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. Author manuscript; available in PMC: 2021 Jun 1.
Published in final edited form as: Cancer. 2020 Sep 14;126(23):5050–5059. doi: 10.1002/cncr.33176

Table 2.

Predicted Margins of Financial Hardship Measures after Multi-level, Multivariable Adjustment

All Patients No Low-Income Subsidies Low-Income Subsidies
Adherence
(N=4,153)
Monthly Out-of-Pocket
(N=3,353)
Total Out-of-Pocket
(N=3,353)
Monthly Out-of-Pocket
(N=800)
Total Out-of-Pocket
(N=800)
Margin, p-value Margin, p-value Margin, p-value Margin, p-value Margin, p-value
Age (years)
 <70 76.4% Ref $779 Ref $4,157 Ref $34 Ref $155 Ref
 70–74 77.2% 0.69 $740 0.36 $3,972 0.13 $35 0.88 $141 0.74
 75–79 77.2% 0.71 $762 0.69 $4,154 0.98 $28 0.53 $130 0.53
 80–84 73.4% 0.15 $689 0.03 $3,539 <0.01 $69 0.02 $299 0.03
 85+ 68.8% <0.01 $693 0.05 $3,494 <0.01 $57 0.10 $257 0.11
Race
 White 75.2% Ref $747 Ref $3,964 Ref $61 Ref $271 Ref
 African American 73.9% 0.51 $625 <0.01 $3,289 <0.01 $27 <0.01 $112 <0.01
 Hispanic 77.5% 0.60 $1,102 0.07 $5,380 <0.01 $13 <0.01 $59 <0.01
 Missing 72.2% 0.35 $721 0.73 $3,591 0.15 $8 <0.01 $42 <0.01
Socioeconomic Status Tertile
 Low 74.5% Ref $735 Ref $3,935 Ref $41 Ref $199 Ref
 Medium 75.9% 0.42 $764 0.40 $3,967 0.79 $39 0.80 $173 0.58
 High 74.7% 0.91 $704 0.35 $3,764 0.15 $48 0.62 $175 0.64
 Missing 73.7% 0.88 $779 0.65 $3,915 0.95 $16 0.11 $71 0.07
Low-Income Subsidy
 No 76.3% Ref - - - - - - - -
 Yes 69.4% <0.01 - - - - - - - -
% African American 0.42 0.59 0.20 0.42 0.35
 1 (0.3%) 74.3% $727 $3,796 $47 $209
 2 (1.7%) 74.4% $728 $3,814 $46 $203
 3 (3.5%) 74.6% $731 $3,837 $44 $196
 4 (7.4%) 74.9% $735 $3,890 $41 $181
 5 (18.7%) 75.9% $749 $4,042 $33 $144
% Hispanic 0.01 <0.01 0.10 0.59 0.98
 1 (0.4%) 76.6% $703 $3,793 $38 $183
 2 (0.8%) 76.5% $706 $3,801 $38 $183
 3 (1.7%) 76.2% $712 $3,820 $39 $183
 4 (3.8%) 75.6% $726 $3,860 $40 $182
 5 (10.8%) 73.6% $775 $4,003 $43 $182
% Eligible for Medicaid 0.09 0.12 0.09 0.32 0.43
 1 (8.0%) 73.2% $763 $4,023 $55 $223
 2 (10.5%) 73.8% $751 $3,963 $50 $209
 3 (12.7%) 74.4% $741 $3,912 $47 $198
 4 (14.9%) 74.9% $731 $3,860 $44 $187
 5 (20.4%) 76.2% $706 $3,736 $36 $163
Average HCC Score 0.12 0.19 0.02 0.98 0.99
 1 (0.86) 77.0% $767 $4,127 $42 $183
 2 (0.91) 76.2% $753 $4,021 $41 $182
 3 (0.95) 75.5% $742 $3,938 $41 $182
 4 (0.99) 74.9% $731 $3,856 $41 $182
 5 (1.05) 73.9% $716 $3,737 $41 $182
% Prescriptions By Urologist 0.99 0.23 0.53 0.28 0.17
 1 (0.0%) 74.9% $716 $3,849 $49 $226
 2 (7.7%) 75.0% $727 $3,869 $44 $197
 3 (14.3%) 75.0% $735 $3,884 $41 $178
 4 (21.6%) 75.0% $743 $3,899 $37 $161
 5 (40.0%) 75.0% $763 $3,937 $30 $124

HCC, hierarchical condition category.

Outcome measures (adherence, monthly out-of-pocket payment, total out-of-pocket payment) were modeled over the first six months of treatment. Payment models (i.e. monthly out-of-pocket and total out-of-pocket) were modeled separately by low-income subsidy status. Models were constructed at the patient level, and included covariates for patient age, race, socioeconomic status at the zip code level, low-income subsidy status (adherence measure only), and geographic variables that characterize the different hospital-referral regions where patients reside. Characteristics of hospital-referral regions were based on all HRRs, except % urologists which was based on HRRs where at least one urologist wrote a prescription. HRR characteristics were modeled as continuous variables, but predictive margins were displayed for the median of each quintile. Significant findings (p<0.05) are bolded.