Changing Practice Patterns and Improving Survival for Patients with Pancreatic Ductal Adenocarcinoma
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Data and Study Population
2.2. Variables and Outcomes
2.3. Statistical Analysis
3. Results
3.1. Surgical Patient Characteristics
3.2. Survival after Surgery
3.3. Non-Surgical Patient Characteristics
3.4. Survival after Non-Surgical Treatment
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Overall (N = 55,401) | 2004–2007 (N = 11,635, 21.0%) | 2008–2011 (N = 14,912, 26.9%) | 2012–2015 (N = 18,505, 33.4%) | 2016–2017 (N = 10,349, 18.7%) | p (Trend) | % Miss. | |
---|---|---|---|---|---|---|---|
Age | 65.4 ± 10.4 | 65.0 ± 10.9 | 65.4 ± 10.6 | 65.5 ± 10.3 | 65.8 ± 10.0 | <0.0001 | 0 |
Female | 27,060 (48.8) | 5740 (49.3) | 7336 (49.2) | 8979 (48.5) | 5005 (48.4) | 0.072 | 0 |
Race | |||||||
White | 47,290 (86.2) | 10,052 (87.5) | 12,810 (86.7) | 15,716 (85.6) | 8712 (84.9) | <0.0001 | 0.9 |
Black | 5498 (10.0) | 1101 (9.6) | 1462 (9.9) | 1909 (10.4) | 1026 (10.0) | 0.108 | |
Other | 2092 (3.8) | 330 (2.9) | 505 (3.4) | 737 (4.0) | 520 (5.1) | <0.0001 | |
Hispanic origin | 2824 (5.3) | 507 (4.8) | 683 (4.8) | 969 (5.3) | 665 (6.5) | <0.0001 | 4.3 |
Distance from hospital 2 | 17 [6, 46] | 16 [6, 45] | 16 [6, 45] | 17 [7, 47] | 17 [7, 45] | <0.0001 | 6.7 |
Facility type | |||||||
Community | 1654 (3.0) | 418 (3.6) | 401 (2.7) | 462 (2.5) | 373 (3.6) | 0.412 | 0.9 |
Comp. comm. | 14,283 (26.0) | 2978 (25.9) | 3675 (24.9) | 4823 (26.3) | 2807 (27.4) | 0.0009 | |
Academic | 28,591 (52.1) | 6038 (52.4) | 7847 (53.1) | 9650 (52.6) | 5056 (49.3) | <0.0001 | |
Int. network | 10,349 (18.9) | 2082 (18.1) | 2846 (19.3) | 3408 (18.6) | 2013 (19.6) | 0.034 | |
Facility Location | |||||||
New England | 2496 (4.5) | 533 (4.6) | 632 (4.3) | 821 (4.5) | 510 (5.0) | 0.191 | 0.9 |
Middle Atlantic | 9194 (16.8) | 1921 (16.7) | 2559 (17.3) | 3081 (16.8) | 1633 (15.9) | 0.089 | |
South Atlantic | 12,110 (22.1) | 2536 (22.0) | 3267 (22.1) | 4016 (21.9) | 2291 (22.4) | 0.747 | |
East N. Central | 9720 (17.7) | 2079 (18.1) | 2654 (18.0) | 3261 (17.8) | 1726 (16.8) | 0.024 | |
East S. Central | 3824 (7.0) | 811 (7.0) | 1097 (7.4) | 1325 (7.2) | 591 (5.8) | 0.0006 | |
West N. Central | 4356 (7.9) | 983 (8.5) | 1241 (8.4) | 1382 (7.5) | 750 (7.3) | <0.0001 | |
West S. Central | 4998 (9.1) | 1009 (8.8) | 1261 (8.5) | 1744 (9.5) | 984 (9.6) | 0.002 | |
Mountain | 2142 (3.9) | 427 (3.7) | 526 (3.6) | 708 (3.9) | 481 (4.7) | 0.0001 | |
Pacific | 6037 (11.0) | 1217 (10.6) | 1532 (10.4) | 2005 (10.9) | 1283 (12.5) | <0.0001 | |
Insurer | |||||||
