| Literature DB >> 26201986 |
L C Rosella1,2,3, M Lebenbaum2, T Fitzpatrick2, D O'Reilly4,5, J Wang2, G L Booth3,6,7,8, T A Stukel3,8, W P Wodchis3,8,9.
Abstract
AIMS: To estimate the healthcare costs attributable to diabetes in Ontario, Canada using a propensity-matched control design and health administrative data from the perspective of a single-payer healthcare system.Entities:
Mesh:
Year: 2015 PMID: 26201986 PMCID: PMC5014203 DOI: 10.1111/dme.12858
Source DB: PubMed Journal: Diabet Med ISSN: 0742-3071 Impact factor: 4.359
Baseline characteristics of matching variables for unmatched and matched cases and controls, by sex
| Variable | Unmatched | Matched | ||||||
|---|---|---|---|---|---|---|---|---|
| Cases | Controls | Absolute standardized difference | Variance ratio | Cases | Controls | Absolute standardized difference | Variance ratio | |
| Women | ||||||||
| Total, | 410 | 615 | 331 232 | 993 639 | ||||
| Mean ( | 58.80 (15.51) | 46.89 (17.62) | 0.72 | 0.77 | 58.78 (15.49) | 58.78(15.49) | 0.00 | 1.00 |
| Age, | ||||||||
| 20–44 years | 18.53 | 49.46 | 0.69 | 0.60 | 18.53 | 18.53 | 0.00 | 1.00 |
| 45–64 years | 44.93 | 33.28 | 0.24 | 1.11 | 44.96 | 44.96 | 0.00 | 1.00 |
| 65–74 years | 19.31 | 8.43 | 0.32 | 2.02 | 19.31 | 19.31 | 0.00 | 1.00 |
| 75–84 years | 12.76 | 6.04 | 0.23 | 1.96 | 12.76 | 12.77 | 0.00 | 1.00 |
| ≥85 years | 4.48 | 2.80 | 0.09 | 1.57 | 4.43 | 4.43 | 0.00 | 1.00 |
| Mean ( | 3.83 (2.27) | 3.93 (2.24) | 0.04 | 1.02 | 3.83 (2.27) | 3.89 (2.24) | 0.03 | 1.02 |
| Mean ( | 2.40 (0.72) | 3.19 (0.88) | 0.98 | 0.67 | 2.4 (0.72) | 2.41 (0.72) | 0.01 | 1.00 |
| Collapsed Aggregated Diagnosis Group, % | ||||||||
| Acute minor | 80.06 | 64.89 | 0.35 | 0.7 | 80.04 | 80.38 | 0.02 | 1.01 |
| Acute major | 79.77 | 61.73 | 0.41 | 0.68 | 79.75 | 80.14 | 0.00 | 1.00 |
| Likely to recur | 66.93 | 54.21 | 0.26 | 0.89 | 66.91 | 67.05 | 0.04 | 1.25 |
| Asthma | 9.20 | 5.38 | 0.15 | 1.64 | 9.13 | 8.15 | 0.01 | 1.01 |
| Chronic medical: unstable | 40.96 | 20.37 | 0.46 | 1.49 | 40.90 | 38.57 | 0.01 | 1.01 |
| Chronic medical: stable | 73.88 | 38.23 | 0.77 | 0.82 | 73.86 | 74.14 | 0.00 | 1.00 |
| Chronic specialty: stable | 6.39 | 3.78 | 0.12 | 1.64 | 6.39 | 6.32 | 0.04 | 1.11 |
| Eye/dental | 14.60 | 7.62 | 0.22 | 1.77 | 14.59 | 13.82 | 0.05 | 1.02 |
| Chronic specialty: unstable | 12.24 | 6.67 | 0.19 | 1.72 | 12.24 | 11.92 | 0.01 | 1.01 |
| Psychosocial | 39.19 | 28.32 | 0.23 | 1.17 | 39.13 | 38.32 | 0.00 | 1.01 |
| Preventive/administrative | 50.58 | 46.05 | 0.09 | 1.01 | 50.58 | 50.48 | 0.02 | 1.05 |
| Pregnancy | 3.62 | 6.87 | 0.15 | 0.54 | 3.62 | 2.88 | 0.01 | 1.02 |
| Men | ||||||||
| Total, | 365 | 508 | 367 035 | 1 101 105 | ||||
| Mean ( | 57.61 (13.83) | 45.49 (16.48) | 0.80 | 0.70 | 57.59 (13.8) | 57.59 (13.8) | 0.00 | 1.00 |
| 20–44 years | 17.55 | 51.61 | 0.77 | 0.58 | 17.55 | 17.55 | 0.00 | 1.00 |
| 45–64 years | 51.06 | 34.28 | 0.34 | 1.11 | 51.09 | 51.10 | 0.00 | 1.00 |
| 65–74 years | 19.11 | 7.92 | 0.33 | 2.12 | 19.13 | 19.12 | 0.00 | 1.00 |
| 75–84 years | 10.00 | 4.72 | 0.20 | 2.00 | 10.00 | 10.00 | 0.00 | 1.00 |
| ≥85 years | 2.28 | 1.47 | 0.06 | 1.54 | 2.23 | 2.23 | 0.00 | 1.00 |
| Mean ( | 3.80 (2.25) | 3.90 (2.23) | 0.04 | 1.02 | 3.89 (2.25) | 3.86 (2.22) | 0.03 | 1.02 |
| Mean ( | 2.23 (0.72) | 3.04 (0.86) | 1.02 | 0.70 | 2.24 (0.72) | 2.25 (0.72) | 0.01 | 1.00 |
| Collapsed Aggregated Diagnosis Group, % | ||||||||
| Acute minor | 72.23 | 54.71 | 0.37 | 0.81 | 72.21 | 72.30 | 0.00 | 1.00 |
| Acute major | 70.83 | 48.17 | 0.47 | 0.83 | 70.81 | 70.98 | 0.00 | 1.00 |
| Likely to recur | 58.21 | 41.05 | 0.35 | 1.01 | 58.19 | 58.04 | 0.00 | 1.00 |
| Asthma | 5.76 | 3.67 | 0.10 | 1.54 | 5.73 | 5.14 | 0.03 | 1.11 |
| Chronic medical: unstable | 40.87 | 17.90 | 0.52 | 1.64 | 40.82 | 37.54 | 0.07 | 1.03 |
| Chronic medical: stable | 67.25 | 31.78 | 0.76 | 1.02 | 67.23 | 67.41 | 0.00 | 1.00 |
| Chronic specialty: stable | 6.37 | 3.91 | 0.11 | 1.59 | 6.37 | 6.46 | 0.00 | 0.99 |
| Eye/dental | 11.40 | 5.98 | 0.19 | 1.80 | 11.39 | 10.53 | 0.03 | 1.07 |
| Chronic specialty: unstable | 9.91 | 5.34 | 0.17 | 1.76 | 9.91 | 9.68 | 0.01 | 1.02 |
| Psychosocial | 30.53 | 19.96 | 0.25 | 1.33 | 30.49 | 29.43 | 0.02 | 1.02 |
| Preventive/administrative | 45.16 | 27.91 | 0.36 | 1.23 | 45.13 | 44.88 | 0.01 | 1.00 |
Difference between total matched controls and total number of controls matched to a case with three matched controls.
