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Supplements Real-World Evidence in Type 2 Diabetes: Focus on SGLT2 inhibitors and GLP-1 Receptor Agonists
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A Retrospective Real-World Study of Dapagliflozin Versus Other Oral Antidiabetic Drugs Added to Metformin in Patients with Type 2 Diabetes
Huan Huang, PhD; Kelly F. Bell, PharmD, MSPhr; Ray Gani, PhD; Cathy W. Tugwell, RN, BSN; James M. Eudicone, MS, MBA; and Michelle R. Krukas-Hampel, MA
Generalizability of Glucagon-Like Peptide-1 Receptor Agonist Cardiovascular Outcome Trials Enrollment Criteria to the US Type 2 Diabetes Population
Eric T. Wittbrodt, PharmD, MPH; James M. Eudicone, MS, MBA; Kelly F. Bell, PharmD, MSPhr; Devin M. Enhoffer, PharmD; Keith Latham, PharmD; and Jennifer B. Green, MD
Comparison of Low-Dose Liraglutide Use Versus Other GLP-1 Receptor Agonists in Patients Without Type 2 Diabetes
Eric T. Wittbrodt, PharmD, MPH; James M. Eudicone, MS, MBA; Sepehr Farahbakhshian, MS; and Carrie McAdam-Marx, PhD, MSCI, RPh
Real World Evidence in Type 2 Diabetes: Focus on SGLT2 Inhibitors and GLP-1 Receptor Agonist Participating Faculty

A Retrospective Real-World Study of Dapagliflozin Versus Other Oral Antidiabetic Drugs Added to Metformin in Patients with Type 2 Diabetes

Huan Huang, PhD; Kelly F. Bell, PharmD, MSPhr; Ray Gani, PhD; Cathy W. Tugwell, RN, BSN; James M. Eudicone, MS, MBA; and Michelle R. Krukas-Hampel, MA
Objectives: The efficacy of dapagliflozin as add-on therapy to metformin has been assessed in randomized trials. However, its effectiveness has not been assessed in a US real-world setting.
Methods: Electronic medical record (EMR) data were used to compare clinical outcomes among patients with type 2 diabetes (T2D) treated with dapagliflozin and metformin with or without other oral antidiabetic drugs (D + M ± OAD), versus metformin with at least 1 other OAD (M + OAD). Adult patients with T2D on these regimens from January 01, 2014, to February 28, 2015, were identified in a US EMR database, with the date of first prescription for dapagliflozin (D + M ± OAD) or other OAD (M + OAD) as the index date. Patients were observed for 12 months before the index date (baseline) and 12 months afterward (ie, follow-up). Patients in the M + OAD group were propensity score matched 1:1 to those in the D + M ± OAD group. Outcomes included change in glycated hemoglobin (A1C) level, weight, and systolic and diastolic blood pressures (SBP/DBP) from baseline to follow-up.
Results: A total of 1093 patients receiving M + OAD were matched to 1093 patients receiving D + M ± OAD. Compared with those given M + OAD, patients given D + M ± OAD had a greater reduction in A1C level (mean, −1.0% vs −0.7%; P <.01), greater weight loss (−1.8 kg vs −0.7 kg, P <.01), and greater change in SBP (−3.6 mm Hg vs −0.1 mm Hg, P <.01) and DBP (−2.0 mm Hg vs −0.6 mm Hg, P <.01) from baseline to follow-up.
Conclusions: In current US clinical practice, patients receiving D + M ± OAD had greater reductions in important clinical outcomes of T2D—A1C level, weight loss, and blood pressure—versus patients receiving M + OAD. This study supports the use of dapagliflozin as add-on therapy to metformin with or without other OADs for patients with T2D.
Am J Manag Care. 2018;24:-S0
Type 2 diabetes (T2D) affected approximately 30.3 million (9.4%) people in the United States in 2015, according to the CDC.1 The estimated cost of diabetes in the United States exceeded $245 billion in 2012, including $176 billion in direct medical costs.1 The goals of treatment in T2D are to achieve glycemic control (glycated hemoglobin [A1C] level <7% [53 mmol/mol]) and minimize the risks of macrovascular and microvascular complications. Poor glycemic control is associated with a variety of microvascular complications (eg, neuropathy, retinopathy, and renal disease) and macrovascular complications (eg, ischemic heart disease, peripheral vascular disease, and cerebrovascular disease).2 As T2D progresses, attaining and maintaining glycemic control become increasingly challenging, the risk of cardiovascular comorbidities increases, and weight gain is common.