Medicare | 27,876 (51.2) | 5611 (49.7) | 7393 (50.3) | 9421 (51.7) | 5451 (53.3) | <0.0001 | 1.8 |
Private | 21,653 (39.8) | 4827 (42.7) | 5986 (40.7) | 6977 (38.3) | 3863 (37.8) | <0.0001 | |
Medicaid | 2790 (5.1) | 433 (3.8) | 720 (4.9) | 1074 (5.9) | 563 (5.5) | <0.0001 | |
Other Government | 740 (1.4) | 109 (1.0) | 179 (1.2) | 269 (1.5) | 183 (1.8) | <0.0001 | |
None | 1366 (2.5) | 315 (2.8) | 413 (2.8) | 473 (2.6) | 165 (1.6) | <0.0001 | |
Income quartile | |||||||
<USD 40,227 | 7958 (15.4) | 1457 (12.8) | 2236 (15.6) | 2842 (16.6) | 1423 (16.2) | <0.0001 | 6.8 |
USD 40,277–USD 50,353 | 10,965 (21.2) | 2115 (18.6) | 3062 (21.3) | 3899 (22.8) | 1889 (21.5) | <0.0001 | |
USD 50,354–USD 63,332 | 13,343 (25.8) | 3057 (26.9) | 3828 (26.7) | 4388 (25.6) | 2070 (23.6) | <0.0001 | |
>USD 63,333 | 19,374 (37.5) | 4750 (41.7) | 5220 (36.4) | 6008 (35.1) | 3396 (38.7) | <0.0001 | |
Education quartile | |||||||
>17.6% | 8480 (16.4) | 1713 (15.1) | 2256 (15.7) | 2887 (16.8) | 1624 (18.5) | <0.0001 | 6.8 |
10.9–17.5% | 12,879 (24.9) | 2672 (23.5) | 3577 (24.9) | 4424 (25.8) | 2206 (25.1) | 0.0005 | |
6.3–10.8% | 15,200 (29.4) | 2734 (24.0) | 4413 (30.8) | 5468 (31.9) | 2585 (29.4) | <0.0001 | |
<6.3% | 15,100 (29.2) | 4263 (37.5) | 4104 (28.6) | 4365 (25.5) | 2368 (27.0) | <0.0001 | |
Metro area | |||||||
Metro | 44,279 (83.1) | 9104 (81.2) | 11,939 (82.9) | 14,837 (83.5) | 8399 (84.6) | <0.0001 | 3.8 |
Metro adjacent | 5743 (10.8) | 1279 (11.4) | 1606 (11.2) | 1862 (10.5) | 996 (10.0) | 0.0002 | |
Non-metro adj. | 2259 (4.2) | 565 (5.0) | 586 (4.1) | 736 (4.1) | 372 (3.7) | <0.0001 | |
Rural | 1014 (1.9) | 260 (2.3) | 268 (1.9) | 324 (1.8) | 162 (1.6) | 0.0004 | |
Charlson–Deyo Score | |||||||
0 | 36,612 (66.1) | 7918 (68.1) | 9923 (66.5) | 12,083 (65.3) | 6688 (64.6) | <0.0001 | 0 |
1 | 14,017 (25.3) | 2877 (24.7) | 3807 (25.5) | 4884 (26.4) | 2449 (23.7) | 0.503 | |
2 | 3333 (6.0) | 634 (5.4) | 880 (5.9) | 1104 (6.0) | 715 (6.9) | <0.0001 | |
3+ | 1439 (2.6) | 206 (1.8) | 302 (2.0) | 434 (2.3) | 497 (4.8) | <0.0001 | |
Primary site | |||||||
Head of pancreas | 40,280 (72.7) | 8522 (73.2) | 10,856 (72.8) | 13,432 (72.6) | 7470 (72.2) | 0.071 | 0 |
Body of pancreas | 3772 (6.8) | 656 (5.6) | 910 (6.1) | 1373 (7.4) | 833 (8.0) | <0.0001 | |
Tail of pancreas | 5216 (9.4) | 964 (8.3) | 1353 (9.1) | 1804 (9.7) | 1095 (10.6) | <0.0001 | |
Pancreatic duct | 412 (0.7) | 141 (1.2) | 117 (0.8) | 99 (0.5) | 55 (0.5) | <0.0001 | |
Islets of Langerhans | 5 (0) | 2 (0) | 2 (0) | 0 (0) | 1 (0) | NA | |
Other | 548 (1.0) | 74 (0.6) | 146 (1.0) | 196 (1.1) | 132 (1.3) | <0.0001 | |
Overlapping lesion of pancreas | 2223 (4.0) | 428 (3.7) | 623 (4.2) | 775 (4.2) | 397 (3.8) | 0.461 | |
