| Literature DB >> 25136397 |
Olayinka O Shiyanbola1, Karen B Farris2, Julie M Urmie2, William R Doucette2.
Abstract
OBJECTIVES: Quantify risk factors for self-reported adverse drug events (ADEs) after the implementation of Medicare Part D, quantify self-reported ADEs before and after Medicare Part D and quantify the association between self-reported ADEs and increased use of prescription medication.Entities:
Keywords: Adverse Effects; Aged; Medicare Part D; Risk Factors; United Stated
Year: 2009 PMID: 25136397 PMCID: PMC4134840 DOI: 10.4321/s1886-36552009000400005
Source DB: PubMed Journal: Pharm Pract (Granada) ISSN: 1885-642X
Socio-demographics characteristics of the 2007 study population (n=1024)*
| Variable | Number (%) | Mean (SD) |
|---|---|---|
| Age | 72.38 (5.72) | |
| 65-74 | 717 (70.0) | |
| 75-84 | 266 (26.0) | |
| ≥ 85 | 41 (4.0) | |
| Sex | ||
| Male | 432 (42.2) | |
| Female | 592 (57.8) | |
| Racial background | ||
| White | 957 (93.5) | |
| Hispanic | 19 (1.9) | |
| African American | 24 (2.3) | |
| Other | 9 (0.9) | |
| Highest level of education | ||
| ≤ High school degree | 196 (19.1) | |
| Some college | 365 (35.6) | |
| College degree | 142 (13.9) | |
| Graduate degree | 173 (16.9) | |
| Other type of degree | 148 (14.5) | |
| Annual household income | ||
| < $15,000 | 67 (6.5) | |
| $15,000 to $24,999 | 129 (12.6) | |
| $25,000 to $34,999 | 148 (14.5) | |
| $35,000 to $49,999 | 174 (17.0) | |
| $50,000 to $74,999 | 183 (17.9) | |
| $75,000 or more | 177 (17.3) | |
| Geographic region(state of residence) † | ||
| Midwest | 283 (27.6) | |
| North East | 217 (21.2) | |
| South | 310 (30.3) | |
| West | 214 (20.9) |
Values are number (percentage) except otherwise indicated. Numbers that do not sum to 1220 indicate missing data. 2005 demographics are reported elsewhere.18
$$$$The North East region includes Connecticut, Maine, Massachusetts, New Hampshire, New Jersey, New York, Pennsylv Rhode Island, and Vermont. Midwest region includes Iowa, Indiana, Illinois, Kansas, Michigan, Minnesota, Missouri, Nebra North Dakota, Ohio, South Dakota, and Wisconsin. South region includes Alabama, Arkansas, Delaware, District of Colum Florida, Georgia, Kentucky, Louisiana, Maryland, North Carolina, Oklahoma, South Carolina, Tennessee, Texas, Virginia, and W Virginia. West region includes Alaska, Arizona, California, Colorado, Hawaii, Idaho, Montana, Nevada, New Mexico, Oregon, U Washington, and Wyoming.
Clinical and behavioral characteristics of the 2007 study population (n=1024)*
| Variable | Number (%) | Mean (SD) |
|---|---|---|
| Clinical characteristics | ||
| Self rated health | ||
| Excellent | 68 (6.6) | |
| Very good | 308 (30.1) | |
| Good | 431 (42.1) | |
| Fair | 180 (17.6) | |
| Poor | 37 (3.6) | |
| Number of medicines used | ||
| 0 | 114 (11.1) | |
| 1-2 | 216 (21.1) | |
| 3-4 | 281 (27.4) | |
| 5-6 | 220 (21.5) | |
| 7-8 | 95 (9.3) | |
| 8-25 | 98 (9.6) | |
| Sum of symptoms experienced | ||
| 0 | 321 (31.3) | |
| 1 | 130 (12.7) | |
| 2 | 139 (13.6) | |
| 3 | 134 (13.1) | |
| 4 or more | 175 (17.1) | |
| Concern beliefs of meds (ranged 5-25, lower score is less concern) | 15.19 (3.97) | |
| Necessity beliefs of meds (range 5-25, higher score is more necessity) | 13.81 (3.03) | |
| Behavioral characteristics | ||
| Number of pharmacies | ||
| 0 | 98 (9.6) | |
| 1 | 704 (68.8) | |
| 2 | 197 (19.2) | |
| 3-10 | 21 (2.1) | |
| Stopped medicines because of cost | ||
| Never | 942 (92.0) | |
| >0 times | 78 (7.6) | |
| Skip doses to save money | ||
| Never | 918 (89.6) | |
| >0 times | 106 (10.4) | |
| Number of physicians seen per year | ||
