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Purpose: Recurrent pregnancy loss (RPL), which occurs in 1-5% of couples and nearly half of the cases remain unexplained, is a complex condition influenced by multiple factors. Previous investigations have demonstrated the role of m5C-related genes (MRGs) in cancer prognosis and the significance of epigenetic modifications during pregnancy. However, the connection between MRGs and the pathogenesis of RPL remains elusive. This study endeavors to elucidate this relationship through bioinformatics approaches.
Methods: Data of 48 endometrial tissue samples were obtained through GEO query. Twenty-one MRGs were analyzed. Multiple machine learning (ML) methods were applied to identify biomarkers. A nomogram was constructed, and further analyses like GSEA and scRNA-seq were carried out using the R software.
Results: Five core biomarkers (DNMT1, SMUG1, ZBTB38, MBD4, and TDG) were pinpointed by ML methods, with the prediction model achieving an AUC of 0.953. Based on hub genes, 24 RPL samples were grouped into cluster A (n = 9) and cluster B (n = 15). The study revealed differences in immune cells and microenvironments, and the scRNA-seq analysis confirmed the connection between immune cells and m5C.
Conclusion: This study identified five key m5C-related genes, unraveled their link to immune cells, and developed an accurate RPL diagnostic model. The RPL patients are innovatively divided into two clusters, and the difference of their immune microenvironment is analyzed. This study offers a fresh perspective for examining biomarkers and potential therapeutic targets for RPL.
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http://dx.doi.org/10.1007/s10815-025-03580-9 | DOI Listing |
J Assist Reprod Genet
August 2025
Department of Obstetrics and Gynecology, Perinatal Medical Center, The Fifth Affiliated Hospital of Sun Yat-sen University, 52 Meihua East Road, Xiangzhou District, Zhuhai, Guangdong, 519000, China.
Purpose: Recurrent pregnancy loss (RPL), which occurs in 1-5% of couples and nearly half of the cases remain unexplained, is a complex condition influenced by multiple factors. Previous investigations have demonstrated the role of m5C-related genes (MRGs) in cancer prognosis and the significance of epigenetic modifications during pregnancy. However, the connection between MRGs and the pathogenesis of RPL remains elusive.
View Article and Find Full Text PDFHereditas
May 2025
Cardiology Department, First Affiliated Hospital of Soochow University, 188 Shizi Street, Gusu District, Suzhou, Jiangsu Province, 215006, China.
Background: Methylation of RNA is involved in many pathophysiological processes. The roles of N6-methyladenosine (m6A) and N7-methylguanosine (m7G) in heart failure (HF) have been established. However, the impact of 5-methylcytosine (m5C) on HF and its relationship with the immune microenvironment (IME) remains elusive.
View Article and Find Full Text PDFDiscov Oncol
March 2025
Department of Gastroenterology, Jiangsu Funing People's Hospital, Funing, China.
Background: Colon adenocarcinoma (COAD) has high mortality rates due to frequent resistance to treatment. 5-methylcytosine (m5C) is a crucial epigenetic modification of RNA, closely associated with tumorigenesis in various cancers. This study focuses on developing an m5C-related long non-coding RNA (lncRNA) signature to predict prognosis and explore potential therapeutic targets.
View Article and Find Full Text PDFFront Oncol
February 2025
Department of Breast Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
The 5-methylcytosine (m5C) modification is a crucial epigenetic RNA modification, which is involved in the post-transcriptional regulation of genes. It plays an important role in various biological processes, including cell metabolism, growth, apoptosis, and tumorigenesis. By affecting the proliferation, migration, invasion, and drug sensitivity of tumor cells, m5C methylation modification plays a vital part in the initiation and progression of tumors and is closely associated with the poor tumor prognosis.
View Article and Find Full Text PDFTransl Oncol
February 2025
Key Laboratory of Hepatobiliary and Pancreatic Surgery and Digestive Organ Transplantation of Henan Province, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China; Open and Key Laboratory of Hepatobiliary & Pancreatic Surgery and Digestive Organ Transplantation at Henan Uni
5-Methylcytosine (m5C) is a ubiquitous RNA modification that is closely related to various cellular functions. However, no studies have comprehensively demonstrated the role of m5C in hepatocellular carcinoma (HCC) progression. In this study, six pairs of HCC and adjacent tissue samples were subjected to methylated RNA immunoprecipitation sequencing to identify precise m5C loci.
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