Retrospective Study
Copyright ©The Author(s) 2020.
World J Gastroenterol. Feb 7, 2020; 26(5): 535-549
Published online Feb 7, 2020. doi: 10.3748/wjg.v26.i5.535
Table 1 Patient demographics and clinical characteristics (n = 1219)
CharacteristicsTraining cohort (n = 853)
Validation cohort (n = 366)
Number of patientsPercent (%)Number of patientsPercent (%)
Age (yr)
≤ 6021825.67019.1
60-6927632.412734.7
70-7928132.813135.8
≥ 80789.23810.4
Sex
Male47055.120154.9
Female38344.916545.1
Race
White69481.431686.3
Others115918.65013.7
Marital status
Married55865.423363.7
Unmarried229534.613336.3
Grade
Well differentiated18721.96618.0
Moderately differentiated32037.515742.9
Poorly differentiated/Undifferentiated16219.07319.9
Unknown18421.67019.1
Tumor location
Head18121.223263.4
Body/tail55364.87520.5
Other311914.05916.1
T stage
T112414.55715.6
T220624.27119.4
T346854.920756.5
T4556.4318.5
N stage
N049758.320957.1
N135641.715742.9
M stage
M080093.834694.5
M1536.2205.5
Clinical stage
I26731.39526.0
II50058.623163.0
III333.9205.5
IV536.2205.5
Tumor size
< 3 cm30235.414639.9
3-6 cm41748.916845.9
> 6 cm13415.75214.2
Surgical type
Partial/localized pancreatectomy15217.86517.8
Total pancreatectomy12214.34512.3
Extensive pancreatoduodenectomy57967.925669.9
Radiation
None60971.424867.8
Adjuvant radiotherapy solely22226.010729.2
Others4222.6113.0
Chemotherapy
No/unknown43551.018049.2
Yes41849.018650.8
Table 2 Univariate and multivariate survival analyses of overall and cancer-specific survival in the training cohort
VariablesOS
CSS
Univariate analysis
Multivariate analysis
Univariate analysis
Multivariate analysis
HR (95%CI)P valueHR (95%CI)P valueHR (95%CI)P valueHR (95%CI)P value
Age (yr)
≤ 60ReferenceReferenceReferenceReference
60-691.33 (1.06-1.67)0.0141.41 (1.12-1.79)0.0031.10 (0.83-1.46)0.5251.10 (0.82-1.47)0.512
70-791.74 (1.39-2.16)< 0.0011.68 (1.33-2.12)< 0.0011.22 (0.91-1.62)0.1811.16 (0.86-1.56)0.344
≥ 802.47 (1.81-3.35)< 0.0012.82 (2.04-3.91)< 0.0011.52 (1.20-2.21)0.0071.81 (1.14-2.87)0.012
Sex
MaleReferenceReferenceReferenceReference
Female1.12 (0.95-1.32)0.1681.10 (0.92-1.31)0. 3001.23 (0.98-1.52)0.0681.27 (0.99-1.60)0. 051
Race
WhiteReferenceReferenceReferenceReference
Others10.77 (0.61-0.96)0.0180.84 (0.67-1.06)0.1420.73 (0.54-0.98)0.0400.80 (0.59-1.08)0.143
Marital status
MarriedReferenceReferenceReferenceReference
Unmarried21.31 (1.10-1.55)0.0021.31 (1.10-1.57)0.0031.23 (1.05-1.54)0.0041.34 (1.05-1.71)0.017
Grade
Well differentiatedReferenceReferenceReferenceReference
Moderately differentiated1.58 (1.25-1.99)< 0.0011.36 (1.08-1.72)0.0011.77 (1.29-2.43)< 0.0011.39 (1.01-1.92)0.047
Poorly differentiated/undifferentiated2.46 (1.90-3.18)< 0.0011.73 (1.32-2.28)< 0.0012.71 (1.90-3.86)< 0.0011.70 (1.16-2.48)0.006
Unknown1.08 (0.82-1.40)0.5981.17 (0.89-1.55)0.2531.08 (0.74-1.57)0.7071.51 (1.02-2.23)0.040
Tumor location
HeadReferenceReferenceReferenceReference
