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Keywords = ceRNA regulatory networks

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17 pages, 3724 KB  
Article
Whole Transcriptome Sequencing and Differential Analysis of Testes in Pre- and Post-Sexual Maturity Bactrian Camels (Camelus bactrianus)
by Xiaokang Chang, Xinkui Yao, Jun Meng, Jianwen Wang, Yaqi Zeng, Linling Li and Wanlu Ren
Biology 2025, 14(9), 1254; https://doi.org/10.3390/biology14091254 - 12 Sep 2025
Viewed by 398
Abstract
Testicular development in male animals is a conserved and highly regulated biological process. Investigating the molecular mechanisms underlying testicular development in Junggar Bactrian camels is essential for gaining a deeper understanding of this process in the species. This study selected testicular tissue from [...] Read more.
Testicular development in male animals is a conserved and highly regulated biological process. Investigating the molecular mechanisms underlying testicular development in Junggar Bactrian camels is essential for gaining a deeper understanding of this process in the species. This study selected testicular tissue from the Junggar Bactrian camel at pre-sexual maturity (G3 group, n = 4, 3 years old) and post-sexual maturity (G5 group, n = 4, 5 years old) for whole transcriptome sequencing and bioinformatics analysis. We identified differentially expressed mRNA (DEmRNA), including KPNA2 and LRRC46; differentially expressed LncRNA (DELncRNA), including LOC123613926 and LOC123613624; and differentially expressed miRNA (DEmiRNA), including eca-miR-196a and eca-miR-183. Additionally, we also identified 87 currently unnamed DEmiRNAs, which are of practical value for future research on the Junggar Bactrian camel testicular development and spermatogenesis. GO and KEGG enrichment analyses showed that DERNA are mainly involved in functions and processes such as protein binding (MF), protein import into nucleus (BP), and extracellular space (CC), as well as signaling pathways such as Insulin, FoxO, MAPK, and PI3K-Akt. Subsequently, we predicted some DEmiRNAs and DELncRNAs association with DEmRNAs, and constructed the competitive endogenous RNA (ceRNA) regulatory network. Finally, we randomly selected 10 DERNAs for RT-qPCR validation, and the transcriptome results were consistent with the RT-qPCR results, indicating that the sequencing results were true and reliable. In conclusion, this study analyzed the differential expression of mRNA, LncRNA, and miRNA in Junggar Bactrian camels before and after sexual maturity, providing data references for future studies related to testicular development and spermatogenesis. Full article
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17 pages, 4614 KB  
Article
Screening of circRNAs Associated with Secondary Wool Follicle Development in Fine-Wool Sheep and Construction of Their ceRNA Network
by Yu Luo, Binpeng Xi, Yufang Song, Tong Xiao, Zengkui Lu, Jianbin Liu, Chao Yuan and Tingting Guo
Animals 2025, 15(17), 2629; https://doi.org/10.3390/ani15172629 - 8 Sep 2025
Viewed by 452
Abstract
Various signalling molecules and pathways critical for wool production and quality regulate wool secondary follicle (SF) development. Circular RNAs (circRNAs) regulate SF morphogenesis through a competing endogenous RNA (ceRNA) mechanism; these novel cyclic non-coding RNAs are not known to regulate the development of [...] Read more.