The direct (per‐person) healthcare costs (Canadian dollars 2012) for diabetes cases and non‐diabetic controls and attributable (annualized) healthcare costs for the entire 8‐year follow‐up period overall and by year since index (annual costs), age at baseline and survival status, for males and females
| Women | Men | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Costs: diabetes cases, C$ | Costs: controls, C$ | Attributablecosts, C$ | Costs: diabetes cases, C$ | Costs: controls, C$ | Attributablecosts, C$ | |||||||
| Mean |
| Mean |
| Mean | (95% CI) | Mean |
| Mean |
| Mean | (95% CI) | |
| Overall | 16 145 | 82 548 | 6414 | 20 787 | 9731 | (9451, 10 012) | 16 356 | 92 312 | 6041 | 23 064 | 10 315 | (10 016−10 613) |
| Year post‐index (annual costs, C$) | ||||||||||||
| Year 1 | 8160 | 22 217 | 4375 | 12 821 | 3785 | (3708−3862) | 7699 | 22 649 | 3873 | 13 197 | 3,826 | (3751−3901) |
| Year 2 | 5682 | 15 351 | 4463 | 12 893 | 1219 | (1176−1295) | 4949 | 15 832 | 3953 | 13 623 | 996 | (945−1064) |
| Year 3 | 5603 | 15 346 | 4521 | 13 139 | 1082 | (1034−1164) | 4768 | 15 025 | 4040 | 14 220 | 728 | (672–798) |
| Year 4 | 5609 | 14 794 | 4616 | 13 675 | 993 | (935−1077) | 4908 | 15 969 | 4120 | 14 451 | 789 | (720–868) |
| Year 5 | 5630 | 14 977 | 4634 | 13 879 | 997 | (928−1090) | 4921 | 15 366 | 4106 | 14 193 | 816 | (736–897) |
| Year 6 | 5386 | 14 510 | 4446 | 13 298 | 940 | (861−1043) | 4676 | 15 051 | 3866 | 14 130 | 810 | (718–902) |
| Year 7 | 4928 | 13 856 | 4041 | 12 287 | 887 | (790−1008) | 4272 | 13 950 | 3499 | 12 661 | 773 | (666–880) |
| Year 8 | 3490 | 10 586 | 2860 | 9455 | 630 | (512−756) | 3004 | 10 552 | 2453 | 9757 | 551 | (432–673) |
| Age at baseline | ||||||||||||
| 20–44 years | 5588 | 42 592 | 2025 | 9737 | 3563 | (3224−3902) | 5816 | 57 434 | 1499 | 9081 | 4316 | (3871−4761) |
| 45–64 years | 9086 | 64 835 | 3434 | 14 836 | 5652 | (5321−5984) | 9919 | 76 238 | 3492 | 15 689 | 6427 | (6079−6774) |
| 65–74 years | 17 403 | 84 584 | 7746 | 23 748 | 9657 | (8994−10 320) | 21 302 | 102 725 | 9082 | 29 027 | 12 221 | (11 452−12 989) |
| 75–84 years | 36 014 | 127 701 | 14 589 | 30 311 | 21 425 | (20 199−22 651) | 43 277 | 141 718 | 16 550 | 38 837 | 26 727 | (25 263−28 189) |
| ≥85 years | 69 229 | 143 051 | 25 655 | 35 734 | 43 575 | (41 245−45 906) | 83 775 | 180 727 | 27 060 | 47 494 | 56 714 | (52 767−60 663) |
| Survival status during follow‐up | ||||||||||||
| Survived | 6462 | 19 945 | 3979 | 10 146 | 2483 | (2421−2565) | 5939 | 22 379 | 3437 | 9997 | 2502 | (2429−2583) |
| Died | 129 133 | 260 428 | 43 842 | 63 249 | 85 291 | (82 027−88 402) | 134 197 | 290 068 | 43 903 | 72 662 | 90 294 | (86 864−93 509) |
*Mean cost diabetes cases minus mean costs matched controls.
Figure 1Sector‐specific per‐person healthcare costs ($CAD 2012) attributable to diabetes by year since index.