Body/tail1.06 (0.86-1.29)0.6051.10 (0.83-1.45)0.5240.97 (0.74-1.29)0.8530.93 (0.62-1.37)0.700
Others30.81 (0.63-1.03)0.0880.91 (0.69-1.20)0.5030.80 (0.58-1.11)0.1840.86 (0.60-1.24)0.424
T stage
T1ReferenceReferenceReferenceReference
T21.70 (1.23-2.34)0.0011.49 (1.03-2.14)0.0332.35 (1.36-4.05)0.0021.97 (1.09-3.56)0.026
T32.84 (2.12-3.80)< 0.0011.94 (1.36-2.76)< 0.0015.38 (3.28-8.82)< 0.0012.63 (1.36-5.09)0.004
T44.94 (3.36-7.28)< 0.0013.19 (2.01-5.07)< 0.0018.03 (5.70-12.61)< 0.0015.56 (2.17-14.22)< 0.001
N stage
N0ReferenceReferenceReferenceReference
N12.51 (2.13-2.96)< 0.0012.06 (1.69-2.50)< 0.0013.33 (2.66-4.18)< 0.0012.29 (1.72-3.04)< 0.001
M stage
M0ReferenceReferenceReferenceReference
M12.35 (1.75-3.15)< 0.0011.47 (1.03-2.08)0.0322.77 (1.93-3.98)< 0.0012.65 (1.29-5.44)0.008
Clinical stage
IReferenceReferenceReferenceReference
II2.37 (1.94-2.89)< 0.0011.13 (0.90-1.41)0.3772.72 (1.79-3.96)< 0.0011.66 (0.96-2.88)0.071
III3.55 (2.38-5.29)< 0.0011.59 (0.74-3.42)0.2353.79 (2.53-7.49)< 0.0011.78 (0.66-4.81)0.253
IV4.28 (3.08-5.96)< 0.0011.72 (0.85-3.81)0.1764.99 (3.58-9.68)< 0.0011.89 (0.82-4.63)0.155
Tumor size
< 3 cmReferenceReferenceReferenceReference
3-6 cm1.66 (1.38-2.00)< 0.0011.13 (0.91-1.40)0.2611.80 (1.40-2.31)< 0.0011.07 (0.81-1.41)0.645
> 6 cm1.25 (1.04-1.74)0.0231.03 (0.77-1.37)0.8481.43 (1.01-2.00)0.0411.06 (0.74-1.54)0.741
Surgical type
Partial/localized pancreatectomyReferenceReferenceReferenceReference
Total pancreatectomy0.90 (0.67-1.21)0.4960.97 (0.69-1.35)0.8460.78 (0.53-1.16)0.2240.75 (0.48-1.17)0.201
Extensive pancreatoduodenectomy0.96 (0.77-1.19)0.7160.96 (0.71-1.29)0.7670.97 (0.73-1.29)0.8150.95 (0.64-1.42)0.809
Radiotherapy
NoneReferenceReferenceReferenceReference
Adjuvant radiotherapy solely1.25 (1.04-1.50)0.0151.13 (0.90-1.42)0.3031.45 (1.14-1.83)0.0021.14 (0.86-1.52)0.430
Others40.75 (0.44-1.28)0.2900.78 (0.44-1.36)0.3761.01 (0.52-1.98)0.9660.76 (0.37-1.53)0.440
Chemotherapy
No/unknownReferenceReferenceReferenceReference
Yes0.64 (0.55-0.76)< 0.0010.72 (0.58-0.89)0.0021.27 (1.02-1.58)0.0360.70 (0.53-0.92)0.012
Table 3 The net reclassification improvement and integrated discrimination improvement of the nomogram compared to the American Joint Committee on Cancer 7th staging system
CategoryNRI (95%CI)P valueIDI (95%CI)P value
OS
Training set
3-yr OS0.564 (0.413-0.731)< 0.0010.106< 0.001
5-yr OS0.467 (0.292-0.653)< 0.0010.104< 0.001
10-yr OS0.458 (0.323-0.715)< 0.0010.091< 0.001
Validation set
3-yr OS0.526 (0.344-0.714)< 0.0010.095< 0.001
5-yr OS0.455 (0.225-0.697)< 0.0010.092< 0.001
10-yr OS0.529 (0.234-0.764)< 0.0010.076< 0.001
CSS
Training set
3-yr OS0.570 (0.293-0.763)< 0.0010.076< 0.001
5-yr OS0.376 (0.225-0.673)< 0.0010.072< 0.001
10-yr OS0.421 (0.174-0.662)< 0.0010.068< 0.001
Validation set
3-yr OS0.461 (0.246-0.752)< 0.0010.065< 0.001
5-yr OS0.368 (0.197-0.680)< 0.0010.060< 0.001
10-yr OS0.436 (0.188-0.711)< 0.0010.059< 0.001