| Literature DB >> 35173471 |
Sun Jung Kim1,2,3, Mar Medina4, Rigoberto Delgado5, Anastasia Miller5, Jongwha Chang5.
Abstract
PURPOSE: There is a lack of research focused on understanding the differences in the healthcare utilization of lung cancer patients between ethnic groups. This study aims to characterize disparities in healthcare utilization for Hispanic lung cancer patients compared to non-Hispanic patients.Entities:
Keywords: Hispanic patients; NIS sample; healthcare utilization; lung cancer
Year: 2022 PMID: 35173471 PMCID: PMC8841460 DOI: 10.2147/IJGM.S348159
Source DB: PubMed Journal: Int J Gen Med ISSN: 1178-7074
Figure 1Flow chart of patient sample selection.
General Characteristics of Patient Sample
| Hispanic | Non-Hispanic | ||||
|---|---|---|---|---|---|
| N | %/SD | N | %/SD | ||
| 7168 | 5.1% | 134,507 | 94.9% | ||
| 35,823 | 5.1% | 667,056 | 94.9% | ||
| <0.0001 | |||||
| <40 | 2227 | 17.5% | 10,504 | 82.5% | |
| 40–49 | 2773 | 8.0% | 31,947 | 92.0% | |
| 50–59 | 6770 | 5.3% | 120,380 | 94.7% | |
| 60–69 | 9714 | 4.6% | 200,999 | 95.4% | |
| ≥70 | 14,339 | 4.5% | 303,225 | 95.5% | |
| <0.0001 | |||||
| Female | 16,413 | 4.8% | 328,304 | 95.2% | |
| Male | 19,410 | 5.4% | 338,752 | 94.6% | |
| <0.0001 | |||||
| 0–25th percentile | 13,448 | 6.6% | 189,289 | 93.4% | |
| 26th to 50th percentile | 8659 | 4.8% | 170,242 | 95.2% | |
| 51st to 75th percentile | 8465 | 5.1% | 156,893 | 94.9% | |
| 76th to 100th percentile | 5250 | 3.4% | 150,632 | 96.6% | |
| <0.0001 | |||||
| Medicare | 17,090 | 4.1% | 400,311 | 95.9% | |
| Medicaid | 7226 | 11.1% | 57,786 | 88.9% | |
| Self-pay/No charge | 2370 | 10.0% | 21,231 | 90.0% | |
| Other | 1181 | 5.8% | 19,206 | 94.2% | |
| Private insurance | 7955 | 4.5% | 168,521 | 95.5% | |
| 0.002 | |||||
| No | 25,460 | 5.0% | 485,050 | 95.0% | |
| Yes | 10,362 | 5.4% | 182,006 | 94.6% | |
| 0.538 | |||||
| No | 32,304 | 5.1% | 603,010 | 94.9% | |
| Yes | 3519 | 5.2% | 64,046 | 94.8% | |
| <0.0001 | |||||
| APR-DRG 0, 1, lowest | 7840 | 5.7% | 130,112 | 94.3% | |
| APR-DRG 2 | 12,599 | 4.9% | 244,053 | 95.1% | |
| APR-DRG 3 | 12,145 | 5.1% | 227,988 | 94.9% | |
| APR-DRG 4, highest | 3238 | 4.8% | 64,903 | 95.2% | |
| <0.0001 | |||||
| No | 30,773 | 5.5% | 531,405 | 94.5% | |
| Yes | 5050 | 3.6% | 135,650 | 96.4% | |
| 0.005 | |||||
| No | 34,528 | 5.1% | 638,364 | 94.9% | |
| Yes | 1294 | 4.3% | 28,691 | 95.7% | |
| <0.0001 | |||||
| No | 33,763 | 5.0% | 637,756 | 95.0% | |
| Yes | 2059 | 6.6% | 29,299 | 93.4% | |
| 2.405 | 1.921 | 2.570 | 1.923 | 0.904 | |
Note: *Mean/SD.
Temporal Trend of Healthcare Utilization Among Lung Cancer Patients: Hispanic vs Non-Hispanic
| Total | 2010 | 2011 | 2012 | 2013 | 2014 | ||
|---|---|---|---|---|---|---|---|
| 141,675 | 28,237 | 30,592 | 25,821 | 28,098 | 28,927 | ||
| 702,878 | 142,344 | 146,304 | 129,105 | 140,490 | 144,635 | ||
| Hispanic | 35,822 | 7579 | 7038 | 6310 | 7315 | 7580 | 0.016 |
| Non-Hispanic | 667,055 | 134,765 | 139,265 | 122,795 | 133,175 | 137,055 | |
| % of Hispanic | 5.1% | 5.3% | 4.8% | 4.9% | 5.2% | 5.2% | |
| Hispanic | 73,941 | 64,588 | 72,439 | 76,420 | 80,288 | 76,436 | <0.0001 |
| Non-Hispanic | 60,376 | 54,671 | 58,841 | 60,334 | 62,725 | 65,305 | |
| Hispanic | 6.82 | 6.94 | 7.03 | 6.81 | 6.80 | 6.51 | <0.0001 |
| Non-Hispanic | 6.48 | 6.74 | 6.57 | 6.52 | 6.32 | 6.27 |
Notes: *CMS’s hospital care (inpatient) inflation rate applied. All are discounted at the 2010 level.
