Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer
Abstract
:1. Introduction
2. Methods
2.1. Data Source
2.2. Patient Cohort
2.3. Exposure
2.4. Outcomes
2.5. Statistical Analysis
2.6. Institutional Assurances
3. Results
4. Discussion
Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Surgical | Contraindicated | Refused | p-Value | |
---|---|---|---|---|
Sex | 0.001 | |||
Female | 38,272 (31%) | 4474 (32%) | 2140 (37%) | |
Male | 86,700 (69%) | 9319 (68%) | 3686 (63%) | |
Race | 0.001 | |||
NH White | 87,603 (70%) | 10,241 (74%) | 4066 (70%) | |
NH Black | 13,823 (11%) | 1652 (12%) | 859 (15%) | |
Hispanic | 9338 (7%) | 657 (5%) | 265 (4%) | |
Other/Unknown | 14,208 (12%) | 1243 (9%) | 636 (11%) | |
Charlson–Deyo Comorbidity Index | 0.001 | |||
Charlson–Deyo 0 | 85,647 (69%) | 7925 (57%) | 3727 (64%) | |
Charlson–Deyo 1 | 27,979 (22%) | 13,793 (24%) | 1286 (22%) | |
Charlson–Deyo 2 | 7779 (6%) | 1464 (11%) | 499 (9%) | |
Charlson–Deyo >3 | 3567 (3%) | 1159 (8%) | 314 (6%) | |
Facility Type | 0.001 | |||
Community Cancer Program | 5788 (5%) | 1168 (9%) | 530 (9%) | |
Comprehensive Community Program | 38,266 (31%) | 5423 (40%) | 2417 (42%) | |
Academic/Research Program | 54,490 (45%) | 4196 (31%) | 1736 (30%) | |
Integrated Network Cancer Program | 23,331 (19%) | 2897 (21%) | 5805 (19%) | |
Insurance Type | 0.001 | |||
Not Insured | 3116 (2%) | 337 (2%) | 131 (2%) | |
Private Insurance | 48,587 (39%) | 2315 (17%) | 908 (16%) | |
Medicaid | 8051 (6%) | 836 (6%) | 319 (6%) | |
Medicare | 61,186 (49%) | 9851 (71%) | 4292 (74%) | |
Other Government | 1738 (1%) | 255 (2%) | 82 (1%) | |
Unknown Insurance Status | 2294 (2%) | 199 (2%) | 94 (2%) | |
Socioeconomic Status | 0.001 | |||
SES 0 | 11,323 (10%) | 1302 (10%) | 625 (12%) | |
SES 1 | 12,327 (11%) | 1429 (11%) | 617 (11%) | |
SES 2 | 16,008 (14%) | 1869 (14%) | 749 (14%) | |
SES 3 | 18,195 (16%) | 2047 (16%) | 924 (17%) | |
SES 4 | 18,750 (16%) | 2226 (17%) | 862 (16%) | |
SES 5 | 17,576 (15%) | 1836 (14%) | 766 (14%) | |
SES 6 | 20,671 (18%) | 2209 (17%) | 5424 (16%) | |
Facility Surgical Volume | 0.001 | |||
Low | 32,753 (26%) | 5376 (39%) | 2378 (40%) | |
Medium | 42,665 (34%) | 4699 (34%) | 2078 (36%) | |
High | 49,524 (40%) | 3718 (27%) | 1370 (24%) | |
Type of Cancer | 0.001 | |||
Gastric Cancer | 83,731 (67%) | 6341 (45%) | 3075 (53%) | |
Esophageal Cancer | 41,241 (33%) | 7452 (54%) | 2751 (47%) | |
Clinical T-Stage | 0.001 | |||
0 | 1563 (2%) | 140 (2%) | 85 (2%) | |
1 | 17,281 (21%) | 1862 (21%) | 904 (25%) | |
2 | 20,395 (25%) | 1981 (22%) | 841 (23%) | |
3 | 39,261 (48%) | 4208 (47%) | 1686 (46%) | |
4 | 2982 (4%) | 722 (8%) | 133 (4%) | |
Clinical N-Stage | 0.001 | |||
0 | 62,543 (64%) | 6690 (59%) | 3047 (66%) | |
1 | 27,731 (28%) | 3610 (32%) | 1268 (27%) | |
2 | 6819(7%) | 854 (8%) | 283 (6%) | |
