| Literature DB >> 31011675 |
John M David1,2, Sungjin Kim1,3, Veronica R Placencio-Hickok1,2, Arman Torosian1,2, Andrew Hendifar2,4, Richard Tuli1,2.
Abstract
PURPOSE: Locally advanced pancreatic cancer (LAPC) treatment has varying practice patterns with poor outcomes. We investigated treatment using single-agent chemotherapy and multiagent chemotherapy (MAC) with or without radiation therapy (RT) at high-volume facilities (HVFs) and academic centers (ACs). METHODS AND MATERIALS: The National Cancer Database was used to obtain data on 10,139 patients with LAPC. HVF was defined as the top 5% of facilities per number of patients treated at each facility. Univariate and multivariable (MVA) analysis Cox regressions were performed to identify the impact of HVF, AC, MAC, and RT on overall survival (OS).Entities:
Year: 2018 PMID: 31011675 PMCID: PMC6460104 DOI: 10.1016/j.adro.2018.10.006
Source DB: PubMed Journal: Adv Radiat Oncol ISSN: 2452-1094
Baseline characteristics, stratified by facility volume and type
| Variable | All patients (N = 10139) | Facility volume (95th) | Facility type | ||||
|---|---|---|---|---|---|---|---|
| High (n = 588) | Low (n = 9551) | Academic center (n = 4879) | Non-academic center (n = 5260) | ||||
| Facility type | |||||||
| Academic center | 4879 (48.12) | 588 (100) | 4291 (44.93) | ||||
| Non-academic center | 5260 (51.88) | 0 (0) | 5260 (55.07) | ||||
| Age (y) | |||||||
| Median (IQR) | 66 (58-74) | 66 (58-74) | 66 (58-74) | .768 | 65 (58-74) | 67 (58-74) | |
| Sex | |||||||
| Female | 5083 (50.13) | 279 (47.45) | 4804 (50.3) | .180 | 2423 (49.66) | 2660 (50.57) | .361 |
| Male | 5056 (49.87) | 309 (52.55) | 4747 (49.7) | 2456 (50.34) | 2600 (49.43) | ||
| Race | |||||||
| Black | 1386 (13.81) | 74 (12.69) | 1312 (13.88) | .670 | 760 (15.8) | 626 (11.98) | |
| Other | 316 (3.15) | 17 (2.92) | 299 (3.16) | 177 (3.68) | 139 (2.66) | ||
| White | 8334 (83.04) | 492 (84.39) | 7842 (82.96) | 3872 (80.52) | 4462 (85.36) | ||
| Median income | |||||||
| <$38,000 | 1650 (16.67) | 79 (13.64) | 1571 (16.86) | 783 (16.44) | 867 (16.88) | ||
| $38,000-$47,999 | 2279 (23.02) | 78 (13.47) | 2201 (23.62) | 927 (19.46) | 1352 (26.32) | ||
| $48,000-$62,999 | 2729 (27.57) | 111 (19.17) | 2618 (28.09) | 1226 (25.74) | 1503 (29.26) | ||
| >$63,000 | 3241 (32.74) | 311 (53.71) | 2930 (31.44) | 1827 (38.36) | 1414 (27.53) | ||
| Education | |||||||
| Low (>21%) | 1520 (15.35) | 79 (13.64) | 1441 (15.45) | 754 (15.83) | 766 (14.9) | ||
| 13%-20.9% | 2481 (25.05) | 128 (22.11) | 2353 (25.23) | 1117 (23.45) | 1364 (26.54) | ||
| 7%-12.9% | 3388 (34.21) | 191 (32.99) | 3197 (34.28) | 1586 (33.29) | 1802 (35.06) | ||
| High (<7%) | 2515 (25.39) | 181 (31.26) | 2334 (25.03) | 1307 (27.43) | 1208 (23.5) | ||
| Charlson-Deyo comorbidity score | |||||||
| 0 | 7275 (71.75) | 399 (67.86) | 6876 (71.99) | .096 | 3545 (72.66) | 3730 (70.91) | .148 |
| 1 | 2308 (22.76) | 152 (25.85) | 2156 (22.57) | 1076 (22.05) | 1232 (23.42) | ||
| ≥2 | 556 (5.48) | 37 (6.29) | 519 (5.43) | 258 (5.29) | 298 (5.67) | ||
| Year of diagnosis | |||||||
| 2004-2006 | 2230 (21.99) | 133 (22.62) | 2097 (21.96) | .143 | 1060 (21.73) | 1170 (22.24) | |
| 2007-2009 | 2981 (29.4) | 152 (25.85) | 2829 (29.62) | 1387 (28.43) | 1594 (30.3) | ||