Various signalling molecules and pathways critical for wool production and quality regulate wool secondary follicle (SF) development. Circular RNAs (circRNAs) regulate SF morphogenesis through a competing endogenous RNA (ceRNA) mechanism; these novel cyclic non-coding RNAs are not known to regulate the development of SFs in the foetal period of fine-wool sheep. Here, we analysed circRNA expression profiles in the foetal skin of Gansu Alpine fine-wool sheep at 10 developmental stages (E87, E90, E93, E96, E99, E102, E105, E108, E111, and E138) using RNA sequencing. Among the differentially expressed circRNAs (DE circRNAs), 173 were significantly enriched in signalling pathways related to hair follicle (HF) development, such as Wnt/β-catenin, transforming growth factor-β/Smad, Notch, and mitogen-activated protein kinase. Six HF-development-related circRNAs were expressed at different stages and potentially regulated SF development through the ceRNA network. In total, 16 DE circRNAs and their targets, 44 miRNAs, and 65 mRNAs were screened, and 88 ceRNA regulatory network pathways related to SF development were constructed. These key DE circRNAs could be candidate genes for further exploration of the molecular HF development mechanism, providing an important theoretical basis for unravelling the regulatory network of SF development in fine-wool sheep and genetic wool trait improvement. Full article
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13 pages, 2361 KB  
Article
Grazing-Induced Changes in circRNAs, miRNAs and mRNAs Expression in Tibetan Sheep Biceps Femoris
by Xiong Ma, Shaobin Li, Zhanzhao Chen, Zhaohua He, Jianming Ren, Shiyu Tao, Lan Zhang and Pengfei Zhao
Biology 2025, 14(9), 1143; https://doi.org/10.3390/biology14091143 - 29 Aug 2025
Viewed by 451
Abstract
The present study is aimed at investigating the effects of grazing on the meat quality of Tibetan sheep, as well as the associated molecular mechanisms. A total of ten Tibetan sheep were utilized and equally allocated into two groups: grazing and pen-feeding. To [...] Read more.
The present study is aimed at investigating the effects of grazing on the meat quality of Tibetan sheep, as well as the associated molecular mechanisms. A total of ten Tibetan sheep were utilized and equally allocated into two groups: grazing and pen-feeding. To assess the intramuscular fat (IMF) content, Soxhlet extraction was performed on the biceps femoris muscle. Additionally, transcriptome sequencing was carried out to evaluate the expression profiles of RNAs, facilitating the construction of a ceRNA regulatory network. The results demonstrated that the IMF content in the grazing group was significantly higher compared to the pen-feeding group, implying that grazing might foster the formation of Type I muscle fibers, thereby enhancing meat quality. Moreover, the expression levels of circRNAs, such as novel_circ_001331, novel_circ_012918, novel_circ_029843, and novel_circ_059962, were markedly up-regulated in the grazing group. These circRNAs may alleviate the inhibitory effects on genes like COL8A1, MYLK3, and NOX4 by interacting with miR-381-y, miR-7144-x, miR-16-z, miR-8159-x, novel-m0040-3p, novel-m0092-5p, and oar-miR-329a-3p. These circRNAs and miRNAs are predominantly involved in the MAPK, Wnt, and VEGF signaling pathways and could be implicated in biological processes such as muscle fiber type switching and energy metabolism. This research offers valuable insights for improving the meat quality of Tibetan sheep and provides a foundation for exploring the role of circRNA and miRNA in the regulation of meat quality under grazing conditions. Full article
(This article belongs to the Special Issue Bioinformatics in RNA Modifications and Non-Coding RNAs)
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15 pages, 3623 KB  
Article
LncRNA Profiling and ceRNA Network Construction of Intrauterine Exosomes in Goats During Embryo Implantation
by Yanni Jia, Huixin Zhang, Wei Wang, Zuhui Li, Chunmei Shang, Haokun Liu, Hongyu Niu, Dong Zhou, Yaping Jin and Pengfei Lin
Animals 2025, 15(17), 2471; https://doi.org/10.3390/ani15172471 - 22 Aug 2025
Viewed by 435
Abstract
Exosomes have been shown to play an important role in embryo implantation, but the mechanism is still unclear. This study aimed to investigate the functional roles of lncRNAs in intrauterine exosomes in goat pregnancy. We used RNA-seq to identify the lncRNA profiles of [...] Read more.
