Introduction
Materials and methods
Study standards and design
Patient follow-up
Statistical analysis
Results
Patient data analysis
Variables | Patients (n=162) | OS | RFS | ||||
---|---|---|---|---|---|---|---|
Univariate (P value) | Multivariate (P value) | Multivariate (HR 95%CI) | Univariate (P value) | Multivariate (P value) | Multivariate (HR 95%CI) | ||
General character | |||||||
Gender, male/female | 95/69 | 0.023 | NS | 0.027 | NS | ||
Age, years (x±s) | 61.9 ± 8.4 | 0.003 | 0.098 | ||||
Drinking history yes/no | 59/105 | 0.592 | 0.664 | ||||
Hepatobiliary and Pancreatic Coexisting Diseases yes/no | 53/109 | 0.879 | 0.721 | ||||
Underlying diseases yes/no | 69/93 | 0.651 | 0.961 | ||||
Hypertension/Diabetes/Coronary heart disease/Cerebral infarction | 43/30/9/13 | ||||||
Perioperative characteristics | |||||||
Preoperative jaundice reduction yes/no | 38/124 | 0.698 | 0.867 | ||||
Blood transfusion yes/no | 139/23 | 0.911 | 0.832 | ||||
Preoperative/Intraoperative/Postoperative | 16/29/129 | ||||||
Complications yes/no Pancreatic-fistula/Gastrointestinal hemorrhage/ | 88/74 | 0.253 | 0.311 | ||||
72/16/8/13 | |||||||
Abdominal-infection/Gastric-emptying disorder | |||||||
Postoperative adjuvant therapy yes/no | 87/75 | 0.069 | 0.091 | ||||
Pathological features | |||||||
Tumor size (cm)> 2.6 / ≤2.6 | 47/115 | 0.004 | NS | 0.002 | NS | ||
Differentiation | < 0.001 | <0.001 | < 0.001 | <0.001 | |||
High differentiation | 11 | NS | |||||
Medium / low differentiation | 116/35 | 0.013 | 6.372 (1.470–27.610) | 0.004 | 4.76 (1.077–21.030) | ||
Lymph node invasion yes/no | 52/110 | 0.001 | NS | < 0.001 | 0.022 | 1.762 (1.089–2.849) | |
Perineural invasion yes/no | 60/102 | 0.001 | NS | 0.004 | |||
Vascular invasion yes/no | 17/145 | 0.139 | 0.090 | ||||
AJCC 8th edition 0/ IA, B/IIA, B/IIIA, B | 2/57/51/52 | < 0.001 | < 0.001 | ||||
Conventional hematological indexes | |||||||
TBIL (µmol/L) > 256.6 / ≤256.6 | 37/125 | < 0.001 | < 0.001 | NS | |||
Albumin (g/L) > 43.55 / ≤43.55 | 16/146 | 0.403 | 0.38 | ||||
Alkaline phosphatase (U/L)> 430.45 / ≤430.45 | 74/88 | 0.343 | 0.305 | ||||
GGT (U/L)> 86.85 / ≤86.85 | 148/14 | 0.589 | 0.645 | ||||
CA19-9 (U/L)> 74.97 / ≤74.97 | 95/67 | < 0.001 | <0.001 | 3.401 (1.953–5.922) | < 0.001 | <0.001 | 3.477 (1.991–6.073) |
Prognostic indicator | |||||||
PLR>266.44 / ≤266.44 | 36/126 | 0.027 | NS | 0.055 | |||
NLR>3.51 / ≤3.51 | 67/95 | 0.128 | 0.157 | ||||
AAPR>0.28 / ≤0.28 | 27/135 | 0.608 | 0.627 | ||||
GPR>4.06 / ≤4.06 | 37/125 | 0.01 | NS | 0.011 | NS | ||
GLR>507.2 / ≤507.2 | 73/89 | 0.005 | NS | 0.003 | NS | ||
AGR>0.035 / ≤0.035 | 126/36 | 0.003 | <0.001 | 6.474 (2.972–13.850) | 0.005 | <0.001 | 5.58 (2.576–12.093) |
CA19-9/GGT>0.14 / ≤ 0.14 | 93/69 | < 0.001 | 0.001 | 2.458 (1.450–4.167) | < 0.001 | 0.002 | 2.333 (1.371–3.971) |
Correlation between CA19-9/GGT and clinicopathological characteristics of patients
Variables | CA19-9/GGT > 0.14 (n = 93) | CA19-9/GGT ≤ 0.14 (n = 69) | P value |
---|---|---|---|
Gender, male/female | 56/37 | 38/31 | 0.512 |
Age, years (x ± s) | 62.8 ± 8.5 | 60.3 ± 8.2 | 0.134 |
Preoperative jaundice reduction yes/no | 24/69 | 14/55 | 0.413 |