Current standard treatment for T2D involves the subsequent addition of new therapies as needed for maintenance of glycemic control. Metformin is the recommended first-line pharmacological treatment; other antidiabetic treatments (eg, sulfonylurea, thiazolidinedione, dipeptidyl peptidase-4 [DPP-4] inhibitor, sodium-glucose cotransporter-2 [SGLT2] inhibitor) are added when metformin is not sufficient.3,4 According to the American Association of Clinical Endocrinologists, A1C reduction, change in body weight, change in blood pressure, and risk of hypoglycemia are factors to consider when choosing an appropriate agent.5

Dapagliflozin is an oral, once-daily therapy that was approved by the FDA in January 2014 for use as monotherapy or in combination with other antidiabetic therapies.6,7  It is an SGLT2 inhibitor, which alters the regulation of glucose reabsorption within the kidneys to increase renal glucose excretion, thus reducing plasma glucose levels.8

Dapagliflozin has been shown in clinical trials to be an effective treatment in lowering blood glucose in patients with T2D as monotherapy9 and in combination with other oral antidiabetic drugs (OADs).6,7,10  Results from multiple clinical trials (dapagliflozin + metformin vs glipizide + metformin; dapagliflozin + saxagliptin + metformin vs dapagliflozin + metformin vs saxagliptin + metformin) showed that dapagliflozin offered better A1C control, with the additional benefits of weight loss and reduction in systolic blood pressure, when added to metformin (with or without another OAD), compared with another OAD.11,12

To confirm that patients experience the benefits of dapagliflozin seen in clinical trials, observational data can be used to replicate the results. Clinical effectiveness studies of dapagliflozin using European data have shown that dapagliflozin reduced A1C level, weight, and blood pressure at 6 months after initiation, and that these changes were comparable to the results for dapagliflozin clinical trials.13 Furthermore, dapagliflozin was associated with A1C improvement and weight loss benefit when added to a glucagon-like peptide-1 receptor agonist.14 However, there are no similar studies published in the United States. To compare results from clinical trials with real-world evidence in the United States, this retrospective cohort study used electronic medical record (EMR) data to compare A1C reduction, weight change, and change in blood pressure among patients with T2D treated with dapagliflozin plus metformin combination therapy, with or without other OADs (D + M ± OAD group), versus metformin in combination with at least 1 other OAD (M + OAD group).


Data Source

The IQVIA EMR (formerly GE Centricity) database, a large, centralized, EMR-based data source, was used for this study. The EMR database includes patients with commercial insurance, Medicaid, and Medicare. As of November 2015, the EMR files contained data on more than 30 million active patients. Patient-level variables included demographic information, clinical characteristics (eg, weight and blood pressure), International Classification of Diseases, Ninth/Tenth Revision, Clinical Modification (ICD-9-CM or ICD-10-CM)–based medical diagnoses, patient complaints, diagnostic tests/results, procedures, insurance information (commercial, Medicare, etc), and prescription details. Information from specialty healthcare providers (eg, endocrinologists) and laboratory test orders/results were also available. The data were organized by practice and provide a longitudinal medical record for each patient.

Comparisons of the EMR database patient population with the general population of the United States on demographics (US Census), healthcare utilization (National Ambulatory Medical Care Survey), and disease prevalence (National Health and Nutrition Examination Survey) demonstrate that these patients with EMRs were similar to the US population receiving healthcare.15,16

Patient Selection

The study population was selected from adult patients who initiated at least 1 prescription order for treatment of interest (dapagliflozin or other non-metformin OAD) between January 1, 2014, and February 28, 2015 (ie, the selection period). A patient’s index date was defined as the date of the earliest prescription of a treatment of interest (Figure). Patients were required to have a 12-month preindex (baseline) period and were followed for 12 months. All patients were required to have at least 1 record (eg, any office visit, any medical encounter) in the EMR before the 12-month baseline period and 1 record after the 12-month follow-up period to ensure that each patient was continuous in the EMR system for the entire study period.

All patients were required to have evidence of a T2D diagnosis (ICD-9-CM codes 250.x0 or 250.x2, or ICD-10-CM codes E11.xx) at any time before the index date. Patients were also required to have baseline A1C value of at least 7%. In addition, patients were required to not have any evidence of SGLT2 inhibitor use (other than dapagliflozin), type 1 diabetes, gestational diabetes, or pregnancy during the baseline or follow-up periods. 

