| Literature DB >> 36011670 |
Cornelia Bala1,2, Adriana Rusu1,2, Dana Ciobanu1,2, Gabriela Roman1,2.
Abstract
The aim of this analysis was to assess the costs associated with the hospitalizations of persons with diabetes in a Romanian public hospital. We performed a retrospective "top-down" cost analysis of all adult patients discharged from a tertiary care hospital with an ICD-10 primary or secondary code of diabetes mellitus (type 1, type 2, or specific forms) between 1 January 2015 and 31 December 2018. All costs were adjusted with the annual inflation rates and converted to EUR. We included 16,868 patients with diabetes and 28,055 episodes of hospitalization. The total adjusted hospitalization cost in the analyzed period was EUR 26,418,126.8 and the adjusted median cost/episode of hospitalization was EUR 596.5. The mean length of a hospital stay/episode was 7.3 days. In the multivariate regression analysis, higher adjusted average costs/episodes of hospitalization and longer lengths of hospital stays were associated with increasing age, the presence of cardiovascular diseases, chronic kidney disease, and foot ulcerations. Moreover, a significant association between the average cost/episode of hospitalization and the length of hospital stay was observed (β = 0.704, p < 0.001). This study shows the burden on Romanian public hospitals of inpatient diabetes care and the main drivers of the costs.Entities:
Keywords: diabetes mellitus; direct costs; hospitalization; length of hospital stay
Mesh:
Year: 2022 PMID: 36011670 PMCID: PMC9408410 DOI: 10.3390/ijerph191610035
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Description of the study sample (episodes of hospitalization).
| All Sample | 2015 | 2016 | 2017 | 2018 | ||
|---|---|---|---|---|---|---|
| Type of diabetes, n (%) | ||||||
| Type 1 | 1457 (6.2%) | 386 (5.6%) | 361 (5.3%) | 343 (4.9%) | 367 (5.0%) | 0.164 |
| Type 2 | 26,079 (93.0%) | 6316 (92.0%) | 6283 (93.0%) | 6572 (93.6%) | 6908 (93.3%) | 0.002 |
| Specific forms | 519 (1.8%) | 164 (2.4%) | 112 (1.7%) | 110 (1.6%) | 133 (1.8%) | 0.001 |
| Age, years * | 64.3 | 63.9 | 64.2 | 64.3 | 64.7 | 0.001 |
| Age groups, n (%) | <0.001 | |||||
| 18–40 years | 958 (3.4%) | 226 (3.3%) | 237 (3.5%) | 250 (3.6%) | 245 (3.3%) | |
| 40–65 years | 12,613 (45.0%) | 3266 (47.6%) | 3110 (46.0%) | 3089 (44.0%) | 3148 (42.5%) | |
| ≥65 years | 14,484 (51.6%) | 3374 (49.1%) | 3409 (50.5%) | 3686 (52.5%) | 4015 (54.2%) | |
| Women, n (%) | 14,712 (52.4%) | 3648 (53.1%) | 3561 (52.7%) | 3660 (52.1%) | 3843 (51.9%) | 0.427 |
| Cases with diabetic retinopathy, n (%) | 4171 (14.9%) | 1093 (15.9%) | 1026 (15.2%) | 1029 (14.6%) | 1023 (13.8%) | 0.004 |
| Cases with diabetic neuropathy, n (%) | 5810 (20.7%) | 1397 (21.8%) | 1472 (21.8%) | 1420 (20.2%) | 1421 (19.2%) | <0.001 |
| Cases with chronic kidney disease, n (%) | 5074 (18.1%) | 1218 (17.7%) | 1231 (18.2%) | 1256 (17.9%) | 1369 (18.5%) | 0.655 |
| Cases with | 12,074 (43.0%) | 2910 (42.4%) | 2806 (41.5%) | 2991 (42.6%) | 3367 (45.5%) | <0.001 |
| Cases with foot ulcerations, n (%) | 1102 (3.9%) | 282 (4.1%) | 275 (4.1%) | 281 (4.0%) | 264 (3.6%) | 0.302 |
| Cases with acute diabetes complications, n (%) | 740 (2.6%) | 140 (2.0%) | 194 (2.9%) | 172 (2.4%) | 234 (3.2%) | <0.001 |
N/n (%), number (percentage) of episodes of hospitalizations; CVD, cardiovascular diseases. * Presented as mean (95% Confidence Interval).
