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A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers
OBJECTIVE: Hepatocellular carcinoma (HCC) development among hepatitis B surface antigen (HBsAg) carriers shows gender disparity, influenced by underlying liver diseases that display variations in laboratory tests. We aimed to construct a risk-stratified HCC prediction model for HBsAg-positive male a...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8286891/ https://www.ncbi.nlm.nih.gov/pubmed/34321832 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.03.07 |
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author | Wang, Yuting Wang, Minjie Li, He Chen, Kun Zeng, Hongmei Bi, Xinyu Zhu, Zheng Jiao, Yuchen Wang, Yong Zhu, Jian Zhao, Hui Liu, Xiang Dai, Chunyun Fan, Chunsun Zhao, Can Guo, Deyin Zhao, Hong Zhou, Jianguo Wang, Dongmei Wu, Zhiyuan Zhao, Xinming Cui, Wei Zhang, Xuehong Cai, Jianqiang Chen, Wanqing Qu, Chunfeng |
author_facet | Wang, Yuting Wang, Minjie Li, He Chen, Kun Zeng, Hongmei Bi, Xinyu Zhu, Zheng Jiao, Yuchen Wang, Yong Zhu, Jian Zhao, Hui Liu, Xiang Dai, Chunyun Fan, Chunsun Zhao, Can Guo, Deyin Zhao, Hong Zhou, Jianguo Wang, Dongmei Wu, Zhiyuan Zhao, Xinming Cui, Wei Zhang, Xuehong Cai, Jianqiang Chen, Wanqing Qu, Chunfeng |
author_sort | Wang, Yuting |
collection | PubMed |
description | OBJECTIVE: Hepatocellular carcinoma (HCC) development among hepatitis B surface antigen (HBsAg) carriers shows gender disparity, influenced by underlying liver diseases that display variations in laboratory tests. We aimed to construct a risk-stratified HCC prediction model for HBsAg-positive male adults. METHODS: HBsAg-positive males of 35−69 years old (N=6,153) were included from a multi-center population-based liver cancer screening study. Randomly, three centers were set as training, the other three centers as validation. Within 2 years since initiation, we administrated at least two rounds of HCC screening using B-ultrasonography and α-fetoprotein (AFP). We used logistic regression models to determine potential risk factors, built and examined the operating characteristics of a point-based algorithm for HCC risk prediction. RESULTS: With 2 years of follow-up, 302 HCC cases were diagnosed. A male-ABCD algorithm was constructed including participant’s age, blood levels of GGT (γ-glutamyl-transpeptidase), counts of platelets, white cells, concentration of DCP (des-γ-carboxy-prothrombin) and AFP, with scores ranging from 0 to 18.3. The area under receiver operating characteristic was 0.91 (0.90−0.93), larger than existing models. At 1.5 points of risk score, 26.10% of the participants in training cohort and 14.94% in validation cohort were recognized at low risk, with sensitivity of identifying HCC remained 100%. At 2.5 points, 46.51% of the participants in training cohort and 33.68% in validation cohort were recognized at low risk with 99.06% and 97.78% of sensitivity, respectively. At 4.5 points, only 20.86% of participants in training cohort and 23.73% in validation cohort were recognized at high risk, with positive prediction value of 22.85% and 12.35%, respectively. CONCLUSIONS: Male-ABCD algorithm identified individual’s risk for HCC occurrence within short term for their HCC precision surveillance. |
format | Online Article Text |
id | pubmed-8286891 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-82868912021-07-27 A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers Wang, Yuting Wang, Minjie Li, He Chen, Kun Zeng, Hongmei Bi, Xinyu Zhu, Zheng Jiao, Yuchen Wang, Yong Zhu, Jian Zhao, Hui Liu, Xiang Dai, Chunyun Fan, Chunsun Zhao, Can Guo, Deyin Zhao, Hong Zhou, Jianguo Wang, Dongmei Wu, Zhiyuan Zhao, Xinming Cui, Wei Zhang, Xuehong Cai, Jianqiang Chen, Wanqing Qu, Chunfeng Chin J Cancer Res Original Article OBJECTIVE: Hepatocellular carcinoma (HCC) development among hepatitis B surface antigen (HBsAg) carriers shows gender disparity, influenced by underlying liver diseases that display variations in laboratory tests. We aimed to construct a risk-stratified HCC prediction model for HBsAg-positive male adults. METHODS: HBsAg-positive males of 35−69 years old (N=6,153) were included from a multi-center population-based liver cancer screening study. Randomly, three centers were set as training, the other three centers as validation. Within 2 years since initiation, we administrated at least two rounds of HCC screening using B-ultrasonography and α-fetoprotein (AFP). We used logistic regression models to determine potential risk factors, built and examined the operating characteristics of a point-based algorithm for HCC risk prediction. RESULTS: With 2 years of follow-up, 302 HCC cases were diagnosed. A male-ABCD algorithm was constructed including participant’s age, blood levels of GGT (γ-glutamyl-transpeptidase), counts of platelets, white cells, concentration of DCP (des-γ-carboxy-prothrombin) and AFP, with scores ranging from 0 to 18.3. The area under receiver operating characteristic was 0.91 (0.90−0.93), larger than existing models. At 1.5 points of risk score, 26.10% of the participants in training cohort and 14.94% in validation cohort were recognized at low risk, with sensitivity of identifying HCC remained 100%. At 2.5 points, 46.51% of the participants in training cohort and 33.68% in validation cohort were recognized at low risk with 99.06% and 97.78% of sensitivity, respectively. At 4.5 points, only 20.86% of participants in training cohort and 23.73% in validation cohort were recognized at high risk, with positive prediction value of 22.85% and 12.35%, respectively. CONCLUSIONS: Male-ABCD algorithm identified individual’s risk for HCC occurrence within short term for their HCC precision surveillance. AME Publishing Company 2021-06-30 /pmc/articles/PMC8286891/ /pubmed/34321832 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.03.07 Text en Copyright ©2021Chinese Journal of Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-sa/4.0/This work is licensed under a Creative Commons Attribution-Non Commercial-Share Alike 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ (https://creativecommons.org/licenses/by-nc-sa/4.0/) |
spellingShingle | Original Article Wang, Yuting Wang, Minjie Li, He Chen, Kun Zeng, Hongmei Bi, Xinyu Zhu, Zheng Jiao, Yuchen Wang, Yong Zhu, Jian Zhao, Hui Liu, Xiang Dai, Chunyun Fan, Chunsun Zhao, Can Guo, Deyin Zhao, Hong Zhou, Jianguo Wang, Dongmei Wu, Zhiyuan Zhao, Xinming Cui, Wei Zhang, Xuehong Cai, Jianqiang Chen, Wanqing Qu, Chunfeng A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title | A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title_full | A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title_fullStr | A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title_full_unstemmed | A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title_short | A male-ABCD algorithm for hepatocellular carcinoma risk prediction in HBsAg carriers |
title_sort | male-abcd algorithm for hepatocellular carcinoma risk prediction in hbsag carriers |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8286891/ https://www.ncbi.nlm.nih.gov/pubmed/34321832 http://dx.doi.org/10.21147/j.issn.1000-9604.2021.03.07 |
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