| Literature DB >> 33732960 |
Mike Hernandez1, J Jack Lee1, Beow Y Yeap2, Rong Ye1, Robert L Foote3, Paul Busse4, Samir H Patel5, Roi Dagan6, James Snider7, Nasiruddin Mohammed8, Alexander Lin9, Pierre Blanchard10,11, Scott B Cantor12, Menna Y Teferra11, Kate Hutcheson11,13, Pablo Yepes14,15, Radhe Mohan15, Zhongxing Liao11, Thomas F DeLaney4, Steven J Frank11.
Abstract
PURPOSE: This study hypothesized that insurance denial would lead to bias and loss of statistical power when evaluating the results from an intent-to-treat (ITT), per-protocol, and as-treated analyses using a simulated randomized clinical trial comparing proton therapy to intensity modulated radiation therapy where patients incurred increasing rates of insurance denial. METHODS AND MATERIALS: Simulations used a binary endpoint to assess differences between treatment arms after applying ITT, per-protocol, and as-treated analyses. Two scenarios were developed: 1 with clinical success independent of age and another assuming dependence on age. Insurance denial was assumed possible for patients <65 years. All scenarios considered an age distribution with mean ± standard deviation: 55 ± 15 years, rates of insurance denial ranging from 0%-40%, and a sample of N = 300 patients (150 per arm). Clinical success rates were defined as 70% for proton therapy and 50% for intensity modulated radiation therapy. The average treatment effect, bias, and power were compared after applying 5000 simulations.Entities:
Year: 2020 PMID: 33732960 PMCID: PMC7940795 DOI: 10.1016/j.adro.2020.100635
Source DB: PubMed Journal: Adv Radiat Oncol ISSN: 2452-1094
Figure 1Graphical representation of a randomized trial.
Success rates of proton therapy as a function of insurance denial and age distribution analyzed under the ITT principle
| Rate of insurance | Average treatment effect | Average bias | Average | Statistical power |
|---|---|---|---|---|
| denial | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percenttiles) | (% |
| Clinical success independent of age (ITT scenario 1) | ||||
| 0% | 0.200 (0.087, 0.307) | 0.000 (−0.113, 0.107) | .014 (.000, .150) | 0.932 |
| 5% | 0.193 (0.080, 0.300) | 0.007 (−0.120, 0.100) | .019 (.000, .188) | 0.913 |
| 10% | 0.185 (0.073, 0.293) | 0.015 (−0.127, 0.093) | .027 (.000, .240) | 0.890 |
| 15% | 0.179 (0.073, 0.287) | 0.021 (−0.127, 0.087) | .030 (.000, .248) | 0.867 |
| 20% | 0.171 (0.060, 0.280) | 0.029 (−0.140, 0.080) | .039 (.000, .344) | 0.835 |
| 25% | 0.163 (0.053, 0.273) | 0.037 (−0.147, 0.073) | .050 (.000, .412) | 0.788 |
| 30% | 0.155 (0.047, 0.260) | 0.045 (−0.153, 0.060) | .060 (.000, .478) | 0.757 |
| 35% | 0.148 (0.033, 0.260) | 0.052 (−0.167, 0.060) | .081 (.000, .643) | 0.710 |
| 40% | 0.141 (0.027, 0.247) | 0.059 (−0.173, 0.047) | .091 (.000, .725) | 0.668 |
| Clinical success dependent on age (ITT scenario 2) | ||||
| 0% | 0.200 (0.093, 0.307) | 0.000 (−0.107, 0.107) | .015 (.000, .127) | 0.934 |
| 5% | 0.193 (0.087, 0.300) | 0.007 (−0.113, 0.100) | .018 (.000, .162) | 0.921 |
| 10% | 0.184 (0.073, 0.287) | 0.016 (−0.127, 0.087) | .026 (.000, .239) | 0.887 |
| 15% | 0.178 (0.073, 0.287) | 0.022 (−0.127, 0.087) | .030 (.000, .242) | 0.865 |
| 20% | 0.171 (0.060, 0.280) | 0.029 (−0.140, 0.080) | .038 (.000, .345) | 0.834 |
| 25% | 0.163 (0.053, 0.267) | 0.037 (−0.147, 0.067) | .051 (.000, .416) | 0.795 |
| 30% | 0.156 (0.040, 0.267) | 0.044 (−0.160, 0.067) | .063 (.000, .544) | 0.758 |
| 35% | 0.147 (0.040, 0.260) | 0.053 (−0.160, 0.060) | .077 (.000, .561) | 0.704 |
| 40% | 0.139 (0.033, 0.253) | 0.061 (−0.167, 0.053) | .094 (.000, .641) | 0.662 |
Abbreviation: IMRT = intensity modulated radiation therapy; ITT = intent-to-treat.
