| Literature DB >> 30589953 |
Pablo Martinez-Martin1, Dendy Macaulay2, Yash J Jalundhwala3, Fan Mu4, Erika Ohashi4, Thomas Marshall3, Kavita Sail3.
Abstract
BACKGROUND: Parkinson's disease is a progressive, disabling neurodegenerative disorder associated with significant economic burden for patients and caregivers. The objective of this study was to compare the direct and indirect economic burden of Parkinson's patients' caregivers with demographically matched controls in the United States, in the 5 years after first diagnosis of Parkinson's disease.Entities:
Keywords: Parkinson's disease; direct costs; income; indirect costs; work loss
Year: 2018 PMID: 30589953 PMCID: PMC6590233 DOI: 10.1002/mds.27579
Source DB: PubMed Journal: Mov Disord ISSN: 0885-3185 Impact factor: 10.338
Figure 1Sample selection. ICD‐9‐CM, International Classification of Diseases, Ninth Revision, Clinical Modification; N, number; PD, Parkinson's disease.
Baseline characteristics of PD caregivers and matched controlsa
| PD caregivers | Matched controls |
| |||
|---|---|---|---|---|---|
| (n = 1211) | (n = 6055) | ||||
| Demographic characteristics | |||||
| Sex, n (%) | — | ||||
| Female | 656 | (54.2%) | 3280 | (54.2%) | |
| Age (years), mean (SD) | 55.73 | (6.13) | 55.73 | (6.13) | — |
| Age distribution, n (%) | — | ||||
| 18‐30 years | 1 | (0.1%) | 5 | (0.1%) | |
| 31‐44 years | 70 | (5.8%) | 350 | (5.8%) | |
| 45‐54 years | 347 | (28.7%) | 1735 | (28.7%) | |
| 55‐64 years | 793 | (65.5%) | 3965 | (65.5%) | |
| Year of index date, n (%) | — | ||||
| 1998‐2001 | 122 | (10.1%) | 610 | (10.1%) | |
| 2002‐2005 | 322 | (26.6%) | 1610 | (26.6%) | |
| 2006‐2009 | 359 | (29.6%) | 1795 | (29.6%) | |
| 2010‐2013 | 408 | (33.7%) | 2040 | (33.7%) | |
| Region, n (%) | — | ||||
| Northeast | 262 | (21.6%) | 1310 | (21.6%) | |
| Midwest | 299 | (24.7%) | 1495 | (24.7%) | |
| South | 463 | (38.2%) | 2315 | (38.2%) | |
| West | 187 | (15.4%) | 935 | (15.4%) | |
| Insurance type | |||||
| Preferred provider organization | 721 | (59.5%) | 3583 | (59.2%) | 0.613 |
| Point of service | 291 | (24.0%) | 1425 | (23.5%) | |
| Indemnity | 151 | (12.5%) | 748 | (12.4%) | |
| Other | 48 | (4.0%) | 299 | (4.9%) | |
| Comorbidities, n (%) | |||||
| Select comorbidities | |||||
| Anxiety | 36 | (3.0%) | 128 | (2.1%) | 0.070 |
| Depression | 56 | (4.6%) | 244 | (4.0%) | 0.351 |
| Sleep problem | 18 | (1.5%) | 64 | (1.1%) | 0.208 |
| Backache | 200 | (16.5%) | 755 | (12.5%) | < 0.001 |
| Hypertension | 297 | (24.5%) | 1231 | (20.3%) | 0.001 |
| GERD/heartburn | 55 | (4.5%) | 203 | (3.4%) | 0.046 |
| Irritable bowel syndrome | 18 | (1.5%) | 36 | (0.6%) | 0.001 |
| Angina | 13 | (1.1%) | 53 | (0.9%) | 0.498 |
| Migraine/headache | 39 | (3.2%) | 178 | (2.9%) | 0.607 |
| Hearing loss | 14 | (1.2%) | 50 | (0.8%) | 0.261 |
| Arthritis‐related condition | 200 | (16.5%) | 939 | (15.5%) | 0.373 |
| Cataract | 32 | (2.6%) | 148 | (2.4%) | 0.686 |
| Charlson Comorbidity Index, mean (SD) | 0.31 | (0.75) | 0.30 | (0.82) | 0.614 |
GERD, gastroesophageal reflux disease; ICD‐9, International Classification of Diseases, Ninth Revision; n, number; PD, Parkinson's disease; SD, standard deviation.
The baseline period was defined as the 6 months prior to the index date.
The PD caregivers and matched controls were matched on sex, age in years, index year, and region.
The distribution of region is reflective of the regional distribution of claims data available and not the regional distribution of PD caregivers.
Comorbidities were defined using ICD‐9 codes during the baseline period.
The 17 conditions included in the Charlson Comorbidity Index were identified using ICD‐9 diagnosis codes reported by Romano et al25 during the baseline period.
P values were estimated by generalized estimating equations, which account for the correlation between the PD caregivers and their matched controls.
Statistically signicant at P < 0.05.
