| Literature DB >> 28243067 |
Xiaoning He1, Liming Chen2, Ke Wang3, Haiya Wu3, Jing Wu1.
Abstract
OBJECTIVE: To assess adherence and persistence to insulin therapy and identify its associated factors among Chinese insulin-naïve patients with type 2 diabetes (T2D).Entities:
Keywords: adherence; insulin; persistence; type 2 diabetes mellitus
Year: 2017 PMID: 28243067 PMCID: PMC5315350 DOI: 10.2147/PPA.S123389
Source DB: PubMed Journal: Patient Prefer Adherence ISSN: 1177-889X Impact factor: 2.711
Baseline characteristics of the total cohort (N=24,192)
| Baseline characteristics | Total cohort |
|---|---|
| Demographic characteristics | |
| Mean age, mean (SD) | 58.9 (11.5) |
| Age group, n (%) | |
| <40 | 1,013 (4.2) |
| [40–49] | 3,574 (14.8) |
| [50–59] | 9,105 (37.6) |
| [60–69] | 5,735 (23.7) |
| ≥70 | 4,765 (19.7) |
| Female, n (%) | 11,976 (49.5) |
| Retired, n (%) | 16,833 (69.6) |
| Index insulin source, n (%) | |
| Human insulin | 12,547 (51.9) |
| Insulin analog | 9,461 (39.1) |
| Animal-derived insulin | 2,184 (9.0) |
| Index insulin action profile, n (%) | |
| Prandial insulin | 2,628 (10.9) |
| Basal insulin | 2,865 (11.8) |
| Premixed insulin | 18,699 (77.3) |
| Index insulin administration, n (%) | |
| Vials and syringes | 2,606 (10.8) |
| Pens | 21,586 (89.2) |
| Count of A1c tests, mean (SD) | 0.34 (0.64) |
| Any claims-based hypoglycemic events, n (%) | 191 (0.8) |
| Comorbidities and complications, n (%) | |
| CCI, mean (SD) | 1.98 (1.44) |
| Hypertension | 12,039 (49.8) |
| Dyslipidemia | 6,340 (26.2) |
| Retinopathy | 4,057 (16.8) |
| Neuropathy | 5,579 (23.1) |
| Nephropathy | 4,167 (17.2) |
| Count of unique OAD drug classes, mean (SD) | 2.22 (1.30) |
| Metformin | 10,190 (42.1) |
| Sulfonylureas | 8,268 (34.2) |
| Meglitinides | 12,551 (51.9) |
| Thiazolidinediones | 6,458 (26.7) |
| α-Glucosidase inhibitors | 16,324 (67.5) |
| Any hospitalizations, n (%) | 5,477 (22.6) |
| Direct medical cost ($), mean (SD) | 845 (1,493) |
Abbreviations: SD, standard deviation; CCI, Charlson Comorbidity Index; OAD, oral antidiabetic medication.
