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DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer
Tumor heterogeneity presents challenges for personalized diagnosis and treatment of cancer. The identification method of cancer-specific biomarkers has important applications for the diagnosis and treatment of cancer types. In this study, we analyzed the pan-cancer DNA methylation data from TCGA and...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320183/ https://www.ncbi.nlm.nih.gov/pubmed/35885996 http://dx.doi.org/10.3390/genes13071213 |
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author | Zhang, Mengyan Zhao, Jiyun Dong, Huili Xue, Wenhui Xing, Jie Liu, Ting Yu, Xiuwen Gu, Yue Sun, Baoqing Lu, Haibo Zhang, Yan |
author_facet | Zhang, Mengyan Zhao, Jiyun Dong, Huili Xue, Wenhui Xing, Jie Liu, Ting Yu, Xiuwen Gu, Yue Sun, Baoqing Lu, Haibo Zhang, Yan |
author_sort | Zhang, Mengyan |
collection | PubMed |
description | Tumor heterogeneity presents challenges for personalized diagnosis and treatment of cancer. The identification method of cancer-specific biomarkers has important applications for the diagnosis and treatment of cancer types. In this study, we analyzed the pan-cancer DNA methylation data from TCGA and GEO, and proposed a computational method to quantify the degree of specificity based on the level of DNA methylation of G protein-coupled receptor-related genes (GPCRs-related genes) and to identify specific GPCRs DNA methylation biomarkers (GRSDMs) in pan-cancer. Then, a ridge regression-based method was used to discover potential drugs through predicting the drug sensitivities of cancer samples. Finally, we predicted and verified 8 GRSDMs in adrenocortical carcinoma (ACC), rectum adenocarcinoma (READ), uveal Melanoma (UVM), thyroid carcinoma (THCA), and predicted 4 GRSDMs (F2RL3, DGKB, GRK5, PIK3R6) which were sensitive to 12 potential drugs. Our research provided a novel approach for the personalized diagnosis of cancer and informed individualized treatment decisions. |
format | Online Article Text |
id | pubmed-9320183 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93201832022-07-27 DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer Zhang, Mengyan Zhao, Jiyun Dong, Huili Xue, Wenhui Xing, Jie Liu, Ting Yu, Xiuwen Gu, Yue Sun, Baoqing Lu, Haibo Zhang, Yan Genes (Basel) Article Tumor heterogeneity presents challenges for personalized diagnosis and treatment of cancer. The identification method of cancer-specific biomarkers has important applications for the diagnosis and treatment of cancer types. In this study, we analyzed the pan-cancer DNA methylation data from TCGA and GEO, and proposed a computational method to quantify the degree of specificity based on the level of DNA methylation of G protein-coupled receptor-related genes (GPCRs-related genes) and to identify specific GPCRs DNA methylation biomarkers (GRSDMs) in pan-cancer. Then, a ridge regression-based method was used to discover potential drugs through predicting the drug sensitivities of cancer samples. Finally, we predicted and verified 8 GRSDMs in adrenocortical carcinoma (ACC), rectum adenocarcinoma (READ), uveal Melanoma (UVM), thyroid carcinoma (THCA), and predicted 4 GRSDMs (F2RL3, DGKB, GRK5, PIK3R6) which were sensitive to 12 potential drugs. Our research provided a novel approach for the personalized diagnosis of cancer and informed individualized treatment decisions. MDPI 2022-07-07 /pmc/articles/PMC9320183/ /pubmed/35885996 http://dx.doi.org/10.3390/genes13071213 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 Zhang, Mengyan Zhao, Jiyun Dong, Huili Xue, Wenhui Xing, Jie Liu, Ting Yu, Xiuwen Gu, Yue Sun, Baoqing Lu, Haibo Zhang, Yan DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title | DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title_full | DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title_fullStr | DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title_full_unstemmed | DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title_short | DNA Methylation-Specific Analysis of G Protein-Coupled Receptor-Related Genes in Pan-Cancer |
title_sort | dna methylation-specific analysis of g protein-coupled receptor-related genes in pan-cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320183/ https://www.ncbi.nlm.nih.gov/pubmed/35885996 http://dx.doi.org/10.3390/genes13071213 |
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