Each treatment arm consisted of 150 patients (NProtons = 150 and NIMRT = 150). Statistical power was defined as % P value < .05. “Age distribution” refers to a mean age of 55 ± 15 years, and the 2.5th and 97.5th percentiles were derived from empirical distributions.
Figure 2Trends in statistical power assuming independence between age and clinical success.
Success rates of proton therapy as a function of insurance denial and age distribution as analyzed under the per-protocol principle
| Rate of insurance | Average treatment effect | Average bias | Average | Statistical power |
|---|---|---|---|---|
| denial | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percentiles) | (% |
| Clinical success independent of age (per-protocol scenario 1) | ||||
| 0% | 0.199 (0.087, 0.307) | 0.001 (−0.113, 0.107) | .015 (.000, .153) | 0.930 |
| 5% | 0.200 (0.089, 0.311) | 0.000 (−0.111, 0.111) | .016 (.000, .150) | 0.931 |
| 10% | 0.199 (0.086, 0.309) | 0.001 (−0.114, 0.109) | .017 (.000, .165) | 0.919 |
| 15% | 0.199 (0.090, 0.307) | 0.001 (−0.110, 0.107) | .017 (.000, .152) | 0.915 |
| 20% | 0.199 (0.088, 0.309) | 0.001 (−0.112, 0.109) | .019 (.000, .172) | 0.911 |
| 25% | 0.200 (0.085, 0.313) | 0.000 (−0.115, 0.113) | .021 (.000, .193) | 0.904 |
| 30% | 0.201 (0.086, 0.316) | 0.001 (−0.114, 0.116) | .023 (.000, .200) | 0.885 |
| 40% | 0.202 (0.081, 0.319) | 0.002 (−0.119, 0.119) | .028 (.000, .246) | 0.877 |
| Clinical success dependent on age (per-protocol scenario 2) | ||||
| 0% | 0.201 (0.093, 0.307) | 0.001 (−0.107, 0.107) | .014 (.000, .124) | 0.934 |
| 5% | 0.196 (0.087, 0.307) | 0.004 (−0.113, 0.107) | .019 (.000, .160) | 0.916 |
| 10% | 0.192 (0.079, 0.305) | 0.008 (−0.121, 0.105) | .023 (.000, .210) | 0.895 |
| 15% | 0.188 (0.079, 0.295) | 0.012 (−0.121, 0.095) | .025 (.000, .219) | 0.879 |
| 20% | 0.182 (0.070, 0.291) | 0.018 (−0.130, 0.091) | .034 (.000, .286) | 0.840 |
| 25% | 0.177 (0.063, 0.292) | 0.023 (−0.137, 0.092) | .042 (.000, .355) | 0.813 |
| 30% | 0.171 (0.054, 0.286) | 0.029 (−0.146, 0.086) | .056 (.000, .448) | 0.766 |
| 35% | 0.165 (0.043, 0.282) | 0.035 (−0.157, 0.082) | .069 (.000, .569) | 0.728 |
| 40% | 0.158 (0.036, 0.274) | 0.042 (−0.164, 0.074) | .087 (.000, .648) | 0.670 |
Abbreviation: IMRT = intensity modulated radiation therapy.