Unadjusted adherence and persistence in total cohort and subgroups
| Subgroups | MPR
| Time to nonpersistence
| |||
|---|---|---|---|---|---|
| Mean (SD) | Mean (SD) | ||||
| Total cohort | (N=24,192) | 0.499 (0.361) | 230.3 (145.5) | ||
| Gender subgroup | 0.097 | 0.540 | |||
| Male | (N=12,216) | 0.495 (0.359) | 230.9 (145.4) | ||
| Female | (N=11,976) | 0.503 (0.364) | 229.8 (145.5) | ||
| Age subgroup | <0.001 | 0.775 | |||
| <40 | (N=1,013) | 0.399 (0.348) | 185.0 (149.2) | ||
| [40–44] | (N=885) | 0.485 (0.358) | 220.0 (146.8) | ||
| [45–49] | (N=2,689) | 0.555 (0.364) | 243.1 (144.3) | ||
| [50–54] | (N=4,392) | 0.571 (0.364) | 249.7 (142.3) | ||
| [55–59] | (N=4,713) | 0.546 (0.362) | 243.7 (143.6) | ||
| [60–64] | (N=3,432) | 0.513 (0.357) | 235.5 (144.8) | ||
| [65–69] | (N=2,303) | 0.466 (0.348) | 224.1 (144.4) | ||
| [70–74] | (N=2,169) | 0.414 (0.341) | 214.2 (144.1) | ||
| [75–79] | (N=1,597) | 0.382 (0.335) | 201.5 (144.8) | ||
| ≥80 | (N=999) | 0.328 (0.319) | 180.4 (141.3) | ||
| Index insulin source | <0.001 | <0.001 | |||
| Human | (N=12,547) | 0.509 (0.365) | 225.8 (146.8) | ||
| Analog | (N=9,461) | 0.540 (0.356) | 242.9 (144.4) | ||
| Animal | (N=2,184) | 0.269 (0.270) | 202.2 (136.3) | ||
| Index insulin action profile | <0.001 | <0.001 | |||
| Mealtime | (N=2,628) | 0.294 (0.287) | 205.8 (137.3) | ||
| Basal | (N=2,865) | 0.522 (0.343) | 239.0 (143.8) | ||
| Premixed | (N=18,699) | 0.524 (0.364) | 232.5 (146.5) | ||
| Index insulin administration | <0.001 | <0.001 | |||
| Vials and syringes | (N=2,606) | 0.295 (0.287) | 207.7 (137.4) | ||
| Pens | (N=21,586) | 0.524 (0.362) | 233.1 (146.2) | ||
Notes:
Student’s t-test,
ANOVA.
Abbreviations: MPR, medication possession ratio; SD, standard deviation; ANOVA, analysis of variance.
Figure 1Kaplan–Meier curve for insulin persistence during follow-up period.
Unadjusted and adjusted characteristics for insulin adherent and nonadherent cohorts during 12-month follow-up period
| Patient characteristics | Adherent | Nonadherent | Unadjusted analysis
| Adjusted analysis
| ||||
|---|---|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | |||||
| Age group, n (%) | ||||||||
| <40 | 224 (3.0) | 789 (4.7) | 1.24 | 1.05–1.47 | 0.009 | 1.13 | 0.93–1.37 | 0.224 |
| [40–49] | 1,263 (16.9) | 2,311 (13.8) | 2.40 | 2.17–2.65 | <0.001 | 2.09 | 1.83–2.40 | <0.001 |
| [50–59] | 3,458 (46.2) | 5,647 (33.8) | 2.68 | 2.47–2.92 | <0.001 | 2.07 | 1.88–2.28 | <0.001 |
| [60–69] | 1,656 (22.1) | 4,079 (24.4) | 1.78 | 1.62–1.95 | <0.001 | 1.41 | 1.28–1.56 | <0.001 |
| ≥70 | 885 (11.8) | 3,880 (23.2) | 1 (reference) | 1 (reference) | ||||
| Female, n (%) | 3,807 (50.9) | 8,169 (48.9) | 1.08 | 1.02–1.14 | 0.005 | 0.95 | 0.89–1.01 | 0.100 |