Pancreas, NOS | 2945 (5.3) | 848 (7.3) | 905 (6.1) | 826 (4.5) | 366 (3.5) | <0.0001 | |
Neoadjuvant therapy | 9633 (19.5) | 435 (7.1) | 1856 (12.6) | 4011 (21.8) | 3331 (32.4) | <0.0001 | 10.7 |
Tumor size 1 | 31 [25, 40] | 31 [25, 41] | 31 [25, 40] | 32 [25, 40] | 32 [25, 40] | 0.777 | 20.2 |
R1 Resection | 12,512 (23.6) | 2975 (27.1) | 3513 (24.7) | 4023 (22.6) | 2001 (20.0) | <0.0001 | 4.2 |
Stage | |||||||
1 | 6553 (12.2) | 1492 (13.8) | 1765 (12.2) | 1936 (10.6) | 1360 (13.2) | 0.0008 | 2.9 |
2 | 42,233 (78.5) | 7906 (73.4) | 11,285 (78.2) | 14,916 (81.4) | 8126 (79.1) | <0.0001 | |
3 | 2295 (4.3) | 637 (5.9) | 606 (4.2) | 704 (3.8) | 348 (3.4) | <0.0001 | |
4 | 2722 (5.1) | 739 (6.9) | 781 (5.4) | 758 (4.1) | 444 (4.3) | <0.0001 | |
Treatment started, days from diagnosis | 21.1 ± 27.1 | 17.1 ± 23.7 | 19.9 ± 33.1 | 22.4 ± 24.7 | 24.9 ± 24.4 | <0.0001 | 1.9 |
Nodes examined | 15.8 ± 10.2 | 11.7 ± 8.5 | 15.2 ± 9.9 | 17.2 ± 10.4 | 18.9 ± 10.4 | <0.0001 | 1.7 |
Nodes positive | 2.4 ± 3.2 | 2.0 ± 2.9 | 2.4 ± 3.2 | 2.5 ± 3.3 | 2.5 ± 3.4 | <0.0001 | 1.2 |
Received chemotherapy | 39,075 (73.8) | 6947 (63.2) | 10,085 (71.4) | 13,864 (77.8) | 8179 (81.7) | <0.0001 | 4.4 |
Postop LOS 1 | 8 [6, 12] | 9 [7, 14] | 9 [6, 13] | 8 [6, 12] | 7 [5, 10] | <0.0001 | 12.6 |
30-day unplanned readmission | 3843 (7.2) | 806 (7.3) | 1106 (7.7) | 1262 (7.0) | 669 (6.6) | 0.005 | 3.1 |
30-day mortality | 1783 (3.2) | 497 (4.3) | 520 (3.5) | 517 (2.8) | 249 (2.4) | <0.0001 | 0.3 |
90-day mortality | 3769 (6.9) | 1033 (8.9) | 1096 (7.4) | 1099 (6.0) | 541 (5.3) | <0.0001 | 0.7 |
1-year mortality | 17,587 (32.5) | 4502 (39.1) | 5132 (34.8) | 5419 (29.7) | 2534 (26.3) | <0.0001 | 2.3 |
2-year mortality | 30,913 (59.3) | 7598 (66.2) | 8983 (61.2) | 9871 (54.8) | 4461 (55.9) | <0.0001 | 5.9 |
2004–2007 (N = 11,635, 21.0%) | 2008–2011 (N = 14,912, 26.9%) | 2012–2015 (N = 18,505, 33.4%) | 2016–2017 (N = 10,349, 18.7%) | |
---|---|---|---|---|
3 months | 91.1% (90.6–91.6%) | 92.6% (92.2–94.1%) | 94.0% (93.7–94.4%) | 94.7% (94.3–95.2%) |
6 months | 81.8% (81.1–82.5%) | 84.5% (83.9–85.1%) | 87.0% (86.5–87.5%) | 88.7% (88.1–89.3%) |
9 months | 71.0% (70.2–71.8%) | 74.8% (74.1–75.5%) | 78.7% (78.1–79.2%) | 81.8% (81.1–82.6%) |
12 months | 61.0% (60.1–61.9%) | 65.4% (64.6–66.1%) | 70.4% (69.8–71.1%) | 74.5% (73.7–75.4%) |
18 months | 44.5% (43.6–45.4%) | 50.4% (49.6–51.2%) | 56.4% (55.7–57.1%) | 62.1% (61.1–63.1%) |
24 months | 34.0% (33.1–34.8%) | 39.1% (38.3–39.9%) | 45.7% (45.0–46.5%) | 52.0% (50.9–53.0%) |
Median survival (months) | 15.5 (15.2–15.9) | 18.2 (17.8–18.6) | 21.3 (21.0–21.7) | 25.3 (24.7–26.1) |
