| Literature DB >> 34839536 |
Kathleen M Friel1, Patrick Gillespie2, Vivien Coates1,3, Claire McCauley1, Michael McCann4, Maurice O'Kane3, Karen McGuigan5, Amjed Khamis4, Matthew Manktelow1.
Abstract
AIM: To estimate and examine hospitalisation costs of Type 1 and Type 2 diabetes in an Irish public hospital.Entities:
Keywords: costs; diabetes mellitus; economic impact; hospitalisation; inpatients; length of stay
Mesh:
Year: 2021 PMID: 34839536 PMCID: PMC9299992 DOI: 10.1111/dme.14753
Source DB: PubMed Journal: Diabet Med ISSN: 0742-3071 Impact factor: 4.213
Sample characteristics
| Variable | Total sample (n = 7548) | Type 1 diabetes (n = 427) | Type 2 diabetes (n = 7121) |
|
|---|---|---|---|---|
| Sex | ||||
| Men | 4,473 (59) | 228 (53) | 4,245 (60) | |
| Women | 3,075 (41) | 199 (47) | 2,876 (40) | 0.011 |
| Age (Years) |
75 ± 14, 78 (69,86) |
50 ± 20, 48 (31,67) |
77 ± 12, 78 (70,86) | <0.001 |
| Age group | ||||
| < 30 years | 114 (1.5) | 93 (22) | 21 (0.3) | <0.001 |
| 30–44 years | 203 (2.7) | 108 (25) | 95 (1.3) | |
| 45–59 years | 599 (7.9) | 93 (22) | 506 (7.1) | |
| 60–74 years | 2,053 (27) | 61 (14) | 1,992 (28) | |
| 75+ years | 4,578 (61) | 71 (17) | 4,507 (63) | |
| Admission type | ||||
| Elective | 580 (7.7) | 28 (6.6) | 552 (7.8) | 0.368 |
| Unscheduled | 6,968 (92) | 399 (93) | 6,569 (92) | |
| Primary diagnosis on hospital admission | ||||
| Not diabetes | 6,941 (92) | 242 (57) | 6,699 (94) | <0.001 |
| Diabetes | 607 (8.0) | 185 (43) | 422 (5.9) | |
| Complications | ||||
| No diabetes complications | 3,799 (50) | 152 (36) | 3,647 (51) | <0.001 |
| 1 diabetes complication | 3,162 (42) | 223 (52) | 2,939 (41) | |
| 2 diabetes complications | 455 (6.0) | 35 (8.2) | 420 (6.0) | |
| 3 or more complications | 132 (1.7) | 17 (4.0) | 115 (1.6) | |
| Insurance | ||||
| Public | 7,026 (93) | 388 (91) | 6,638 (93) | 0.063 |
| Private | 522 (6.9) | 39 (8.9) | 483 (6.8) | |
| Discharge destination | ||||
| Self‐discharged | 52 (0.7) | 11 (2.6) | 41 (0.6) | <0.001 |
| Residence (return home) | 5,937 (79) | 390 (91) | 5,547 (78) | |
| Nursing/care home | 902 (12) | 15 (3.5) | 887 (12) | |
| Emergency transfer | 325 (4.3) | 9 (1.9) | 316 (4.4) | |
| Psychiatric hospital | 45 (0.6) | 0 (0.0) | 45 (0.6) | |
| Hospice | 47 (0.6) | 0 (0.0) | 47 (0.7) | |
| Died | 240 (3.2) | 2 (0.5) | 238 (3.3) | |
| Discharge year | ||||
| 2013 | 1177 (16) | 80 (19) | 1097 (15.4) | <0.001 |
| 2014 | 1267 (17) | 103 (24) | 1164 (16) | |
| 2015 | 1582 (21) | 74 (17) | 1508 (21) | |
| 2016 | 1679 (22) | 84 (20) | 1595 (22.4) | |
| 2017 | 1843 (24) | 86 (20) | 1757 (25) | |
| Length of stay (days) |
8 ± 13, 5 (2,10) |
5 ± 8, 2 (1,5) |
9 ± 13, 5 (2,10) | <0.001 |
Statistical analysis consisted of t‐test for continuous variables and χ 2 tests for categorical variables. Continuous data is displayed as mean ± SD, median (quartile 1, quartile 3); categorical data are reported as n (%).