| Retired, n (%) | 5,087 (68.0) | 11,746 (70.3) | 0.90 | 0.84–0.95 | <0.001 | 1.32 | 1.20–1.45 | <0.001 |
| Index insulin source, n (%) | ||||||||
| Human insulin | 4,102 (54.8) | 8,445 (50.6) | 1 (reference) | 1 (reference) | ||||
| Insulin analog | 3,215 (42.9) | 6,246 (37.4) | 1.06 | 1.00–1.12 | 0.045 | 1.07 | 1.00–1.14 | 0.036 |
| Animal-derived insulin | 169 (2.3) | 2,015 (12.1) | 0.17 | 0.15–0.20 | <0.001 | 0.46 | 0.36–0.59 | <0.001 |
| Index insulin action profile, n (%) | ||||||||
| Prandial insulin | 264 (3.5) | 2,364 (14.2) | 0.22 | 0.19–0.25 | <0.001 | 0.55 | 0.45–0.68 | <0.001 |
| Basal insulin | 870 (11.6) | 1,995 (11.9) | 0.85 | 0.78–0.92 | <0.001 | 0.79 | 0.72–0.87 | <0.001 |
| Premixed insulin | 6,352 (84.9) | 12,347 (73.9) | 1 (reference) | 1 (reference) | ||||
| Count of A1c tests, mean (SD) | 0.38 (0.66) | 0.32 (0.63) | 1.16 | 1.11–1.20 | <0.001 | 1.19 | 1.13–1.25 | <0.001 |
| Any claims-based hypoglycemic events, n (%) | 35 (0.5) | 166 (1.0) | 0.47 | 0.32–0.67 | <0.001 | 0.62 | 0.42–0.91 | 0.015 |
| Comorbidities and complications | ||||||||
| CCI, mean (SD) | 1.64 (1.21) | 2.13 (1.51) | 0.75 | 0.73–0.76 | <0.001 | 0.93 | 0.91–0.96 | <0.001 |
| Hypertension, n (%) | 2,411 (32.2) | 9,628 (57.6) | 0.35 | 0.33–0.37 | <0.001 | 0.47 | 0.44–0.50 | <0.001 |
| Dyslipidemia, n (%) | 1,378 (18.4) | 4,967 (29.7) | 0.53 | 0.50–0.57 | <0.001 | 0.74 | 0.68–0.80 | <0.001 |
| Retinopathy, n (%) | 1,268 (16.9) | 2,789 (16.7) | 1.02 | 0.95–1.09 | 0.639 | 0.98 | 0.91–1.07 | 0.698 |
| Neuropathy, n (%) | 2,146 (28.7) | 3,433 (20.5) | 1.55 | 1.46–1.65 | <0.001 | 1.33 | 1.24–1.43 | <0.001 |
| Nephropathy, n (%) | 1,653 (22.1) | 2,514 (15.0) | 1.60 | 1.49–1.71 | <0.001 | 1.40 | 1.30–1.52 | <0.001 |
| Count of unique OAD drug classes, mean (SD) | 2.45 (1.28) | 2.12 (1.29) | 1.21 | 1.18–1.24 | <0.001 | 1.16 | 1.13–1.19 | <0.001 |
| Any hospitalizations, n (%) | 1,127 (15.1) | 4,350 (26.0) | 0.50 | 0.47–0.54 | <0.001 | 0.94 | 0.86–1.02 | 0.148 |
| Direct medical cost ($), mean (SD) | 753 (1,430) | 887 (1,519) | 0.96 | 0.94–0.97 | <0.001 | 0.97 | 0.95–0.99 | 0.006 |
Note: OR >1 indicates that patients were more likely to be adherent than the reference group.
Abbreviations: SD, standard deviation; OR, odds ratio; CI, confidence interval; CCI, Charlson Comorbidity Index; OAD, oral antidiabetic medication.
Unadjusted and adjusted characteristics for insulin persistent and nonpersistent cohorts during 12-month follow-up period
| Patient characteristics | Persistent | Nonpersistent | Unadjusted analysis
| Adjusted analysis
| ||||
|---|---|---|---|---|---|---|---|---|
| HR | 95% CI | HR | 95% CI | |||||
| Age group, n (%) | ||||||||
| <40 | 397 (3.1) | 616 (5.4) | 1.16 | 1.07–1.27 | 0.001 | 1.24 | 1.11–1.39 | <0.001 |