Overall (N = 109,477) | 2004–2007 (N = 22,108, 20.2%) | 2008–2011 (N = 29,177, 26.7%) | 2012–2015 (N = 36,625, 33.4%) | 2016–2017 (N = 21,567, 19.7%) | p (Trend) | % Miss. | |
---|---|---|---|---|---|---|---|
Age | 65.2 ± 10.8 | 64.6 ± 11.2 | 65.0 ± 11.0 | 65.4 ± 10.6 | 65.9 ± 10.4 | <0.0001 | 0 |
Female | 51,679 (47.2) | 10,507 (47.5) | 13,857 (47.5) | 17,191 (46.9) | 10,124 (46.9) | 0.095 | 0 |
Race | |||||||
White | 90,257 (83.2) | 18,558 (85.0) | 24,241 (83.9) | 29,958 (82.5) | 17,500 (81.8) | <0.0001 | 1.0 |
Black | 14,070 (13.0) | 2619 (12.0) | 3683 (12.8) | 4883 (13.4) | 2885 (13.5) | <0.0001 | |
Other | 4108 (3.8) | 665 (3.0) | 955 (3.3) | 1473 (4.1) | 1015 (4.7) | <0.0001 | |
Hispanic origin | 5706 (5.5) | 922 (4.6) | 1467 (5.4) | 1974 (5.5) | 1343 (6.3) | <0.0001 | 4.9 |
Distance from hospital 1 | 11 [5, 28] | 10 [4, 26] | 11 [5, 28] | 12 [5, 28] | 12 [5, 28] | <0.0001 | 4.8 |
Facility type | |||||||
Community | 6008 (5.5) | 1211 (5.5) | 1569 (5.4) | 1999 (5.5) | 1229 (5.8) | 0.308 | 1.0 |
Comp. comm. | 37,122 (34.3) | 7736 (35.4) | 9991 (34.6) | 12,243 (33.8) | 7152 (33.5) | <0.0001 | |
Academic | 44,752 (41.3) | 8574 (39.2) | 11,763 (40.8) | 15,437 (42.6) | 8978 (42.0) | <0.0001 | |
Int. network | 20,449 (18.9) | 4332 (19.8) | 5543 (19.2) | 6579 (18.1) | 3995 (18.7) | <0.0001 | |
Facility Location | |||||||
New England | 6545 (6.0) | 1416 (6.5) | 1652 (5.7) | 2194 (6.1) | 1283 (6.0) | 0.184 | 1.0 |
Middle Atlantic | 18,240 (16.8) | 3686 (16.9) | 4930 (17.1) | 6052 (16.7) | 3572 (16.7) | 0.399 | |
South Atlantic | 22,915 (21.2) | 4478 (20.5) | 6079 (21.1) | 7741 (21.3) | 4617 (21.6) | 0.002 | |
East N. Central | 19,738 (18.2) | 4170 (19.1) | 5260 (18.2) | 6595 (18.2) | 3713 (17.4) | <0.0001 | |
East S. Central | 6825 (6.3) | 1338 (6.1) | 1794 (6.2) | 2312 (6.4) | 1381 (6.5) | 0.092 | |
West N. Central | 9308 (8.6) | 2015 (9.2) | 2651 (9.2) | 3002 (8.3) | 1640 (7.7) | <0.0001 | |
West S. Central | 8334 (7.7) | 1605 (7.3) | 2267 (7.9) | 2760 (7.6) | 1702 (8.0) | 0.066 | |
Mountain | 4666 (4.3) | 825 (3.8) | 1242 (4.3) | 1613 (4.4) | 986 (4.6) | <0.0001 | |
Pacific | 11,760 (10.9) | 2320 (10.6) | 2991 (10.4) | 3989 (11.0) | 2460 (11.5) | 0.0002 | |
Insurer | |||||||
Medicare | 53,528 (50.1) | 10,337 (48.1) | 13,731 (48.4) | 18,112 (50.5) | 11,348 (53.4) | <0.0001 | 2.3 |
Private | 42,068 (39.3) | 9339 (43.5) | 11,518 (40.6) | 13,647 (38.1) | 7564 (35.6) | <0.0001 | |
Medicaid | 6902 (6.5) | 973 (4.5) | 1825 (6.4) | 2481 (6.9) | 1623 (7.6) | <0.0001 | |
Other Government | 1228 (1.1) | 172 (0.8) | 316 (1.1) | 477 (1.3) | 263 (1.2) | <0.0001 | |
None | 3211 (3.0) | 648 (3.0) | 988 (3.5) | 1114 (3.1) | 461 (2.2) | <0.0001 | |