Mean ± SD of inpatient costs (€) for Type 1 and Type 2 diabetes
| Variable |
Inpatient costs € Type 1 diabetes |
|
Inpatient costs € Type 2 diabetes |
|
|---|---|---|---|---|
| Full sample | 4027 ± 3604 | 5026 ± 5674 | <0.001 | |
| Sex | ||||
| Men | 4464 ± 4319 | 0.007 | 4983 ± 5498 | 0.436 |
| Women | 3528 ± 2456 | 5081 ± 5924 | ||
| Age | ||||
| < 30 years | 3529 ± 2117 | 0.004 | 3483 ± 2988 | <0.001 |
| 30–44 years | 3162 ± 1637 | 3738 ± 2679 | ||
| 45–59 years | 4667 ± 5974 | 4935 ± 7822 | ||
| 60–74 years | 4341 ± 3102 | 4709 ± 5779 | ||
| 75+ years | 4884 ± 3276 | 5211 ± 5379 | ||
| Admission type | ||||
| Elective | 5079 ± 2647 | 0.110 | 6570 ± 6078 | <0.001 |
| Unscheduled | 3954 ± 3649 | 4896 ± 5619 | ||
| Primary diagnosis on hospital admission | ||||
| Not primary diagnosis | 3995 ± 3200 | 0.837 | 5057 ± 5790 | 0.003 |
| Primary diagnosis | 4070 ± 4074 | 4533 ± 3274 | ||
| complications | ||||
| No diabetes complications | 3628 ± 2355 | 0.350 | 4500 ± 4689 | <0.001 |
| 1 diabetes complication | 4183 ± 4401 | 5472 ± 6340 | ||
| 2 diabetes complications | 4543 ± 2502 | 5954 ± 5798 | ||
| 3 or more complications | 4492 ± 2841 | 6911 ± 11273 | ||
| Insurance | ||||
| Public | 4021 ± 3725 | 0.904 | 4988 ± 5438 | 0.145 |
| Private | 4094 ± 2000 | 5545 ± 8246 | ||
| Discharge destination | ||||
| Self‐discharged | 4151 ± 3824 | < 0.001 | 4100 (3214) | <0.001 |
| Residence (return home) | 3864 ± 3457 | 4528 (4317) | ||
| Nursing/care home | 5914 ± 2340 | 6165 (6551) | ||
| Emergency transfer | 4542 ± 3471 | 5640 (9075) | ||
| Psychiatric hospital | n/a | 6436 (8104) | ||
| Hospice | n/a | 6525 (2881) | ||
| Died | 18877 ± 7607 | 11169 (13977) | ||
| Discharge year | ||||
| 2013 | 3723 ± 1904 | 0.545 | 5570 ± 7620 | <0.001 |
| 2014 | 4143 ± 2552 | 5456 ± 6622 | ||
| 2015 | 4738 ± 7091 | 4893 ± 5729 | ||
| 2016 | 3727 ± 2255 | 4908 ± 4466 | ||
| 2017 | 3855 ± 2255 | 4662 ± 4305 | ||
Statistical analysis consisted of independent t‐tests for binary predictors and ANOVA those categorical predictors with more than two levels. As both t‐test and ANOVA involve comparison of group means, results for costs are displayed as mean ± SD.
Marginal effects and standard errors for variables associated with in‐patient diabetes costs, estimated using generalised linear models with an inverse Gaussian distribution and a 1.5 power link function
| Variable | Type 1 diabetes | Type 2 diabetes | ||
|---|---|---|---|---|
|
inpatient costs € marginal effects (standard errors) |
|
inpatient costs € marginal effects (standard errors) |
| |
| Sex | ||||
| Men (reference category (Ref)) | ||||
| Women | −866 (205) | < 0.001 | 62 (52) | 0.232 |
| Age | ||||
| < 30 years (Ref) | ||||
| 30–44 years | −449 (239) | 0.060 | 121 (212) | 0.568 |
| 45–59 years | 86 (341) | 0.800 | 452 (199) | 0.023 |
| 60–74 years | 54 (337) | 0.872 | 697 (192) | < 0.001 |
| 75+ years | 12 (322) | 0.970 | 855 (191) | < 0.001 |
| Admission type | ||||
| Elective (Ref) | ||||
| Unscheduled | −1578 (748) | 0.035 | −2108 (224) | < 0.001 |
| Primary diagnosis | ||||
| Not primary diagnosis (Ref) | ||||
| Primary diagnosis | 654 (242) | 0.007 | 330 (133) | 0.014 |
| Complications | ||||
| No diabetes complications (Ref) | ||||
| 1 diabetes complication | 165 (218) | 0.449 | 536 (68) | < 0.001 |
| 2 diabetes complications | 390 (563) | 0.489 | 719 (177) | < 0.001 |
| 3 or more complications | −216 (510) | 0.672 | 848 (374) | 0.023 |
| Insurance | ||||
| Public (Ref) | ||||
| Private | 416 (415) | 0.317 | 176 (118) | 0.134 |
| Discharge destination | ||||
| Self‐discharged | −20 (512) | 0.969 | −315 (194) | 0.104 |
| Residence (return home) (Ref) | ||||
| Nursing/care home | 1307 (1307) | 0.289 | 633 (133) | < 0.001 |
| Emergency transfer | −1030 (1233) | 0.289 | 533 (197) | 0.007 |
| Psychiatric hospital | n/a | n/a | 766 (488) | 0.117 |
| Hospice | n/a | n/a | 1946 (902) | 0.031 |
| Died | 22968 (37891) | 0.544 | 6795 (1050) | < 0.001 |
| Length of stay (Days) | 260 (48) | < 0.001 | 216 (9) | < 0.001 |
| Year | ||||
| 2013 (Ref) | ||||
| 2014 | 38 (297) | 0.897 | 99 (101) | 0.329 |
| 2015 | 85 (285) | 0.766 | 51 (91) | 0.572 |
| 2016 | 120 (220) | 0.584 | 449 (98) | < 0.001 |
| 2017 | −171 (256) | 0.505 | 191 (93) | 0.041 |
Abbreviation: Ref, reference category; IG, inverse Gaussian; AIC, Akaike Information Criterion.