Adjusted prescription and total direct insurer costs and out‐of‐pocket costs during the 5‐year study perioda
| Total insurer costs | Prescription drug, insurer costs | Total OOP costs | Prescription OOP costs | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PD caregivers | Matched controls |
| PD caregivers | Matched controls |
| PD caregivers | Matched controls |
| PD caregivers | Matched controls |
| |
| Year 1 | $8999 | $7117 | < 0.01 | $2506 | $1430 | < 0.01 | $1259 | $902 | <0.01 | $494 | $317 | < 0.01 |
| Year 2 | $8265 | $7453 | 0.12 | $2489 | $1405 | < 0.01 | $1292 | $977 | <0.01 | $488 | $314 | < 0.01 |
| Year 3 | $8880 | $8190 | 0.42 | $2457 | $1486 | < 0.01 | $1329 | $1077 | <0.01 | $489 | $331 | < 0.01 |
| Year 4 | $8370 | $9038 | 0.46 | $2362 | $1512 | < 0.0 | $1434 | $1144 | <0.01 | $495 | $341 | < 0.01 |
| Year 5 | $8774 | $8572 | 0.77 | $2573 | $1687 | < 0.01 | $1585 | $1192 | <0.01 | $551 | $370 | < 0.01 |
Costs are listed as means (95% confidence intervals).
CI, confidence interval; OOP, out of pocket; PD, Parkinson's disease.
The study period for each patient was index date to the end of eligibility (maximum follow‐up of 5 years) or until the patient was age 65.
Total insurer costs included medical and drug costs and were calculated as the sum of paid amounts. Costs were adjusted for inflation to 2014 US dollars using the Consumer Price Index from the Bureau of Labor Statistics.
Insurer costs were adjusted for age, index year, region, sex, Charlson Comorbidity Index, and health‐care plan.
Total out‐of‐pocket costs included medical and drug costs and were calculated as the sum of deductible, coinsurance, and copayment amounts. Costs were adjusted for inflation to 2014 US dollars using the Consumer Price Index from the Bureau of Labor Statistics.
Out‐of‐pocket costs were adjusted for age, index year, region, sex, Charlson Comorbidity Index, and health‐care plan.
P values were 2 sided and were computed based on the distribution of bootstrapped mean differences in costs between PD caregivers and controls.
Statistically significant at P < 0.05.
Adjusted indirect costs during the five‐year study perioda
| Indirect costs | Total indirect costs, | ||
|---|---|---|---|
| PD caregivers | Matched controls |
| |
| Year 1 | $2054 ($1778‐$2412) | $1709 ($1526‐$1912) | 0.02 |
| Year 2 | $2148 ($1804‐$2545) | $1691 ($1499‐$1908) | 0.01 |
| Year 3 | $2464 ($1924‐$3307) | $1857 ($1602‐$2176) | 0.03 |
| Year 4 | $1631 ($1330‐$1997) | $2089 ($1654‐$2683) | 0.06 |
| Year 5 | $1935 ($1462‐$2591) | $2145 ($1695‐$2727) | 0.60 |
CI. confidence interval; PD. Parkinson's disease.
The study period for each patient was index date to the earliest date of end of eligibility, end of continuous employment, or until the patient was age 65 (maximum follow‐up of 5 years).
All costs were inflated to 2014 US dollars using average hourly compensation data from the Bureau of Labor Statistics.
Total indirect costs were calculated as the sum of disability and medically related absenteeism costs. Medically related absenteeism costs were calculated based on individual employee wage information obtained from eligibility files and days of medically related absenteeism. Medically related absenteeism days were imputed based on use of medical services during business days (eg, an office visit or a hospital inpatient visit Monday through Friday) as well as the waiting period in advance of the start of disability (eg, 5 missed days of work because of illness). The methodology assumed that each hospitalization day and emergency department visit accounted for a full day of work loss, whereas each outpatient/other visit accounted for half a day of work loss.
P values were 2‐sided and were computed based on the distribution of bootstrapped mean differences in costs between PD caregivers and controls.
Significant difference at P < 0.05.
Figure 2Regression‐adjusted cumulative income loss for PD caregivers versus matched controls.a‐d PD, Parkinson's disease; USD, United States dollars. aThe study period for each patient was index date to the earliest date of end of eligibility, end of continuous employment, or until the patient was age 65 (maximum follow‐up of 5 years). bEmployer‐reported annualized income (including wage and salary, and excluding variable components such as equity options) available in the eligibility records for each patient were used. Employees’ income for each calendar year of observation was calculated as the average of the annualized employer‐reported income reported at each month of the corresponding calendar year in the database. Income was adjusted for inflation to 2014 USD using the Consumer Price Index from the Bureau of Labor Statistics. cThe regression model used was a generalized linear mixed model with a gamma distribution and log link, which accounted for the correlation in income between the PD caregivers and their matched controls as well as the correlation within patients because of the repeated measures of income. dThe regression‐adjusted annual income presented here represents geometric means to account for the skewness of income distribution. These were calculated by taking the average of the ln (annual income) across patients, then exponentiating this average.