Income quartile | |||||||
<USD 40,227 | 16,588 (15.9) | 2789 (12.8) | 4607 (16.1) | 5917 (16.8) | 3275 (17.6) | <0.0001 | 4.9 |
USD 40,277-USD 50,353 | 21,736 (20.9) | 3755 (17.3) | 6251 (21.9) | 7832 (22.3) | 3898 (20.9) | <0.0001 | |
USD 50,354-USD 63,332 | 27,388 (26.3) | 5981 (27.5) | 7735 (27.1) | 9252 (26.3) | 4420 (23.7) | <0.0001 | |
>USD 63,333 | 38,420 (36.9) | 9226 (42.4) | 9999 (35.0) | 12,145 (34.6) | 7050 (37.8) | <0.0001 | |
Education quartile | |||||||
>17.6% | 17,772 (17.1) | 3347 (15.4) | 4696 (16.4) | 6055 (17.2) | 3674 (19.7) | <0.0001 | 4.8 |
10.9–17.5% | 25,376 (24.4) | 4874 (22.4) | 7057 (24.7) | 8736 (24.8) | 4709 (25.3) | 0.0005 | |
6.3–10.8% | 30,914 (29.7) | 5325 (24.5) | 8821 (30.8) | 11,354 (32.3) | 5414 (29.0) | <0.0001 | |
<6.3% | 30,107 (28.9) | 8210 (37.7) | 8033 (28.1) | 9014 (25.6) | 4850 (26.0) | <0.0001 | |
Metro area | |||||||
Metro | 88,903 (83.9) | 17,586 (82.3) | 23,503 (83.2) | 30,071 (84.6) | 17,743 (85.1) | <0.0001 | 3.2 |
Metro adjacent | 10,741 (10.1) | 2365 (11.1) | 2988 (10.6) | 3431 (9.7) | 1957 (9.4) | <0.0001 | |
Non-metro adj | 4293 (4.1) | 921 (4.3) | 1183 (4.2) | 1394 (3.9) | 795 (3.8) | 0.002 | |
Rural | 2053 (1.9) | 484 (2.3) | 574 (2.0) | 651 (1.8) | 344 (1.7) | <0.0001 | |
Charlson–Deyo Score | |||||||
0 | 75,577 (69.0) | 16,048 (72.6) | 20,329 (69.7) | 24,832 (67.8) | 14,368 (66.6) | <0.0001 | 0 |
1 | 25,184 (23.0) | 4773 (21.6) | 6788 (23.3) | 8912 (24.3) | 4711 (21.8) | 0.036 | |
2 | 5818 (5.3) | 947 (4.3) | 1472 (5.0) | 1988 (5.4) | 1411 (6.5) | <0.0001 | |
3+ | 2898 (2.6) | 340 (1.5) | 588 (2.0) | 893 (2.4) | 1077 (5.0) | <0.0001 | |
Primary site | |||||||
Head of pancreas | 51,671 (47.2) | 10,477 (47.4) | 13,786 (47.2) | 17,218 (47.0) | 10,190 (47.2) | 0.598 | 0 |
Body of pancreas | 17,308 (15.8) | 3088 (14.0) | 4420 (15.1) | 6054 (16.5) | 3746 (17.4) | <0.0001 | |
Tail of pancreas | 14,650 (13.4) | 2787 (12.6) | 3808 (13.1) | 4982 (13.6) | 3073 (14.2) | <0.0001 | |
Pancreatic duct | 342 (0.3) | 80 (0.4) | 86 (0.3) | 119 (0.3) | 57 (0.3) | 0.152 | |
Islets of Langerhans | 3 (0) | 2 (0) | 0 (0) | 1 (0) | 0 (0) | NA | |
Other | 2204 (2.0) | 313 (1.4) | 545 (1.9) | 803 (2.2) | 543 (2.5) | <0.0001 | |
Overlapping lesion of pancreas | 9121 (8.3) | 1750 (7.9) | 2400 (8.2) | 3127 (8.5) | 1844 (8.6) | 0.005 | |
Pancreas, NOS | 14,178 (13.0) | 3611 (16.3) | 4132 (14.2) | 4321 (11.8) | 2114 (9.8) | <0.0001 | |
Stage | |||||||
1 | 5352 (5.1) | 677 (3.5) | 1204 (4.3) | 1950 (5.5) | 1521 (7.2) | <0.0001 | 2.9 |
2 | 15,681 (15.1) | 2287 (11.8) | 4199 (15.1) | 5905 (16.5) | 3290 (15.5) | <0.0001 | |
3 | 18,429 (17.7) | 4116 (21.2) | 5061 (18.3) | 5826 (16.3) | 3426 (16.2) | <0.0001 | |