3 | 1348 (1%) | 214 (2%) | 38 (1%) | |
Facility Location | ||||
New England |
Cofactor | Odds Ratio | Confidence Interval | p-Value |
---|---|---|---|
Age | |||
40- | 0.65 | 0.23–1.85 | 0.42 |
45- | 0.49 | 0.22–1.01 | 0.072 |
50- | 0.79 | 0.47–1.37 | 0.41 |
55- | 1.2 | 0.79–2.0 | 0.34 |
60- | ref. | ||
65- | 1.14 | 0.72–1.79 | 0.58 |
70- | 2.24 | 1.40–3.60 | 0.001 |
75- | 3.26 | 2.11–5.04 | 0.001 |
80- | 7.32 | 4.66–11.49 | 0.001 |
85- | 15.19 | 9.70–23.79 | 0.001 |
90- | 25.74 | 14.76–44.87 | 0.001 |
Sex | |||
Male | ref. | ||
Female | 0.95 | 0.79–1.13 | 0.55 |
Race | |||
Non-Hispanic White | ref. | ||
Non-Hispanic Black | 1.47 | 1.11–1.94 | 0.006 |
Hispanic | 0.57 | 0.37–0.89 | 0.014 |
Other/Unknown | 0.79 | 0.59–1.07 | 0.13 |
Facility Type | |||
Community Cancer Program | 1.48 | 0.93–2.36 | 0.096 |
Comprehensive Community | 1.65 | 1.24–2.40 | 0.001 |
Academic | ref. | ||
Integrated Network Cancer Network | 1.22 | 0.86–1.71 | 0.26 |
Insurance Status | |||
Not Insured | 1.49 | 0.66–3.35 | 0.33 |
Private Insurance | ref. | ||
Medicaid | 3.2 | 2.19–4.73 | 0.001 |
Medicare | 1.33 | 0.96–1.84 | 0.083 |
Other Government | 1.48 | 0.70–3.13 | 0.31 |
Unknown Insurance Status | 0.97 | 0.37–1.76 | 0.94 |
Socioeconomic Status | |||
0 | 1.4 | 1.05–2.213 | 0.027 |
1 | 1.2 | 0.90–1.75 | 0.18 |
2 | 1.1 | 0.80–1.54 | 0.54 |
3 | 1.18 | 0.89–1.61 | 0.29 |
4 | 1.03 | 0.77–1.38 | 0.83 |
5 | 1.32 | 0.98–1.76 | 0.06 |
6 | ref. | ||
Clinical T-Stage | |||
0 | 0.75 | 0.69–0.92 | 0.004 |
1 | ref. | ||
2 | 0.88 | 0.81–0.97 | 0.009 |
3 | 0.98 | 0.90–1.07 | 0.697 |
4 | 2.5 | 2.19–2.87 | 0.001 |
Clinical N-Stage | |||
0 | ref. | ||
1 | 1.33 | 1.25–1.42 | 0.001 |
2 | 1.38 | 1.25–1.53 | 0.001 |
3 | 1.78 | 1.43–2.21 | 0.001 |
Type of Cancer | |||
Gastric Cancer | ref. | ||
Esophageal Cancer | 3.6 | 2.95–4.40 | 0.001 |
Facility Volume | |||
Low | 1.7 | 1.20–2.40 | 0.003 |
Medium | 1.36 | 1.05–1.85 | 0.046 |
High | ref. | ||
Charlson–Deyo Comorbidity Index | |||
0 | ref. | ||
1 | 1.12 | 1.04–1.20 | 0.002 |
2 | 2.07 | 1.91–2.24 | 0.001 |
Facility Location | |||
New England | 1.36 | 1.10–1.69 | 0.005 |
Middle Atlantic | ref. | ||
South Atlantic | 0.82 | 0.67–1.00 | 0.051 |
East North Central | 1.05 | 0.81–1.35 | 0.734 |
East South Central | 0.73 | 0.56–0.96 | 0.022 |
West North Central | 0.98 | 0.75–1.30 | 0.921 |
West South Central | 0.80 | 0.58–1.11 | 0.182 |
Mountain | 1.02 | 0.74–1.40 | 0.901 |
Pacific | 0.73 | 0.59–0.91 | 0.006 |
Factors Associated with Contraindication | Odds Ratio | Confidence Interval | p-Value |
---|---|---|---|
Age | |||
45- | 0.46 | 0.14–1.48 | 0.19 |
50- | 0.91 | 0.41–2.01 | 0.82 |
55- | 1.1 | 0.54–2.28 | 0.77 |
60- | ref. | ||
65- | 1.28 | 0.66–2.46 | 0.46 |
70- | 2.33 | 1.16–4.60 | 0.017 |
75- | 3.48 | 1.84–6.61 | 0.001 |
80- | 8.09 | 3.99–16.41 | 0.001 |