|
E10.01 Type 1 diabetes mellitus with hyperosmolarity without nonketotic hyperglycaemic‐hyperosmolar coma (NKHHC) E10.11 Type 1 diabetes mellitus with ketoacidosis, without coma E10.29 Type 1 diabetes mellitus with other specified kidney complication E10.31 Type 1 diabetes mellitus with background retinopathy E10.64 Type 1 diabetes mellitus with hypoglycaemia
E10.69 Type 1 diabetes mellitus with other specified complication E10.73 Type 1 diabetes mellitus with foot ulcer due to multiple causes E10.9 Type 1 diabetes mellitus without complication |
|
E11.01 Type 2 diabetes mellitus with hyperosmolarity without nonketotic hyperglycaemic‐hyperosmolar coma [NKHHC] E11.02 Type 2 diabetes mellitus with hyperosmolarity with coma E11.11 Type 2 diabetes mellitus with ketoacidosis, without coma E11.22 Type 2 diabetes mellitus with established diabetic nephropathy E11.29 Type 2 diabetes mellitus with other specified kidney complication E11.33 Type 2 diabetes mellitus with proliferative retinopathy E11.34 Type 2 diabetes mellitus with other retinopathy E11.42 Type 2 diabetes mellitus with diabetic polyneuropathy E11.43 Type 2 diabetes mellitus with diabetic autonomic neuropathy E11.52 Type 2 diabetes mellitus with peripheral angiopathy, with gangrene E11.64 Type 2 diabetes mellitus with hypoglycaemia E11.65 Type 2 diabetes mellitus with poor control E11.69 Type 2 diabetes mellitus with other specified complication E11.71 Type 2 diabetes mellitus with multiple microvascular and other specified nonvascular complications E11.72 Type 2 diabetes mellitus with features of insulin resistance E11.73 Type 2 diabetes mellitus with foot ulcer due to multiple causes E11.9 Type 2 diabetes mellitus without complication E13.61 Other specified diabetes mellitus with specified diabetic musculoskeletal and connective tissue complication E13.65 Other specified diabetes mellitus with poor control E13.69 Other specified diabetes mellitus with other specified complication E13.9 Other specified diabetes mellitus without complication |
| With complication(s) | Without complication(s) |
|---|---|
|
E11.01 Type 2 diabetes mellitus with hyperosmolarity without nonketotic hyperglycaemic‐hyperosmolar coma [NKHHC] E11.02 Type 2 diabetes mellitus with hyperosmolarity with coma E11.11 Type 2 diabetes mellitus with ketoacidosis, without coma E11.22 Type 2 diabetes mellitus with established diabetic nephropathy E11.29 Type 2 diabetes mellitus with other specified kidney complication E11.33 Type 2 diabetes mellitus with proliferative retinopathy E11.34 Type 2 diabetes mellitus with other retinopathy E11.42 Type 2 diabetes mellitus with diabetic polyneuropathy E11.43 Type 2 diabetes mellitus with diabetic autonomic neuropathy E11.52 Type 2 diabetes mellitus with peripheral angiopathy, with gangrene E11.64 Type 2 diabetes mellitus with hypoglycaemia E11.65 Type 2 diabetes mellitus with poor control E11.69 Type 2 diabetes mellitus with other specified complication E11.71 Type 2 diabetes mellitus with multiple microvascular and other specified nonvascular complications E11.72 Type 2 diabetes mellitus with features of insulin resistance E11.73 Type 2 diabetes mellitus with foot ulcer due to multiple causes E13.61 Other specified diabetes mellitus with specified diabetic musculoskeletal and connective tissue complication E13.65 Other specified diabetes mellitus with poor control E13.69 Other specified diabetes mellitus with other specified complication |
E10.9 Type 1 diabetes mellitus without complication E11.9 Type 2 diabetes mellitus without complication E13.9 Other specified diabetes mellitus without complication |