| Literature DB >> 31875137 |
Reema Mody1, Qing Huang2, Maria Yu3, Hiren Patel4, Xian Zhang2, Liya Wang2, Michael Grabner2.
Abstract
Aims: To report 1-year clinical and economic outcomes from the retrospective DISPEL (Dulaglutide vs Basal InSulin in Injection Naïve Patients with Type 2 Diabetes: Effectiveness in ReaL World) Study. Materials and methods: This observational claims study included patients with type 2 diabetes (T2D) and ≥1 claim for dulaglutide or basal insulin between November 2014 and April 2017 (index date=earliest fill date). Propensity score matching was used to address treatment selection bias. Change from baseline in hemoglobin A1c (HbA1c) was compared between the matched cohorts using analysis of covariance; diabetes-related costs were analyzed using generalized linear models.Entities:
Keywords: HbA1c; adherence to medications; claims database analysis; insulin delivery
Mesh:
Substances:
Year: 2019 PMID: 31875137 PMCID: PMC6904197 DOI: 10.1136/bmjdrc-2019-000884
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Postmatching patient* demographic and clinical characteristics
| Matched dulaglutide initiators | Matched basal insulin initiators | Std. diff.† | |
| Female, n (%) | 448 (49.6) | 429 (47.5) | 0.042 |
| Age (years), mean (SD) | 54.2 (8.79) | 54.3 (9.20) | −0.008 |
| Health plan type, n (%) | |||
| PPO | 489 (54.2) | 492 (54.5) | −0.007 |
| HMO | 253 (28.0) | 238 (26.4) | 0.037 |
| CDHP | 161 (17.8) | 173 (19.2) | −0.034 |
| Medicare Advantage, n (%) | <10 (-) | <10 (-) | 0.024 |
| ACA exchange, n (%) | 91 (10.1) | 88 (9.7) | 0.011 |
| Geographic region, n (%) | |||
| South | 510 (56.5) | 509 (56.4) | 0.002 |
| West | 208 (23.0) | 212 (23.5) | −0.010 |
| North-east | 119 (13.2) | 120 (13.3) | −0.003 |
| Mid-west | 66 (7.3) | 62 (6.9) | 0.017 |
| Prescribing HCP specialty, n (%) | |||
| PCP | 446 (49.4) | 445 (49.3) | 0.002 |
| Endocrinologist | 228 (25.2) | 221 (24.5) | 0.018 |
| Other | 212 (23.5) | 209 (23.1) | 0.008 |
| Quan-Charlson Comorbidity Index, mean (SD) | 0.6 (0.97) | 0.6 (0.98) | 0.001 |
| aDCSI Score, mean (SD) | 0.6 (1.05) | 0.7 (1.11) | −0.053 |
| Comorbid conditions, n (%) | |||
| Dyslipidemia | 688 (76.2) | 676 (74.9) | 0.031 |
| Hypertension | 667 (73.9) | 676 (74.9) | −0.023 |
| Obesity | 255 (28.2) | 255 (28.2) | 0.000 |
| Cardiovascular | 106 (11.7) | 126 (14.0) | −0.066 |
| Nephropathy | 82 (9.1) | 91 (10.1) | −0.034 |
| Neuropathy | 52 (5.8) | 61 (6.8) | −0.041 |
| Retinopathy | 26 (2.9) | 35 (3.9) | −0.055 |
| Endocrinologist visits, n (%) | 248 (27.5) | 246 (27.2) | 0.005 |
| Number of visits, mean (SD) per patient | 0.5 (0.88) | 0.5 (0.94) | −0.015 |
| Oral antidiabetic medications, n (%) | 814 (90.1) | 815 (90.3) | −0.004 |
| Metformin | 697 (77.2) | 700 (77.5) | −0.008 |
| Sulfonylureas | 353 (39.1) | 367 (40.6) | −0.032 |
| DPP-4 inhibitors | 344 (38.1) | 351 (38.9) | −0.016 |
| SGLT2 inhibitors | 220 (24.4) | 213 (23.6) | 0.018 |
| Thiazolidinediones | 84 (9.3) | 82 (9.1) | 0.008 |
| Meglitinides | 10 (1.1) | 17 (1.9) | −0.064 |
| α-glucosidase inhibitors | <10 (-) | <10 (-) | −0.090 |
| OAD classes per patient, mean (SD) | 1.9 (1.11) | 1.9 (1.11) | −0.028 |
| OAD fills, mean (SD) | 4.8 (3.61) | 4.7 (3.62) | 0.034 |
| HbA1c (%), mean (SD) | 8.65 (1.66) | 8.64 (1.63) | 0.007 |
| HbA1c (%), categorical n (%) | |||
| <7% | 113 (12.5) | 113 (12.5) | 0.000 |
| 7% to <8% | 238 (26.4) | 238 (26.4) | 0.000 |
| 8% to <9% | 236 (26.1) | 236 (26.1) | 0.000 |
| 9% to <10% | 134 (14.8) | 134 (14.8) | 0.000 |
| 10% to <11% | 92 (10.2) | 92 (10.2) | 0.000 |
| ≥11% | 90 (10.0) | 90 (10.0) | 0.000 |
*Patients were matched using propensity scores. Exact matching was also applied on categories of baseline HbA1c and whether a patient had complete costs. Propensity scores were calculated via logistic regression using the covariates age (continuous as well as age ≥65 vs age <65), gender, geographic location, Affordable Care Act exchange coverage, health plan type and prescribing healthcare provider specialty (endocrinologist vs PCP vs others/missing) on the index date; and aDCSI (continuous and categorical), presence of cardiovascular disease, presence of obesity, presence of peripheral vascular disorders, presence of renal diseases, presence of retinopathy, presence of cerebrovascular disease, presence of neuropathy, presence and number of endocrinologist visits, presence of all-cause inpatient hospitalization, presence of all-cause ER visit, all-cause hospitalization LOS, number of diabetes-related prescription drug fills, presence of OAD fills, number of OAD medication classes (continuous and categorical), presence of metformin, sulfonylureas, SGLT2 inhibitors, diabetes supplies, HbA1c results, and all-cause total medical costs (<100K vs 100K to <200K vs 200K to <500K vs ≥500K) during the baseline period.
