| Literature DB >> 26124652 |
Elizabeth L Eby1, Kate Van Brunt2, Cynthia Brusko3, Bradley Curtis4, Maureen J Lage5.
Abstract
OBJECTIVE: To examine costs, resource utilization, adherence, and hypoglycemic events among various doses of U-100 insulin regimens among elderly patients (age ≥65 years) diagnosed with diabetes.Entities:
Keywords: adherence; costs; diabetes; hypoglycemia; insulin; resource utilization
Mesh:
Substances:
Year: 2015 PMID: 26124652 PMCID: PMC4476426 DOI: 10.2147/CIA.S76398
Source DB: PubMed Journal: Clin Interv Aging ISSN: 1176-9092 Impact factor: 4.458
Highest dose cohort by index dose
| Variable | Dose 10–100 units/day of insulin | Dose >100–150 | Dose >150–200 | Dose >200–300 | Dose >300 (N=871)
| ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | ||
| Age (mean; SD) | 77.11 | 6.83 | 75.61 | 6.26 | 74.65 | 5.76 | 73.65 | 5.18 | 72.99 | 4.95 | <0.0001 |
| Sex | <0.0001 | ||||||||||
| Female | 15,286 | 48.45 | 4,247 | 46.05 | 1,669 | 42.06 | 1,025 | 40.04 | 304 | 34.90 | |
| Male | 16,265 | 51.55 | 4,976 | 53.95 | 2,299 | 57.94 | 1,535 | 59.96 | 567 | 65.10 | |
| Region | <0.0001 | ||||||||||
| Northeast | 4,786 | 15.17 | 1,290 | 13.99 | 489 | 12.32 | 305 | 11.91 | 109 | 12.51 | |
| North Central | 13,541 | 42.92 | 4,044 | 43.85 | 1,770 | 44.61 | 1,184 | 46.25 | 396 | 45.46 | |
| West | 4,900 | 15.53 | 1,433 | 15.54 | 623 | 15.70 | 361 | 14.10 | 139 | 15.96 | |
| South | 8,324 | 26.38 | 2,456 | 26.63 | 1,086 | 27.37 | 710 | 27.73 | 227 | 26.06 | |
| Insurance | <0.0001 | ||||||||||
| HMO | 4,474 | 14.18 | 998 | 10.82 | 326 | 8.22 | 189 | 7.38 | 66 | 7.58 | |
| POS | 920 | 2.92 | 302 | 3.27 | 141 | 3.55 | 98 | 3.83 | 33 | 3.79 | |
| Other | 17,295 | 54.82 | 5,502 | 59.66 | 2,439 | 61.47 | 1,543 | 60.27 | 521 | 59.82 | |
| PPO | 8,862 | 28.09 | 2,421 | 26.25 | 1,062 | 26.76 | 730 | 28.52 | 251 | 28.82 | |
| Charlson score (mean; SD) | 3.09 | 2.07 | 3.12 | 1.96 | 3.17 | 1.92 | 3.23 | 1.91 | 3.49 | 1.91 | <0.0001 |
| Diabetes classification | <0.0001 | ||||||||||
| Type 1 | 1,288 | 4.08 | 568 | 6.16 | 228 | 5.75 | 155 | 6.05 | 35 | 4.02 | |
| Type 2 | 30,263 | 95.92 | 8,655 | 93.84 | 3,740 | 94.25 | 2,405 | 93.95 | 836 | 95.98 | |
| Comorbidities | |||||||||||
| Retinopathy | 4,324 | 13.70 | 1,783 | 19.33 | 762 | 19.20 | 530 | 20.70 | 172 | 19.75 | <0.0001 |
| Nephropathy | 7,576 | 24.01 | 2,198 | 23.83 | 931 | 23.46 | 605 | 23.63 | 274 | 31.46 | <0.0001 |
| Neuropathy | 1,294 | 4.10 | 417 | 4.52 | 212 | 5.34 | 144 | 5.63 | 56 | 6.43 | <0.0001 |
| Coronary artery disease | 12,081 | 38.29 | 3,801 | 41.21 | 1,722 | 43.40 | 1,183 | 46.21 | 431 | 49.48 | <0.0001 |
| Peripheral vascular disease | 5,545 | 17.57 | 1,597 | 17.32 | 718 | 18.09 | 468 | 18.28 | 156 | 17.91 | 0.7228 |
| Congestive heart failure | 6,435 | 20.40 | 1,793 | 19.44 | 791 | 19.93 | 567 | 22.15 | 231 | 26.52 | <0.0001 |
