemoglobin (HbA1c) were determined. Concertation of cholesterol, triglycerides, AST, and ALT were also measured. After the collection, new data were processed and the degree of clinical inertia was determined. RESULTS Levels of HbA1c ranged from 4.3% to 13.0%, and 38.4% of all patients had HbA1c level higher than 7.5%, while 8.3% of them had HbA1c level 9.0% or higher. Clinical inertia in our research was 12.6% out of all patients and 48.2% were referred to a specialist by their doctor. CONCLUSIONS For better regulation of glycemia and reduction of clinical inertia with type 2 diabetes patients, more specialized training is needed for selected physicians. Strengthening of primary healthcare and encouraging doctors to perform procedures can contribute to better outcomes of treatment, lower clinical inertia, and better education of patients.
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Affiliation(s)
- Marijan Marjanović
- Faculty of Health Care, University "Vitez", Vitez, Bosnia and Herzegovina
| | - Davorka Vrdoljak
- Department of Family Medicine, University of Split School of Medicine, Split, Croatia
| | - Valerija Bralić Lang
- Private Family Physician Office Affiliated to University of Zagreb, School of Medicine, Zagreb, Croatia
| | - Ozren Polašek
- Department of Global Health, University of Split School of Medicine, Split, Croatia
| | - Vedran Đido
- Faculty of Health Studies, University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Marinka Kašćel Fišić
- Department of Internal Medicine, Health Centre Novi Travnik, Novi Travnik, Bosnia and Herzegovina
| | - Ivanka Mađar Šimić
- Department of Surgery, Health Centre Novi Travnik, Novi Travnik, Bosnia and Herzegovina
| | - Danijela Dodig
- Department of Family Medicine, Health Centre Novi Travnik, Novi Travnik, Bosnia and Herzegovina
| | - Marina Radoš Perić
- Department of Family Medicine, Health Centre Novi Travnik, Novi Travnik, Bosnia and Herzegovina
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13
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Desai U, Kirson NY, Kim J, Khunti K, King S, Trieschman E, Hellstern M, Hunt PR, Mukherjee J. Time to Treatment Intensification After Monotherapy Failure and Its Association With Subsequent Glycemic Control Among 93,515 Patients With Type 2 Diabetes. Diabetes Care 2018; 41:2096-2104. [PMID: 30131396 DOI: 10.2337/dc17-0662] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Accepted: 07/13/2018] [Indexed: 02/03/2023]
Abstract
OBJECTIVE The goal of this study was to evaluate the association between the timing of treatment intensification and subsequent glycemic control among patients with type 2 diabetes in whom monotherapy fails. RESEARCH DESIGN AND METHODS This retrospective analysis of the U.K. Clinical Practice Research Datalink database focused on patients with type 2 diabetes and one or more HbA1c measurements ≥7% (≥53 mmol/mol) after ≥3 months of metformin or sulfonylurea monotherapy (first measurement meeting these criteria was taken as the study index date). Baseline (6 months before the index date) characteristics were stratified by time from the index date to intensification (early: <12 months; intermediate: 12 to <24 months; late: 24 to <36 months). Intensification was defined as initiating after the index date one or more noninsulin antidiabetes medication in addition to metformin or a sulfonylurea. Association between time to intensification and subsequent glycemic control (first HbA1c <7% [<53 mmol/mol] after intensification) was evaluated using Kaplan-Meier analyses and Cox proportional hazard models that accounted for baseline differences. RESULTS Of the 93,515 patients who met the study criteria (mean age 60 years; ∼59% male; 80% taking metformin), 23,761 (25%) intensified <12 months after the index date; 11,908 (13%) intensified after 12 to <24 months; and 7,146 (8%) intensified after 24 to <36 months. Patients who intensified treatment ≥36 months after the index date (n = 9,638 [10%]) and those with no evidence of treatment intensification during the observable follow-up period (n = 41,062 [44%]) were not included in further analyses. The median times from intensification to control were 20.0, 24.1, and 25.7 months, respectively, for the early, intermediate, and late intensification cohorts. After adjustment for baseline differences, the likelihood of attaining glycemic control was 22% and 28% lower for patients in the intermediate and late intensification groups, respectively, compared with those intensifying early (P < 0.0001). CONCLUSIONS Earlier treatment intensification is associated with shorter time to subsequent glycemic control, independent of whether patients initiate first-line treatment with metformin or a sulfonylurea.