| [40–49] | 1,990 (15.5) | 1,584 (13.9) | 0.71 | 0.67–0.76 | <0.001 | 0.80 | 0.74–0.88 | <0.001 |
| [50–59] | 5,329 (41.6) | 3,776 (33.2) | 0.65 | 0.62–0.68 | <0.001 | 0.77 | 0.73–0.82 | <0.001 |
| [60–69] | 3,047 (23.8) | 2,688 (23.6) | 0.76 | 0.72–0.81 | <0.001 | 0.89 | 0.84–0.94 | <0.001 |
| ≥70 | 2,060 (16.1) | 2,705 (23.8) | 1 (reference) | 1 (reference) | ||||
| Female, n (%) | 6,319 (49.3) | 5,657 (49.8) | 1.01 | 0.98–1.05 | 0.463 | 1.07 | 1.02–1.11 | 0.002 |
| Retired, n (%) | 8,881 (69.3) | 7,952 (69.9) | 1.01 | 0.97–1.06 | 0.509 | 0.86 | 0.81–0.92 | <0.001 |
| Index insulin source, n (%) | ||||||||
| Human insulin | 6,494 (50.6) | 6,053 (53.2) | 1 (reference) | 1 (reference) | ||||
| Insulin analog | 5,445 (42.5) | 4,016 (35.3) | 0.84 | 0.81–0.87 | <0.001 | 0.88 | 0.85–0.92 | <0.001 |
| Animal-derived insulin | 884 (6.9) | 1,300 (11.4) | 1.27 | 1.19–1.34 | <0.001 | 1.01 | 0.89–1.16 | 0.860 |
| Index insulin action profile, n (%) | ||||||||
| Prandial insulin | 1,099 (8.6) | 1,529 (13.4) | 1.31 | 1.24–1.38 | <0.001 | 1.24 | 1.09–1.40 | 0.001 |
| Basal insulin | 1,612 (12.6) | 1,253 (11.0) | 0.92 | 0.87–0.98 | 0.010 | 0.98 | 0.92–1.05 | 0.539 |
| Premixed insulin | 10,112 (78.9) | 8,587 (75.5) | 1 (reference) | 1 (reference) | ||||
| Count of A1c tests, mean (SD) | 0.39 (0.67) | 0.27 (0.60) | 0.77 | 0.75–0.80 | <0.001 | 0.81 | 0.78–0.84 | <0.001 |
| Any claims-based hypoglycemia events, n (%) | 79 (0.6) | 122 (1.1) | 1.50 | 1.26–1.80 | <0.001 | 1.44 | 1.20–1.74 | <0.001 |
| Comorbidities and complications | ||||||||
| CCI, mean (SD) | 1.79 (1.34) | 2.19 (1.52) | 1.13 | 1.12–1.14 | <0.001 | 1.01 | 0.99–1.02 | 0.228 |
| Hypertension, n (%) | 5,063 (39.5) | 6,976 (61.4) | 1.97 | 1.90–2.05 | <0.001 | 1.80 | 1.71–1.88 | <0.001 |
| Dyslipidemia, n (%) | 2,750 (21.4) | 3,590 (31.6) | 1.48 | 1.43–1.54 | <0.001 | 1.19 | 1.14–1.25 | <0.001 |
| Retinopathy, n (%) | 2,156 (16.8) | 1,901 (16.7) | 1.00 | 0.95–1.05 | 0.985 | 1.04 | 0.99–1.10 | 0.142 |
| Neuropathy, n (%) | 3,483 (27.2) | 2,096 (18.4) | 0.68 | 0.65–0.71 | <0.001 | 0.81 | 0.77–0.85 | <0.001 |
| Nephropathy, n (%) | 2,616 (20.4) | 1,551 (13.6) | 0.69 | 0.65–0.72 | <0.001 | 0.77 | 0.73–0.82 | <0.001 |
| Count of unique OAD drug classes, mean (SD) | 2.38 (1.29) | 2.05 (1.28) | 0.86 | 0.85–0.87 | <0.001 | 0.86 | 0.84–0.87 | <0.001 |
| Any hospitalizations, n (%) | 2,824 (22.0) | 2,653 (23.3) | 0.98 | 0.94–1.03 | 0.455 | 0.64 | 0.60–0.68 | <0.001 |
| Direct medical cost ($), mean (SD) | 798 (1,456) | 898 (1,532) | 1.14 | 1.12–1.16 | <0.001 | 1.16 | 1.14–1.18 | <0.001 |
Note: HR >1 indicates that patients were less likely to be persistent than the reference group.
Abbreviations: SD, standard deviation; HR, hazard ratio; CI, confidence interval; CCI, Charlson Comorbidity Index; OAD, oral antidiabetic medication.