Assessment of average length of stay * per episode of hospitalization.
| All Sample | 2015 | 2016 | 2017 | 2018 | ||
|---|---|---|---|---|---|---|
| Overall | 7.3 (7.2; 7.4) | 7.4 (7.2; 7.6) | 7.5 (7.4; 7.7) | 7.3 (7.2; 7.5) | 7.1 (6.9; 7.2) | 0.002 |
| Type of diabetes | ||||||
| Type 1 | 5.9 (5.6; 6.1) | 5.7 (5.2; 6.2) | 6.1 (5.6; 6.6) | 6.2 (5.6; 6.9) | 5.4 (4.8; 6.0) | 0.196 |
| Type 2 | 7.4 (7.3; 7.5) | 7.4 (7.3; 7.6) | 7.6 (7.4; 7.8) | 7.4 (7.2; 7.6) | 7.2 (7.0; 7.3) | 0.005 |
| Specific forms | 8.3 (6.7; 9.9) | 9.9 (5.1; 14.8) | 8.0 (6.7; 9.3) | 8.2 (6.9; 9.6) | 6.6 (5.8; 7.3) | 0.485 |
| <0.001 | <0.001 | <0.001 | 0.020 | <0.001 | ||
| By sex | ||||||
| Women | 7.5 (7.4; 7.6) | 7.4 (7.2; 7.6) | 7.8 (7.5; 8.0) | 7.5 (7.3; 7.8) | 7.2 (7.0; 7.4) | 0.003 |
| Men | 7.2 (7.0; 7.3) | 7.4 (7.0; 7.7) | 7.3 (7.1; 7.5) | 7.1 (6.8; 7.4) | 6.9 (6.7; 7.2) | 0.129 |
| 0.001 | 0.925 | 0.005 | 0.035 | 0.125 | ||
| By age groups | ||||||
| 18–40 years | 5.5 (5.2; 5.8) | 5.0 (4.4; 5.7) | 5.8 (5.2; 6.5) | 5.9 (5.2; 6.6) | 5.1 (4.6; 5.6) | 0.108 |
| 40–65 years | 6.7 (6.6; 6.9) | 6.8 (6.6; 7.0) | 7.0 (6.8; 7.3) | 6.7 (6.5; 7.0) | 6.4 (6.2; 6.7) | 0.005 |
| ≥65 years | 8.0 (7.8; 8.1) | 8.1 (7.8; 8.5) | 8.1 (7.9; 8.4) | 8.0 (7.7; 8.3) | 7.7 (7.5; 7.9) | 0.061 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Diabetic retinopathy | ||||||
| Yes | 5.1 (5.0; 5.3) | 5.4 (5.1; 5.6) | 5.3 (5.1; 5.6) | 5.2 (4.9; 5.5) | 4.7 (4.4; 5.0) | 0.004 |
| No | 7.7 (7.6; 7.8) | 7.8 (7.5; 8.0) | 7.9 (7.8; 8.1) | 7.7 (7.5; 7.9) | 7.4 (7.3; 7.6) | 0.006 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Diabetic neuropathy | ||||||
| Yes | 7.4 (7.3; 7.5) | 7.3 (6.7; 7.8) | 7.0 (6.8; 7.3) | 7.1 (6.8; 7.5) | 6.9 (6.6; 7.2) | 0.627 |
| No | 7.1 (6.9; 7.3) | 7.4 (7.2; 7.6) | 7.7 (7.5; 7.9) | 7.4 (7.2; 7.6) | 7.1 (6.9; 7.3) | 0.001 |
| 0.006 | 0.531 | 0.001 | 0.304 | 0.330 | ||
| Chronic kidney disease | ||||||
| Yes | 8.1 (7.9; 8.3) | 7.8 (7.5; 8.2) | 8.2 (7.8; 8.7) | 8.4 (8.0; 9.8) | 8.0 (7.6; 8.3) | 0.241 |
| No | 7.2 (7.1; 7.3) | 7.3 (7.1; 7.5) | 7.4 (7.2; 7.6) | 7.1 (6.9; 7.3) | 6.9 (6.7; 7.0) | 0.001 |
| <0.001 | 0.034 | <0.001 | <0.001 | <0.001 | ||
| Foot ulcerations | ||||||
| Yes | 10.7 (10.2; 11.2) | 11.6 (10.5; 12.6) | 10.3 (9.3; 11.2) | 10.1 (9.2; 11.0) | 10.7 (9.7; 11.7) | 0.164 |
| No | 7.2 (7.1; 7.3) | 7.2 (7.0; 7.4) | 7.4 (7.3; 7.6) | 7.2 (7.0; 7.4) | 6.9 (6.8; 7.1) | 0.002 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| CVD | ||||||
| Yes | 8.0 (7.8; 8.1) | 8.0 (7.6; 8.4) | 8.1 (7.9; 8.4) | 8.0 (7.7; 8.3) | 7.8 (7.6; 8.1) | 0.492 |
| No | 6.8 (6.7; 6.9) | 6.9 (6.7; 7.2) | 7.1 (6.9; 7.3) | 6.9 (6.6; 7.1) | 6.4 (6.2; 6.6) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Acute diabetes complications | ||||||
