Cargando…
Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test
The development of liver cancer in patients with hepatitis B is a major problem, and several models have been reported to predict the development of liver cancer. However, no predictive model involving human genetic factors has been reported to date. For the items incorporated in the prediction mode...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10003621/ https://www.ncbi.nlm.nih.gov/pubmed/36902191 http://dx.doi.org/10.3390/ijms24054761 |
_version_ | 1784904646384418816 |
---|---|
author | Nishida, Nao Ohashi, Jun Suda, Goki Chiyoda, Takehiro Tamaki, Nobuharu Tomiyama, Takahiro Ogasawara, Sachiko Sugiyama, Masaya Kawai, Yosuke Khor, Seik-Soon Nagasaki, Masao Fujimoto, Akihiro Tsuchiura, Takayo Ishikawa, Miyuki Matsuda, Koichi Yano, Hirohisa Yoshizumi, Tomoharu Izumi, Namiki Hasegawa, Kiyoshi Sakamoto, Naoya Mizokami, Masashi Tokunaga, Katsushi |
author_facet | Nishida, Nao Ohashi, Jun Suda, Goki Chiyoda, Takehiro Tamaki, Nobuharu Tomiyama, Takahiro Ogasawara, Sachiko Sugiyama, Masaya Kawai, Yosuke Khor, Seik-Soon Nagasaki, Masao Fujimoto, Akihiro Tsuchiura, Takayo Ishikawa, Miyuki Matsuda, Koichi Yano, Hirohisa Yoshizumi, Tomoharu Izumi, Namiki Hasegawa, Kiyoshi Sakamoto, Naoya Mizokami, Masashi Tokunaga, Katsushi |
author_sort | Nishida, Nao |
collection | PubMed |
description | The development of liver cancer in patients with hepatitis B is a major problem, and several models have been reported to predict the development of liver cancer. However, no predictive model involving human genetic factors has been reported to date. For the items incorporated in the prediction model reported so far, we selected items that were significant in predicting liver carcinogenesis in Japanese patients with hepatitis B and constructed a prediction model of liver carcinogenesis by the Cox proportional hazard model with the addition of Human Leukocyte Antigen (HLA) genotypes. The model, which included four items—sex, age at the time of examination, alpha-fetoprotein level (log(10)AFP) and presence or absence of HLA-A*33:03—revealed an area under the receiver operating characteristic curve (AUROC) of 0.862 for HCC prediction within 1 year and an AUROC of 0.863 within 3 years. A 1000 repeated validation test resulted in a C-index of 0.75 or higher, or sensitivity of 0.70 or higher, indicating that this predictive model can distinguish those at high risk of developing liver cancer within a few years with high accuracy. The prediction model constructed in this study, which can distinguish between chronic hepatitis B patients who develop hepatocellular carcinoma (HCC) early and those who develop HCC late or not, is clinically meaningful. |
format | Online Article Text |
id | pubmed-10003621 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100036212023-03-11 Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test Nishida, Nao Ohashi, Jun Suda, Goki Chiyoda, Takehiro Tamaki, Nobuharu Tomiyama, Takahiro Ogasawara, Sachiko Sugiyama, Masaya Kawai, Yosuke Khor, Seik-Soon Nagasaki, Masao Fujimoto, Akihiro Tsuchiura, Takayo Ishikawa, Miyuki Matsuda, Koichi Yano, Hirohisa Yoshizumi, Tomoharu Izumi, Namiki Hasegawa, Kiyoshi Sakamoto, Naoya Mizokami, Masashi Tokunaga, Katsushi Int J Mol Sci Article The development of liver cancer in patients with hepatitis B is a major problem, and several models have been reported to predict the development of liver cancer. However, no predictive model involving human genetic factors has been reported to date. For the items incorporated in the prediction model reported so far, we selected items that were significant in predicting liver carcinogenesis in Japanese patients with hepatitis B and constructed a prediction model of liver carcinogenesis by the Cox proportional hazard model with the addition of Human Leukocyte Antigen (HLA) genotypes. The model, which included four items—sex, age at the time of examination, alpha-fetoprotein level (log(10)AFP) and presence or absence of HLA-A*33:03—revealed an area under the receiver operating characteristic curve (AUROC) of 0.862 for HCC prediction within 1 year and an AUROC of 0.863 within 3 years. A 1000 repeated validation test resulted in a C-index of 0.75 or higher, or sensitivity of 0.70 or higher, indicating that this predictive model can distinguish those at high risk of developing liver cancer within a few years with high accuracy. The prediction model constructed in this study, which can distinguish between chronic hepatitis B patients who develop hepatocellular carcinoma (HCC) early and those who develop HCC late or not, is clinically meaningful. MDPI 2023-03-01 /pmc/articles/PMC10003621/ /pubmed/36902191 http://dx.doi.org/10.3390/ijms24054761 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nishida, Nao Ohashi, Jun Suda, Goki Chiyoda, Takehiro Tamaki, Nobuharu Tomiyama, Takahiro Ogasawara, Sachiko Sugiyama, Masaya Kawai, Yosuke Khor, Seik-Soon Nagasaki, Masao Fujimoto, Akihiro Tsuchiura, Takayo Ishikawa, Miyuki Matsuda, Koichi Yano, Hirohisa Yoshizumi, Tomoharu Izumi, Namiki Hasegawa, Kiyoshi Sakamoto, Naoya Mizokami, Masashi Tokunaga, Katsushi Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title | Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title_full | Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title_fullStr | Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title_full_unstemmed | Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title_short | Prediction Model with HLA-A*33:03 Reveals Number of Days to Develop Liver Cancer from Blood Test |
title_sort | prediction model with hla-a*33:03 reveals number of days to develop liver cancer from blood test |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10003621/ https://www.ncbi.nlm.nih.gov/pubmed/36902191 http://dx.doi.org/10.3390/ijms24054761 |
work_keys_str_mv | AT nishidanao predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT ohashijun predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT sudagoki predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT chiyodatakehiro predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT tamakinobuharu predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT tomiyamatakahiro predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT ogasawarasachiko predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT sugiyamamasaya predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT kawaiyosuke predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT khorseiksoon predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT nagasakimasao predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT fujimotoakihiro predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT tsuchiuratakayo predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT ishikawamiyuki predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT matsudakoichi predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT yanohirohisa predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT yoshizumitomoharu predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT izuminamiki predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT hasegawakiyoshi predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT sakamotonaoya predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT mizokamimasashi predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest AT tokunagakatsushi predictionmodelwithhlaa3303revealsnumberofdaystodeveloplivercancerfrombloodtest |