| 2010-2013 | 4928 (48.6) | 303 (51.53) | 4625 (48.42) | 2432 (49.85) | 2496 (47.45) | ||
| Surgery | |||||||
| Surgery | 506 (4.99) | 46 (7.82) | 460 (4.82) | 281 (5.76) | 225 (4.28) | ||
| No surgery | 9630 (95.01) | 542 (92.18) | 9088 (95.18) | 4596 (94.24) | 5034 (95.72) | ||
| Radiation | |||||||
| Radiation | 4631 (45.68) | 220 (37.41) | 4411 (46.18) | 2071 (42.45) | 2560 (48.67) | ||
| No radiation | 5508 (54.32) | 368 (62.59) | 5140 (53.82) | 2808 (57.55) | 2700 (51.33) | ||
| Chemotherapy | |||||||
| Multiagent | 4679 (46.15) | 365 (62.07) | 4314 (45.17) | 2439 (49.99) | 2240 (42.59) | ||
| Single agent | 5460 (53.85) | 223 (37.93) | 5237 (54.83) | 2440 (50.01) | 3020 (57.41) | ||
Abbreviation: IQR = interquartile range.
Data are presented as number of patients (column %) or median (IQR).
P-value is calculated by Wilcoxon rank-sum test for age, and χ2 or Fisher's exact test for categorical variables, as appropriate.
Bold values that are statistically significant at a P value of less than 0.05.
Baseline characteristics, stratified by chemotherapy and radiation
| Variable | Chemotherapy | Radiation | ||||
|---|---|---|---|---|---|---|
| Multiagent (n = 4679) | Single agent (n = 5460) | Radiation (n = 4631) | No radiation (n = 5508) | |||
| Age (y) | ||||||
| Median (IQR) | 64 (58-74) | 68 (58-74) | 65 (58-74) | 67 (58-74) | ||
| Sex | ||||||
| Female | 2245 (47.98) | 2838 (51.98) | 2248 (48.54) | 2835 (51.47) | ||
| Male | 2434 (52.02) | 2622 (48.02) | 2383 (51.46) | 2673 (48.53) | ||
| Race | ||||||
| Black | 583 (12.59) | 803 (14.86) | 647 (14.08) | 739 (13.58) | ||
| Other | 170 (3.67) | 146 (2.7) | 117 (2.55) | 199 (3.66) | ||
| White | 3879 (83.74) | 4455 (82.44) | 3831 (83.37) | 4503 (82.76) | ||
| Median income | ||||||
| <$38,000 | 681 (14.88) | 969 (18.2) | 759 (16.82) | 891 (16.54) | .416 | |
| $38,000-$47,999 | 986 (21.55) | 1293 (24.29) | 1064 (23.58) | 1215 (22.56) | ||
| $48,000-$62,999 | 1239 (27.08) | 1490 (27.99) | 1211 (26.83) | 1518 (28.18) | ||
| >$63,000 | 1670 (36.49) | 1571 (29.51) | 1479 (32.77) | 1762 (32.71) | ||
| Education | ||||||
| Low (>21%) | 638 (13.93) | 882 (16.57) | 692 (15.33) | 828 (15.36) | .997 | |
| 13%-20.9% | 1083 (23.65) | 1398 (26.26) | 1135 (25.14) | 1346 (24.97) | ||
| 7%-12.9% | 1610 (35.15) | 1778 (33.4) | 1544 (34.2) | 1844 (34.21) | ||
| High (<7%) | 1249 (27.27) | 1266 (23.78) | 1143 (25.32) | 1372 (25.45) | ||
| Charlson-Deyo comorbidity score | ||||||
| 0 | 3460 (73.95) | 3815 (69.87) | 3394 (73.29) | 3881 (70.46) | ||
| 1 | 1001 (21.39) | 1307 (23.94) | 1006 (21.72) | 1302 (23.64) | ||
| ≥2 | 218 (4.66) | 338 (6.19) | 231 (4.99) | 325 (5.9) | ||
| Year of diagnosis | ||||||
| 2004-2006 | 842 (18) | 1388 (25.42) | 1209 (26.11) | 1021 (18.54) | ||
| 2007-2009 | 1153 (24.64) | 1828 (33.48) | 1449 (31.29) | 1532 (27.81) | ||
| 2010-2013 | 2684 (57.36) | 2244 (41.1) | 1973 (42.6) | 2955 (53.65) | ||
| Surgery | ||||||
| Surgery | 296 (6.33) | 210 (3.85) | 238 (5.14) | 268 (4.87) | .533 | |
| No surgery | 4382 (93.67) | 5248 (96.15) | 4393 (94.86) | 5237 (95.13) | ||
| Radiation | ||||||
| Radiation | 1927 (41.18) | 2704 (49.52) | ||||
| No radiation | 2752 (58.82) | 2756 (50.48) | ||||
Abbreviation: IQR = interquartile range.