Underlying diseases yes/no | 43/50 | 26/43 | 0.276 |
Hypertension / Diabetes / Coronary heart disease / Cerebral infarction | 25/19/5/8 | 18/11/4/5 | |
Hepatobiliary and Pancreatic Coexisting Diseases yes/no | 35/58 | 18/51 | 0.121 |
Complications yes/no | 51/42 | 37/32 | 0.878 |
Pancreatic-fistula/Gastrointestinal hemorrhage/Abdominal infection/ Gastric emptying disorder | 42/10/3/8 | 30/6/5/5 | |
Postoperative adjuvant therapy yes/no | 57/36 | 30/39 | 0.025 |
Differentiation Low/Medium/High | 28/61/4 | 7/55/7 | 0.001 |
Lymph node invasion yes/no | 36/57 | 16/53 | 0.036 |
Perineural invasion yes/no | 44/49 | 16/53 | 0.002 |
Vascular invasion yes/no | 10/83 | 7/62 | 0.901 |
AJCC 8th edition 0/ IA, B/IIA, B/IIIA, B | 0/20/37/36 | 2/37/14/16 | < 0.001 |
TBIL (µmol/L)>256.6 / ≤ 256.6 | 28/65 | 9/60 | 0.011 |
Albumin (g/L) > 43.55 / ≤ 43.55 | 9/84 | 7/62 | 0.921 |
Alkaline phosphatase (U/L) > 430.45 / ≤ 430.45 | 45/48 | 29/40 | 0.422 |
GGT (U/L)>86.85 / ≤ 86.85 | 85/8 | 10.5 | 0.983 |
CA19-9 (U/L)>74.97 / ≤ 74.97 | 73/20 | 22/47 | < 0.001 |
CA19-9/GGT is a significant prognostic indicator
Performance comparison of CA19-9/GGT and other prognostic indicators
Variables | OS | RFS | ||||
---|---|---|---|---|---|---|
C-index | 95% CI | C-index | 95%CI | |||
Clinicopathological characteristics | ||||||
Differentiation | 0.753 | 0.67 | 0.836 | 0.74 | 0.657 | 0.823 |
Lymph node invasion | 0.655 | 0.546 | 0.765 | 0.7 | 0.602 | 0.798 |
AJCC staging system | ||||||
Nomogram (AJCC 8th edition TNM staging + CA19-9/GGT) | 0.787 | 0.685 | 0.712 | 0.795 | 0.696 | 0.713 |
AJCC 8th edition TNM staging | 0.759 | 0.632 | 0.785 | 0.772 | 0.659 | 0.805 |
Prognostic index score | ||||||
PLR(>266.44/ ≤ 266.44) | 0.682 | 0.557 | 0.807 | 0.664 | 0.542 | 0.786 |
NLR (>3.51/ ≤ 3.51) | 0.587 | 0.468 | 0.708 | 0.59 | 0.479 | 0.702 |
AAPR (>0.28/ ≤ 0.28) | 0.533 | 0.385 | 0.684 | 0.519 | 0.378 | 0.66 |
GPR(>4.06/ ≤ 4.06) | 0.651 | 0.571 | 0.871 | 0.626 | 0.476 | 0.776 |
GLR (>507.2/ ≤ 507.2) | 0.632 | 0.508 | 0.757 | 0.608 | 0.491 | 0.725 |
AGR (>0.035/ ≤ 0.035) | 0.662 | 0.565 | 0.877 | 0.63 | 0.479 | 0.781 |
CA19-9/GGT (>0.14/ ≤ 0.14) | 0.753 | 0.748 | 0.838 | 0.745 | 0.737 | 0.827 |
Conventional hematological indexes | ||||||
TBIL (>256.6/ ≤ 256.6 µmol/L) | 0.68 | 0.603 | 0.816 | 0.686 | 0.62 | 0.812 |
Albumin (>43.55/ ≤ 43.55 g/L) | 0.536 | 0.362 | 0.709 | 0.554 | 0.386 | 0.722 |
Alkaline phosphatase (>430.45/ ≤ 430.45U/L) | 0.544 | 0.422 | 0.667 | 0.544 | 0.429 | 0.659 |
GGT (>86.85/ ≤ 86.85U/L) | 0.526 | 0.306 | 0.747 | 0.552 | 0.348 | 0.755 |
CA19-9 (>74.97/ ≤ 74.97U/L) | 0.706 | 0.64 | 0.851 | 0.701 | 0.64 | 0.843 |
Prognostic nomograms integrating CA19-9/GGT and the AJCC 8th TNM staging systems
Variables | OS | RFS | ||||
---|---|---|---|---|---|---|
Nomogram | AJCC | Nomogram > AJCC | Nomogram | AJCC | Nomogram > AJCC | |
1 (year) | 0.01–0.26 | 0.01–0.19 | 0.14–0.19 | 0.01–0.58 | 0.01–0.46 | 0.31–0.58 |
3 (year) | 0.01–0.69 | 0.01–0.57 | 0.12–0.69 | 0.01–0.78 | 0.01–0.65 | 0.15–0.78 |
5 (year) | 0.2–0.84 | 0.25–0.72 | 0.55–0.84 | 0.01–0.86 | 0.01–0.71 | 0.18–0.43, 0.53–0.86 |