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Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma
PURPOSE: Complex crosstalk between tumor cells and platelets is closely related to the development, relapse, and drug resistance of hepatocellular carcinoma (HCC). Therefore, an intensive analysis of the relationship between platelet-related genes and the effectiveness of immunotherapy is necessary...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9126232/ https://www.ncbi.nlm.nih.gov/pubmed/35615530 http://dx.doi.org/10.2147/JHC.S363200 |
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author | Zhang, Genhao |
author_facet | Zhang, Genhao |
author_sort | Zhang, Genhao |
collection | PubMed |
description | PURPOSE: Complex crosstalk between tumor cells and platelets is closely related to the development, relapse, and drug resistance of hepatocellular carcinoma (HCC). Therefore, an intensive analysis of the relationship between platelet-related genes and the effectiveness of immunotherapy is necessary for improving the poor prognosis of HCC patients. METHODS: Genes associated with platelets in the GeneCards database were collected and were used to identify molecular subtypes using a non-negative matrix decomposition algorithm (NMF) and constructed a platelet-related genes-based prognostic stratification model by the LASSO-Cox regression and stepwise Cox regression analysis. The effect of this feature on the immune microenvironment of HCC and the response to immune checkpoint inhibitors was also explored. RESULTS: After identifying two molecular subtypes, we constructed a platelet-related genes-based prognostic stratification model that can be effectively used for immune checkpoint inhibitor (PD1, PD-L1, PD-L2, and CTLA4) efficacy and prognosis prediction in HCC patients, which was subsequently validated using patient samples from ICGC, GSE14520 and a small sample size clinical cohort. We also found downregulation of PAFAH1B3 remarkably inhibited the proliferation and migration ability of Hep3B cells by cytological experiments. CONCLUSION: We constructed a prognostic classifier based on platelet-related genes that could effectively classify HCC patients for prognostic prediction and provide new light on the selection of optimal individualized antiplatelet therapy for HCC patients in future clinical practice. |
format | Online Article Text |
id | pubmed-9126232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-91262322022-05-24 Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma Zhang, Genhao J Hepatocell Carcinoma Original Research PURPOSE: Complex crosstalk between tumor cells and platelets is closely related to the development, relapse, and drug resistance of hepatocellular carcinoma (HCC). Therefore, an intensive analysis of the relationship between platelet-related genes and the effectiveness of immunotherapy is necessary for improving the poor prognosis of HCC patients. METHODS: Genes associated with platelets in the GeneCards database were collected and were used to identify molecular subtypes using a non-negative matrix decomposition algorithm (NMF) and constructed a platelet-related genes-based prognostic stratification model by the LASSO-Cox regression and stepwise Cox regression analysis. The effect of this feature on the immune microenvironment of HCC and the response to immune checkpoint inhibitors was also explored. RESULTS: After identifying two molecular subtypes, we constructed a platelet-related genes-based prognostic stratification model that can be effectively used for immune checkpoint inhibitor (PD1, PD-L1, PD-L2, and CTLA4) efficacy and prognosis prediction in HCC patients, which was subsequently validated using patient samples from ICGC, GSE14520 and a small sample size clinical cohort. We also found downregulation of PAFAH1B3 remarkably inhibited the proliferation and migration ability of Hep3B cells by cytological experiments. CONCLUSION: We constructed a prognostic classifier based on platelet-related genes that could effectively classify HCC patients for prognostic prediction and provide new light on the selection of optimal individualized antiplatelet therapy for HCC patients in future clinical practice. Dove 2022-05-19 /pmc/articles/PMC9126232/ /pubmed/35615530 http://dx.doi.org/10.2147/JHC.S363200 Text en © 2022 Zhang. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Zhang, Genhao Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title | Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title_full | Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title_fullStr | Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title_full_unstemmed | Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title_short | Platelet-Related Molecular Subtype to Predict Prognosis in Hepatocellular Carcinoma |
title_sort | platelet-related molecular subtype to predict prognosis in hepatocellular carcinoma |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9126232/ https://www.ncbi.nlm.nih.gov/pubmed/35615530 http://dx.doi.org/10.2147/JHC.S363200 |
work_keys_str_mv | AT zhanggenhao plateletrelatedmolecularsubtypetopredictprognosisinhepatocellularcarcinoma |