Abstract
Introduction
Methods
Results
Conclusion
Introduction
Methods
Data source
Study population
Categories of accreditation. http://www.facs.org/cancer/coc/categories.html. Accessed November 9, 2014.
Categories of accreditation. http://www.facs.org/cancer/coc/categories.html. Accessed November 9, 2014.
Categories of accreditation. http://www.facs.org/cancer/coc/categories.html. Accessed November 9, 2014.
Categories of accreditation. http://www.facs.org/cancer/coc/categories.html. Accessed November 9, 2014.
Statistical analysis
Results
Variable | Frequency (percent) | |
---|---|---|
Total patients | 33,382 | |
Sex | Male | 16,750 (50.1) |
Female | 16,632 (49.8) | |
Race/ethnicity | White | 28,777 (86.2) |
Black | 3246 (9.7) | |
American Indian, Aleutian, or Eskimo | 67 (0.2) | |
Asian/Pacific Islander | 711 (2.1) | |
Other, unknown or missing | 581 (1.7) | |
Facility type | Community cancer program | 1166 (3.4) |
Comprehensive community cancer center | 12,214 (36.5) | |
Academic research program | 20,002 (59.9) | |
Facility location | New England | 1412 (4.2) |
Mid Atlantic | 5536 (16.5) | |
South Atlantic | 7320 (21.9) | |
East North Central | 5970 (17.8) | |
East South Central | 2303 (6.9) | |
West North Central | 2837 (8.5) | |
West South Central | 3136 (9.3) | |
Mountain | 1440 (4.3) | |
Pacific | 3428 (10.2) | |
Annual hospital volume | <5 patients | 14,512 (43.4) |
5–9 patients | 5126 (15.3) | |
10–19 patients | 8161 (24.4) | |
≥20 patients | 5420 (16.2) | |
Missing, not available, or unknown | 163 (0.4) | |
Primary payor | Uninsured | 858 (2.5) |
Private insurance | 12,771 (38.2) | |
Medicaid | 1321 (3.9) | |
Medicare | 17,077 (51.1) | |
Other government | 259 (0.7) | |
Missing, not available, or unknown | 1096 (3.2) | |
Income | <$38,000 | 5787 (17.3) |
$38,000–47,999 | 7445 (22.3) | |
$48,000–62,999 | 8541 (25.5) | |
$63,000+ | 10,454 (31.3) | |
Patients had missing information | 1155 (3.4) | |
Education | ≥21% | 5230 (15.6) |
13–20.9% | 8302 (24.8) | |
7–12.9% | 10,456 (31.3) | |
<7% | 8249 (24.7) | |
Patients had missing information | 1145 (3.4) | |
Surgical resection | Partial pancreatectomy | 8335 (24.9) |
Pancreaticoduodenectomy | 20,163 (60.4) | |
Total pancreatectomy | 3840 (11.5) | |
Not specified | 1044 (3.1) | |
Surgical margins | No residual tumor | 24,329 (72.8) |
Residual tumor | 7711 (23.1) | |
Patients had missing information | 1342 (4.0) | |
Pathologic stage group | I | 5216 (15.6) |
II | 22,381 (67.0) | |
III | 5785 (17.3) | |
Chemotherapy | None | 13,196 (39.5) |
Yes | 18,473 (55.3) | |
Patients had missing information | 1713 (5.1) | |
Radiation therapy | None | 20,339 (60.9) |
Yes | 12,795 (38.3) | |
Patients had missing information | 248 (0.7) | |
