Session Information
Session Type: ACR Poster Session B
Session Time: 9:00AM-11:00AM
Pain after Total Knee Arthroplasty: Poverty Modifies the
Effect of Race and Education
Background/Purpose: Race and education are important
predictors of pain after total knee arthroplasty (TKA) in the United States
(US). However, whether community poverty modifies the effect of race and
education on pain following TKA is unknown. We assessed the interaction
between poverty and race, and poverty and education on WOMAC pain 2 years after
TKA.
Methods: Individual patient level variables were obtained
from a single institution registry of TKA performed between 5/1/2007 and
7/1/2010 including demographics, baseline and 2 year WOMAC pain (0-100; 100
best), HSS Expectations Score (1-100, 100 best) and geocodable US addresses. Individual
patient level variables were then linked to US Census Bureau data at the census
tract level. Statistical models including both patient level variables and
census tract level variables were constructed within multilevel
frameworks. Two multivariate linear mixed effect models with separate random
intercepts for each census tract were used to assess the interaction between
race and census tract poverty level, and the interaction between education and
census tract poverty level as predictors of WOMAC pain 2 years after TKA.
Results: 507/4225 (11.3%) of the TKA registry
patients were non-white, and non-white patients were less likely to be college
educated than whites (48.2 vs 62.8%, p-value≤0.0001). In univariate
analysis, race, education and census tract poverty level (the percent of the
community living below the poverty level) were significantly associated with
WOMAC pain 2 years after TKA. In the first multivariate linear mixed effect
model it was estimated that non-whites had worse WOMAC pain scores than whites
and this difference increased with the increasing census tract poverty level (Table
2). The second multivariate linear mixed effect model showed that patients
without college education had worse WOMAC pain 2 years after TKA than those
with at least some college education, and this effect was magnified by greater
levels of census tract poverty (Table 3).
Conclusion: Non-white race and a lack of college education
are both associated with worse WOMAC pain 2 years after TKA and this effect is
magnified by higher community poverty level. The differential impact of
poverty, race, and education on pain after TKA needs more study.
Table 1: Patient characteristics |
|
|||
Individual Level Variables |
Total (N=4225) |
White (N=3970) |
Non-White (N=507) |
p-value |
Age, mean ± std |
67.1 ± 9.7 |
67.2 ± 9.6 |
65.4 ± 10.0 |
0.0001 |
Female, % |
61.8 |
60.9 |
70.7 |
<0.0001 |
Ethnicity |
|
|
|
<0.0001 |
Hispanic, % |
3.9 |
1.2 |
26.7 |
|
Non-Hispanic ,% |
96.1 |
98.9 |
73.3 |
|
Co-morbidity |
|
|
|
<0.0001 |
0 Comorbidities, % |
71.4 |
72.8 |
61.3 |
|
+1 Comorbidity, % |
28.6 |
27.2 |
38.7 |
|
Education |
|
|
|
<0.0001 |
College above, % |
61.3 |
62.8 |
48.2 |
|
No college, % |
38.7 |
37.2 |
51.8 |
|
BMI, mean ± std |
29.9 ± 5.9 |
29.8 ± 5.8 |
31.1 ± 6.4 |
<0.0001 |
Insurance |
|
|
|
<0.0001 |
Medicare% |
62.2 |
63.2 |
50.6 |
|
Medicaid% |
2.0 |
0.54 |
13.3 |
|
Other% |
35.8 |
35.8 |
36.1 |
|
WOMAC pain at baseline, mean ± std |
54.0± 17.7 |
54.7 ± 17.5 |
48.8 ± 19.5 |
<0.0001 |
HSS Expectations Score, mean ± std |
78.6 ± 18.0 |
78.5 ± 18.0 |
78.3 ± 18.0 |
0.84 |
Table 2: Estimation based on a Linear Mixed Effects Model Assessing the Effect of Interaction between Race and Poverty at Census-tract Level on WOMAC Pain at 2 Years after TKA* |
