| Literature DB >> 35531480 |
Thomas Wilke1, Nils Picker2, Sabrina Müller2, Anna Stürmlinger3, Barthold Deiters4, Axel Dittmar1, Jens Aberle5, Maximilian Gabler3.
Abstract
Purpose: Achieving good glycemic control in type 2 diabetes (T2DM) may require individualized pharmacological approaches. We aimed to compare direct healthcare costs in patients treated with empagliflozin (EMPA) compared to dipeptidyl peptidase-4 inhibitors (DPP-4i) or glucagon-like peptide-1 receptor agonists (GLP-1-RA). Patients andEntities:
Keywords: DPP-4 inhibitors; GLP-1 receptor agonists; healthcare costs; sodium-glucose cotransporter-2 inhibitor; type 2 diabetes mellitus
Year: 2022 PMID: 35531480 PMCID: PMC9075907 DOI: 10.2147/CEOR.S357540
Source DB: PubMed Journal: Clinicoecon Outcomes Res ISSN: 1178-6981
Figure 1Attrition chart.
Patient Characteristics – EMPA versus DPP-4i
| Variables | Unmatched | Matched | ||||
|---|---|---|---|---|---|---|
| EMPA | DPP-4i | % Bias (p-value) | EMPA | DPP-4i | % Bias (p-value) | |
| Female - % | 33.8 | 39.6 | −12.2 (<0.001) | 34.0 | 33.5 | 1.1 (0.667) |
| Age in years – mean (SD) | 60.0 (11.0) | 63.3 (12.6) | −27.5 (<0.001) | 60.0 (11.2) | 59.7 (12.4) | 2.7 (0.279) |
| Level of care 1 - % | 1.6 | 2.3 | −5.6 (0.006) | 1.5 | 1.8 | −1.9 (0.425) |
| Level of care 2 - % | 4.6 | 7.0 | −10.5 (<0.001) | 4.5 | 4.2 | 1.5 (0.494) |
| Level of care 3 - % | 2.1 | 3.9 | −10.7 (<0.001) | 2.1 | 2.1 | −0.2 (0.929) |
| Level of care 4 - % | 0.7 | 1.7 | −9.0 (<0.001) | 0.7 | 0.9 | −1.5 (0.482) |
| Level of care 5 - % | 3.7 | 4.7 | −1.7 (0.396) | 3.9 | 3.2 | −1.0 (0.669) |
| With cardiovascular disease -% | 39.5 | 32.3 | 14.9 (<0.001) | 37.9 | 38.2 | −0.7 (0.794) |
| With acute renal failure - % | 0.6 | 0.1 | −6.4 (0.002) | 0.7 | 0.6 | 0.7 (0.751) |
| Documented alcohol abuse - % | 3.6 | 3.7 | −0.6 (0.750) | 3.7 | 3.9 | −0.9 (0.740) |
| Documented nicotine dependence - % | 14.7 | 11.1 | 10.7 (<0.001) | 14.6 | 14.5 | 0.3 (0.914) |
| Number of prescribed AD – mean (SD) | 1.44 (0.98) | 1.12 (0.77) | 36.7 (<0.001) | 1.35 (0.90) | 1.34 (0.93) | 0.5 (0.847) |
| Insulin - % | 31.2 | 15.7 | 37.3 (<0.001) | 27.1 | 27.7 | −1.4 (0.608) |
| Metformin - % | 78.1 | 74.8 | 7.9 (<0.001) | 78.3 | 78.0 | 0.7 (0.782) |
| Sulfonylurea - % | 11.6 | 14.1 | −7.3 (<0.001) | 12.1 | 11.8 | 0.9 (0.724) |
| Other - % | 2.2 | 3.8 | −9.3 (<0.001) | 2.3 | 2.4 | −0.4 (0.867) |
| Antithrombotic agents - % | 31.7 | 27.5 | 9.2 (<0.001) | 31.0 | 30.7 | 0.6 (0.826) |
| RAAS inhibitors - % | 72.9 | 68.4 | 10.1 (<0.001) | 72.0 | 73.3 | −3.0 (0.232) |