Comorbidities/deyo score | 0 | 16,660 (49.9) |
1 | 6940 (20.7) | |
2 | 1860 (5.5) | |
Urban/rural location (2013 in dataset) | Patients had missing information | 7922 (23.7) |
Metro ≥1 million | 16,921 (50.6) | |
Metro 250 k to 1 million | 6472 (19.3) | |
Urban <250k | 3004 (9.0) | |
Urban ≥20k adjacent metro | 1524 (4.5) | |
Urban ≥20k not adjacent metro | 407 (1.2) | |
Urban <20k adjacent metro | 1804 (5.4) | |
Urban <20k not adjacent metro | 948 (2.8) | |
Rural <2500 adjacent metro | 265 (0.7) | |
Rural <2500 not adjacent metro | 342 (1.0) | |
Patients had missing information | 1695 (5.0) | |
Great circle distance | <50 miles | 24,523 (73.4) |
≥50 miles | 7740 (23.1) | |
Patients had missing information | 1119 (3.3) |
Variable, N = 33,382 | Community cancer program N (%) | Comprehensive community cancer program N (%) | Academic/research program N (%) | P-value | |
---|---|---|---|---|---|
Total patients | 1166 (3.4) | 12,214 (36.5) | 20,002 (59.9) | ||
Sex | Male | 580 (49.7) | 6011 (49.2) | 10,159 (50.7) | 0.02 |
Female | 586 (50.2) | 6203 (50.7) | 9843 (49.2) | ||
Race/ethnicity | White | 937 (80.9) | 10,743 (88.9) | 17,097 (87.4) | <0.01 |
Black | 145 (12.5) | 1079 (8.9) | 2022 (10.3) | ||
American Indian, Aleutian, or Eskimo | 2 (0.1) | 27 (0.2) | 38 (0.1) | ||
Asian/Pacific Islander | 73 (6.3) | 235 (1.9) | 403 (2.0) | ||
Facility location | New England | 95 (8.1) | 268 (2.1) | 1049 (5.2) | <0.01 |
Mid Atlantic | 136 (11.6) | 1129 (9.2) | 4271 (21.3) | ||
South Atlantic | 183 (15.6) | 3051 (24.9) | 4086 (20.4) | ||
East North Central | 309 (26.5) | 1939 (15.8) | 3722 (18.6) | ||
East South Central | 61 (5.2) | 1229 (10.0) | 1013 (5.0) | ||
West North Central | 74 (6.3) | 854 (6.9) | 1909 (9.5) | ||
West South Central | 107 (9.1) | 1194 (9.7) | 1835 (9.1) | ||
Mountain | 13 (1.1) | 750 (6.1) | 677 (3.3) | ||
Pacific | 188 (16.1) | 1800 (14.7) | 1440 (7.2) | ||
Annual hospital volume | <5 patients | 1161 (100) | 8968 (74.0) | 4383 (21.9) | <0.01 |
5–9 patients | 0 | 1734 (14.3) | 3392 (17.0) | ||
10–19 patients | 0 | 1411 (11.6) | 6750 (33.8) | ||
≥20 patients | 0 | 0 | 5420 (27.1) | ||
Primary payor | Uninsured | 45 (3.9) | 284 (2.3) | 529 (2.7) | <0.01 |
Private insurance | 397 (34.8) | 4624 (38.4) | 7750 (40.5) | ||
Medicaid | 54 (4.7) | 428 (3.5) | 839 (4.3) | ||
Medicare | 640 (56.1) | 6603 (54.9) | 9834 (51.4) | ||
Other government | 4 (0.3) | 85 (0.7) | 170 (0.8) | ||
Income | <$38,000 | 205 (18.2) | 2150 (18.1) | 3432 (17.8) | <0.01 |
$38,000–47,999 | 334 (29.7) | 2834 (23.9) | 4277 (22.1) | ||
$48,000–62,999 | 289 (25.7) | 3304 (27.9) | 4948 (25.6) | ||
$63,000+ | 294 (26.2) | 3537 (29.9) | 6623 (34.3) | ||
Education | ≥21% | 220 (19.6) | 2000 (16.9) | 3010 (15.6) | <0.01 |