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Affiliation(s)
| | | | | | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester, U.K
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14
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The Potential of Glycemic Control and Body Weight Change as Early Markers for Pancreatic Cancer in Patients With Long-standing Diabetes Mellitus: A Case-Control Study. Pancreas 2018; 47:807-815. [PMID: 29975346 DOI: 10.1097/mpa.0000000000001085] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVES The aim of this study was to characterize the role of glycemic control and weight change as markers for pancreatic cancer (PaC) in patients with long-standing diabetes. METHODS We conducted case-control analyses in patients with long-standing diabetes (>2 years) in the United Kingdom-based Clinical Practice Research Datalink. Cases were patients with PaC matched to control subjects on variables including age, sex, and diabetes duration. We compared glycated hemoglobin (HbA1c) levels, blood glucose levels, and weight change before cancer detection (matched date) between cases and control subjects to assess associations between the potential markers and PaC. RESULTS Cases were more likely than control subjects to have high HbA1c levels. The adjusted odds ratio (aOR) was 4.94 (95% confidence interval [CI], 3.52-6.94) for HbA1c of 64.0 mmol/mol or greater compared with HbA1c of 47.5 mmol/mol or less within 6 months before cancer detection and within >1 to 2 years, 2.66 (95% CI, 2.00-3.54). Weight loss was also more common in cases, with an aOR of 15.40 (95% CI, 10.65-22.26) for loss of 15.0% body weight or greater compared with stable weight. The aOR for patients with both weight loss of 15.0% or greater and high HbA1c at 2 years or less before diagnosis was 60.97 (95% CI, 35.87-103.65), compared with patients with neither. CONCLUSIONS Poor glycemic control and weight loss, particularly in combination, may be useful early markers for PaC in patients with long-standing diabetes.
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15
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Wilding J, Godec T, Khunti K, Pocock S, Fox R, Smeeth L, Clauson P, Fenici P, Hammar N, Medina J. Changes in HbA1c and weight, and treatment persistence, over the 18 months following initiation of second-line therapy in patients with type 2 diabetes: results from the United Kingdom Clinical Practice Research Datalink. BMC Med 2018; 16:116. [PMID: 30008267 PMCID: PMC6047134 DOI: 10.1186/s12916-018-1085-8] [Citation(s) in RCA: 31] [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: 10/18/2017] [Accepted: 05/23/2018] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Intensification of metformin monotherapy with additional glucose-lowering drugs is often required in patients with type 2 diabetes (T2D). This study evaluated changes in HbA1c and weight, as well as treatment persistence, associated with different second-line therapies used in UK clinical practice. METHODS The UK Clinical Practice Research Datalink was used to identify patients with T2D who initiated second-line therapy after metformin monotherapy between 1 August 2013 and 14 June 2016. Treatment persistence and changes in HbA1c and weight were assessed at 6-month intervals up to 18 months. RESULTS In total, 9097 patients (mean age 61.2 years, 57.2% men, mean [standard deviation] HbA1c 9.0% [1.8]/ 75 mmol/mol [19.7]) were included in the analysis, with a median 2.3 years between initiating metformin monotherapy and initiating second-line therapy. Patients were stratified according to second-line therapy: metformin in combination with sulfonylurea (SU; n = 4655 [51.2%]), a dipeptidyl peptidase-4 inhibitor (DPP-4 inhibitor; n = 2899 [31.9%]), or a sodium-glucose cotransporter-2 inhibitor (SGLT-2 inhibitor; n = 441 [4.9%]) or other therapies (all other second-line treatments; n = 1102 [12.1%]). At 18 months, the cumulative proportion of patients changing treatment was lowest for those who received metformin plus an SGLT-2 inhibitor (42.3%), followed by patients on metformin plus SU or metformin plus a DPP-4 inhibitor (46.8%). HbA1c reductions were seen with all second-line therapies, with an overall mean (standard error) reduction of -1.23% (0.05)/-13.4 mmol/mol (0.5). Changes were directly, but not linearly, related to baseline HbA1c and were greater in those with higher HbA1c at baseline. Weight loss from baseline was greatest in patients treated with metformin plus either an SGLT-2 inhibitor (-4.2 kg) or a DPP-4 inhibitor (-1.5 kg). The highest proportion of patients who achieved the composite outcome of HbA1c reduction ≥ 0.5%, body weight loss ≥ 2.0 kg and treatment persistence for 18 months was observed in those receiving metformin plus an SGLT-2 inhibitor (36.5%). CONCLUSIONS In this population-based cohort, all second-line therapies added to metformin monotherapy improved glycaemic control, but the lowest treatment change/discontinuation rate and most sustained weight loss was seen with patients receiving metformin plus an SGLT-2 inhibitor.