Each treatment arm initially consisted of 150 patients (NProtons = 150 and NIMRT = 150); however, when the rate of insurance denial reached 40%, the mean number in the proton therapy arm was reduced to 90 patients.
Statistical power was defined as % P value < .05.
“Age distribution” refers to a mean age of 55 ± 15 years, and the 2.5th and 97.5th percentiles were derived from empirical distributions.
Success rates of proton therapy as a function of insurance denial and age distribution as analyzed under the as-treated principle
| Rate of insurance | Average treatment effect | Average bias | Average | Statistical power |
|---|---|---|---|---|
| denial | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percentiles) | (2.5th and 97.5th percentiles) | (% |
| Clinical success independent of age (as-treated scenario 1) | ||||
| 0% | 0.200 (0.093, 0.307) | 0.000 (–0.107, 0.107) | .014 (.000, .133) | 0.935 |
| 5% | 0.199 (0.091, 0.308) | 0.001 (–0.109, 0.108) | .015 (.000, .133) | 0.932 |
| 10% | 0.201 (0.094, 0.308) | 0.001 (–0.106, 0.108) | .014 (.000, .122) | 0.935 |
| 15% | 0.199 (0.092, 0.303) | 0.001 (–0.108, 0.103) | .016 (.000, .138) | 0.927 |
| 20% | 0.201 (0.092, 0.308) | 0.001 (–0.108, 0.108) | .016 (.000, .139) | 0.927 |
| 25% | 0.200 (0.090, 0.305) | 0.000 (–0.110, 0.105) | .016 (.000, .155) | 0.927 |
| 30% | 0.200 (0.088, 0.312) | 0.000 (–0.112, 0.112) | .019 (.000, .169) | 0.92 |
| 35% | 0.198 (0.086, 0.309) | 0.002 (–0.114, 0.109) | .020 (.000, .181) | 0.906 |
| 40% | 0.199 (0.086, 0.309) | 0.001 (–0.114, 0.109) | .021 (.000, .193) | 0.912 |
| Clinical success dependent on age (as-treated scenario 2) | ||||
| 0% | 0.200 (0.093, 0.307) | 0.000 (–0.107, 0.107) | .014 (.000, .126) | 0.937 |
| 5% | 0.193 (0.080, 0.303) | 0.007 (–0.120, 0.103) | .021 (.000, .197) | 0.913 |
| 10% | 0.185 (0.077, 0.295) | 0.015 (–0.123, 0.095) | .024 (.000, .212) | 0.89 |
| 15% | 0.177 (0.064, 0.281) | 0.023 (–0.136, 0.081) | .033 (.000, .312) | 0.856 |
| 20% | 0.169 (0.056, 0.279) | 0.031 (–0.144, 0.079) | .044 (.000, .396) | 0.812 |
| 25% | 0.160 (0.044, 0.272) | 0.040 (–0.156, 0.072) | .060 (.000, .517) | 0.754 |
| 30% | 0.153 (0.042, 0.264) | 0.047 (–0.158, 0.064) | .072 (.000, .548) | 0.711 |
| 35% | 0.144 (0.033, 0.258) | 0.056 (–0.167, 0.058) | .093 (.000, .640) | 0.646 |
| 40% | 0.135 (0.017, 0.248) | 0.065 (–0.183, 0.048) | .125 (.000, .810) | 0.568 |
Abbreviation: IMRT = intensity modulated radiation therapy.
Each treatment arm initially consisted of 150 patients (NProtons = 150 and NIMRT = 150); however, when clinical success was assumed independent of age, the treatment effect became less precise while remaining relatively unbiased as the rate of insurance denial increased. When clinical success was assumed to be dependent on age and once the insurance denial rate reached 25%, the treatment effect became severely biased and statistical power fell to below 80%. Statistical power was defined as % P value < .05.
“Age distribution” refers to a mean age of 55 ± 15 years, and the 2.5th and 97.5th percentiles were derived from empirical distributions.
Figure 3Trends in statistical power assuming dependence between age and clinical success.