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©The Author(s) 2019.
World J Gastrointest Endosc. Feb 16, 2019; 11(2): 133-144
Published online Feb 16, 2019. doi: 10.4253/wjge.v11.i2.133
Published online Feb 16, 2019. doi: 10.4253/wjge.v11.i2.133
Table 1 International Classification of Disease, 9th Edition and Healthcare Common Procedure Coding System codes for claims data
ICD-9 | HCPCS | |
Endoscopic ultrasound | NA | 76975, 43231, 43232, 43237, 43238, 43242, 43259 |
Endoscopic retrograde cholangiopancreatography | 51.10, 51.11, 51.84-51.87, 51.99, 52.13, 52.93 | 74328-74330, 43260-43269, 43271, 43272 |
Surgery | 52.51, 52.6, 52.7 | 48150, 48152, 48153, 48154, 48155 |
Jaundice | 782.4 | NA |
Cholangitis | 576.1 | NA |
Pruritus | 698.9 | NA |
Table 2 Characteristics of patients with pancreatic cancer by receipt of endoscopic retrograde cholangiopancreatography n (%)
Total | Received ERCP | No ERCP | P value | |
Total | 32510 (100.0) | 14704 (45.2) | 17806 (54.8) | |
Sex | 0.49 | |||
Male | 14147 (43.5) | 6368 (45.0) | 7779 (55.0) | |
Female | 18363 (56.5) | 8336 (45.4) | 10027 (54.6) | |
Age | < 0.01 | |||
65-75 | 14205 (43.7) | 6665 (46.9) | 7540 (53.1) | |
76+ | 18305 (56.3) | 8039 (43.9) | 10266 (56.1) | |
Marital status | < 0.01 | |||
Married | 15928 (49.0) | 7370 (46.3) | 8558 (53.7) | |
Not married | 16582 (51.0) | 7334 (44.2) | 9248 (55.8) | |
Race | < 0.01 | |||
White | 27399 (84.3) | 12534 (45.8) | 14865 (54.3) | |
Black | 3349 (10.3) | 1418 (42.3) | 1931 (57.7) | |
Other | 1762 (5.4) | 752 (42.7) | 1010 (57.3) | |
Year of diagnosis | < 0.01 | |||
2000-2003 | 10388 (32.0) | 4955 (47.7) | 5433 (52.3) | |
2004-2007 | 11134 (34.3) | 4949 (44.5) | 6185 (55.6) | |
2008-2011 | 10988 (33.8) | 4800 (43.7) | 6188 (56.3) | |
Residence | 0.06 | |||
Metropolitan | 27161 (83.6) | 12346 (45.5) | 14815 (54.6) | |
Non-metropolitan | 5346 (16.5) | 2356 (44.1) | 2990 (55.9) | |
SEER registry region | < 0.01 | |||
Northeast | 7153 (22.0) | 3326 (46.5) | 3827 (53.5) | |
Southeast | 8128 (25.0) | 3688 (45.4) | 4440 (54.6) | |
Midwest | 4243 (13.1) | 1835 (43.3) | 2408 (56.8) | |
West Coast | 12986 (39.9) | 5855 (45.1) | 7131 (54.9) | |
Income (zip code) | 0.96 | |||
High income | 7948 (25.0) | 3591 (45.2) | 4357 (54.8) | |
Low income | 23841 (75.0) | 10780 (45.2) | 13061 (54.8) | |
Education (zip code) | 0.02 | |||
Low education | 10188 (32.0) | 4702 (46.2) | 5486 (53.9) | |
High education | 21638 (68.0) | 9687 (44.8) | 11951 (55.2) | |
SEER historic stage | < 0.01 | |||
Localized | 3042 (9.4) | 1806 (59.4) | 1236 (40.6) | |
Regional | 9178 (28.2) | 5946 (64.8) | 3232 (35.2) | |
Distant | 16846 (51.8) | 5170 (30.7) | 11676 (69.3) | |
Unstaged | 3400 (10.5) | 1758 (51.7) | 1642 (48.3) | |
Region of pancreas | < 0.01 | |||
Head | 16670 (71.2) | 10710 (64.3) | 5960 (35.8) | |
Body/Tail | 6744 (28.8) | 1080 (16.0) | 5664 (84.0) | |
Symptoms | ||||
Jaundice | 14189 (43.7) | 11076 (78.1) | 3113 (21.9) | < 0.01 |