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Affiliation(s)
| | - Thomas Godec
- London School of Hygiene and Tropical Medicine, London, UK
| | | | - Stuart Pocock
- London School of Hygiene and Tropical Medicine, London, UK
| | - Robin Fox
- Bicester Health Centre, Bicester, UK
| | - Liam Smeeth
- London School of Hygiene and Tropical Medicine, London, UK
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Kalirai S, Stephenson J, Perez-Nieves M, Grabner M, Hadjiyianni I, Geremakis C, Pollom RD, Reed B, Fisher L. Primary care physician perspectives on basal insulin initiation and maintenance in patients with type 2 diabetes mellitus. Prim Care Diabetes 2018; 12:155-162. [PMID: 29100717 DOI: 10.1016/j.pcd.2017.10.001] [Citation(s) in RCA: 9] [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: 06/10/2017] [Revised: 09/24/2017] [Accepted: 10/08/2017] [Indexed: 01/06/2023]
Abstract
AIMS To describe primary care physicians' (PCPs) perceptions of patient reactions and concerns about insulin initiation and identify opportunities for increased support. METHODS Cross-sectional, online survey of PCPs prescribing basal insulin to adults with type 2 diabetes mellitus (T2DM). PCPs were identified from administrative claims of a large commercial health plan and descriptive results of PCP responses were reported. RESULTS PCPs (N=100) treated an average of 17 patients receiving insulin during a typical week. More than 85% of insulin initiation recommendations originated with PCPs. Most offered glucose monitoring instructions (96%) and advice on diet, exercise, and diabetes management (96%); 35% provided insulin titration algorithms; 93% reported that patients often or always took their insulin daily within 3 months of initiation; 31% of PCPs reported monthly office contacts with patients for the first 3 months; 16% reported no outreach efforts; fewer than 20% connected patients with support groups. When starting basal insulin, PCPs reported patients feeling personal failure regarding their diabetes treatment (33% often/always) and lacking confidence in their ability to manage insulin therapy (38% often/always). CONCLUSIONS Study results identify additional opportunities for assisting patients in making the transition to insulin, including more frequent direct outreach to monitor insulin usage.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Lawrence Fisher
- Department of Family and Community Medicine, UC San Francisco, San Francisco, CA, USA
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17
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Khunti K, Gomes MB, Pocock S, Shestakova MV, Pintat S, Fenici P, Hammar N, Medina J. Therapeutic inertia in the treatment of hyperglycaemia in patients with type 2 diabetes: A systematic review. Diabetes Obes Metab 2018; 20:427-437. [PMID: 28834075 PMCID: PMC5813232 DOI: 10.1111/dom.13088] [Citation(s) in RCA: 224] [Impact Index Per Article: 37.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Revised: 08/08/2017] [Accepted: 08/15/2017] [Indexed: 12/28/2022]
Abstract
AIMS Therapeutic inertia, defined as the failure to initiate or intensify therapy in a timely manner according to evidence-based clinical guidelines, is a key reason for uncontrolled hyperglycaemia in patients with type 2 diabetes. The aims of this systematic review were to identify how therapeutic inertia in the management of hyperglycaemia was measured and to assess its extent over the past decade. MATERIALS AND METHODS Systematic searches for articles published from January 1, 2004 to August 1, 2016 were conducted in MEDLINE and Embase. Two researchers independently screened all of the titles and abstracts, and the full texts of publications deemed relevant. Data were extracted by a single researcher using a standardized data extraction form. RESULTS The final selection for the review included 53 articles. Measurements used to assess therapeutic inertia varied across studies, making comparisons difficult. Data from low- to middle-income countries were scarce. In most studies, the median time to treatment intensification after a glycated haemoglobin (HbA1c) measurement above target was more than 1 year (range 0.3 to >7.2 years). Therapeutic inertia increased as the number of antidiabetic drugs rose and decreased with increasing HbA1c levels. Data were mainly available from Western countries. Diversity of inertia measures precluded meta-analysis. CONCLUSIONS Therapeutic inertia in the management of hyperglycaemia in patients with type 2 diabetes is a major concern. This is well documented in Western countries, but corresponding data are urgently needed in low- and middle-income countries, in view of their high prevalence of type 2 diabetes.