|||||||
Race |
Below poverty** |
Estimated WOMAC Pain at 2 years |
Standard Error |
p-value |
Estimated difference in 2 year WOMAC Pain: (Non-white vs. White) |
Standard Error |
p-value |
Non-white |
10% |
83.9 |
0.96 |
<0.0001 |
-3.01
|
1.02 |
0.0033 |
White |
10% |
86.9 |
0.42 |
<0.0001 |
|||
Non-white |
30% |
80.4 |
1.54 |
<0.0001 |
-5.13
|
1.99 |
0.0104 |
White |
30% |
85.6 |
1.29 |
<0.0001 |
|||
Non-white |
50% |
76.9 |
2.85 |
<0.0001 |
-7.25 |
3.65 |
0.0472 |
White |
50% |
84.2 |
2.32 |
<0.0001 |
|||
Non-white |
70% |
73.5 |
4.25 |
<0.0001 |
-9.37 |
5.39 |
0.0822 |
White |
70% |
82.9 |
3.36 |
<0.0001 |
|||
Non-white |
90% |
70.1 |
5.68 |
<0.0001 |
-11.49 |
7.15 |
0.1081 |
White |
90% |
81.6 |
4.41 |
<0.0001 |
|||
TKA = total knee arthroplasty *Linear mixed effect model controlling for age, gender, BMI, race, education, baseline WOMAC pain, expectations, Charlson-Deyo comorbidities, Percentage of population below poverty at census tract level (census tract poverty level) and interaction of census tract poverty level and race (Census tract poverty level x race); estimates were calculated based on the following: WOMAC pain=53.73; age=66.51; BMI= 29.99; expectation score= 78.49; gender=female; education=college-above; comorbidities=0 ** percentage of population in census tract below poverty level |
Table 3: Estimation based on a Linear Mixed Effects Model Assessing the Effect of Interaction between Education and Poverty at Census-tract Level on WOMAC Pain at 2 Years after TKA* |
|||||||
Education |
Below poverty** |
Estimated WOMAC Pain at 2 years |
Standard Error |
p-value |
Estimated difference in 2 year WOMAC Pain: (college- above vs. Non college) |
Standard Error |
p-value |
College-above |
10% |
87.4 |
0.60 |
<0.0001 |
4.05 |
0.69 |
<0.0001 |
No college |
10% |
83.4 |
0.64 |
<0.0001 |
|||
College-above |
30% |
86.8 |
1.49 |
<0.0001 |
6.92 |
1.99 |
0.0005 |
No college |
30% |
79.9 |
1.35 |
<0.0001 |
|||
College-above |
50% |
86.3 |
2.66 |
<0.0001 |
9.80 |
3.59 |
0.0065 |
No college |
50% |
76.5 |
2.44 |
<0.0001 |
|||
College-above |
70% |
85.7 |
3.85 |
<0.0001 |
12.67 |
5.22 |
0.0154 |
No college |
70% |
73.0 |
3.57 |
<0.0001 |
|||
College-above |
90% |
85.1 |
5.05 |
<0.0001 |
15.54 |
6.86 |
0.0237 |
No college |
90% |
69.6 |
4.72 |
<0.0001 |
|||
TKA = total knee arthroplasty *Linear mixed effect model controlling for age, gender, BMI, race, education, baseline WOMAC pain, expectations, Charlson-Deyo comorbidities, Percentage of population below poverty at census tract level (census tract poverty level) and interaction of census tract poverty level and education (Census tract poverty level x education); estimates were calculated based on the following: WOMAC pain=53.73; age=66.51; BMI= 29.99; expectation score= 78.49; gender=female; race=non-white; comorbidities=0 ** percentage of population in census tract below poverty level |
To cite this abstract in AMA style:
Goodman SM, Bass AR, Parks M, McHugh K, Zhang M, Nguyen J, Lee YY, Figgie MP, Mandl L. Pain after Total Knee Arthroplasty: Poverty Modifies the Effect of Race and Education [abstract]. Arthritis Rheumatol. 2015; 67 (suppl 10). https://acrabstracts.org/abstract/pain-after-total-knee-arthroplasty-poverty-modifies-the-effect-of-race-and-education/. Accessed .« Back to 2015 ACR/ARHP Annual Meeting
ACR Meeting Abstracts - https://acrabstracts.org/abstract/pain-after-total-knee-arthroplasty-poverty-modifies-the-effect-of-race-and-education/