| Beta blockers - % | 50.7 | 46.3 | 8.8 (<0.001) | 49.5 | 49.7 | −0.5 (0.839) |
| Calcium channel blockers - % | 27.4 | 26.1 | 2.9 (0.125) | 26.8 | 27.2 | −3.0 (0.731) |
| Lipid-lowering agents - % | 52.6 | 44.0 | 17.3 (<0.001) | 51.1 | 50.6 | 1.0 (0.703) |
| Inpatient, T2DM-related – mean (SD) | 168 (1038) | 175 (1117) | −0.7 (0.735) | 167 (1031) | 161 (844) | 0.6 (0.798) |
| Inpatient, non-T2DM-related – mean (SD) | 1690 (4428) | 2032 (6791) | −6.0 (0.005) | 1698 (4461) | 1667 (4399) | 0.5 (0.780) |
| Outpatient, T2DM-related – mean (SD) | 503 (794) | 427 (610) | 10.7 (<0.001) | 473 (363) | 463 (844) | 1.4 (0.552) |
| Outpatient, non-T2DM-related – mean (SD) | 211 (789) | 141 (398) | 11.2 (<0.001) | 184 (334) | 170 (368) | 2.1 (0.134) |
| Medication, T2DM-related – mean (SD) | 478 (635) | 247 (306) | 46.3 (<0.001) | 387 (475) | 376 (490) | 2.2 (0.361) |
| Medication, non-T2DM-related – mean (SD) | 1400 (2103) | 1000 (1895) | 20.0 (<0.001) | 1273 (2054) | 1286 (3023) | −0.7 (0.835) |
| Charlson Comorbidity Index – mean (SD) | 7.4 (3.7) | 7.2 (3.7) | 4.5 (0.018) | 7.3 (3.6) | 7.2 (3.7) | 1.8 (0.477) |
| Primary Hypertension (I10) - % | 80.2 | 80.3 | −0.5 (0.807) | 80.3 | 80.4 | −0.2 (0.924) |
| Hypercholesterolemia (E78) - % | 58.1 | 57.3 | 1.7 (0.375) | 57.3 | 57.8 | 0.7 (0.797) |
| Spondylosis (M47)- % | 17.4 | 17.7 | −0.7 (0.722) | 17.7 | 18.7 | −2.6 (0.307) |
| Obesity (E66) - % | 46.1 | 45.6 | 1.1 (0.557) | 46.1 | 47.1 | −1.9 (0.460) |
| Accommodative disorders (H52) - % | 40.1 | 39.7 | 0.9 (0.635) | 39.8 | 40.7 | −1.9 (0.453) |
| Dorsalgia (M54) - % | 39.4 | 38.5 | 1.9 (0.313) | 39.3 | 38.7 | 1.2 (0.639) |
| Liver disease (K76) - % | 23.4 | 22.5 | 2.2 (0.239) | 23.5 | 23.3 | 0.5 (0.834) |
| Depression (F32) - % | 20.8 | 20.0 | 2.0 (0.288) | 20.7 | 20.4 | 0.7 (0.777) |
| Disorders of the purine and pyrimidine metabolism (E79) - % | 19.4 | 19.6 | −0.5 (0.798) | 19.6 | 18.5 | 2.8 (0.272) |
| Gonarthrosis (M17) - % | 17.1 | 18.1 | −2.5 (0.182) | 17.3 | 17.0 | 0.8 (0.762) |
Notes: A reform of the German care system in 2017 led to a change in the official assessment of the need for care, as the former care levels (“Pflegestufen”) were replaced by five new care degrees (“Pflegegrade”). This was taken into account as follows: Care Level 1–4 replace the former levels 0–3; former hardship cases (“Härtefälle”) were assigned to level 5.
Abbreviations: AD, antidiabetic drug; BL, baseline; DPP-4i, dipeptidyl peptidase-4 inhibitor; EMPA, empagliflozin; RAAS, renin-angiotensin-aldosterone system; SD, standard deviation; T2DM, type 2 diabetes mellitus.