Results of Survey Regression Models: Log Transformed Hospital Charges and LOS by Racial Groups
| Log of Hospital Charges | Log of LOS | |||
|---|---|---|---|---|
| EST. | EST. | |||
| Hispanic | 0.266 | <0.0001 | 0.035 | <0.0001 |
| Non-Hispanic | Reference | |||
| <40 | Reference | |||
| 40–49 | −0.181 | <0.0001 | −0.016 | 0.357 |
| 50–59 | −0.196 | <0.0001 | 0.023 | 0.147 |
| 60–69 | −0.236 | <0.0001 | 0.045 | 0.005 |
| ≥70 | −0.324 | <0.0001 | 0.070 | <0.0001 |
| Female | −0.011 | 0.021 | 0.002 | 0.538 |
| Male | Reference | |||
| 0–25th percentile | −0.164 | <0.0001 | 0.074 | <0.0001 |
| 26th to 50th percentile | −0.120 | <0.0001 | 0.055 | <0.0001 |
| 51st to 75th percentile | −0.040 | <0.0001 | 0.036 | <0.0001 |
| 76th to 100th percentile | Reference | |||
| Medicare | 0.164 | <0.0001 | 0.096 | <0.0001 |
| Medicaid | 0.129 | <0.0001 | 0.177 | <0.0001 |
| Self-pay/No charge | −0.014 | 0.352 | 0.168 | <0.0001 |
| Other | −0.475 | <0.0001 | −0.054 | <0.0001 |
| Private insurance | Reference | |||
| No | Reference | |||
| Yes | 0.033 | <0.0001 | 0.056 | <0.0001 |
| No | Reference | |||
| Yes | −0.408 | <0.0001 | −0.014 | 0.110 |
| APR-DRG 0, 1, lowest | Reference | |||
| APR-DRG 2 | −0.107 | <0.0001 | −0.010 | 0.090 |
| APR-DRG 3 | −0.025 | 0.001 | 0.166 | <0.0001 |
| APR-DRG 4, highest | 0.494 | <0.0001 | 0.535 | <0.0001 |
| No | Reference | |||
| Yes | 0.811 | <0.0001 | 0.384 | <0.0001 |
| No | Reference | |||
| Yes | 0.540 | <0.0001 | 0.502 | <0.0001 |
| No | Reference | |||
| Yes | 0.637 | <0.0001 | 0.622 | <0.0001 |
| 0.044 | <0.0001 | 0.029 | <0.0001 | |
| 0.023 | <0.0001 | 0.012 | <0.0001 | |
Results of Subgroup Analysis
| Log of Hospital Charges | Log of LOS | |||
|---|---|---|---|---|
| EST. | EST. | |||
| <40 | 0.090 | 0.052 | −0.016 | 0.715 |
| 40–49 | 0.209 | <0.0001 | 0.032 | 0.372 |
| 50–59 | 0.215 | <0.0001 | 0.030 | 0.171 |
| 60–69 | 0.251 | <0.0001 | 0.043 | 0.016 |
| ≥70 | 0.321 | <0.0001 | 0.035 | 0.015 |
| Female | 0.280 | <0.0001 | 0.021 | 0.122 |
| Male | 0.251 | <0.0001 | 0.048 | 0.000 |
| 0–25th percentile | 0.272 | <0.0001 | 0.038 | 0.015 |
| 26th to 50th percentile | 0.277 | <0.0001 | 0.029 | 0.131 |
| 51st to 75th percentile | 0.294 | <0.0001 | 0.053 | 0.005 |
| 76th to 100th percentile | 0.193 | <0.0001 | 0.012 | 0.627 |
| Medicare | 0.312 | <0.0001 | 0.036 | 0.006 |
| Medicaid | 0.204 | <0.0001 | 0.041 | 0.075 |
| Self-pay/No charge | 0.199 | <0.0001 | 0.065 | 0.082 |
| Other | 0.238 | 0.001 | 0.027 | 0.631 |
| Private insurance | 0.212 | <0.0001 | 0.012 | 0.555 |
| No | 0.260 | <0.0001 | 0.033 | 0.003 |
| Yes | 0.279 | <0.0001 | 0.041 | 0.018 |
| No | 0.246 | <0.0001 | 0.026 | 0.007 |
| Yes | 0.391 | <0.0001 | 0.104 | 0.006 |
| APR-DRG 0, 1, lowest | 0.260 | <0.0001 | 0.044 | 0.029 |
| APR-DRG 2 | 0.230 | <0.0001 | 0.023 | 0.120 |
| APR-DRG 3 | 0.230 | <0.0001 | 0.061 | 0.000 |
| APR-DRG 4, highest | 0.261 | <0.0001 | 0.024 | 0.461 |
| No | 0.281 | <0.0001 | 0.051 | <0.0001 |
| Yes | 0.182 | <0.0001 | −0.048 | 0.010 |
| No | 0.266 | <0.0001 | 0.034 | 0.000 |
| Yes | 0.267 | <0.0001 | 0.085 | 0.064 |
| No | 0.264 | <0.0001 | 0.031 | 0.001 |
| Yes | 0.284 | <0.0001 | 0.106 | 0.003 |
Note: Adjusted for all other variables.