Data are presented as number of patients (column %) or median (IQR).
P-value is calculated by Wilcoxon rank-sum test for age, and χ2 or Fisher's exact test for categorical variables, as appropriate.
Bold values that are statistically significant at a P value of less than 0.05.
Univariate and multivariable analyses of overall survival
| Variable | Univariate | Multivariable | |||
|---|---|---|---|---|---|
| N | Hazard ratio (95% CI) | Hazard ratio (95% CI) | |||
| Facility volume (95th percentile) | |||||
| High | 588 | 0.75 (0.69-0.82) | 0.84 (0.76-0.92) | ||
| Low | 9551 | 1 (Reference) | 1 (Reference) | ||
| Facility type | |||||
| Academic center | 4879 | 0.87 (0.83-0.91) | 0.94 (0.90-0.98) | ||
| Non-academic center | 5260 | 1 (Reference) | 1 (Reference) | ||
| Radiation | |||||
| Radiation | 4631 | 0.79 (0.76-0.83) | 0.76 (0.73-0.80) | ||
| No radiation | 5508 | 1 (Reference) | 1 (Reference) | ||
| Chemotherapy | |||||
| Multiagent | 4679 | 0.68 (0.66-0.71) | 0.73 (0.70-0.76) | ||
| Single agent | 5460 | 1 (Reference) | 1 (Reference) | ||
| Age (y) | 10139 | 1.01 (1.01-1.01) | 1.01 (1.00-1.01) | ||
| Sex | |||||
| Female | 5083 | 0.98 (0.94-1.02) | .265 | 0.94 (0.91-0.99) | |
| Male | 5056 | 1 (Reference) | 1 (Reference) | ||
| Race | |||||
| Black | 1386 | 0.94 (0.88-1.00) | 0.86 (0.81-0.92) | ||
| Other | 316 | 0.83 (0.73-0.93) | 0.82 (0.73-0.93) | ||
| White | 8334 | 1 (Reference) | 1 (Reference) | ||
| Median income | |||||
| <$38,000 | 1650 | 1.27 (1.19-1.35) | 1.25 (1.17-1.34) | ||
| $38,000-$47,999 | 2279 | 1.15 (1.09-1.22) | 1.09 (1.02-1.15) | ||
| $48,000-$62,999 | 2729 | 1.18 (1.12-1.24) | 1.14 (1.08-1.20) | ||
| >$63,000 | 3241 | 1 (Reference) | 1 (Reference) | ||
| Education | |||||
| Low (>21%) | 1520 | 1.12 (1.05-1.20) | |||
| 13%-20.9% | 2481 | 1.15 (1.08-1.22) | |||
| 7%-12.9% | 3388 | 1.09 (1.03-1.15) | |||
| High (<7%) | 2515 | 1 (Reference) | |||
| Charlson-Deyo comorbidity score | |||||
| 0 | 7275 | 0.85 (0.78-0.93) | 0.90 (0.82-0.98) | ||
| 1 | 2308 | 0.91 (0.82-1.00) | 0.94 (0.85-1.03) | .191 | |
| ≥2 | 556 | 1 (Reference) | 1 (Reference) | ||
| Year of diagnosis | |||||
| 2004-2006 | 2230 | 1.27 (1.21-1.34) | 1.21 (1.14-1.27) | ||
| 2007-2009 | 2981 | 1.26 (1.20-1.32) | 1.16 (1.11-1.22) | ||
| 2010-2013 | 4928 | 1 (Reference) | 1 (Reference) | ||
| Surgery | |||||
| Surgery | 506 | 0.40 (0.36-0.45) | 0.43 (0.38-0.48) | ||
| No surgery | 9630 | 1 (Reference) | 1 (Reference) | ||
Abbreviation: CI = confidence interval.
