| Literature DB >> 29290780 |
Wei Gan1, Yong Yi1, Yipeng Fu1, Jinlong Huang1, Zhufeng Lu1,2, Chuyu Jing1, Jia Fan1, Jian Zhou1, Shuangjian Qiu1,3.
Abstract
Background: While curative resection is the established strategy for Hepatocellular carcinoma (HCC) patients, the prognosis still remains poor, and the efficiency of existing prediction models is unsatisfactory. Therefore, we aimed to develop a credible and easy-to-use prognostic index for patients with HCC undergoing curative therapy.Entities:
Keywords: FC-score; Hepatocellular carcinoma; fibrinogen; nomogram; prognostic
Year: 2018 PMID: 29290780 PMCID: PMC5743722 DOI: 10.7150/jca.22246
Source DB: PubMed Journal: J Cancer ISSN: 1837-9664 Impact factor: 4.207
Demographic and clinical characteristics of patients
| training cohort | validation cohort | |||
|---|---|---|---|---|
| Characters | n=616 | n=152 | P-value | |
| Gender, male/femeal | 514/102 | 131/21 | 0.409 | |
| Age, <60/≥60 | 343/273 | 80/72 | 0.498 | |
| HBsAg, | ||||
| negative/positive | 100/516 | 27/125 | 0.649 | |
| AFP | ||||
| <400/≥400 ng/mL | 435/181 | 113/39 | 0.363 | |
| TBIL | ||||
| <20/≥20 µmol/L | 558/58 | 136/16 | 0.678 | |
| GGT, <45/≥45 U/L | 248/368 | 63/89 | 0.789 | |
| ALT, <50/≥50 U/L | 495/121 | 119/33 | 0.569 | |
| ALB, <35/≥35g/L | 21/595 | 45/107 | <0.001 | |
| CRP, <10/≥10mg/L | 549/67 | 136/16 | 0.901 | |
| FIB,<266/≥266mg/L | 399/217 | 102/50 | 0.589 | |
| PLT | ||||
| <200/≥200 10^9/L | 509/107 | 124/28 | 0.76 | |
| cirrhosis,no/yes | 156/460 | 37/115 | 0.802 | |
| tumor number, | ||||
| single/multiple | 533/83 | 127/25 | 0.345 | |
| tumor throbus | ||||
| no/yes | 577/39 | 143/9 | 0.852 | |
| tumor capsule | ||||
| no/yes | 394/222 | 103/49 | 0.38 | |
| tumor size | ||||
| <5/≥5cm | 360/256 | 78/74 | 0.112 | |
| LNM | ||||
| no/yes | 612/4 | 150/2 | 0.403 | |
| MVI, no/yes | 450/166 | 102/50 | 0.144 | |
| differentiation, | ||||
| I-II/III-IV | 421/195 | 102/48 | 0.985 | |
| IBS, 0/1 | 12/551/52 | 39/103/10 | <0.001 | |
| GPS, 0/1/2 | 535/73/8 | 132/20/0 | 0.342 | |
| IBI,0/1/2 | 322/294 | 80/70 | 0.711 | |
| FC-score,0/1/2 | 386/176/54 | 97/44/11 | 0.832 | |
| BCLC, A/B/C | 401/186/29 | 91/52/9 | 0.468 | |
| CLIP, 0/1-3/4-6 | 337/272/7 | 87/61/4 | 0.287 | |
APF, alpha fetal protein; FIB, fibrinogen; PLT, platelet; LNM, lymph node metastasis; MVI, microvascular invasion; IBS, Inflammation based score; GPS, Glasgow Prognostic Score; IBI, inflammation based index; FC-score, fibrinogen and C-reactive protein score; BCLC, Barcelona Clinic Liver Cancer staging system; CLIP, Cancer Liver Italian Program.