Cholangitis | 3970 (12.2) | 3471 (87.4) | 499 (12.6) | < 0.01 |
Pruritus | 1832 (5.6) | 1297 (70.8) | 535 (29.2) | < 0.01 |
Charlson Comorbidity score | 0.12 | |||
0 | 14423 (46.6) | 6616 (45.9) | 7807 (54.1) | |
1 | 9049 (29.3) | 4181 (46.2) | 4868 (53.8) | |
2 | 3964 (12.8) | 1760 (44.4) | 2204 (55.6) | |
3+ | 3487 (11.3) | 1550 (44.5) | 1937 (55.6) | |
Therapeutic treatment | ||||
Chemotherapy | 13235 (40.7) | 6679 (50.5) | 6556 (49.5) | < 0.01 |
Radiation | 7298 (22.5) | 4198 (57.5) | 3100 (42.5) | < 0.01 |
Surgery | 3259 (10.0) | 2368 (72.7) | 891 (27.3) | < 0.01 |
Table 3 Use of endoscopic retrograde cholangiopancreatography over time using Cochran Armitage trend n (%)
Total | ERCP | P value | |
Year of diagnosis | < 0.01 | ||
2000-2003 | 10388 | 4955 (47.73) | |
2004-2007 | 11134 | 4949 (44.45) | |
2008-2011 | 10988 | 4800 (43.68) | |
Total | 32510 | 14704 (45.2) |
Table 4 Multivariable analysis of use of endoscopic retrograde cholangiopancreatography
Adjusted OR of receiving ERCP (95%CI) | |
Sex | |
Male | 1.00 (REF) |
Female | 1.03 (0.96-1.11) |
Age | |
65-75 | 1.00 (REF) |
76+ | 0.88 (0.82-0.95) |
Marital status | |
Married | 1.00 (REF) |
Not married | 0.90 (0.85-0.97) |
Race | |
White | 1.00 (REF) |
Black | 0.92 (0.82-1.04) |
Other | 0.83 (0.70-0.97) |
Education (zip code) | |
> 50% high school only | 1.14 (1.04-1.24) |
> 50% some college | 1.00 (REF) |
Income (zip code) | |
< 75th percentile | 1.10 (1.00-1.20) |
> 75th percentile | 1.00 (REF) |
Year of diagnosis | |
2000-2003 | 1.00 (REF) |
2004-2007 | 0.85 (0.78-0.92) |
2008-2011 | 0.76 (0.70-0.83) |
Metropolitan area | |
Metropolitan area | 1.00 (REF) |
Non-metropolitan area | 0.87 (0.79-0.97) |
United States region | |
Southeast | 1.00 (REF) |
Northeast | 1.07 (0.96-1.20) |
Midwest | 0.96 (0.86-1.09) |
West Coast | 1.03 (0.93-1.13) |
Comorbid conditions | |
Charlson score 0 | 1.00 (REF) |
Charlson score 1 | 1.06 (0.98-1.15) |
Charlson score 2 | 0.96 (0.86-1.07) |
Charlson score 3+ | 0.99 (0.88-1.11) |
Cancer site | |
Body or tail | 1.00 (REF) |
Head of the Pancreas | 3.27 (2.99-3.57) |
Symptoms1 | |
Jaundice | 7.59 (7.06-8.17) |
Cholangitis | 4.22 (3.71-4.81) |
Pruritus | 1.42 (1.22-1.66) |
SEER historic stage | |
Localized | 1.00 (REF) |
Regional | 1.01 (0.89-1.14) |
Distant | 0.52 (0.46-0.58) |
Unstaged | 0.85 (0.73-1.00) |
Cancer directed therapies1 | |
Chemotherapy | 1.39 (1.28-1.51) |
Radiation | 1.21 (1.11-1.33) |
Surgery | 0.82 (0.73-0.92) |
Table 5 Analysis stratified by symptoms/conditions
Adjusted OR of receiving ERCP (95%CI), amongst patients with Jaundice | Adjusted OR of receiving ERCP (95%CI), amongst patients with Cholangitis | Adjusted OR of receiving ERCP (95%CI), amongst patients with Pruritus | |
Sex | |||
Male | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Female | 1.17 (1.05-1.30) | 0.99 (0.77-1.27) | 1.00 (0.75-1.33) |
Age | |||