| Hypertension | 20,759 | 65.80 | 5,866 | 63.60 | 2,496 | 62.90 | 1,595 | 62.30 | 574 | 65.90 | <0.0001 |
| Depression | 1,388 | 4.40 | 338 | 3.66 | 158 | 3.98 | 93 | 3.63 | 36 | 4.13 | 0.0159 |
| Obesity | 1,277 | 4.05 | 462 | 5.01 | 233 | 5.87 | 202 | 7.89 | 96 | 11.02 | <0.0001 |
| Malignancy | 5,756 | 18.24 | 1,557 | 16.88 | 619 | 15.60 | 438 | 17.11 | 153 | 17.57 | 0.0001 |
| Visit to endocrinologist | 4.053 | 12.85 | 1,628 | 17.65 | 753 | 18.98 | 512 | 20.00 | 212 | 24.34 | <0.0001 |
Note: Differences in distributions across dose categories were examined using chi-square statistics for categorical variables and ANOVA for continuous variables.
Abbreviations: SD, standard deviation; HMO, Health Maintenance Organization; POS, Point of Service; PPO, Preferred Provider Organization; ANOVA, analysis of variance.
Highest dose cohort antidiabetic medication use – by insulin dosage
| Variable | Dose 10–100
| Dose >100–150
| Dose >150–200
| Dose >200–300
| Dose >300–2,500
| ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | N or mean | % or SD | ||
| <0.0001 | |||||||||||
| Basal | 16,412 | 52.02 | 2,056 | 22.29 | 645 | 16.26 | 271 | 10.59 | 69 | 7.92 | |
| Basal + bolus | 6,013 | 19.06 | 4,194 | 45.47 | 2,067 | 52.09 | 1,503 | 58.71 | 566 | 64.98 | |
| Basal + bolus + premix | 109 | 0.35 | 125 | 1.36 | 92 | 2.32 | 75 | 2.93 | 36 | 4.13 | |
| Basal + premix | 325 | 1.03 | 258 | 2.80 | 150 | 3.78 | 122 | 4.77 | 39 | 4.48 | |
| Bolus | 3,863 | 12.24 | 600 | 6.51 | 192 | 4.84 | 194 | 4.06 | 35 | 4.02 | |
| Bolus + premix | 240 | 0.76 | 182 | 1.97 | 100 | 2.52 | 87 | 3.40 | 24 | 2.76 | |
| Premix | 4,589 | 14.54 | 1,808 | 19.60 | 722 | 18.20 | 398 | 15.55 | 102 | 11.71 | |
| Basal | 18,285 | 57.95 | 6,850 | 74.27 | 3,062 | 77.7 | 2,036 | 79.53 | 727 | 83.47 | <0.0001 |
| Bolus | 7,126 | 22.59 | 5,305 | 57.52 | 2,592 | 65.32 | 1,860 | 72.66 | 688 | 78.99 | <0.0001 |
| Premix | 4,853 | 15.38 | 2,478 | 26.87 | 1,140 | 28.73 | 755 | 29.49 | 238 | 27.32 | <0.0001 |
| Human | 6,250 | 19.81 | 2,945 | 31.93 | 1,282 | 32.31 | 820 | 32.03 | 263 | 30.20 | <0.0001 |
| Analog | 19,052 | 60.38 | 7,297 | 79.12 | 3,256 | 82.06 | 2,163 | 84.49 | 771 | 88.52 | <0.0001 |
| Pen | 10,191 | 32.30 | 4,049 | 43.90 | 1,879 | 47.35 | 1,234 | 48.20 | 426 | 48.91 | <0.0001 |
| Vial | 15,184 | 48.13 | 6,381 | 69.19 | 2,798 | 70.51 | 1,827 | 71.37 | 662 | 76.00 | <0.0001 |
| Pump | 438 | 1.39 | 217 | 2.35 | 77 | 1.94 | 54 | 2.11 | 17 | 1.95 | <0.0001 |
| Insulin | 23,576 | 74.72 | 9,034 | 97.95 | 3,924 | 98.89 | 2,545 | 99.41 | 868 | 99.66 | <0.0001 |
| Oral antidiabetic (OAD) agent | 20,845 | 66.07 | 4,658 | 50.50 | 1,883 | 47.45 | 1,203 | 46.99 | 376 | 43.17 | <0.0001 |
| Number of OAD (mean; SD) | 1.14 | 1.05 | 0.77 | 0.92 | 0.69 | 0.87 | 0.64 | 0.81 | 0.59 | 0.79 | <0.0001 |
| GLP-AMY | 1,072 | 3.40 | 330 | 3.58 | 186 | 4.69 | 130 | 5.08 | 78 | 8.96 | <0.0001 |