The correlation between clinicopathologic characters and FIB and FC-score (training cohort)
| Characters | FC-score | |||
|---|---|---|---|---|
| 0 | 1 | 2 | P-value | |
| all patients | 386 | 176 | 54 | |
| Gender, male/female | 66/320 | 30/146 | 6/48 | 0.53 |
| Age, <60/≥60 | 220/166 | 89/87 | 34/20 | 0.193 |
| HBsAg, | ||||
| negative/positive | 53/333 | 40/136 | 7/47 | 0.022 |
| AFP | ||||
| <400/≥400 ng/mL | 282/104 | 123/53 | 30/24 | 0.029 |
| TBIL | ||||
| <20/≥20 µmol/L | 352/34 | 162/14 | 44/10 | 0.05 |
| GGT, <45/≥45 U/L | 178/208 | 61/115 | 9/45 | <0.001 |
| ALT, <50/≥50 U/L | 304/82 | 148/28 | 43/11 | 0.333 |
| ALB, <35/≥35g/L | 12/374 | 3/173 | 6/48 | 0.003 |
| CRP, <10/≥10mg/L | 386/0 | 163/13 | 0/54 | <0.001 |
| PLT | ||||
| <200/≥200 10^9/L | 341/45 | 136/40 | 32/22 | <0.001 |
| N,<6.3/≥6.3 10^9/L | 353/33 | 161/15 | 38/16 | <0.001 |
| L,<3.2/≥3.2 10^9/L | 371/15 | 160/16 | 49/5 | 0.027 |
| M,<0.6/≥0.6 10^9/L | 311/75 | 114/62 | 14/40 | <0.001 |
| cirrhosis,no/yes | 72/314 | 61/115 | 23/31 | <0.001 |
| tumor number, | ||||
| single/multiple | 340/46 | 144/32 | 49/5 | 0.083 |
| tumor throbus | ||||
| no/yes | 373/13 | 162/14 | 42/12 | <0.001 |
| tumor capsule | ||||
| no/yes | 260/126 | 103/73 | 31/23 | 0.074 |
| tumor size | ||||
| <5/≥5cm | 266/120 | 83/93 | 11/43 | <0.001 |
| LNM | ||||
| no/yes | 384/2 | 176/0 | 52/2 | 0.011 |
| MVI, no/yes | 303/83 | 120/56 | 27/27 | <0.001 |
| differentiation, | ||||
| I-II/III-IV | 271/115 | 119/57 | 31/23 | 0.161 |
| IBS, 0/1 | 219/167 | 82/94 | 21/33 | 0.005 |
| GPS, 0/1/2 | 367/19/0 | 163/11/2 | 5/43/6 | <0.001 |
| IBI,0/1/2 | 12/374/0 | 1/166/89 | 0/11/43 | <0.001 |
| FC-score,0/1/2 | ||||
| BCLC, A/B/C | 301/74/11 | 93/72/12 | 8/40/6 | <0.001 |
| CLIP, 0/1-3/4-6 | 235/150/1 | 85/90/1 | 17/32/5 | <0.001 |
APF, alpha fetal protein; FIB, fibrinogen; PLT, platelet; LNM, lymph node metastasis; MVI, microvascular invasion; IBS, Inflammation based score; GPS, Glasgow Prognostic Score; IBI, inflammation based index; FC-score, fibrinogen and C-reactive protein score; BCLC, Barcelona Clinic Liver Cancer staging system; CLIP, Cancer Liver Italian Program.
Figure 1Kaplan-Meier survival curves for patients in the research by FC-score. overall survival (AC) and recurrence free survival (BD) in training cohort and validation cohort respectively. Furthermore, in the subgroup analysis for OS, E survival curve for patients in the subgroup with tumor thrombus, F survival curve for patients without tumor thrombus. G survival curve for patients in the subgroup with hepatic cirrhosis, H for patients without hepatic cirrhosis. FC-score=fibrinogen and C-reactive protein score.
Multivariate analyses for OS and RFS in HCC patients.
| training cohort | validation cohort | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OS | RFS | OS | RFS | ||||||
| characters | multivariate | HR | multivariate | HR | multivariate | HR | multivariate | HR | |
| P-value | (95%CI) | P-value | (95%CI) | P-value | (95%CI) | P-value | (95%CI) | ||
| AFP, <400/≥400 ng/mL | 0.008 | 1.690(1.14-2.49) | |||||||
| single/multiple | 0.004 | 1.768(1.11-2.82) | 0.012 | 1.49(1.09-2.05) | |||||
| tumor throbus, no/yes | 0.03 | 2.091(1.59-7.41) | 0.032 | 2.428(1.75-4.44) | <0.001 | 2.262(1.32-3.88) | <0.001 | 2.089(1.38-3.15) | |
| Lymph node metastasis, | |||||||||
| no/yes | 0.017 | 8.466(1.46-48.91) | |||||||
| MVI, no/yes | 0.044 | 2.298(1.86-6.09) | 0.037 | 1.802(1.13-2.75) | 0.003 | 1.93(1.26-2.96) | 0.022 | 1.388(1.05-1.84) | |
| IBS, 0/1 | 0.01 | 3.036(2.92-6.96) | 0.015 | 1.912(1.14-3.22) | 0.001 | 2.01(1.32-3.03) | <0.001 | 1.59(1.25-2.02) | |
| GPS, 0/1/2 | |||||||||
| IBI,0/1/2 | 0.05 | 2.989(0.98-9.09) | 0.036 | 2.054(1.05-4.03) | |||||
| FC-score,0/1/2 | 0.008 | 2.862(1.31-6.26) | 0.023 | 1.865(1.09-3.19) | <0.001 | 2.21(1.48-3.26) | 0.012 | 1.36(1.07-1.73) | |
| BCLC, A/B/C | 0.024 | 2.173(1.11-4.26) | 0.016 | 1.712(1.11-2.65) | <0.001 | 2.23(1.63-3.06) | 0.003 | 1.713(1.19-2.45) | |
| CLIP, 0/1-3/4-6 | <0.001 | 7.956(3.41-18.58) | 0.004 | 1.967(1.24-3.11) | <0.001 | 2.72(1.76-4.21) | 0.04 | 1.46(1.02-2.09) | |
APF, alpha fetal protein; MVI, microvascular invasion; IBS, Inflammation based score; GPS, Glasgow Prognostic Score; IBI, inflammation based index; FC-score, fibrinogen and C-reactive protein score; BCLC, Barcelona Clinic Liver Cancer staging system; CLIP, Cancer Liver Italian Program.
