A nomogram to predict prognosis after surgery for young patients with hepatocellular carcinoma
Only few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of this study is to identify prognostic factors and develop an efficient and practical nomogram to predict cancer-specific survival (CSS) in young patients...
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Published in | Translational cancer research Vol. 10; no. 4; pp. 1773 - 1786 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
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China
AME Publishing Company
01.04.2021
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Abstract | Only few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of this study is to identify prognostic factors and develop an efficient and practical nomogram to predict cancer-specific survival (CSS) in young patients with HCC.
Four hundred and forty-one young patients with HCC who had undergone surgery from 2004-2015 were selected from the Surveillance, Epidemiology, and End Results (SEER) database. The competing risk model, Lasso and Cox regression were used to screen prognostic factors for CSS, and a prognostic nomogram was established using these factors. Thirty-nine young patients with HCC from the National Cancer Center, Cancer Hospital, Chinese Academy of Medical Science were used to validate our model. To further evaluate the predictive performance of our model, the concordance index was calculated and the calibration curves were drawn. The clinical usefulness was evaluated by decision curve analysis (DCA). Finally, all patients were grouped by our nomogram. The survival of different risk groups was analyzed using the Kaplan-Meier method, and the differences among survival curves were compared by the log-rank test.
The median survival times of the SEER training group and the external National Cancer Center validation group were 41 and 52 months, respectively. Histological grade, tumor size, Alpha-fetoprotein (AFP), T stage, and M stage were selected as independent factors for CSS, and a prognostic nomogram was established. The concordance indices of the training and external validation groups were 0.76 (95% CI, 0.72 to 0.80) and 0.92 (SE=0.085), respectively. The calibration plots showed good agreement. DCA revealed that our nomogram resulted in a better clinical net benefit than the AJCC 7th edition and Barcelona Clinic Liver Cancer staging systems. Patients were divided into two risk groups according to the cut-off value of 125 of the total points from our nomogram. Kaplan-Meier plots for CSS were performed using the log-rank test, the P-value of which was <0.001.
The practical nomogram resulted in a more-accurate prognostic prediction for young HCC patients after curative liver resection. |
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AbstractList | Only few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of this study is to identify prognostic factors and develop an efficient and practical nomogram to predict cancer-specific survival (CSS) in young patients with HCC.
Four hundred and forty-one young patients with HCC who had undergone surgery from 2004-2015 were selected from the Surveillance, Epidemiology, and End Results (SEER) database. The competing risk model, Lasso and Cox regression were used to screen prognostic factors for CSS, and a prognostic nomogram was established using these factors. Thirty-nine young patients with HCC from the National Cancer Center, Cancer Hospital, Chinese Academy of Medical Science were used to validate our model. To further evaluate the predictive performance of our model, the concordance index was calculated and the calibration curves were drawn. The clinical usefulness was evaluated by decision curve analysis (DCA). Finally, all patients were grouped by our nomogram. The survival of different risk groups was analyzed using the Kaplan-Meier method, and the differences among survival curves were compared by the log-rank test.
The median survival times of the SEER training group and the external National Cancer Center validation group were 41 and 52 months, respectively. Histological grade, tumor size, Alpha-fetoprotein (AFP), T stage, and M stage were selected as independent factors for CSS, and a prognostic nomogram was established. The concordance indices of the training and external validation groups were 0.76 (95% CI, 0.72 to 0.80) and 0.92 (SE=0.085), respectively. The calibration plots showed good agreement. DCA revealed that our nomogram resulted in a better clinical net benefit than the AJCC 7th edition and Barcelona Clinic Liver Cancer staging systems. Patients were divided into two risk groups according to the cut-off value of 125 of the total points from our nomogram. Kaplan-Meier plots for CSS were performed using the log-rank test, the P-value of which was <0.001.
The practical nomogram resulted in a more-accurate prognostic prediction for young HCC patients after curative liver resection. BACKGROUNDOnly few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of this study is to identify prognostic factors and develop an efficient and practical nomogram to predict cancer-specific survival (CSS) in young patients with HCC. METHODSFour hundred and forty-one young patients with HCC who had undergone surgery from 2004-2015 were selected from the Surveillance, Epidemiology, and End Results (SEER) database. The competing risk model, Lasso and Cox regression were used to screen prognostic factors for CSS, and a prognostic nomogram was established using these factors. Thirty-nine young patients with HCC from the National Cancer Center, Cancer Hospital, Chinese Academy of Medical Science were used to validate our model. To further evaluate the predictive performance of our model, the concordance index was calculated and the calibration curves were drawn. The clinical usefulness was evaluated by decision curve analysis (DCA). Finally, all patients were grouped by our nomogram. The survival of different risk groups was analyzed using the Kaplan-Meier method, and the differences among survival curves were compared by the log-rank test. RESULTSThe median survival times of the SEER training group and the external National Cancer Center validation group were 41 and 52 months, respectively. Histological grade, tumor size, Alpha-fetoprotein (AFP), T stage, and M stage were selected as independent factors for CSS, and a prognostic nomogram was established. The concordance indices of the training and external validation groups were 0.76 (95% CI, 0.72 to 0.80) and 0.92 (SE=0.085), respectively. The calibration plots showed good agreement. DCA revealed that our nomogram resulted in a better clinical net benefit than the AJCC 7th edition and Barcelona Clinic Liver Cancer staging systems. Patients were divided into two risk groups according to the cut-off value of 125 of the total points from our nomogram. Kaplan-Meier plots for CSS were performed using the log-rank test, the P-value of which was <0.001. CONCLUSIONSThe practical nomogram resulted in a more-accurate prognostic prediction for young HCC patients after curative liver resection. |
Author | Zhang, Yefan Li, Xingchen Bi, Xinyu Li, Zhiyu Huang, Zhen Cai, Jianqiang Zhao, Jianjun Zhou, Jianguo Zhao, Hong |
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Copyright | 2021 Translational Cancer Research. All rights reserved. 2021 Translational Cancer Research. All rights reserved. 2021 Translational Cancer Research. |
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Keywords | prediction model nomogram young patients prognosis Hepatocellular carcinoma (HCC) |
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License | 2021 Translational Cancer Research. All rights reserved. Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/. |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Contributions: (I) Conception and design: J Cai, H Zhao; (II) Administrative support: J Cai, H Zhao; (III) Provision of study materials of patients: X Bi, J Zhao, Z Li; (IV) Collection and assembly of data: J Zhou, Z Huang, Y Zhang; (V) Data analysis and interpretation: X Li; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors. |
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Snippet | Only few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of this study... BACKGROUNDOnly few studies have been evaluated the clinical characteristics and prognosis of hepatocellular carcinoma (HCC) in young patients. The purpose of... |
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Title | A nomogram to predict prognosis after surgery for young patients with hepatocellular carcinoma |
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