13–20.9% | 344 (30.6) | 3045 (25.7) | 4913 (25.4) | ||
7–12.9% | 393 (35.0) | 3898 (32.9) | 6165 (31.9) | ||
<7% | 165 (14.7) | 2886 (24.4) | 5198 (26.9) | ||
Surgical resection | Partial pancreatectomy | 327 (29.3) | 2956 (24.9) | 5052 (26.1) | <0.01 |
Pancreaticoduodenectomy | 652 (58.4) | 7467 (62.9) | 12,044 (62.2) | ||
Total pancreatectomy | 136 (12.2) | 1444 (12.1) | 2260 (11.6) | ||
Surgical margins | No residual tumor | 805 (72.1) | 8670 (73.6) | 14,854 (77.5) | <0.01 |
Residual tumor | 311 (27.8) | 3107 (26.3) | 4293 (22.4) | ||
Lymph nodes positive | No | 435 (39.22) | 4411 (37.31) | 6977 (35.85) | <0.01 |
Yes | 674 (60.78) | 7411 (62.69) | 12,482 (64.15) | ||
Lymph nodes retrieved | <15 LN | 831 (75.6) | 8455 (71.4) | 11,695 (59.5) | <0.01 |
≥15 LN | 267 (24.3) | 3383 (28.5) | 7938 (40.4) | ||
Grade | Well differentiated | 170 (15.32) | 1324 (11.41) | 1714 (9.21) | <0.01 |
Moderately differentiated | 583 (52.52) | 6092 (52.49) | 9650 (51.87) | ||
Poorly differentiated | 350 (31.53) | 4099 (35.32) | 7006 (37.66) | ||
Undifferentiated, anaplastic | 7 (0.63) | 90 (0.78) | 233 (1.25) | ||
Pathologic stage group | I | 221 (18.9) | 2034 (16.6) | 2961 (14.8) | <0.01 |
II | 638 (54.7) | 7823 (64.0) | 13,920 (69.5) | ||
III | 307 (26.3) | 2357 (19.3) | 3121 (15.6) | ||
Chemotherapy | None | 558 (50.0) | 5046 (43.0) | 7592 (40.3) | <0.01 |
Yes | 558 (50.0) | 6680 (56.9) | 11,235 (59.6) | ||
Radiation therapy | None | 714 (61.6) | 7244 (59.7) | 12,381 (62.3) | <0.01 |
Yes | 444 (38.3) | 4878 (40.2) | 7473 (37.6) | ||
30-day mortality | 115 (9.9%) | 726 (6.0%) | 702 (3.5%) | <0.01 | |
90-day mortality | 195 (16.9%) | 1290 (10.7%) | 1390 (7.1%) | <0.01 |

Variable | Hazard ratio | 95 CI (P-value) | |
---|---|---|---|
Age | 1.014 | 1.013–1.015 (<0.01) | |
Facility type | Academic research program | 1.00 | |
Community cancer program | 1.44 | 1.35–1.53 (<0.01) | |
Comprehensive community cancer program | 1.20 | 1.17–1.23 (<0.01) | |
Sex | Female | 1.00 | |
Male | 1.06 | 1.04–1.09 (<0.01) | |
Race/ethnicity | White | 1.00 | |
Black | 1.00 | 0.96–1.04 (0.93) | |
American Indian, Aleutian, or Eskimo | 0.82 | 0.62–1.08 (0.17) | |
Asian/Pacific Islander | 0.88 | 0.80–0.96 (<0.01) | |
Facility location | Pacific | 1.00 | |
New England | 0.99 | 0.93–1.06 (0.83) | |
Mid Atlantic | 0.96 | 0.91–1.01 (0.10) | |
South Atlantic | 1.07 | 1.03–1.12 (<0.01) | |
East North Central | 1.07 | 1.02–1.12 (0.008) | |
East South Central | 1.13 | 1.07–1.20 (<0.01) | |
West North Central | 0.97 | 0.92–1.03 (0.35) | |
West South Central | 1.09 | 1.03–1.15 (<0.01) | |
Mountain | 1.18 | 1.10–1.26 (<0.01) | |
Annual hospital volume | ≥20 patients | 1.00 | |
10–19 patients | 1.04 | 0.997–1.08 (0.07) | |