4 | 64,630 (62.1) | 12,350 (63.6) | 17,260 (62.3) | 22,074 (61.7) | 12,946 (61.1) | <0.0001 | |
Treatment started, days from diagnosis | 31.8 ± 31.4 | 32.3 ± 39.5 | 31.8 ± 31.1 | 31.3 ± 28.6 | 32.1 ± 27.2 | <0.0001 | 3.7 |
Received chemotherapy | 108,260 (98.9) | 21,851 (98.9) | 28,793 (98.8) | 36,275 (99.1) | 21,341 (99.0) | 0.008 | 0.1 |
1-year mortality | 70,406 (66.5) | 16,195 (73.7) | 20,373 (70.8) | 22,032 (62.6) | 11,806 (59.4) | <0.0001 | 3.3 |
2-year mortality | 93,417 (89.7) | 20,468 (93.3) | 26,261 (91.5) | 30,316 (87.1) | 16,372 (87.5) | <0.0001 | 4.9 |
2004–2007 (N = 22,108, 20.2%) | 2008–2011 (N = 29,177, 26.7%) | 2012–2015 (N = 36,625, 33.4%) | 2016–2017 (N = 21,567, 19.7%) | |
---|---|---|---|---|
3 months | 82.0% (81.5–82.6%) | 82.4% (82.0–82.8%) | 84.7% (84.3–85.1%) | 85.9% (85.4–86.3%) |
6 months | 58.0% (57.3–58.7%) | 59.4% (58.8–60.0%) | 66.4% (65.9–66.9%) | 69.2% (68.5–69.8%) |
9 months | 39.2% (38.6–39.9%) | 42.0% (41.4–42.6%) | 50.7% (50.1–51.2%) | 54.3% (53.6–54.9%) |
12 months | 26.4% (25.8–27.0%) | 29.4% (28.9–29.9%) | 38.1% (37.6–38.6%) | 42.2% (41.5–42.9%) |
18 months | 12.7% (12.3–13.1%) | 15.2% (14.8–15.7%) | 21.9% (21.5–22.4%) | 25.7% (25.1–26.3%) |
24 months | 6.8% (6.5–7.1%) | 8.7% (8.4–9.0%) | 13.7% (13.3–14.0%) | 16.4% (15.9–17.0%) |
Median survival (months) | 7.2 (7.1–7.3) | 7.6 (7.5–7.7) | 9.2 (9.0–9.3) | 10.1 (9.9–10.2) |
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© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Underwood, P.W.; Herremans, K.M.; Neal, D.; Riner, A.N.; Nassour, I.; Hughes, S.J.; Trevino, J.G. Changing Practice Patterns and Improving Survival for Patients with Pancreatic Ductal Adenocarcinoma. Cancers 2023, 15, 4464. https://doi.org/10.3390/cancers15184464
Underwood PW, Herremans KM, Neal D, Riner AN, Nassour I, Hughes SJ, Trevino JG. Changing Practice Patterns and Improving Survival for Patients with Pancreatic Ductal Adenocarcinoma. Cancers. 2023; 15(18):4464. https://doi.org/10.3390/cancers15184464
Chicago/Turabian StyleUnderwood, Patrick W., Kelly M. Herremans, Dan Neal, Andrea N. Riner, Ibrahim Nassour, Steven J. Hughes, and Jose G. Trevino. 2023. "Changing Practice Patterns and Improving Survival for Patients with Pancreatic Ductal Adenocarcinoma" Cancers 15, no. 18: 4464. https://doi.org/10.3390/cancers15184464
APA StyleUnderwood, P. W., Herremans, K. M., Neal, D., Riner, A. N., Nassour, I., Hughes, S. J., & Trevino, J. G. (2023). Changing Practice Patterns and Improving Survival for Patients with Pancreatic Ductal Adenocarcinoma. Cancers, 15(18), 4464. https://doi.org/10.3390/cancers15184464