†Standardized differences: absolute standardized differences of ≤0.10 were considered to denote balance in baseline characteristics between the cohorts. All p values >0.05.
ACA, Affordable Care Act; aDCSI, adapted Diabetes Complications Severity Index; CDHP, consumer-driven health plan; DPP-4, dipeptidyl peptidase-4; ER, emergency room; HCP, healthcare provider; HMO, health maintenance organization; LOS, length of stay; OAD, oral antidiabetic drug; PCP, primary care physician; PPO, preferred provider organization; SGLT2, sodium-glucose co-transporter-2.
Figure 1Glycemic outcomes at 1 year postindex among patients initiating dulaglutide versus basal insulin.*Significant difference between dulaglutide versus basal insulin with p value <0.05. Estimates obtained using ANCOVA with baseline HbA1c level (continuous variable) as covariate.
Figure 2Longitudinal changes in HbA1c among matched dulaglutide initiators versus basal insulin initiators (MMRM).*Significant difference between dulaglutide versus basal insulin with p value <0.05. Results are from a mixed-effects model with repeated measurements (MMRM). Data represent least square mean ± 95% confidence limit. Baseline reflects HbA1c results obtained between (index date - 183 days) and (index date + 14 days); the value closest to index date was chosen if there were multiple values. 3/6/9/12 months reflects HbA1c results obtained between windows of ±45 days around index date +92/183/274/365 days, with the value closest to and prior to the anchor date chosen if there were multiple values. Point estimates are available in online supplementary appendix table 6.
Glycemic and cost outcomes at 1 year postindex among matched patients with complete cost data
| Dulaglutide initiators | Basal insulin initiators | P value* | |
| HbA1c test results, mean (SD) | |||
| Baseline (%) | 8.66 (1.61) | 8.68 (1.63) | 0.872 |
| 1 year (%) | 7.51 (1.52) | 8.12 (1.64) | <0.001 |
| 1 year change in HbA1c, mean (SD) | −1.16 (1.53) | −0.56 (1.85) | <0.001 |
| Costs, mean (SD) | |||
| All-cause medical | $7165 ($13,289) | $12 268 ($36,969) | 0.003 |
| All-cause pharmacy | $13 318 ($9,265) | $9450 ($8,945) | <0.001 |
| All-cause total | $20 483 ($16,638) | $21 718 ($38,570) | 0.502 |
| Diabetes-related medical | $3753 ($9,111) | $7604 ($24,234) | 0.001 |
| Diabetes-related pharmacy | $9809 ($5,235) | $6175 ($5,231) | <0.001 |
| Diabetes-related total | $13 562 ($10,261) | $13 779 ($24,728) | 0.852 |
| Costs per 1% HbA1c reduction, mean (SE) | |||
| All-cause medical | $5971 ($649) | $20 447 ($4,499) | 0.005 |
| All-cause pharmacy | $11 098 ($739) | $15 750 ($2,707) | 0.049 |
| All-cause total | $17 069 ($1,235) | $36 197 ($6,701) | 0.009 |
| Diabetes-related medical | $3128 ($399) | $12 673 ($2,825) | 0.004 |
| Diabetes-related pharmacy | $8174 ($504) | $10 292 ($1,768) | 0.149 |
| Diabetes-related total | $11 302 ($752) | $22 965 ($4,125) | 0.009 |
*P values for HbA1c and costs were obtained by t-tests. For costs, p values were also obtained from generalized linear model (GLM) regressions with log link and γ distribution and with cohort as independent variable; results were similar to the t-test results. SE of the mean for cost per 1% HbA1c reduction were obtained by the bootstrapping method with 5000 replications. P values for comparing cost per 1% HbA1c reduction among patients initiating dulaglutide versus basal insulin were obtained through t-tests using means and bootstrapped SEs.
SD, standard deviation; SE, standard error.
Figure 3Healthcare costs in USD per 1% HbA1c reduction at 1 year Post-Index*Significant difference between dulaglutide versus basal insulin with p value <0.05. Costs per 1% HbA1c reduction were calculated from the mean cost across all patients, divided by mean HbA1c reduction. Error bars represent 95% CIs obtained by bootstrapping with 5000 replications.