5–9 patients | 1.06 | 1.02–1.11 (0.009) | |
<5 patients | 1.29 | 1.24–1.34 (<0.01) | |
Primary payor | Private insurance | 1.00 | |
Uninsured | 1.14 | 1.05–1.23 (<0.01) | |
Medicaid | 1.17 | 1.10–1.25 (<0.01) | |
Medicare | 1.28 | 1.25–1.31 (<0.01) | |
Other government | 0.99 | 0.86–1.14 (0.89) | |
Income | $63,000+ | 1.00 | |
$48,000–62,999 | 1.10 | 1.06–1.13 (<0.01) | |
$38,000–47,999 | 1.17 | 1.13–1.21 (<0.01) | |
<$38,000 | 1.23 | 1.19–1.28 (<0.01) | |
Education | <7% | 1.00 | |
≥21% | 1.19 | 1.15–1.24 (<0.01) | |
13–20.9% | 1.17 | 1.13–1.21 (<0.01) | |
7–12.9% | 1.08 | 1.05–1.12 (<0.01) | |
Comorbidities/dey score | 0 | 1.00 | |
1 | 1.10 | 1.06–1.13 (<0.01) | |
2 | 1.30 | 1.23–1.37 (<0.01) | |
Missing | 1.21 | 1.17–1.24 (<0.01) | |
Lymph nodes positive | No (reference) | 1.00 | |
Yes | 1.53 | 1.49–1.57 (<0.01) | |
Lymph nodes retrieved | ≥15 LN | 1.00 | |
<15 LN | 1.10 | 1.07–1.13 (<0.01) | |
T-Stage | T1/2 | 1.00 | |
T3/4 | 1.34 | 1.30–1.37 (<0.01) | |
N-Stage | N0 | 1.00 | |
N1 | 1.53 | 1.49–1.57 (<0.01) | |
Pathologic stage group | I | 1.00 | |
II | 1.55 | 1.50–1.61 (<0.01) | |
III | 2.03 | 1.95–2.12 (<0.01) | |
Grade | Well differentiated (reference) | 1.0 | |
Moderately differentiated | 1.38 | 1.32–1.44 (<0.01) | |
Poorly differentiated | 1.78 | 1.70–1.86 (<0.01) | |
Undifferentiated, anaplastic | 1.57 | 1.38–1.79 (<0.01) | |
Chemotherapy | Yes | 1.00 | |
None | 1.56 | 1.52–1.60 (<0.01) | |
Radiation therapy | Yes | 1.00 | |
None | 1.34 | 1.31–1.37 (<0.01) | |
Urban/rural location | Metro ≥1 million (reference) | 1.00 | |
Metro 250 k to 1 million | 1.08 | 1.05–1.12 (<0.01) | |
Metro <250k | 1.08 | 1.03–1.13 (<0.01) | |
Urban ≥20k adjacent metro | 1.10 | 1.03–1.16 (<0.01) | |
Urban ≥20k not adjacent metro | 1.09 | 0.98–1.22 (0.11) | |
Urban <20k adjacent metro | 1.10 | 1.04–1.16 (<0.01) | |
Urban <20k not adjacent metro | 1.18 | 1.10–1.27 (<0.01) | |
Rural <2500 adjacent metro | 1.17 | 1.03–1.33 (0.02) | |
Rural <2500 not adjacent metro | 1.14 | 1.02–1.29 (0.03) | |
Great circle distance | ≥50 miles (reference) | 1.00 | |
<50 miles | 1.04 | 1.01–1.07 (<0.01) | |
Surgical resection | Partial pancreatectomy (reference) | 1.00 | |
Pancreaticoduodenectomy | 1.13 | 1.10–1.17 (<0.01) | |
Total pancreatectomy | 1.14 | 1.09–1.19 (<0.01) |
Variable | Hazard ratio | 95% CI (P-value) | |
---|---|---|---|
Facility type | Academic research program (reference) | 1.00 | |
Community cancer program | 1.22 | 1.12–1.32 (<0.01) | |
Comprehensive community cancer program | 1.05 | 1.01–1.09 (<0.01) | |
Sex | Female (reference) | 1.00 | |
Male | 1.08 | 1.05–1.11 (<0.01) | |
Race/ethnicity | White (reference) | 1.00 | |
Black | 0.97 | 0.93–1.03 (0.31) | |
American Indian, Aleutian, or Eskimo | 0.86 | 0.62–1.19 (0.37) | |