Patient Characteristics – EMPA versus GLP-1-RA
| Variables | Unmatched | Matched | ||||
|---|---|---|---|---|---|---|
| EMPA | GLP-1-RA | % Bias (p-value) | EMPA | GLP-1-RA | % Bias (p-value) | |
| Female - % | 33.8 | 43.2 | −19.3 (<0.001) | 41.7 | 39.8 | 3.8 (0.327) |
| Age in years – mean (SD) | 60.0 (11.0) | 55.0 (12.0) | 43.7 (<0.001) | 56.4 (10.8) | 56.7 (11.4) | −3.1 (0.407) |
| Level of care 1 - % | 1.6 | 1.5 | 0.1 (0.985) | 1.3 | 1.2 | 1.2 (0.730) |
| Level of care 2 - % | 4.6 | 5.3 | −3.5 (0.233) | 4.6 | 4.7 | −0.3 (0.927) |
| Level of care 3 - % | 2.1 | 1.7 | 2.8 (0.351) | 1.9 | 1.7 | 1.6 (0.655) |
| Level of care 4 - % | 0.7 | 0.7 | 2.8 (0.957) | 0.4 | 0.7 | −4.5 (0.196) |
| Level of care 5 - % | 3.7 | 2.3 | 2.5 (0.414) | 3.7 | 3.0 | 1.4 (0.739) |
| With cardiovascular disease -% | 39.5 | 26.3 | 28.2 (<0.001) | 27.6 | 30.2 | −5.4 (0.148) |
| With acute renal failure - % | 0.6 | 0.6 | 0.9 (0.773) | 0.5 | 0.6 | −1.9 (0.592) |
| Documented alcohol abuse - % | 3.6 | 3.7 | −0.4 (0.897) | 3.5 | 3.9 | −2.0 (0.609) |
| Documented nicotine dependence - % | 14.7 | 15.1 | −0.9 (0.761) | 14.9 | 15.0 | −0.2 (0.957) |
| Number of prescribed AD – mean (SD) | 1.44 (0.98) | 1.75 (1.18) | −28.2 (<0.001) | 1.64 (1.10) | 1.63 (1.13) | 0.2 (0.959) |
| Insulin - % | 31.2 | 54.3 | −47.9 (<0.001) | 45.9 | 47.0 | −2.3 (0.562) |
| Metformin - % | 78.1 | 70.9 | 16.6 (<0.001) | 73.1 | 71.9 | 2.7 (0.490) |
| Sulfonylurea - % | 11.6 | 8.4 | 10.7 (<0.001) | 9.4 | 9.4 | 0.2 (0.947) |
| Other - % | 2.2 | 2.7 | −4.9 (0.087) | 3.0 | 2.9 | −1.4 (0.725) |
| Antithrombotic agents - % | 31.7 | 23.2 | 23.2 (<0.001) | 31.0 | 30.7 | −6.8 (0.067) |
| RAAS inhibitors - % | 72.9 | 70.3 | 16.2 (<0.001) | 72.0 | 73.3 | −1.9 (0.614) |
| Beta blockers - % | 50.7 | 42.6 | 1.8 (0.540) | 49.5 | 49.7 | 1.7 (0.666) |
| Calcium channel blockers - % | 27.4 | 26.6 | 5.9 (0.047) | 26.8 | 27.2 | −4.8 (0.221) |
| Lipid-lowering agents - % | 52.6 | 40.3 | 24.9 (<0.001) | 51.1 | 50.6 | −1.1 (0.785) |
| Inpatient, T2DM-related – mean (SD) | 168 (1038) | 338 (1325) | −14.2 (<0.001) | 251 (1265) | 260 (921) | −0.8 (0.831) |
| Inpatient, non-T2DM-related – mean (SD) | 1690 (4428) | 1291 (4499) | 8.9 (<0.001) | 1220 (3622) | 1395 (4899) | −3.9 (0.293) |
| Outpatient, T2DM-related – mean (SD) | 503 (794) | 551 (483) | −7.4 (0.020) | 509 (418) | 526 (426) | −2.7 (0.283) |
| Outpatient, non-T2DM-related – mean (SD) | 211 (789) | 130 (344) | 13.3 (<0.001) | 131 (304) | 154 (376) | −3.9 (0.073) |
| Medication, T2DM-related – mean (SD) | 478 (635) | 800 (824) | −43.8 (<0.001) | 656 (760) | 692 (703) | −4.9 (0.199) |
| Medication, non-T2DM-related – mean (SD) | 1400 (2103) | 1873 (2845) | −18.9 (<0.001) | 1666 (2566) | 1760 (2906) | −3.7 (0.376) |
| Charlson Comorbidity Index – mean (SD) | 7.4 (3.7) | 7.5 (3.7) | −1.6 (0.589) | 7.3 (3.7) | 7.5 (3.7) | −5.5 (0.153) |
| Primary Hypertension (I10) - % | 80.2 | 79.3 | 2.2 (0.462) | 78.4 | 80.1 | −4.1 (0.296) |
| Hypercholesterolemia (E78) - % | 58.1 | 57.9 | 0.4 (0.899) | 56.8 | 57.9 | −2.1 (0.586) |
