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Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation
BACKGROUND: Although immunotherapy combined with targeted therapy can be effective for hepatocellular carcinoma (HCC), not all HCC patients respond to this treatment. Models for predicting tumour response in HCC patients receiving immunotherapy combined with targeted therapy are lacking. METHODS: A...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10061481/ https://www.ncbi.nlm.nih.gov/pubmed/37007564 http://dx.doi.org/10.21037/atm-22-3045 |
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author | Chen, Qichen Deng, Yiqiao Zhao, Chuanhua Huang, Zhen Zhang, Wen Yang, Yi Bai, Yuxian Tu, Jianfei Li, Bo Wu, Wei Mao, Xianhai Lv, Jing Song, Tianqiang Dai, Wenxiang Zhao, Jianjun Bi, Xinyu Li, Zhiyu Zhou, Jianguo Zhang, Yefan Chen, Xiao Zhou, Aiping Cai, Jianqiang Xu, Jianming Zhao, Hong |
author_facet | Chen, Qichen Deng, Yiqiao Zhao, Chuanhua Huang, Zhen Zhang, Wen Yang, Yi Bai, Yuxian Tu, Jianfei Li, Bo Wu, Wei Mao, Xianhai Lv, Jing Song, Tianqiang Dai, Wenxiang Zhao, Jianjun Bi, Xinyu Li, Zhiyu Zhou, Jianguo Zhang, Yefan Chen, Xiao Zhou, Aiping Cai, Jianqiang Xu, Jianming Zhao, Hong |
author_sort | Chen, Qichen |
collection | PubMed |
description | BACKGROUND: Although immunotherapy combined with targeted therapy can be effective for hepatocellular carcinoma (HCC), not all HCC patients respond to this treatment. Models for predicting tumour response in HCC patients receiving immunotherapy combined with targeted therapy are lacking. METHODS: A total of 221 HCC patients from two independent prospective cohorts were retrospectively reviewed. The patients were randomly divided into training and validation cohorts at a ratio of 7:3. Standard clinical data were collected from each patient, including age, sex, hepatitis B infection status, laboratory tests, and immune target-related adverse events (itrAEs). Tumour responses were evaluated using the Response Evaluation Criteria in Solid Tumours (RECIST) v1.1 guidelines. ItrAEs were assessed based on the Common Terminology Criteria for Adverse Events version 4.0. The nomogram for tumour response prediction was constructed based on the results of the multivariate logistic regression analysis, areas under the receiver operating characteristic curves (AUROCs) were used to determine the sensitivity and specificity of the model, and calibration plots and Hosmer-Lemeshow chi-square tests were performed to assess the calibration of the model. RESULTS: In the multivariate logistic regression analysis, a solitary tumour (P=0.006), neutropenia (P=0.003) and hypertension (P=0.042) independently predicted objective response (OR). A nomogram for OR was established with AUROCs of 0.734, 0.675, 0.730, and 0.707 in the training, validation, first-line and second-line treatment sets, respectively. Tumour sizes less than 5 cm (P=0.005), a solitary tumour (P=0.037), prognostic nutritional indices greater than or equal to 54.3 (P=0.037), neutropenia (P=0.004) and fatigue (P=0.041) independently predicted disease control (DC). A nomogram for DC was established with AUROCs of 0.804, 0.667, and 0.768 in the training, first-line and second-line treatment sets, respectively. All the Hosmer-Lemeshow tests and calibration curves showed acceptable calibration. CONCLUSIONS: The current provides clinicians with new insights into selecting patients for immunotherapy combined with targeted therapy and contributes to the development of immunotherapy for HCC. It is necessary to expand the scale of our research and perform prospective studies to verify our findings. |
format | Online Article Text |
id | pubmed-10061481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-100614812023-03-31 Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation Chen, Qichen Deng, Yiqiao Zhao, Chuanhua Huang, Zhen Zhang, Wen Yang, Yi Bai, Yuxian Tu, Jianfei Li, Bo Wu, Wei Mao, Xianhai Lv, Jing Song, Tianqiang Dai, Wenxiang Zhao, Jianjun Bi, Xinyu Li, Zhiyu Zhou, Jianguo Zhang, Yefan Chen, Xiao Zhou, Aiping Cai, Jianqiang Xu, Jianming Zhao, Hong Ann Transl Med Original Article BACKGROUND: Although immunotherapy combined with targeted therapy can be effective for hepatocellular carcinoma (HCC), not all HCC patients respond to this treatment. Models for predicting tumour response in HCC patients receiving immunotherapy combined with targeted therapy are lacking. METHODS: A total of 221 HCC patients from two independent prospective cohorts were retrospectively reviewed. The patients were randomly divided into training and validation cohorts at a ratio of 7:3. Standard clinical data were collected from each patient, including age, sex, hepatitis B infection status, laboratory tests, and immune target-related adverse events (itrAEs). Tumour responses were evaluated using the Response Evaluation Criteria in Solid Tumours (RECIST) v1.1 guidelines. ItrAEs were assessed based on the Common Terminology Criteria for Adverse Events version 4.0. The nomogram for tumour response prediction was constructed based on the results of the multivariate logistic regression analysis, areas under the receiver operating characteristic curves (AUROCs) were used to determine the sensitivity and specificity of the model, and calibration plots and Hosmer-Lemeshow chi-square tests were performed to assess the calibration of the model. RESULTS: In the multivariate logistic regression analysis, a solitary tumour (P=0.006), neutropenia (P=0.003) and hypertension (P=0.042) independently predicted objective response (OR). A nomogram for OR was established with AUROCs of 0.734, 0.675, 0.730, and 0.707 in the training, validation, first-line and second-line treatment sets, respectively. Tumour sizes less than 5 cm (P=0.005), a solitary tumour (P=0.037), prognostic nutritional indices greater than or equal to 54.3 (P=0.037), neutropenia (P=0.004) and fatigue (P=0.041) independently predicted disease control (DC). A nomogram for DC was established with AUROCs of 0.804, 0.667, and 0.768 in the training, first-line and second-line treatment sets, respectively. All the Hosmer-Lemeshow tests and calibration curves showed acceptable calibration. CONCLUSIONS: The current provides clinicians with new insights into selecting patients for immunotherapy combined with targeted therapy and contributes to the development of immunotherapy for HCC. It is necessary to expand the scale of our research and perform prospective studies to verify our findings. AME Publishing Company 2023-02-23 2023-03-15 /pmc/articles/PMC10061481/ /pubmed/37007564 http://dx.doi.org/10.21037/atm-22-3045 Text en 2023 Annals of Translational Medicine. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/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 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Chen, Qichen Deng, Yiqiao Zhao, Chuanhua Huang, Zhen Zhang, Wen Yang, Yi Bai, Yuxian Tu, Jianfei Li, Bo Wu, Wei Mao, Xianhai Lv, Jing Song, Tianqiang Dai, Wenxiang Zhao, Jianjun Bi, Xinyu Li, Zhiyu Zhou, Jianguo Zhang, Yefan Chen, Xiao Zhou, Aiping Cai, Jianqiang Xu, Jianming Zhao, Hong Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title | Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title_full | Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title_fullStr | Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title_full_unstemmed | Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title_short | Nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
title_sort | nomogram for tumour response based on prospective cohorts of hepatocellular carcinoma patients receiving immunotherapy combined with targeted therapy: development and validation |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10061481/ https://www.ncbi.nlm.nih.gov/pubmed/37007564 http://dx.doi.org/10.21037/atm-22-3045 |
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