| <0.0001 | |||||||||||
| Insulin + oral/GLP-AMY | 15,307 | 48.52 | 4,639 | 50.30 | 1,921 | 48.41 | 1,249 | 48.79 | 413 | 47.42 | |
| Insulin only | 8,269 | 26.21 | 4,395 | 47.65 | 2,003 | 50.48 | 1,296 | 50.63 | 455 | 52.24 | |
| None | 2,288 | 7.25 | 84 | 0.91 | 27 | 0.68 | 10 | 0.39 | 3 | 0.34 | |
| OAD/GLP-AMY only | 5,687 | 18.02 | 105 | 1.14 | 17 | 0.43 | 5 | 0.20 | 0 | 0.00 | |
Note: Differences in distributions across dose categories were examined using chi-square statistics for categorical variables and ANOVA for continuous variables.
Abbreviations: ANOVA, analysis of variance; SD, standard deviation; GLP-AMY, non-insulin injectables of glucagon-like peptide-1 analogs or amylin analogs.
Estimated direct medical costs by dose
| Dose | Dose | Dose | Dose | Dose | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
| Inpatient | 8,917 | 6,336 | 7,273 | 4,569 | 6,993 | 4,386 | 7,420 | 4,756 | 8,324 | 4,946 | <0.0001 |
| Emergency room | 812 | 498 | 741 | 433 | 781 | 461 | 712 | 419 | 696 | 397 | <0.0001 |
| Outpatient | 13,133 | 9,094 | 11,535 | 7,018 | 11,862 | 7,181 | 12,877 | 7,826 | 13,691 | 7,624 | <0.0001 |
| Drug | 5,845 | 1,328 | 7,536 | 1,632 | 8,980 | 1,927 | 10,622 | 2,224 | 14,645 | 3,072 | <0.0001 |
| Total | 28,571 | 15,102 | 27,133 | 12,348 | 28,794 | 13,175 | 31,977 | 14,580 | 38,301 | 16,169 | <0.0001 |
| Inpatient | 2,251 | 2,085 | 1,904 | 1,814 | 1,936 | 1,890 | 1,930 | 1,911 | 2,053 | 2,058 | <0.0001 |
| Emergency room | 271 | 175 | 265 | 168 | 267 | 176 | 245 | 158 | 266 | 168 | <0.0001 |
| Outpatient | 2,357 | 1,301 | 2,380 | 1,239 | 2,657 | 1,450 | 2,505 | 1,362 | 2,957 | 1,471 | <0.0001 |
| Drug | 1,707 | 628 | 2,963 | 940 | 4,015 | 1,298 | 5,390 | 1,676 | 8,389 | 2,708 | <0.0001 |
| Total | 6,562 | 2,682 | 7,473 | 2,990 | 8,910 | 3,604 | 10,065 | 4,086 | 13,961 | 5,551 | <0.0001 |
Notes: Differences in outpatient drug and total costs (both total and diabetes-related) were examined using a generalized linear model with gamma distribution and log link. Differences in inpatient and emergency room costs (both total and diabetes-related) were examined using a two-part model where the first part estimated the probability of utilizing the resource of interest and the second part examined costs among those who utilized the resource of interest. All regressions controlled for patient characteristics (age, sex, region, insurance status), general health (as proxied by the Charlson Comorbidity Index), pre-period comorbidities (retinopathy, neuropathy, nephropathy, coronary artery disease, peripheral vascular disease, congestive heart failure, hypertension, depression, obesity, and malignancies), pre-period antidiabetic medication use (oral, insulin, or non-insulin injectable) and method of insulin delivery (pump or vial), type of diabetes, and whether the individual visited an endocrinologist in the pre-period.