A total of 9795 observations were used in the multivariable model.
Bold values that are statistically significant at a P value of less than 0.05.
Overall P-value for categorical variables with more than 2 levels.
Variables dropped out of the model.
Fig. 1(A) Kaplan-Meier estimates of overall survival probability, stratified by facility volume. Low-volume facility (red dotted line) and high-volume facility (blue solid line). (B) Kaplan-Meier estimates of overall survival probability, stratified by facility type. Nonacademic center (red dotted line) and academic center (blue solid line). Note: Curves are limited up to 36 months.
Fig. 2(A) Kaplan-Meier estimates of overall survival probability, stratified by radiation. No radiation (red dotted line) and radiation (blue solid line). (B) Kaplan-Meier estimates of overall survival probability, stratified by type of chemotherapy. Single-agent (red dotted line) and multiagent (blue solid line) chemotherapy. Note: Curves are limited up to 36 months.
Univariate and multivariable analyses of receipt of surgical resection
| Variable | Univariate | Multivariable | |||
|---|---|---|---|---|---|
| N | Odds ratio (95% CI) | Odds ratio (95% CI) | |||
| Facility volume (95th percentile) | |||||
| High | 588 | 1.68 (1.22-2.30) | .001 | 1.34 (0.95-1.88) | .093 |
| Low | 9548 | 1 (Reference) | 1 (Reference) | ||
| Facility type | |||||
| Academic center | 4877 | 1.37 (1.14-1.64) | <.001 | 1.21 (0.99-1.46) | .057 |
| Non-academic center | 5259 | 1 (Reference) | 1 (Reference) | ||
| Radiation | |||||
| Radiation | 4631 | 1.06 (0.89-1.27) | .533 | ||
| No radiation | 5505 | 1 (Reference) | |||
| Chemotherapy | |||||
| Multiagent | 4678 | 1.69 (1.41-2.02) | <.001 | 1.29 (1.06-1.56) | .009 |
| Single agent | 5458 | 1 (Reference) | 1 (Reference) | ||
| Age (y) | 10136 | 0.97 (0.96-0.98) | <.001 | 0.97 (0.96-0.98) | <.001 |
| Sex | |||||
| Female | 5081 | 0.90 (0.75-1.08) | .249 | ||
| Male | 5055 | 1 (Reference) | |||
| Race | .004 | .006 | |||
| Black | 1386 | 0.59 (0.43-0.80) | <.001 | 0.59 (0.42-0.82) | .002 |
| Other | 316 | 0.95 (0.57-1.59) | .850 | 0.83 (0.49-1.39) | .476 |
| White | 8331 | 1 (Reference) | 1 (Reference) | ||
| Median income | <.001 | .009 | |||
| <$38,000 | 1650 | 0.63 (0.47-0.83) | .001 | 0.72 (0.53-0.98) | .035 |
| $38,000-$47,999 | 2278 | 0.61 (0.47-0.79) | <.001 | 0.67 (0.51-0.87) | .003 |
| $48,000-$62,999 | 2729 | 0.86 (0.69-1.08) | .191 | 0.94 (0.75-1.17) | .559 |
| >$63,000 | 3239 | 1 (Reference) | 1 (Reference) | ||
| Education | .001 | ||||
| Low (>21%) | 1519 | 0.54 (0.39-0.75) | <.001 | ||
| 13%-20.9% | 2481 | 0.75 (0.58-0.96) | .022 | ||
| 7%-12.9% | 3387 | 0.89 (0.71-1.11) | .298 | ||
| High (<7%) | 2514 | 1 (Reference) | |||
| Charlson-Deyo comorbidity score | .939 | ||||
| 0 | 7272 | 1.07 (0.71-1.61) | .731 | ||
| 1 | 2308 | 1.08 (0.70-1.67) | .733 | ||
| ≥2 | 556 | 1 (Reference) | |||
| Year of diagnosis | <.001 | <.001 | |||
| 2004-2006 | 2229 | 0.52 (0.40-0.67) | <.001 | 0.55 (0.42-0.71) | <.001 |
| 2007-2009 | 2980 | 0.53 (0.43-0.67) | <.001 | 0.54 (0.43-0.68) | <.001 |
| 2010-2013 | 4927 | 1 (Reference) | 1 (Reference) | ||
Abbreviation: CI = confidence interval.
