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Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer
by
Li, Xinying
, Cai, Lei
, Ding, Ying
, Wang, Wenlong
in
5-methylcytosine (m5C)
/ 5-Methylcytosine - metabolism
/ 631/67
/ 631/67/1536
/ Bioinformatics
/ Biomarkers, Tumor - genetics
/ Cancer
/ CD223 antigen
/ Cell Line, Tumor
/ CTLA-4 protein
/ Dendritic cells
/ Female
/ Gene Expression Regulation, Neoplastic
/ Humanities and Social Sciences
/ Humans
/ Immunotherapy
/ Leukocytes (eosinophilic)
/ Macrophages
/ Male
/ MAP kinase
/ Metastases
/ Methylation
/ Microenvironments
/ Middle Aged
/ multidisciplinary
/ Nomogram
/ Non-coding RNA
/ Papillary thyroid cancer
/ Papillary thyroid cancer (PTC)
/ PD-1 protein
/ PD-L1 protein
/ Prognosis
/ Risk groups
/ RNA, Long Noncoding - genetics
/ RNA, Long Noncoding - metabolism
/ Science
/ Science (multidisciplinary)
/ Signal transduction
/ Thyroid
/ Thyroid cancer
/ Thyroid Cancer, Papillary - genetics
/ Thyroid Cancer, Papillary - immunology
/ Thyroid Cancer, Papillary - metabolism
/ Thyroid Cancer, Papillary - mortality
/ Thyroid Cancer, Papillary - pathology
/ Thyroid Neoplasms - genetics
/ Thyroid Neoplasms - metabolism
/ Thyroid Neoplasms - pathology
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2025
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Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer
by
Li, Xinying
, Cai, Lei
, Ding, Ying
, Wang, Wenlong
in
5-methylcytosine (m5C)
/ 5-Methylcytosine - metabolism
/ 631/67
/ 631/67/1536
/ Bioinformatics
/ Biomarkers, Tumor - genetics
/ Cancer
/ CD223 antigen
/ Cell Line, Tumor
/ CTLA-4 protein
/ Dendritic cells
/ Female
/ Gene Expression Regulation, Neoplastic
/ Humanities and Social Sciences
/ Humans
/ Immunotherapy
/ Leukocytes (eosinophilic)
/ Macrophages
/ Male
/ MAP kinase
/ Metastases
/ Methylation
/ Microenvironments
/ Middle Aged
/ multidisciplinary
/ Nomogram
/ Non-coding RNA
/ Papillary thyroid cancer
/ Papillary thyroid cancer (PTC)
/ PD-1 protein
/ PD-L1 protein
/ Prognosis
/ Risk groups
/ RNA, Long Noncoding - genetics
/ RNA, Long Noncoding - metabolism
/ Science
/ Science (multidisciplinary)
/ Signal transduction
/ Thyroid
/ Thyroid cancer
/ Thyroid Cancer, Papillary - genetics
/ Thyroid Cancer, Papillary - immunology
/ Thyroid Cancer, Papillary - metabolism
/ Thyroid Cancer, Papillary - mortality
/ Thyroid Cancer, Papillary - pathology
/ Thyroid Neoplasms - genetics
/ Thyroid Neoplasms - metabolism
/ Thyroid Neoplasms - pathology
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2025
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Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer
by
Li, Xinying
, Cai, Lei
, Ding, Ying
, Wang, Wenlong
in
5-methylcytosine (m5C)
/ 5-Methylcytosine - metabolism
/ 631/67
/ 631/67/1536
/ Bioinformatics
/ Biomarkers, Tumor - genetics
/ Cancer
/ CD223 antigen
/ Cell Line, Tumor
/ CTLA-4 protein
/ Dendritic cells
/ Female
/ Gene Expression Regulation, Neoplastic
/ Humanities and Social Sciences
/ Humans
/ Immunotherapy
/ Leukocytes (eosinophilic)
/ Macrophages
/ Male
/ MAP kinase
/ Metastases
/ Methylation
/ Microenvironments
/ Middle Aged
/ multidisciplinary
/ Nomogram
/ Non-coding RNA
/ Papillary thyroid cancer
/ Papillary thyroid cancer (PTC)
/ PD-1 protein
/ PD-L1 protein
/ Prognosis
/ Risk groups
/ RNA, Long Noncoding - genetics
/ RNA, Long Noncoding - metabolism
/ Science