| Spondylosis (M47)- % | 17.4 | 17.6 | −0.5 (0.868) | 17.3 | 17.3 | −1.6 (0.686) |
| Obesity (E66) - % | 46.1 | 43.9 | 4.5 (0.128) | 45.2 | 45.8 | −1.0 (0.787) |
| Accommodative disorders (H52) - % | 40.1 | 41.0 | −1.8 (0.553) | 39.2 | 40.9 | −3.5 (0.366) |
| Dorsalgia (M54) - % | 39.4 | 38.7 | 1.5 (0.615) | 39.5 | 39.5 | 0.0 (1.000) |
| Liver disease (K76) - % | 23.4 | 20.4 | 7.3 (0.014) | 21.0 | 21.2 | −0.7 (0.850) |
| Depression (F32) - % | 20.8 | 19.7 | 2.7 (0.370) | 19.1 | 20.3 | −3.0 (0.438) |
| Disorders of the purine and pyrimidine metabolism (E79) - % | 19.4 | 21.8 | −5.9 (0.045) | 22.7 | 20.4 | 5.7 (0.146) |
| Gonarthrosis (M17) - % | 17.1 | 19.4 | −5.9 (0.46) | 18.9 | 19.8 | −2.3 (0.559) |
Notes: A reform of the German care system in 2017 led to a change in the official assessment of the need for care, as the former care levels (“Pflegestufen”) were replaced by five new care degrees (“Pflegegrade”). This was taken into account as follows: Care Level 1–4 replace the former levels 0–3; former hardship cases (“Härtefälle”) were assigned to level 5.
Abbreviations: AD, antidiabetic drug; BL, baseline; EMPA, empagliflozin; GLP-1-RA, glucagon-like peptide-1 receptor agonists; RAAS, renin-angiotensin-aldosterone system; SD, standard deviation, T2DM, type 2 diabetes mellitus.
Figure 2Total direct cost of any cause by initiated therapy (matched cohorts).
Top 10 Reasons for Hospitalization in PS-Matched Cohorts
| Reason for Hospitalization (ICD-10 Code for Main Diagnosis) | Number of Events per 100 PYs (95% CI) | |||
|---|---|---|---|---|
| EMPA (Matched to DPP-4i) | DPP-4i | EMPA (Matched to GLP-1-RA) | GLP-1-RA | |
| N | 3100 | 3100 | 1346 | 1346 |
| Any hospitalization | 35.45 (33.73–37.20) | 45.67 (44.22–47.12) | 31.94 (29.49–34.51) | 40.14 (37.73–42.59) |
| T2DM (E11) | 2.30 (1.82–2.91) | 2.28 (1.18–2.75) | 3.26 (2.43–4.36) | 2.88 (2.16–3.83) |
| Heart failure (I50) | 1.31 (0.95–1.79) | 2.54 (2.12–3.04) | 0.76 (0.41–1.39) | 1.60 (1.09–2.35) |
| CHD (I25) | 1.58 (1.19–2.10) | 1.59 (1.27–2.00) | 0.91 (0.52–1.58) | 0.96 (0.58–1.58) |
| Angina Pectoris (I20) | 1.51 (1.13–2.02) | 1.48 (1.17–1.88) | 1.29 (0.81–2.05) | 1.02 (0.63–1.66) |
| Ischemic stroke (I63) | 1.27 (0.92–1.75) | 0.80 (0.58–1.10) | 0.53 (0.26–1.09) | 1.28 (0.83–1.97) |
| Atherosclerosis (I70) | 1.06 (0.75–1.51) | 0.86 (0.63–1.18) | 0.61 (0.31–1.19) | 0.64 (0.35–1.17) |
| Atrial fibrillation (I48) | 0.69 (0.45–1.06) | 0.97 (0.73–1.30) | 0.91 (0.52–1.58) | 0.64 (0.35–1.17) |
| Myocardial infarction (I21) | 0.93 (0.64–1.35) | 1.04 (0.78–1.38) | 1.21 (0.75–1.96) | 0.38 (0.18–0.84) |
| Dorsalgia (M54) | 0.62 (0.39–0.98) | 0.80 (0.58–1.10) | 0.91 (0.52–1.58) | 0.83 (0.49–1.42) |
| Sleep disorders (G47) | 0.86 (0.58–1.26) | 0.60 (0.41–0.87) | 0.38 (0.16–0.88) | 1.34 (0.88–2.05) |
Abbreviations: CHD, coronary heart disease; CI, confidence interval; DPP-4i, dipeptidyl peptidase-4 inhibitor; EMPA, empagliflozin; GLP-1-RA, glucagon-like peptide-1 receptor agonists; PY, person-year; T2DM, type 2 diabetes mellitus.