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Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma

BACKGROUND/AIM: Lipid metabolism disorders play a crucial role in tumor development and progression. The aim of the study focused on constructing a novel prognostic model of oral squamous cell carcinoma (OSCC) patients using fatty acid metabolism-related genes. METHODS: Microarray test and data from...

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Autores principales: Fan, Yi, Wang, Jing, Wang, Yaping, Li, Yanni, Wang, Sijie, Weng, Yanfeng, Yang, Qiujiao, Chen, Chen, Lin, Lisong, Qiu, Yu, Chen, Fa, He, Baochang, Liu, Fengqiong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9722305/
https://www.ncbi.nlm.nih.gov/pubmed/36478991
http://dx.doi.org/10.1155/2022/3285393
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author Fan, Yi
Wang, Jing
Wang, Yaping
Li, Yanni
Wang, Sijie
Weng, Yanfeng
Yang, Qiujiao
Chen, Chen
Lin, Lisong
Qiu, Yu
Wang, Jing
Chen, Fa
He, Baochang
Liu, Fengqiong
author_facet Fan, Yi
Wang, Jing
Wang, Yaping
Li, Yanni
Wang, Sijie
Weng, Yanfeng
Yang, Qiujiao
Chen, Chen
Lin, Lisong
Qiu, Yu
Wang, Jing
Chen, Fa
He, Baochang
Liu, Fengqiong
author_sort Fan, Yi
collection PubMed
description BACKGROUND/AIM: Lipid metabolism disorders play a crucial role in tumor development and progression. The aim of the study focused on constructing a novel prognostic model of oral squamous cell carcinoma (OSCC) patients using fatty acid metabolism-related genes. METHODS: Microarray test and data from The Cancer Genome Atlas (TCGA) were used to identify differentially expressed genes related to fatty acid metabolism. The quantitative real-time polymerase chain reaction (qRT-PCR) was then used to validate the expression of targeted fatty acid metabolism genes. A risk predictive scoring model of fatty acid metabolism-related genes was generated using a multivariate Cox model. The efficacy of this model was assessed by time-dependent receiver operating characteristic curve (ROC). RESULTS: 14 fatty acid metabolism-related genes were identified by microarray test and TCGA database analysis and then confirmed by PCR. Finally, a 5 gene signature (ACACB, FABP3, PDK4, PPARG, and PLIN5) was constructed and a RiskScore was calculated for each patient. Compared to the high RiskScore group, the low RiskScore group had better overall survival (OS) (p = 0.02). The RiskScore derived from a 5 gene signature was a prognostic factor (HR: 3.73, 95% CI: 1.38, 10.09) for OSCC patients. The predictive classification efficiencies of RiskScore were evaluated and the area under the curve (AUC) values for 1, 3, and 5 years were 0.613, 0.652, and 0.681, respectively. Then we compared the predictive performance of the prognostic model with or without the RiskScore. The 5 gene-derived RiskScore can improve the predictive performance with AUC values of 0.760, 0.803, and 0.830 for 1, 3, and 5 years OS in prognostic model including the RiskScore. While the predicted AUC values of the model without RiskScore for 1, 3, and 5 years OS were 0.699, 0.715, and 0.714, respectively. CONCLUSION: We developed a predictive score model using 5 fatty acid metabolism-related genes, which could be a potential prognostic indicator in OSCC.
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spelling pubmed-97223052022-12-06 Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma Fan, Yi Wang, Jing Wang, Yaping Li, Yanni Wang, Sijie Weng, Yanfeng Yang, Qiujiao Chen, Chen Lin, Lisong Qiu, Yu Wang, Jing Chen, Fa He, Baochang Liu, Fengqiong Oxid Med Cell Longev Research Article BACKGROUND/AIM: Lipid metabolism disorders play a crucial role in tumor development and progression. The aim of the study focused on constructing a novel prognostic model of oral squamous cell carcinoma (OSCC) patients using fatty acid metabolism-related genes. METHODS: Microarray test and data from The Cancer Genome Atlas (TCGA) were used to identify differentially expressed genes related to fatty acid metabolism. The quantitative real-time polymerase chain reaction (qRT-PCR) was then used to validate the expression of targeted fatty acid metabolism genes. A risk predictive scoring model of fatty acid metabolism-related genes was generated using a multivariate Cox model. The efficacy of this model was assessed by time-dependent receiver operating characteristic curve (ROC). RESULTS: 14 fatty acid metabolism-related genes were identified by microarray test and TCGA database analysis and then confirmed by PCR. Finally, a 5 gene signature (ACACB, FABP3, PDK4, PPARG, and PLIN5) was constructed and a RiskScore was calculated for each patient. Compared to the high RiskScore group, the low RiskScore group had better overall survival (OS) (p = 0.02). The RiskScore derived from a 5 gene signature was a prognostic factor (HR: 3.73, 95% CI: 1.38, 10.09) for OSCC patients. The predictive classification efficiencies of RiskScore were evaluated and the area under the curve (AUC) values for 1, 3, and 5 years were 0.613, 0.652, and 0.681, respectively. Then we compared the predictive performance of the prognostic model with or without the RiskScore. The 5 gene-derived RiskScore can improve the predictive performance with AUC values of 0.760, 0.803, and 0.830 for 1, 3, and 5 years OS in prognostic model including the RiskScore. While the predicted AUC values of the model without RiskScore for 1, 3, and 5 years OS were 0.699, 0.715, and 0.714, respectively. CONCLUSION: We developed a predictive score model using 5 fatty acid metabolism-related genes, which could be a potential prognostic indicator in OSCC. Hindawi 2022-11-28 /pmc/articles/PMC9722305/ /pubmed/36478991 http://dx.doi.org/10.1155/2022/3285393 Text en Copyright © 2022 Yi Fan et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Fan, Yi
Wang, Jing
Wang, Yaping
Li, Yanni
Wang, Sijie
Weng, Yanfeng
Yang, Qiujiao
Chen, Chen
Lin, Lisong
Qiu, Yu
Wang, Jing
Chen, Fa
He, Baochang
Liu, Fengqiong
Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title_full Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title_fullStr Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title_full_unstemmed Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title_short Development and Clinical Validation of a Novel 5 Gene Signature Based on Fatty Acid Metabolism-Related Genes in Oral Squamous Cell Carcinoma
title_sort development and clinical validation of a novel 5 gene signature based on fatty acid metabolism-related genes in oral squamous cell carcinoma
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9722305/
https://www.ncbi.nlm.nih.gov/pubmed/36478991
http://dx.doi.org/10.1155/2022/3285393
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