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Affiliation(s)
| | | | - Stuart Pocock
- London School of Hygiene and Tropical MedicineLondonUK
| | - Marina V. Shestakova
- Endocrinology Research CenterMoscowRussian Federation
- I.M. Sechenov First Moscow State Medical UniversityMoscowRussian Federation
| | | | | | - Niklas Hammar
- AstraZenecaMölndalSweden
- Institute of Environmental Medicine, Karolinska InstituteStockholmSweden
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18
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Mata-Cases M, Franch-Nadal J, Real J, Gratacòs M, López-Simarro F, Khunti K, Mauricio D. Therapeutic inertia in patients treated with two or more antidiabetics in primary care: Factors predicting intensification of treatment. Diabetes Obes Metab 2018; 20:103-112. [PMID: 28656746 DOI: 10.1111/dom.13045] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Revised: 06/21/2017] [Accepted: 06/23/2017] [Indexed: 01/28/2023]
Abstract
AIMS To determine the patterns and predictors of treatment intensification in patients with type 2 diabetes on ≥2 non-insulin antidiabetic drugs (NIADs) and inadequate glycaemic control in primary care in Catalonia, Spain. MATERIAL AND METHODS This was a retrospective analysis using electronic medical records from patients with HbA1c ≥ 7% and a first prescription for a new NIAD or insulin recorded from January 2010 to December 2014. Therapeutic inertia was defined as no intensification if HbA1c was ≥8% at baseline or during follow-up. Time to first intensification was evaluated by time-to-event analysis, and factors predicting intensification through a competing-risk regression model. RESULTS Among 23 678 patients with HbA1c ≥ 7%, 26.2% were censored without treatment intensification after a median follow up of 4.2 years. Among the 12 730 patients in the subgroup with HbA1c ≥ 8% at baseline or during follow-up, therapeutic inertia was present in 18.1% of cases. In the overall cohort, mean HbA1c at initiation of insulin and NIAD were 9.4% ± 1.5% and 8.7% ± 1.3%, respectively. Median time to first intensification was 17.1 months in patients with HbA1c 8.0% to 9.9%, and 10.1 months in those with HbA1c > 10%. Variables strongly associated with intensification were HbA1c values 8.0% to 9.9% (subhazard ratio [SHR], 1.7; 95% CI, 1.65-1.78) and >10% (SHR, 2.5; 95% CI, 2.37-2.68); diabetes duration ≥20 years (SHR, 1.25; 95% CI, 1.11-1.41) and, to a lesser extent, female gender, presence of comorbidities, chronic kidney disease and microvascular complications. CONCLUSIONS Intensification was not undertaken in 1 in 5 patients. Both HbA1c thresholds and time until therapy intensification exceeded current recommendations.
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Affiliation(s)
- Manel Mata-Cases
- DAP-Cat group. Unitat de Suport a la Recerca Barcelona Ciutat, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAP Jordi Gol), Barcelona, Spain
- CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Primary Health Care Center La Mina, Gerència d'Àmbit d'Atenció Primària Barcelona Ciutat, Institut Català de la Salut, Sant Adrià de Besòs, Spain
| | - Josep Franch-Nadal
- DAP-Cat group. Unitat de Suport a la Recerca Barcelona Ciutat, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAP Jordi Gol), Barcelona, Spain
- CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Primary Health Care Center Raval Sud, Gerència d'Atenció Primaria, Institut Català de la Salut, Barcelona, Spain
| | - Jordi Real
- DAP-Cat group. Unitat de Suport a la Recerca Barcelona Ciutat, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAP Jordi Gol), Barcelona, Spain
- Universitat Internacional de Catalunya, Epidemiologia i Salut Pública, Sant Cugat, Spain
| | - Mònica Gratacòs
- DAP-Cat group. Unitat de Suport a la Recerca Barcelona Ciutat, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAP Jordi Gol), Barcelona, Spain
| | - Flora López-Simarro
- Àrea Bàsica de Salut Martorell, Institut Català de la Salut, Martorell, Spain
| | - Kamlesh Khunti
- Diabetes Research Centre, University of Leicester, Leicester, UK
| | - Dídac Mauricio
- DAP-Cat group. Unitat de Suport a la Recerca Barcelona Ciutat, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAP Jordi Gol), Barcelona, Spain
- CIBER of Diabetes and Associated Metabolic Diseases (CIBERDEM), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Department of Endocrinology and Nutrition, Health Sciences Research Institute and Hospital Universitari Germans Trias i Pujol, Badalona, Spain