| None | 23 (2.6) | |
| 1 | 244 (27.6) | |
| 2 | 308 (34.8) | |
| 3 | 182 (20.5) | |
| >4 | 128 (14.4) |
Values are number (percentage) except otherwise indicated. Numbers that do not sum to 1024 indicate missing data. 2005 demographics are reported elsewhere.18
Logistic regression (odds ratio and 95% confidence interval) analysis of risk factors for a self-reported adverse drug event in 2007a (n=699)b
| Age | |
| 65-74 | 1.0 |
| 75-84 | 1.40 (0.90-2.17) |
| ≥ 85 | 2.58 (1.10-6.06) |
| Gender | |
| Male | 1.0 |
| Female | 1.23 (0.81-1.85) |
| Racial background | |
| White | 1.0 |
| Black/ African American | 0.77 (0.24-2.53) |
| Hispanic | 1.62 (0.43-6.18) |
| Other | 2.12 (0.42-10.73) |
| Highest level of education | |
| ≤ High school degree | 1.0 |
| Some college | 1.44 (0.80-2.59) |
| College degree | 0.90 (0.40-2.03) |
| Graduate degree | 1.49 (0.73-3.03) |
| Other type of degree | 1.74 (0.84-3.60) |
| Annual household Income | |
| <$15,000 | 1.0 |
| $15,000 to $24,999 | 0.86 (0.36-2.08) |
| $25,000 to $34,999 | 1.21 (0.50-2.94) |
| $35,000 to $49,000 | 1.51 (0.65-3.52) |
| $50,000 to $74,999 | 1.33 (0.56-3.18) |
| >$75,000 | 1.85 (0.76-4.49) |
| Geographic region (state of residence) † | |
| Mid west | 1.0 |
| North East | 1.01 (0.57-1.79) |
| South | 1.34 (0.81-2.23) |
| West | 1.22 (0.69-2.15) |
| Self rated health | |
| Excellent | 1.0 |
| Very good | 1.55 (0.42-5.70) |
| Good | 2.01 (0.55-7.29) |
| Fair | 2.94 (0.76-11.44) |
| Poor | 2.74 (0.53-14.03) |
| Number of medicines used | 1.0 |
| 1-2 | 1.90 (1.04-3.49) |
| 3-4 | 1.88 (0.98-3.58) |
| 5-6 | 1.23 (0.52-2.88) |
| 7-8 | 1.37 (0.59-3.17) |
| >8 | |
| Sum of symptoms experienced | |
| 0 | 1.0 |
| 1 | 2.18 (1.18-4.03) |
| 2 | 1.28 (0.68-2.38) |
| 3 | 1.41 (0.76-2.62) |
| 4 or more | 2.21 (1.23-3.98) |
| Concern beliefs of medicines | 1.09 (1.01-1.17) |
| Necessity beliefs of medicines | 0.98 (0.89-1.07) |
| Number of pharmacies | |
| 1 | 1.0 |
| 2 | 0.94 (0.59-1.50) |
| >3 | 0.83 (0.24-2.90) |
| Stopped meds due to cost | |
| Never | 1.0 |
| 1 or more times | 2.00 (0.90-4.43) |
| Skipped doses to save money | |
| Never | 1.0 |
| 1 or more times | 0.74 (0.36-1.54) |
| Number of physicians seen regularly | |
| 0 | 1.0 |
| 1 | 0.42 (0.10-1.70) |
| 2 | 0.66(0.16-2.63) |
| 3 | 1.02 (0.25-4.21) |
| >4 | 0.85 (0.20-3.69) |
Those excluded from the analysis included respondents who took no prescription medicines (n=114), respondents who had n pharmacy (n=98) and respondents who had missing data on all other variables (n=113).
Pseudo-R2 statistics = 0.156; χ2 = 9.60, df =8, p>0.1 (Hosmer and Lemeshow test)
Results from a separate logistic regression with similar independent variables
p<0.05
Logistic regression analysis of risk factors for a self-reported adverse drug event before and after Medicare Part D (n=436) a
| Variable | ||
|---|---|---|
| Model 1 | ||
| Age | ||
| 65-74 | 1 | |
| 75-84 | 1.1.00 ( 0.60:1.68) | |
| ≥ 85 | 1.1.18 ( 0.37:3.77) | |
| Gender | ||
| Male | 1. | |
| Female | 0.0.67 ( 0.40:1.13) | |
| Change in number of medications used | 1.1.04 (0.77:1.41) | |
| Change in concern beliefs about medicines | 1.1.12 (1.05:1.19) | |
| Sum of symptoms experienced in 2007 | ||
| 0 | 1 | |
| 1 | 1 1.61 (0.72:3.59) | |
| 2 | 1 1.95 (0.88:4.33) | |
| 3 | 2 2.34 (1.10:5.03) | |
| 4 or more | 3 3.27 (1.60:6.69) | |
| Number of pharmacies in 2007 | ||
| 1 | 1 | |
| 2 | 0 0.91 (0.49:1.67) | |
| >3 | 0 0.75 (0.14:4.09) |
Responded to both baseline and follow-up surveys in 2005 and 2007.
Pseudo-R2 statistics = 0.115; χ 2 =6.38, df =8, p>0.1 (Hosmer and Lemeshow test)
p<0.05