| Yes | 6.1 (5.8; 6.4) | 6.8 (5.8; 7.7) | 5.9 (5.4; 6.4) | 6.4 (5.8; 7.0) | 5.7 (5.3; 6.2) | 0.083 |
| No | 7.4 (7.3; 7.5) | 7.4 (7.2; 7.6) | 7.6 (7.4; 7.8) | 7.4 (7.2; 7.6) | 7.1 (7.0; 7.3) | 0.003 |
| <0.001 | 0.377 | 0.001 | 0.128 | 0.002 |
* Presented as mean (95% Confidence Interval). CVD, cardiovascular diseases.
Figure 1Evolution of total costs panel (A), median cost/episode of hospitalization panel (B), and the number of episodes of hospitalization in the studied period panel (C).
Adjusted median cost (95% CI) per episode of hospitalization in the analyzed period (EUR).
| Median Cost per Episode, EUR | All Sample | 2015 | 2016 | 2017 | 2018 | |
|---|---|---|---|---|---|---|
| Overall | 596.5 (347.5; 994.1) | 591.7 (338.1; 977.2) | 621.9 (375.7; 1031.0) | 596.0 (348.3; 990.4) | 577.4 (336.1; 971.3) | <0.001 |
| Type of diabetes | ||||||
| Type 1 | 410.3 (258.9; 675.1) | 395.8 (254.5; 649.5) | 436.4 (273.6; 681.8) | 478.0 (285.6; 822.2) | 389.4 (231.5; 606.5) | <0.001 |
| Type 2 | 604.5 (355.2; 1009.1) | 602.7 (344.3; 992.1) | 631.6 (388.0; 1046.0) | 600.4 (353.2; 1000.8) | 589.2 (343.4; 994.2) | <0.001 |
| Specific forms | 659.5 (387.9; 1111.6) | 691.8 (380.4; 1268.3) | 716.0 (410.4; 1219.2) | 687.4 (389.2; 1261.2) | 590.3 (373.3; 875.3) | 0.142 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| By sex | ||||||
| Women | 606.9 (365.3; 992.7) | 596.3 (344.2; 972.1) | 638.0 (407.5; 1049.6) | 612.5 (370.4; 989.2) | 580.0 (345.4; 948.6) | <0.001 |
| Men | 581.8 (333.5; 996.5) | 585.0 (332.0; 985.3) | 595.9 (345.0; 1017.4) | 577.2 (329.5; 992.4) | 570.8 (324.3; 992.8) | 0.047 |
| <0.001 | 0.255 | <0.001 | 0.001 | 0.417 | ||
| By age groups | ||||||
| 18–40 years | 402.8 (252.6; 632.1) | 344.4 (242.7; 552.9) | 426.2 (272.4; 639.2) | 415.2 (270.1; 799.4) | 393.3 (232.3; 600.2) | 0.003 |
| 40–65 years | 542.9 (320.8; 889.8) | 542.5 (318.0; 876.8) | 568.6 (342.4; 929.3) | 545.8 (322.1; 894.6) | 514.0 (303.6; 861.2) | <0.001 |
| ≥65 years | 665.3 (408.7; 1100.4) | 670.7 (405.4; 1082.8) | 705.5 (428.6; 1157.0) | 655.0 (404.8; 1094.4) | 639.9 (395.3; 1074.9) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Diabetic retinopathy | ||||||
| Yes | 365.7 (149.2; 608.0) | 368.0 (171.4; 620.1) | 414.3 (167.6; 622.6) | 368.0 (146.2; 618.4) | 297.2 (96.4; 551.4) | <0.001 |
| No | 638.8 (389.7; 1072.5) | 642.4 (374.6; 1062.0) | 667.0 (416.8; 1124.4) | 632.8 (386.4; 1068.2) | 614.4 (378.4; 1048.5) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Diabetic neuropathy | ||||||
| Yes | 545.1 (364.1; 787.3) | 542.2 (346.7; 775.5) | 560.6 (393.8; 795.4) | 550.0 (370.8; 806.0) | 525.0 (357.4; 768.5) | 0.019 |