Asian/Pacific Islander | 0.92 | 0.83–1.02 (0.13) | |
Facility location | Pacific (reference) | 1.00 | |
New England | 1.02 | 0.94–1.11 (0.62) | |
Mid Atlantic | 1.06 | 0.99–1.12 (0.08) | |
South Atlantic | 1.10 | 1.04–1.16 (<0.01) | |
East North Central | 1.15 | 1.08–1.21 (<0.01) | |
East South Central | 1.11 | 1.03–1.19 (0.005) | |
West North Central | 1.05 | 0.98–1.13 (0.15) | |
West South Central | 1.08 | 1.01–1.15 (0.03) | |
Mountain | 1.07 | 0.99–1.16 (0.11) | |
Hospital volume | ≥20 patients (reference) | 1.00 | |
<5 patients | 1.23 | 1.17–1.30 (<0.01) | |
5–<10 patients | 1.06 | 1.01–1.12 (0.03) | |
10–<20 patients | 1.07 | 1.02–1.13 (<0.01) | |
Primary payor | Private insurance (reference) | 1.00 | |
Uninsured | 1.03 | 0.94–1.13 (0.53) | |
Medicaid | 1.16 | 1.08–1.25 (0.01) | |
Medicare | 1.06 | 1.02–1.10 (<0.01) | |
Other government | 0.99 | 0.84–1.16 (0.89) | |
Income | $63,000 + (reference) | 1.00 | |
<$38,000 | 1.11 | 1.04–1.18 (0.01) | |
$38,000–47,999 | 1.04 | 0.99–1.09 (0.17) | |
$48,000–62,999 | 1.02 | 0.98–1.07 (0.30) | |
Education | <7% (reference) | 1.00 | |
≥21% | 1.06 | 1.00–1.13 (0.06) | |
13–20.9% | 1.09 | 1.03–1.14 (0.01) | |
7–12.9% | 1.04 | 1.00–1.09 (0.05) | |
Surgical resection | Partial pancreatectomy (reference) | 1.00 | |
Pancreaticoduodenectomy | 1.09 | 1.05–1.12 (<0.01) | |
Total pancreatectomy | 1.13 | 1.08–1.19 (<0.01) | |
Surgical margins | No residual tumor (reference) | 1.00 | |
Residual tumor | 1.54 | 1.49–1.59 (<0.01) | |
Grade | Well differentiated (reference) | 1.0 | |
Moderately differentiated | 1.37 | 1.30–1.44 (<0.01) | |
Poorly differentiated | 1.79 | 1.70–1.89 (<0.01) | |
Undifferentiated, anaplastic | 1.88 | 1.61–2.20 (<0.01) | |
Lymph nodes positive | No (reference) | 1.00 | |
Yes | 1.36 | 1.31–1.41 (<0.01) | |
Lymph nodes retrieved | ≥15 LN (reference) | 1.00 | |
<15 LN | 1.09 | 1.05–1.12 (<0.01) | |
Pathologic stage group | I (reference) | 1.00 | |
II | 1.34 | 1.27–1.41 (<0.01) | |
III | 1.49 | 1.39–1.60 (<0.01) | |
Chemotherapy | Yes (reference) | 1.00 | |
None | 1.59 | 1.53–1.65 (<0.01) | |
Radiation therapy | Yes (reference) | 1.00 | |
None | 1.14 | 1.10–1.18 (<0.01) | |
Comorbidities/deyo score | 0 (reference) | 1.00 | |
1 | 1.06 | 1.02–1.10 (0.004) | |
2 | 1.25 | 1.18–1.33 (<0.0001) | |
Missing | 1.07 | 1.02–1.12 (0.01) |

Discussion
- Klinkenbijl J.H.
- Jeekel J.
- Sahmoud T.
- van Pel R.
- Couvreur M.L.
- Veenhof C.H.
- et al.
Conclusion
Funding
Acknowledgment
Conflict of interest
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Footnotes
☆This paper was presented at the 12th World IHPBA Congress, April 20–23, 2016, Sao Paulo, Brazil.
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