Case Control Study
Copyright ©The Author(s) 2016.
World J Gastroenterol. Dec 14, 2016; 22(46): 10189-10197
Published online Dec 14, 2016. doi: 10.3748/wjg.v22.i46.10189
Table 1 Definition of deviation mix for deviation-based cost modeling
DeviationLOSComplication group1
On course ≤ 50th percentileNo complication
Minor deviation> 50th percentileNo complication
≤ 50thMinor complication, no moderate or major
Moderate deviation> 50th percentileMinor complication, no moderate or major
Any LOSModerate no major
Major deviationAny LOSMajor
Table 2 Patient demographics n (%)
Unmatched
P valueMatched
P value
SCBSNo SCBSSCBSNo SCBS
n1522993144720
Age, mean (SD)62 (12.5)61.58 (12.1)0.68361.49 (12.5)62.14 (12.1)0.568
Age group10.960
18 to 4410 (6.6)262 (8.8)0.86810 (6.9)49 (6.8)
45 to 5429 (19.1)536 (17.9)28 (19.4)143 (19.9)
55 to 6444 (28.9)914 (30.5)44 (30.6)198 (27.5)
65 to 7446 (30.3)862 (28.8)41 (28.5)220 (30.6)
75 plus23 (15.1)419 (14.0)21 (14.6)110 (15.3)
Race0.1480.692
Black18 (11.8)368 (12.3)18 (12.5)87 (12.1)
Caucasian83 (54.6)1788 (59.7)76 (52.8)407 (56.5)
Hispanic0 (0)41 (1.4)0 (0)0 (0)
Other51 (33.6)796 (26.6)50 (34.7)226 (31.4)
Region< 0.0010.892
Midwest31 (20.4)304 (10.2)26 (18.1)112 (15.6)
Northeast52 (34.2)959 (32.0)49 (34.0)260 (36.1)
South41 (27.0)1321 (44.1)41 (28.5)206 (28.6)
West28 (18.4)409 (13.7)28 (19.4)142 (19.7)
Sex
Female71 (46.7)1315 (43.9)0.55667 (46.5)308 (42.8)0.461
Payor0.5770.903
Commercial49 (32.2)1166 (39.0)49 (34.0)234 (32.5)
Medicare21 (13.8)362 (12.1)21 (14.6)111 (15.4)
Medicaid73 (48.0)1302 (43.5)65 (45.1)341 (47.4)
Other9 (5.9)163 (5.5)9 (6.3)34 (4.7)
Table 3 Clinical characteristics n (%)
Unmatched
P valueMatched
P value
SCBSNo SCBSSCBSNo SCBS
n1522993144720
Procedure Type
Partial hepatectomy99 (65.1)2061 (68.9)0.30898 (68.1)478 (66.4)0.772
Lobectomy53 (34.9)964 (32.2)0.55246 (31.9)251 (34.9)0.564
Indicating diagnosis
Primary hepatobiliary malignancy63 (41.5)850 (28.4)0.00156 (38.9)300 (41.7)0.599
Metastatic liver neoplasm89 (58.6)2143 (71.6)0.00188 (61.1)420 (58.3)0.599
Comorbid liver diagnoses
Alcoholic cirrhosis1 (0.66)33 (1.1)0.9081 (0.69)4 (0.56)1.000
Non-alcoholic cirrhosis23 (15.1)287 (9.6)0.03620 (13.9)100 (13.9)1.000
Hepatitis A0 (0)6 (0.2)1.0000 (0)0 (0)N/A
Hepatitis B18 (11.8)193 (6.4)0.01516 (11.1)96 (13.3)0.556
Hepatitis C17 (11.2)271 (9.1)0.45717 (11.8)71 (9.9)0.580
Charlson score group10.5180.704
076 (50)1637 (54.7)74 (51.4)370 (51.4)
145 (29.6)816 (27.3)43 (29.9)196 (27.2)
≥ 231 (20.4)540 (18.0)27 (18.8)154 (21.4)
Provider specialty
Surgical oncology59 (38.8)531 (17.7)< 0.00156 (38.9)285 (39.6)0.950
General surgery79 (52.0)1993 (66.6)< 0.00174 (51.4)369 (51.3)1.000
Other14 (9.2)469 (15.7)0.04114 (9.7)66 (9.2)0.958
Surgeon experience
≥ 1 liver procedure in prior year125 (82.2)1991 (66.6)< 0.001117 (81.3)595 (82.6)0.780
Table 4 Length of stay, deviation mix and weighted average mean cost (propensity-matched cohorts)
CharacteristicSCBSNo SCBSP value
Length of stay (LOS), d
mean (SD)7.38 (5.18)8.18 (7.27)0.210
25th percentile44
Median66
75th percentile88
Deviation mix, n (%)
On course77 (53.5)302 (41.9)0.013
Minor deviation30 (20.8)187 (26.0)0.208
Moderate deviation28 (19.4)150 (20.8)0.821
Major deviation9 (6.3)81 (11.3)0.074
mean (SD) total hospital cost
On course18000 (5746)16813 (6588)0.029
Minor deviation28379 (14863)25452 (11186)0.454
Moderate deviation36558 (17777)35261 (19390)0.571
Major deviation45717 (19045)49082 (35303)0.568
WAMC total hospitalization cost$25503$26530
WAMC difference$1027
Table 5 Logistic regressions of predictors of topical hemostat use and transfusion
ParameterPredictors of topical hemostat use
Predictors of transfusion
Odds ratio95%CIP valueOdds ratio95%CIP value
Age group (vs 18 to 44)
75 plus1.030.50-2.120.4214.551.95-10.59< 0.0001
Race (vs caucasian)
Black1.210.75-1.970.2751.971.21-3.190.017
United States geographic region (vs northeast)
South3.672.38-5.650.00041.871.19-2.960.001
Partial hepatectomy (vs lobectomy)1.250.91-1.730.1751.621.16-2.270.005
Primary malignancy (vs metastatic)0.800.53-1.200.2811.541.00-2.380.050
Provider specialty (vs general surgery)
Surgical oncology0.300.20-0.46< 0.00010.650.42-1.010.005
Other specialty0.680.40-1.160.4021.480.85-2.570.023
Case cohort (vs matched controls)2.561.70-3.86< 0.00010.440.27-0.710.0008
Topical hemostat useN/AN/AN/A1.871.33-2.640.0004