Ranking of clinical staging system using C-index for OS and RFS
| Training cohort | Validation cohort | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Variables | OS | RFS | OS | RFS | |||||
| c-index | 95%CI | c-index | 95%CI | c-index | 95%CI | c-index | 95%CI | ||
| nomogram | 0.746 | 0.743-0.749 | 0.654 | 0.652-0.656 | 0.774 | 0.771-0.777 | 0.669 | 0.666-0.672 | |
| BCLC | 0.721 | 0.718-0.724 | 0.629 | 0.627-0.631 | 0.729 | 0.726-0.723 | 0.634 | 0.631-0.631 | |
| CLIP | 0.724 | 0.721-0.727 | 0.622 | 0.620-0.624 | 0.738 | 0.735-0.741 | 0.631 | 0.628-0.634 | |
| FC-score | 0.698 | 0.695-0.701 | 0.594 | 0.592-0.596 | 0.701 | 0.698-0.704 | 0.624 | 0.621-0.627 | |
| IBS | 0.675 | 0.672-0.678 | 0.576 | 0.574-0.678 | 0.709 | 0.706-0.712 | 0.611 | 0.608-0.614 | |
| GPS | 0.629 | 0.626-0.631 | 0.542 | 0.540-0.544 | 0.594 | 0.591-0.593 | 0.532 | 0.529-0.535 | |
| IBI | 0.612 | 0.609-0.615 | 0.539 | 0.537-0.541 | 0.657 | 0.654-0.660 | 0.615 | 0.612-0.618 | |
| CRP, <10/≥10mg/L | 0.614 | 0.611-0.617 | 0.553 | 0.551-0.555 | 0.624 | 0.621-0.627 | 0.566 | 0.563-0.569 | |
| FIB,<266/≥266mg/dL | 0.636 | 0.633-0.639 | 0.556 | 0.554-0.558 | 0.638 | 0.635-0.641 | 0.604 | 0.601-0.607 | |
IBS, Inflammation based score; GPS, Glasgow Prognostic Score; IBI, inflammation based index; FC-score, fibrinogen and C-reactive protein score; BCLC, Barcelona Clinic Liver Cancer staging system; CLIP, Cancer Liver Italian Program.
Figure 2Hepatocellular carcinoma (HCC) OS and RFS nomogram, calibration curve, and decision curve analysis in the training cohort. (A for OS and B for RFS). To use the nomogram, the value of an individual patient is located on each variable axis, and a line is drawn upward to determine the number of points received for each variable value. the sum of these numbers is located on the total point axis, and a line is drawn downward to the survival axes to determine the likelihood of 1-,3-, and 5-year survival. The calibration curve for predicting OS at (C) 3 years, (D) 5 years, and predicting RFS at (E) 1 year, (F) 3 years. Nomogram-predicted probability of overall survival is plotted on the x axis and actual overall survival is plotted on the y axis. Decision curve analyses depict the clinical net benefit in pairwise comparisons across the different models. Nomogram is compared with the BCLC stage in terms of (G) 2-year, (H) 3-year OS and (I) 2-year RFS. Dashed lines indicate the net benefit of nomogram in each of the curves across a range of threshold probabilities. The horizontal solid black line represents the assumptions that no patient will experience the event, and the solid grey line represents the assumption that all patients will relapse. On decision curve analysis, nomogram showed superior net benefit compared with BCLC stage across a range of threshold probabilities. BCLC=Barcelona Clinic Liver cancer, OS=overall survival, RFS=recurrence free survival.