85- | 28.70 | 12.95–63.58 | 0.001 |
90- | 47.82 | 17.24–132.87 | 0.001 |
Sex | |||
Male | ref. | ||
Female | 1.11 | 0.77–1.61 | 0.56 |
Type of Cancer | |||
Gastric Cancer | ref. | ||
Esophageal Cancer | 3.60 | 2.95–4.40 | 0.001 |
Race | |||
Non-Hispanic White | ref. | ||
Non-Hispanic Black | 1.92 | 1.05–3.52 | 0.034 |
Hispanic | 0.22 | 0.05–0.95 | 0.043 |
Other/Unknown | 1.12 | 0.62–2.02 | 0.700 |
Facility Type | |||
Community Cancer Program | 1.56 | 0.67–3.66 | 0.299 |
Comprehensive Community | 1.73 | 1.08–2.77 | 0.022 |
Academic | ref. | ||
Integrated Network Cancer Network | 1.03 | 0.62–1.75 | 0.88 |
Insurance Status | |||
Not Insured | 2.68 | 0.94–7.67 | 0.066 |
Private Insurance | ref. | ||
Medicaid | 2.29 | 1.07–4.90 | 0.031 |
Medicare | 1.43 | 0.86–2.65 | 0.158 |
Other Government | 2.33 | 0.73–7.44 | 0.152 |
Unknown Insurance Status | 1.41 | 0.34–5.77 | 0.63 |
Socioeconomic Status | |||
0 | 1.97 | 0.94–4.11 | 0.072 |
1 | 1.92 | 1.09–3.36 | 0.023 |
2 | 1.52 | 0.86–2.65 | 0.143 |
3 | 1.19 | 0.68–2.07 | 0.528 |
4 | 0.67 | 0.40–1.15 | 0.150 |
5 | 1.27 | 0.74–2.16 | 0.376 |
6 | ref. | ||
Facility Volume | |||
Low | 2.44 | 1.43–4.17 | 0.001 |
Medium | 1.42 | 0.85–2.33 | 0.173 |
High | ref. | ||
Facility Location | |||
New England | 1.17 | 0.80–1.71 | 0.417 |
Middle Atlantic | ref. | ||
South Atlantic | 0.90 | 0.65–1.24 | 0.517 |
East North Central | 0.92 | 0.59–1.42 | 0.710 |
East South Central | 0.43 | 0.25–0.76 | 0.004 |
West North Central | 0.79 | 0.51–1.22 | 0.291 |
West South Central | 0.90 | 0.48–1.67 | 0.738 |
Mountain | 0.99 | 0.56–1.75 | 0.978 |
Pacific | 0.61 | 0.42–0.89 | 0.012 |
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Boutros, C.S.; Drapalik, L.M.; Alvarado, C.E.; Bassiri, A.; Sinopoli, J.; Tapias Vargas, L.; Linden, P.A.; Towe, C.W. Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer. Diseases 2025, 13, 37. https://doi.org/10.3390/diseases13020037
Boutros CS, Drapalik LM, Alvarado CE, Bassiri A, Sinopoli J, Tapias Vargas L, Linden PA, Towe CW. Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer. Diseases. 2025; 13(2):37. https://doi.org/10.3390/diseases13020037
Chicago/Turabian StyleBoutros, Christina S., Lauren M. Drapalik, Christine E. Alvarado, Aria Bassiri, Jillian Sinopoli, Leonidas Tapias Vargas, Philip A. Linden, and Christopher W. Towe. 2025. "Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer" Diseases 13, no. 2: 37. https://doi.org/10.3390/diseases13020037
APA StyleBoutros, C. S., Drapalik, L. M., Alvarado, C. E., Bassiri, A., Sinopoli, J., Tapias Vargas, L., Linden, P. A., & Towe, C. W. (2025). Is There Bias in the Assessment of Contraindications for Resection? Disparities in the Surgical Management of Early-Stage Esophageal Cancer. Diseases, 13(2), 37. https://doi.org/10.3390/diseases13020037