/ Science (multidisciplinary)
/ Signal transduction
/ Thyroid
/ Thyroid cancer
/ Thyroid Cancer, Papillary - genetics
/ Thyroid Cancer, Papillary - immunology
/ Thyroid Cancer, Papillary - metabolism
/ Thyroid Cancer, Papillary - mortality
/ Thyroid Cancer, Papillary - pathology
/ Thyroid Neoplasms - genetics
/ Thyroid Neoplasms - metabolism
/ Thyroid Neoplasms - pathology
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2025
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Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer
Journal Article
Integrative analysis of 5-methylcytosine associated signature in papillary thyroid cancer
2025
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Overview
Emerging evidence has indicated that m5C modification plays a vital role in cancer development. However, the function of m5C-lncRNAs in PTC has never been reported. This study aims to explore the regulation mechanism of m5C RNA methylation-related long noncoding RNAs (m5C-lncRNAs) in papillary thyroid cancer (PTC). Bioinformatics analysis was used to investigate the role of m5C-lncRNAs in the prognosis and tumor immune microenvironment of PTC. Subsequently, we preliminarily verified the regulation mechanisms of m5C-lncRNAs in vivo and in vitro experiments. A total of six m5C-lncRNAs and five immune cell types were selected to construct the risk score and immune risk score (IRS) model, respectively. Patients with a high-risk score had a worse prognosis and the ROC indicated a reliable prediction performance (AUC = 0.796). As expected, the ESTIMATE and immune scores were higher (
P
< 0.001) and the tumor purity (
P
< 0.05) was significantly lower in the low-risk subgroup. CIBERSORT analysis showed Tregs, M0 macrophages, dendritic cells resting, and eosinophils were positively correlated to the risk score. Moreover, the expression levels of PD-1, PD-L1, CTLA-4, TIM-3, LAG-3, and KLRB1 were lower in the high-risk subgroup. Importantly, patients in high-risk subgroup tended to have a better response to immunotherapy than those in low-risk subgroup (
P
= 0.022). Similar to the above risk score, the IRS model also showed favorable prognosis predictive performance (AUC = 0.764). An integrated nomogram combining risk score, IRS, and age exhibited good prognostic predictive performance. Additionally, we validate the downregulation of
PPP1R12A-AS1
promotes proliferation and metastasis by activating the
MAPK
signaling pathway. Our research confirms that m5C-lncRNAs not only contribute to evaluating the prognosis of patients with PTC but also help predict immune cell infiltration and immunotherapy response.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
Subject
/ 5-Methylcytosine - metabolism
/ 631/67
/ Biomarkers, Tumor - genetics
/ Cancer
/ Female
/ Gene Expression Regulation, Neoplastic
/ Humanities and Social Sciences
/ Humans
/ Male
/ Nomogram
/ Papillary thyroid cancer (PTC)
/ RNA, Long Noncoding - genetics
/ RNA, Long Noncoding - metabolism
/ Science
/ Thyroid
/ Thyroid Cancer, Papillary - genetics
/ Thyroid Cancer, Papillary - immunology
/ Thyroid Cancer, Papillary - metabolism
/ Thyroid Cancer, Papillary - mortality
/ Thyroid Cancer, Papillary - pathology
/ Thyroid Neoplasms - genetics
/ Thyroid Neoplasms - metabolism
/ Thyroid Neoplasms - pathology
/ Tumor Microenvironment - genetics
/ Tumors
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