Study Cohorts and Follow-up

Patients meeting the selection criteria were stratified into 2 cohorts: patients treated with dapagliflozin and metformin, with or without other OADs (D + M ± OAD) versus patients treated with metformin and at least 1 other OAD (M + OAD). For the D + M ± OAD cohort, the index date was the date of the first dapagliflozin prescription. Patients were required to have a prescription for metformin within 30 days from the index date (this included patients who were taking metformin previously and continued their metformin treatment, or patients with an initial prescription for metformin). Patients in this cohort could receive dapagliflozin + metformin dual therapy or dapagliflozin + metformin + 1 or more OADs.

For the M + OAD cohort, patients were required to have a metformin prescription and at least 1 other OAD (ie, non-metformin) order on the same day or after the metformin order. The index date was defined as the date of the first prescription for another OAD. Patients were required to receive metformin within 30 days of the index date. Patients were required not to have any prescription for an SGLT2 inhibitor during the entire study period. This cohort consisted of patients only on oral therapies (metformin + 1 OAD dual therapy or metformin + 2 or more OADs, with no metformin monotherapy).

Study Measures

Baseline measures included patient demographics (eg, age, sex, race, geographic region, and provider type), clinical characteristics (eg, weight, baseline body mass index [BMI], baseline A1C level, baseline systolic blood pressure [SBP] and diastolic blood pressure [DBP]), clinical comorbidities, preindex antidiabetic therapy, and use of other concomitant medications (eg, antihypertensive agents, angiotensin-converting-enzyme [ACE] inhibitors, and angiotensin receptor blockers [ARBs]). For clinical comorbidities, adapted Charlson comorbidities, and other comorbidities of interest (eg, hypertension and hyperlipidemia) were reported, consistent with other literature.17 Baseline A1C levels and SBP and DBP measurements were based on the most recent laboratory measures during the 12-month baseline period.

The primary outcome measure was the change in A1C level from baseline to 12-month follow-up, and it was calculated as the difference between follow-up and baseline measurements. A1C level at 12-month follow-up was based on the latest A1C measurements between 180 and 365 days after the index. If multiple measurements existed, the latest value within the 180- to 365-day window was used. Secondary outcome measures included changes in weight and SBP and DBP readings between follow-up and baseline measurements, using the same definition as A1C level for follow-up measures (ie, 180-365 days post index).

Additional measures included the duration of index treatment, which was defined as the number of days on the index treatment. Treatment with gaps of less than 90 days was considered continuous treatment. A gap of greater than 90 days resulted in the patient being discontinued on treatment, consistent with published literature.18 Other measures such as A1C level at follow-up, weight and blood pressure at follow-up, and the presence of hypoglycemic events were also examined.

Statistical Analysis

Descriptive analyses of all study measures were performed across the cohorts. Categorical variables were summarized using frequencies and percentages, and continuous variables were summarized using means, SDs, medians, and interquartile ranges. The Wilcoxon rank sum test or t test, depending on the distribution of data, for continuous variables and χ2 tests for categorical variables were performed to determine differences at baseline. Missing data were excluded from the analyses. All statistical analyses were conducted using SAS software (Version 9.4; SAS Institute; Cary, NC).

Patients receiving dapagliflozin were matched to the corresponding comparison patients by propensity score matching, using a 1:1 match ratio to control for confounding variables. For propensity score matching, a logistic regression model was developed including the following variables: patient age, sex, race, region, provider specialty, baseline BMI, baseline A1C level, baseline comorbidities, and baseline medication use. Patients in the comparison cohort were matched to patients given dapagliflozin based on their propensity score with caliper width equal to 0.2 of the SD of the logit for the dapagliflozin cohort.

A subpopulation analysis was conducted among patients with hypertension or who were taking ACE inhibitors or ARBs. Antihypertensive agents are frequently prescribed to patients with diabetes, and the American Diabetes Association guidelines recommend a treatment regimen that includes an ACE inhibitor or an ARB for patients with diabetes.3 Dapagliflozin has been shown to be effective in improving glycemic control and blood pressure in patients with T2D and hypertension in randomized trials.19, 20 Results from this subpopulation analysis will provide insight about the effectiveness of using real-world data.

Another subpopulation analysis was conducted among patients receiving dapagliflozin plus metformin dual therapy versus glipizide plus metformin dual therapy. Clinical trials have assessed these same treatments.11,21,22

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