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Gentile S, Ceriello A, Pipicelli G, Strollo F. Type 2 diabetes mellitus treatment habits in a specialized care setting: the START-DIAB study. MEDITERRANEAN JOURNAL OF NUTRITION AND METABOLISM 2017. [DOI: 10.3233/mnm-17160] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Sandro Gentile
- Department of Clinical and ExperimentalMedicine, 2nd Campania University of Naples, “LuigiVanvitelli”, Naples, Italy
| | | | | | - Felice Strollo
- Department of Pharmacology and Biomolecular Sciences, University of Milan, Italy
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20
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Mauricio D, Meneghini L, Seufert J, Liao L, Wang H, Tong L, Cali A, Stella P, Carita P, Khunti K. Glycaemic control and hypoglycaemia burden in patients with type 2 diabetes initiating basal insulin in Europe and the USA. Diabetes Obes Metab 2017; 19:1155-1164. [PMID: 28251792 PMCID: PMC5573947 DOI: 10.1111/dom.12927] [Citation(s) in RCA: 88] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2016] [Revised: 02/15/2017] [Accepted: 02/27/2017] [Indexed: 12/17/2022]
Abstract
AIMS To evaluate short- and long-term glycaemic control and hypoglycaemia incidence in insulin-naïve patients ≥30 years of age with type 2 diabetes (T2DM) initiating basal insulin (BI) with or without oral anti-hyperglycaemic drugs (OADs). METHODS This was an observational, retrospective longitudinal analysis of electronic medical records from 5 European countries and the USA. A multivariable logistic regression model assessed baseline and short-term (0-3 months post BI initiation) factors associated with long-term (3-24 months) glycaemic control and hypoglycaemia. RESULTS Overall, 40 627 patients were included; 20.9% and 27.8% achieved the general HbA1c target of ≤7% at 3 and 24 months post BI initiation, respectively. Failure to achieve HbA1c ≤7% at 3 months was associated with increased risk of failing to achieve target at 24 months (odds ratio [OR], 3.70 [95% CI, 3.41-4.00]). Over 24 months, 8.9% of patients experienced a recorded hypoglycaemic event. Hypoglycaemia during the initial 3-month period was associated with longer-term risk of these events over the ensuing 3 to 24 months (OR, 5.71 [95% CI, 4.67-6.99]). CONCLUSIONS Initiating BI with or without OADs is associated with short- and long-term suboptimal glycaemic control; the majority of patients fail to achieve HbA1c target ≤7% in the first 3 months, or after 2 years of BI treatment. Treatment response and hypoglycaemia incidence by 3 months post BI initiation are associated with longer-term glycaemic control and hypoglycaemic risk, respectively. These results support the need for early anti-hyperglycaemic interventions that more effectively control blood glucose levels without increasing the risk of hypoglycaemia.
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Affiliation(s)
- Dídac Mauricio
- Department of Endocrinology & NutritionHospital Universitari Germans Trias i Pujol, CIBERDEMBadalonaSpain
| | - Luigi Meneghini
- Division of Endocrinology, University of Texas Southwestern Medical CenterDallasTexas
- Parkland Health and Hospital SystemDallasTexas
| | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Faculty of MedicineMedical Center – University of FreiburgFreiburgGermany
| | | | | | | | | | | | | | - Kamlesh Khunti
- Diabetes Research Centre, University of LeicesterLeicesterUK
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21
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Tanaka N, Kurose T, Seino Y. Therapeutic inertia or individualization? Delay in clinical management of type 2 diabetes mellitus. Curr Med Res Opin 2016; 32:1477-8. [PMID: 27181181 DOI: 10.1080/03007995.2016.1190701] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Nagaaki Tanaka
- a Center for Diabetes, Endocrinology and Metabolism, Kansai Electric Power Hospital , Osaka , Japan
- b Kansai Electric Power Medical Research Institute , Osaka , Japan
| | - Takeshi Kurose
- a Center for Diabetes, Endocrinology and Metabolism, Kansai Electric Power Hospital , Osaka , Japan
- b Kansai Electric Power Medical Research Institute , Osaka , Japan
| | - Yutaka Seino
- a Center for Diabetes, Endocrinology and Metabolism, Kansai Electric Power Hospital , Osaka , Japan
- b Kansai Electric Power Medical Research Institute , Osaka , Japan
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