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Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma

Hepatocellular carcinoma (HCC) is a common malignant tumor with high mortality and poor prognoses around the world. Within-cell polarity is crucial to cell development and function maintenance, and some studies have found that it is closely related to cancer initiation, metastasis, and prognosis. Th...

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Autores principales: Zhu, Dan-Hua, Zhang, Yan-Hong, Ou-Yang, Xiao-Xi, Meng, Xiao-Hua, Cao, Qing-Yi, Yu, Xiao-Peng, Lu, Juan, Li, Lan-Juan, Su, Kun-Kai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9655479/
https://www.ncbi.nlm.nih.gov/pubmed/36361574
http://dx.doi.org/10.3390/ijms232112784
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author Zhu, Dan-Hua
Zhang, Yan-Hong
Ou-Yang, Xiao-Xi
Meng, Xiao-Hua
Cao, Qing-Yi
Yu, Xiao-Peng
Lu, Juan
Li, Lan-Juan
Su, Kun-Kai
author_facet Zhu, Dan-Hua
Zhang, Yan-Hong
Ou-Yang, Xiao-Xi
Meng, Xiao-Hua
Cao, Qing-Yi
Yu, Xiao-Peng
Lu, Juan
Li, Lan-Juan
Su, Kun-Kai
author_sort Zhu, Dan-Hua
collection PubMed
description Hepatocellular carcinoma (HCC) is a common malignant tumor with high mortality and poor prognoses around the world. Within-cell polarity is crucial to cell development and function maintenance, and some studies have found that it is closely related to cancer initiation, metastasis, and prognosis. The aim of our research was to find polarity-related biomarkers which improve the treatment and prognosis of HCC. For the knowledge-driven analysis, 189 polarity-related genes (PRGs) were retrieved and curated manually from the molecular signatures database and reviews. Meanwhile, in the data-driven part, genomic datasets and clinical records of HCC was obtained from the cancer genome atlas database. The potential candidates were considered in the respect to differential expression, mutation rate, and prognostic value. Sixty-one PRGs that passed the knowledge and data-driven screening were applied for function analysis and mechanism deduction. Elastic net model combing least absolute shrinkage and selection operator and ridge regression analysis refined the input into a 12-PRG risk model, and its pharmaceutical potency was evaluated. These findings demonstrated that the integration of multi-omics of PRGs can help us in untangling the liver cancer pathogenesis as well as illustrate the underlying mechanisms and therapeutic targets.
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spelling pubmed-96554792022-11-15 Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma Zhu, Dan-Hua Zhang, Yan-Hong Ou-Yang, Xiao-Xi Meng, Xiao-Hua Cao, Qing-Yi Yu, Xiao-Peng Lu, Juan Li, Lan-Juan Su, Kun-Kai Int J Mol Sci Article Hepatocellular carcinoma (HCC) is a common malignant tumor with high mortality and poor prognoses around the world. Within-cell polarity is crucial to cell development and function maintenance, and some studies have found that it is closely related to cancer initiation, metastasis, and prognosis. The aim of our research was to find polarity-related biomarkers which improve the treatment and prognosis of HCC. For the knowledge-driven analysis, 189 polarity-related genes (PRGs) were retrieved and curated manually from the molecular signatures database and reviews. Meanwhile, in the data-driven part, genomic datasets and clinical records of HCC was obtained from the cancer genome atlas database. The potential candidates were considered in the respect to differential expression, mutation rate, and prognostic value. Sixty-one PRGs that passed the knowledge and data-driven screening were applied for function analysis and mechanism deduction. Elastic net model combing least absolute shrinkage and selection operator and ridge regression analysis refined the input into a 12-PRG risk model, and its pharmaceutical potency was evaluated. These findings demonstrated that the integration of multi-omics of PRGs can help us in untangling the liver cancer pathogenesis as well as illustrate the underlying mechanisms and therapeutic targets. MDPI 2022-10-24 /pmc/articles/PMC9655479/ /pubmed/36361574 http://dx.doi.org/10.3390/ijms232112784 Text en © 2022 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
Zhu, Dan-Hua
Zhang, Yan-Hong
Ou-Yang, Xiao-Xi
Meng, Xiao-Hua
Cao, Qing-Yi
Yu, Xiao-Peng
Lu, Juan
Li, Lan-Juan
Su, Kun-Kai
Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title_full Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title_fullStr Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title_full_unstemmed Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title_short Expression, Prognostic Value, and Functional Mechanism of Polarity-Related Genes in Hepatocellular Carcinoma
title_sort expression, prognostic value, and functional mechanism of polarity-related genes in hepatocellular carcinoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9655479/
https://www.ncbi.nlm.nih.gov/pubmed/36361574
http://dx.doi.org/10.3390/ijms232112784
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