Abbreviation: SD, standard deviation.
Resource utilization and index dose
| Resource utilization | Dose | Dose | Dose | Dose | Dose | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
| Hospital length of stay (LOS) | 3.87 | 3.14 | 3.04 | 1.89 | 3.09 | 1.90 | 3.30 | 1.99 | 3.62 | 2.03 | <0.0001 |
| Number of hospitalizations | 0.56 | 0.32 | 0.48 | 0.22 | 0.49 | 0.23 | 0.50 | 0.23 | 0.56 | 0.25 | <0.0001 |
| Number of ER visits | 1.21 | 0.73 | 1.08 | 0.56 | 1.13 | 0.57 | 1.08 | 0.54 | 1.14 | 0.55 | <0.0001 |
| Number of office visits | 15.76 | 4.96 | 16.86 | 5.25 | 18.06 | 5.73 | 19.05 | 5.82 | 19.93 | 5.67 | <0.0001 |
| Diabetes-related hospital LOS | 1.80 | 1.43 | 1.47 | 0.88 | 1.55 | 0.95 | 1.68 | 0.97 | 1.77 | 0.96 | <0.0001 |
| Number of diabetes-related Hosp | 0.28 | 0.18 | 0.25 | 0.13 | 0.26 | 0.13 | 0.26 | 0.13 | 0.28 | 0.13 | <0.0001 |
| Hospital LOS | 9.91 | 2.80 | 9.03 | 2.24 | 8.73 | 2.15 | 9.15 | 2.23 | 9.66 | 2.24 | <0.0001 |
| Number of hospitalizations | 1.46 | 0.26 | 1.42 | 0.23 | 1.41 | 0.22 | 1.42 | 0.20 | 1.47 | 0.21 | <0.0001 |
| Number of ER visits | 2.48 | 0.56 | 2.39 | 0.50 | 2.47 | 0.51 | 2.35 | 0.49 | 2.41 | 0.48 | <0.0001 |
| Diabetes-related hospital LOS | 8.17 | 2.01 | 7.75 | 1.69 | 7.59 | 160 | 7.95 | 1.60 | 8.92 | 1.92 | <0.0001 |
| Number of diabetes-related Hosp | 1.28 | 0.20 | 1.30 | 0.19 | 1.26 | 0.17 | 1.27 | 0.16 | 1.31 | 0.17 | <0.0001 |
Notes: Differences in all resource utilization models were examined using generalized linear model with a negative binomial distribution. All regressions controlled for patient characteristics (age, sex, region, insurance status), general health (as proxied by the Charlson Comorbidity Index), pre-period comorbidities (retinopathy, neuropathy, nephropathy, coronary artery disease, peripheral vascular disease, congestive heart failure, hypertension, depression, obesity, and malignancies), pre-period antidiabetic medication use (oral, insulin, or non-insulin injectables) and method of insulin delivery (pump or vial), type of diabetes, and whether the individual visited an endocrinologist in the pre-period.
Abbreviations: SD, standard deviation; ER, emergency room; LOS, length of stay; Hosp, hospitalizations.
Figure 1Probability of PDC ≥80% (odds ratios and 95% CIs).
Abbreviations: PDC, proportion of days covered; CIs, confidence intervals.
Figure 2Probability of hypoglycemic event (odds ratios and 95% CIs).
Abbreviation: CIs, confidence intervals.