| No | 621.0 (343.1; 1063.8) | 622.0 (334.1; 1054.2) | 653.1 (371.7; 1112.9) | 619.5 (342.9; 1062.7) | 597.0 (330.9; 1035.6) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Chronic kidney disease | ||||||
| Yes | 649.5 (429.5; 1046.4) | 631.2 (407.0; 981.2) | 672.3 (466.6; 1086.4) | 651.4 (441.7; 1045.9) | 641.2 (414.7; 1048.7) | 0.004 |
| No | 582.7 (336.0; 980.8) | 583.9 (328.8; 974.8) | 606.1 (360.2; 1020.5) | 581.3 (337.7; 973.0) | 559.6 (323.8; 953.7) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Foot ulcerations | ||||||
| Yes | 810.9 (587.7; 1325.5) | 815.4 (592.0; 1464.0) | 814.6 (605.5; 1293.8) | 797.2 (559.8; 1274.3) | 822.2 (574.3; 1290.5) | 0.351 |
| No | 587.1 (341.7; 980.7) | 580.5 (332.3; 950.0) | 610.3 (368.7; 1021.2) | 589.2 (342.8; 981.9) | 568.1 (329.4; 957.7) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| CVD | ||||||
| Yes | 683.4 (445.4; 1094.0) | 673.8 (435.7; 1076.7) | 712.3 (470.0; 1110.7) | 686.9 (449.0; 1094.3) | 666.6 (440.3; 1091.9) | 0.017 |
| No | 529.0 (295.9; 899.1) | 515.0 (276.7; 889.0) | 567.3 (330.1; 954.2) | 532.7 (298.3; 897.1) | 500.1 (274.2; 853.3) | <0.001 |
| <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Acute diabetes complications | ||||||
| Yes | 479.4 (304.4; 720.1) | 495.0 (310.9; 792.0) | 482.3 (318.1; 693.2) | 519.4 (319.7; 876.5) | 448.7 (299.1; 616.1) | 0.050 |
| No | 600.2 (349.5; 1003.8) | 593.5 (338.6; 984.1) | 626.4 (378.4; 1046.3) | 597.8 (349.2; 995.1) | 582.5 (338.5; 987.0) | <0.001 |
| <0.001 | 0.007 | <0.001 | 0.072 | <0.001 |
CI, confidence interval; CVD, cardiovascular disease (peripheral arteriopathy with ulceration not included); N, number of episodes of hospitalizations.
Predictors of CPI-adjusted costs and length of stay per episode of hospitalization.
| Predictor | Adjusted Average Costs per Episode of Hospitalization | Length of Stay per Episode of Hospitalization | ||
|---|---|---|---|---|
| Standardized β Coefficient | Standardized β Coefficient | |||
| Age group | 0.027 | <0.001 | 0.054 | <0.001 |
| Sex (men vs. women) | 0.015 | 0.015 | 0.012 | 0.051 |
| Diabetes type (specific forms vs. type 2 vs. type 1) | 0.000 | 0.949 | 0.008 | 0.213 |
| Acute diabetes complications (yes vs. no) | −0.019 | 0.002 | −0.012 | 0.040 |
| Diabetic retinopathy (yes vs. no) | −0.085 | <0.001 | −0.120 | <0.001 |
| Diabetic neuropathy (yes vs. no) | −0.032 | <0.001 | −0.003 | 0.610 |
| Chronic kidney disease (yes vs. no) | 0.016 | 0.010 | 0.037 | <0.001 |
| Foot ulcerations (yes vs. no) | 0.030 | <0.001 | 0.099 | <0.001 |
| CVD (yes vs. no) | 0.017 | 0.008 | 0.027 | <0.001 |
CVD, cardiovascular disease.