Supplement for:
Benchmarking the Value of Care: Variability in Hospital Costs for Common Operations and Its Association with Procedure Volume
Cheryl K. Zogg MSPH, MHS,
1,2Andrew C. Bernard MD,
3Sameer A. Hirji MD, MPH,
2Joseph P.
Minei MD, MBA,
4Kristan L. Staudenmayer MD,
5Kimberly A. Davis MD, MBA
11. Yale School of Medicine, New Haven, CT
2. Center for Surgery and Public Health, Department of Surgery, Brigham & Women’s Hospital, Harvard Medical School, and Harvard TH Chan School of Public Health, Boston, MA
3. Department of Surgery, University of Kentucky College of Medicine, Lexington, KY 4. Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX 5. Department of Surgery, Stanford School of Medicine, Stanford, CA
Key words: Cost; Volume; Benchmarking; Appendectomy; Cholecystectomy; Acute Care
Surgery; Emergency General Surgery
1. Total hospital charges in 2016 (2019 USD)
Laparoscopic appendectomy Laparoscopic cholecystectomy
Minimum 25th percentile Median Mean 75th percentile Maximum Minimum 25th percentile Median Mean 75th percentile Maximum $ 6,982 $ 29.180 $ 38,695 $ 43,639 $ 53,841 $ 148,822 $ 8,144 $ 33,352 $ 44,585 $ 51,019 $ 62,820 $ 177,422
SFigure 1A. Plot of median total hospital charges in 2019 USD (IQR) for laparoscopic appendectomy and cholecystectomy, NIS 2016
2. Expected (risk-adjusted) total hospital costs in 2016 (hospitalwide CCR-derived costs; 2019 USD)
Laparoscopic appendectomy Laparoscopic cholecystectomy
Minimum 25th percentile Median Mean 75th percentile Maximum Minimum 25th percentile Median Mean 75th percentile Maximum $ 7,312 $ 9,190 $ 9,924 $ 10,016 $ 10,813 $ 23,163 $ 8,553 $ 10,844 $ 11,649 $ 11,932 $ 12,864 $ 23,395
SFigure 1B. Plot of median risk-adjusted costs in 2019 USD (IQR) for laparoscopic appendectomy and cholecystectomy, NIS 2016
3. Expected (risk-adjusted) total hospital costs in 2016, including socio-economic variables for insurance, income, and race/ethnicity (hospitalwide CCR-derived costs; 2019 USD)
Laparoscopic appendectomy Laparoscopic cholecystectomy
Minimum 25th percentile Median Mean 75th percentile Maximum Minimum 25th percentile Median Mean 75th percentile Maximum $ 7,022 $ 8,715 $ 9,472 $ 9,538 $ 10,292 $ 21,967 $ 8,025 $ 10,305 $ 11,114 $ 11,369 $ 12,253 $ 22,117
SFigure 1C. Plot of median risk-adjusted costs in 2019 USD (IQR) for laparoscopic appendectomy and cholecystectomy, NIS 2016
SFigure 2A. Spearman’s rank correlation between annual procedure volume and median total hospital costs in 2019 USD, NIS 2014
SFigure 2B. Spearman’s rank correlation between annual procedure volume and median total hospital costs in 2019 USD, NIS 2016
STable 1. Laparoscopic appendectomy and laparoscopic cholecystectomy regression results:
Association of annual procedure volume with median total hospital costs in 2019 USD
Laparoscopic appendectomy 2014 (ICD9 procedure code 47.01): Difference in median total hospital cost (2019 USD)
Unadjusted 95%CI p-value Risk-adjusted* 95%CI p-value
I. Categorical model
Quintile 1 - lowest volume (reference) -- -- -- -- -- -- -- --
Quintile 2 -2610 -3122 -2097 <0.001 -2049 -2543 -1554 <0.001
Quintile 3 -4299 -4805 -3793 <0.001 -2979 -3504 -2454 <0.001
Quintile 4 -4884 -5391 -4377 <0.001 -3114 -3676 -2553 <0.001
Quintile 5 - highest volume -5666 -6176 -5156 <0.001 -3307 -3922 -2591 <0.001
Per 10 additional operations each year…
II. Ln-transformed model
Exponentiated mean difference -434 -481 -387 <0.001 -152 -205 -98 <0.001
III. Quantile regression
Median (50th percentile) -270 -308 -233 <0.001 -108 -153 -64 <0.001
60th percentile -311 -355 -267 <0.001 -114 -165 -63 <0.001
70th percentile -371 -431 -311 <0.001 -130 -197 -63 <0.001
80th percentile -443 -515 -372 <0.001 -154 -238 -70 <0.001