A total of 9795 observations were used in the multivariable model.
Overall P-value for categorical variables with more than 2 levels.
Variables dropped out of the model.
Univariate and multivariable analyses of overall survival in surgically resected patients
| Variable | Univariate | Multivariable | |||
|---|---|---|---|---|---|
| N | Hazard ratio (95% CI) | Hazard ratio (95% CI) | |||
| Facility volume (95th percentile) | |||||
| High | 46 | 0.93 (0.65-1.33) | .701 | ||
| Low | 460 | 1 (Reference) | |||
| Facility type | |||||
| Academic center | 281 | 1.01 (0.82-1.25) | .912 | ||
| Non-academic center | 225 | 1 (Reference) | |||
| Radiation | |||||
| Radiation | 238 | 0.72 (0.59-0.89) | 0.71 (0.57-0.88) | ||
| No radiation | 268 | 1 (Reference) | 1 (Reference) | ||
| Chemotherapy | |||||
| Multiagent | 296 | 0.71 (0.57-0.87) | 0.80 (0.64-0.99) | ||
| Single agent | 210 | 1 (Reference) | 1 (Reference) | ||
| Age (y) | 506 | 1.01 (1.00-1.02) | 1.01 (1.00-1.02) | .084 | |
| Sex | |||||
| Female | 241 | 0.89 (0.72-1.10) | .282 | ||
| Male | 265 | 1 (Reference) | |||
| Race | .900 | ||||
| Black | 44 | 1.00 (0.69-1.45) | .999 | ||
| Other | 16 | 0.84 (0.40-1.78) | .647 | ||
| White | 442 | 1 (Reference) | |||
| Median income | .986 | ||||
| <$38,000 | 65 | 1.03 (0.73-1.46) | .861 | ||
| $38,000-$47,999 | 87 | 1.06 (0.78-1.42) | .719 | ||
| $48,000-$62,999 | 146 | 1.03 (0.80-1.33) | .815 | ||
| >$63,000 | 199 | 1 (Reference) | |||
| Education | .943 | ||||
| Low (>21%) | 51 | 0.90 (0.60-1.35) | .619 | ||
| 13%-20.9% | 113 | 1.03 (0.77-1.38) | .856 | ||
| 7%-12.9% | 182 | 1.01 (0.78-1.30) | .946 | ||
| High (<7%) | 151 | 1 (Reference) | |||
| Charlson-Deyo comorbidity score | |||||
| 0 | 364 | 0.45 (0.29-0.68) | 0.41 (0.26-0.62) | ||
| 1 | 116 | 0.38 (0.24-0.60) | 0.35 (0.22-0.56) | ||
| ≥2 | 26 | 1 (Reference) | 1 (Reference) | ||
| Year of diagnosis | |||||
| 2004-2006 | 78 | 1.73 (1.30-2.28) | |||
| 2007-2009 | 107 | 1.40 (1.10-1.80) | |||
| 2010-2013 | 321 | 1 (Reference) | |||
Abbreviation: CI = confidence interval.
A total of 506 observations were used in the multivariable model.
Bold values that are statistically significant at a P value of less than 0.05.
Overall P-value for categorical variables with more than 2 levels.
Variables dropped out of the model.
Model was stratified on year of diagnosis due to nonproportional hazard.
Fig. 3(A) Kaplan-Meier estimates of overall survival probability, stratified by type of neoadjuvant chemotherapy in resected patients. Single-agent (red dotted line) and multiagent (blue dotted line) chemotherapy. (B) Kaplan-Meier estimates of overall survival probability, stratified by neoadjuvant radiation in resected patients. No radiation (red dotted line) and radiation (blue solid line). Note: Curves are limited up to 36 months.
Margin status in resected patients
| Variable | Radiation | No radiation | |
|---|---|---|---|
| Surgical margins | |||
| Residual tumor | 44 (19.56) | 80 (33.06) | |
| No residual tumor | 181 (80.44) | 162 (66.94) | |
Data are presented as number of patients (column %).
P-value is calculated by χ2 test.
Bold values that are statistically significant at a P value of less than 0.05.