65-75 | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
76+ | 0.98 (0.88-1.09) | 0.86 (0.67-1.10) | 0.97 (0.73-1.29) |
Marital status | |||
Married | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Not married | 0.85 (0.76-0.94) | 0.97 (0.75-1.26) | 0.94 (0.70-1.26) |
Race | |||
White | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Black | 0.80 (0.67-0.95) | 0.87 (0.58-1.28) | 0.88 (0.52-1.51) |
Other | 0.73 (0.58-0.91) | 0.64 (0.42-0.98) | 1.00 (0.59-1.70) |
Education (zip code) | |||
> 50% high school only | 1.00 (0.88-1.13) | 0.79 (0.59-1.06) | 1.23 (0.88-1.71) |
> 50% some college | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Income (zip code) | |||
< 75th percentile | 1.13 (0.99-1.30) | 1.50 (1.12-2.01) | 0.84 (0.60-1.17) |
> 75th percentile | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Year of diagnosis | |||
2000-2003 | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
2004-2007 | 0.97 (0.86-1.10) | 0.94 (0.70-1.26) | 0.96 (0.67-1.39) |
2008-2011 | 1.00 (0.88-1.13) | 1.02 (0.76-1.37) | 0.76 (0.54-1.06) |
Metropolitan area | |||
Metropolitan area | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Non-metropolitan area | 0.79 (0.68-0.91) | 1.30 (0.87 -1.95) | 0.83 (0.56-1.24) |
United States region | |||
Southeast | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Northeast | 0.94 (0.80-1.11) | 1.23 (0.83-1.83) | 0.73 (0.46-1.14) |
Midwest | 0.91 (0.76-1.07) | 1.09 (0.71-1.69) | 1.01 (0.61-1.67) |
West Coast | 0.95 (0.82-1.09) | 1.02 (0.72-1.43) | 0.75 (0.51-1.11) |
Comorbid conditions | |||
Charlson score 0 | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Charlson score 1 | 1.06 (0.94-1.20) | 1.24 (0.92-1.67) | 1.24 (0.90-1.70) |
Charlson score 2 | 0.93 (0.80-1.09) | 0.69 (0.50-0.96) | 0.77 (0.52-1.16) |
Charlson score 3+ | 0.98 (0.83-1.16) | 0.84 (0.58-1.21) | 1.14 (0.72-1.80) |
Cancer site | |||
Body or tail | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Head of the pancreas | 3.82 (3.23-4.50) | 2.92 (1.98-4.31) | 8.03 (5.57-11.56) |
SEER historic stage | |||
Localized | 1.00 (REF) | 1.00 (REF) | 1.00 (REF) |
Regional | 0.85 (0.71-1.01) | 0.79 (0.52-1.21) | 1.21 (0.80-1.82) |
Distant | 0.51 (0.43-0.60) | 0.44 (0.29-0.66) | 0.83 (0.54-1.28) |
Unstaged | 0.75 (0.60-0.94) | 0.46 (0.28-0.77) | 0.88 (0.47-1.65) |
Cancer directed therapies1 | |||
Chemotherapy | 1.68 (1.48-1.90) | 1.578 (1.20-2.07) | 0.91 (0.66-1.26) |
Radiation | 1.21 (1.06-1.39) | 1.25 (0.94-1.67) | 1.19 (0.86-1.64) |
Surgery | 0.60 (0.52-0.69) | 0.48 (0.35-0.67) | 0.84 (0.5-1.20) |
- Citation: Rustgi SD, Amin SP, Kim MK, Nagula S, Kumta NA, DiMaio CJ, Boffetta P, Lucas AL. Age, socioeconomic features, and clinical factors predict receipt of endoscopic retrograde cholangiopancreatography in pancreatic cancer. World J Gastrointest Endosc 2019; 11(2): 133-144
- URL: https://www.wjgnet.com/1948-5190/full/v11/i2/133.htm
- DOI: https://dx.doi.org/10.4253/wjge.v11.i2.133