90th percentile -568 -717 -419 <0.001 -165 -299 -32 <0.001
Laparoscopic appendectomy 2016 (ICD10 procedure code 0DTJ4ZZ): Difference in median total hospital cost (2019 USD)
Unadjusted 95%CI p-value Risk-adjusted* 95%CI p-value
I. Categorical model
Quintile 1 - lowest volume (reference) -- -- -- -- -- -- -- --
Quintile 2 -2452 -3401 -1863 <0.001 -1663 -2225 -1102 <0.001
Quintile 3 -4330 -4918 -3740 <0.001 -2846 -3443 -2249 <0.001
Quintile 4 -5163 -5752 -4573 <0.001 -3078 -3716 -2439 <0.001
Quintile 5 - highest volume -5500 -6089 -4910 <0.001 -2984 -3670 -2277 <0.001
Per 10 additional operations each year…
II. Ln-transformed model
Exponentiated mean difference -414 -468 -360 <0.001 -146 -207 -85 <0.001
III. Quantile regression
Median (50th percentile) -242 -286 -198 <0.001 -108 -165 -51 <0.001
60th percentile -284 -338 -229 <0.001 -131 -197 -65 <0.001
70th percentile -344 -406 -283 <0.001 -133 -211 -55 <0.001
80th percentile -415 -518 -311 <0.001 -183 -277 -89 <0.001
90th percentile -554 -713 -396 <0.001 -174 -313 -37 0.013
*Risk-adjusted for hospital bedsize, hospital teaching status, hospital rurality, hospital geographic region, patient age, patient gender, patient APR-DRG risk of mortality, patient APR-DRG severity, and calculated patient Elixhauser Comorbidity Index All models were based on nationally-weighted mixed-effects regression and robust standard errors
Laparoscopic cholecystectomy 2014 (ICD9 procedure code 51.23): Difference in median total hospital cost (2019 USD)
Unadjusted 95%CI p-value Risk-adjusted* 95%CI p-value
I. Categorical model
Quintile 1 - lowest volume (reference) -- -- -- -- -- -- -- --
Quintile 2 -4023 -4565 -3481 <0.001 -3947 -4489 -3406 <0.001
Quintile 3 -5260 -5812 -4708 <0.001 -4862 -5462 -4621 <0.001
Quintile 4 -5971 -6519 -5422 <0.001 -5290 -5945 -4634 <0.001
Quintile 5 - highest volume -6917 -7464 -6369 <0.001 -6000 -6728 -5272 <0.001
Per 10 additional operations each year…
II. Ln-transformed model
Exponentiated mean difference -224 -247 -201 <0.001 -112 -141 -83 <0.001
III. Quantile regression
Median (50th percentile) -136 -157 -114 <0.001 -72 -98 -46 <0.001
60th percentile -165 -187 -142 <0.001 -77 -107 -46 <0.001
70th percentile -201 -226 -176 <0.001 -88 -123 -53 <0.001
80th percentile -242 -280 -205 <0.001 -104 -153 -56 <0.001
90th percentile -312 -378 -247 <0.001 -137 -214 -59 <0.001
Laparoscopic cholecystectomy 2016 (ICD10 procedure code 0FT44ZZ): Difference in median total hospital cost (2019 USD)
Unadjusted 95%CI p-value Risk-adjusted* 95%CI p-value
I. Categorical model
Quintile 1 - lowest volume (reference) -- -- -- -- -- -- -- --
Quintile 2 -3772 -4328 -3215 <0.001 -3604 -4162 -3046 <0.001
Quintile 3 -4308 -4859 -3757 <0.001 -3834 -4451 -3217 <0.001
Quintile 4 -5175 -5725 -4624 <0.001 -4474 -5152 -3795 <0.001
Quintile 5 - highest volume -5738 -6290 -5187 <0.001 -4852 -5606 -4097 <0.001
Per 10 additional operations each year…
II. Ln-transformed model
Exponentiated mean difference -197 -221 -173 <0.001 -96 -127 -65 <0.001
III. Quantile regression
Median (50th percentile) -136 -157 -114 <0.001 -65 -95 -34 <0.001
60th percentile -165 -187 -142 <0.001 -75 -108 -42 <0.001
70th percentile -201 -226 -176 <0.001 -91 -132 -48 <0.001
80th percentile -242 -280 -205 <0.001 -125 -174 -76 <0.001
90th percentile -312 -378 -247 <0.001 -165 -252 -78 <0.001
*Risk-adjusted for hospital bedsize, hospital teaching status, hospital rurality, hospital geographic region, patient age, patient gender, patient APR-DRG risk of mortality, patient APR-DRG severity, and calculated patient Elixhauser Comorbidity Index All models were based on nationally-weighted mixed-effects regression and robust standard errors