Exosomes have been shown to play an important role in embryo implantation, but the mechanism is still unclear. This study aimed to investigate the functional roles of lncRNAs in intrauterine exosomes in goat pregnancy. We used RNA-seq to identify the lncRNA profiles of exosomes obtained from goat uterine rinsing fluid at 5, 15, and 18 days of gestation. In addition, we performed weighted gene co-expression network analysis based on differentially expressed mRNAs (DEMs) and lncRNAs (DELs). Functional enrichment analyses of gene modules were conducted using Gene Ontology classification (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway. A lncRNA-miRNA-mRNA competing endogenous RNA (ceRNA) regulatory network was constructed based on predictive interaction derived from miRTarBase, miRDB and RNAhybrid databases. Altogether, 831 DELs were identified. GO and KEGG analysis showed that the target genes were enriched in processes associated with embryo implantation, such as signaling receptor activity, binding and immune response. Nine functional co-expression modules were enriched in various biological processes, such as metabolic pathways, protein transport, cell cycle and VEGF signaling pathway. Additionally, 12 lncRNA-mediated ceRNA networks were constructed. Our results demonstrate that exosomal lncRNAs in uterine flushing fluid exhibit dynamic changes across gestational stages and play an important role in regulating the uterine microenvironment during embryo implantation. These findings provide a foundational basis for screening exosome-derived lncRNAs that influence embryo implantation and contribute to elucidating the mechanistic roles of lncRNAs in exosome-mediated processes during early pregnancy. Full article
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18 pages, 7739 KB  
Article
Construction and Analysis of Immune Infiltration and Competing Endogenous RNA Network in Moyamoya Disease
by Wenhao Liu, Hanhui Fu, Shiyuan Fang, Jun Ni and Bin Peng
Int. J. Mol. Sci. 2025, 26(16), 7957; https://doi.org/10.3390/ijms26167957 - 18 Aug 2025
Cited by 1 | Viewed by 562
Abstract
Moyamoya disease (MMD) is a cerebrovascular condition characterized by progressive stenosis of intracranial arteries, leading to stroke. While MMD was long considered a genetic disorder, emerging evidence suggests autoimmune mechanisms may contribute to its pathogenesis. The role of non-coding RNAs (ncRNAs) in the [...] Read more.
Moyamoya disease (MMD) is a cerebrovascular condition characterized by progressive stenosis of intracranial arteries, leading to stroke. While MMD was long considered a genetic disorder, emerging evidence suggests autoimmune mechanisms may contribute to its pathogenesis. The role of non-coding RNAs (ncRNAs) in the pathogenesis of MMD is under heated discussion, and a competitive endogenous RNA (ceRNA) network involving MMD-related ncRNAs has not been constructed. In this study, we integrated multiple bioinformatic analyses on transcriptomic data from the middle cerebral arteries of MMD patients and controls. Our analysis revealed a significant enrichment of innate immune system pathways, including antigen processing and macrophage activation, in MMD tissue. We constructed a robust ceRNA network centered on the long non-coding RNA MALAT1, identifying 15 core mRNA targets. A classifier built from these MALAT1-related genes accurately distinguished MMD patients from controls, with an area under the curve of 0.869 in independent validation. Furthermore, immune deconvolution analysis showed a marked increase in microvascular endothelial cells and a decrease in CD4+ memory T cells and regulatory T cells in MMD arteries. The expression of the MALAT1 network genes strongly correlated with these shifts in cellular composition, positively with endothelial cells and negatively with T cells. Our findings uncover a MALAT1-driven ceRNA network that links immune dysregulation to vascular changes in MMD, highlighting MALAT1 as a potential biomarker and therapeutic target. Full article
(This article belongs to the Section Molecular Immunology)
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16 pages, 8218 KB  
Article
Lead Induces Mitochondrial Dysregulation in SH-SY5Y Neuroblastoma Cells via a lncRNA/circRNA–miRNA–mRNA Interdependent Networks
by Yu Wang, Xuefeng Shen, Ruili Guan, Zaihua Zhao, Tao Wang, Yang Zhou, Xiaoming Chen, Jianbin Zhang, Wenjing Luo and Kejun Du
Int. J. Mol. Sci. 2025, 26(14), 6851; https://doi.org/10.3390/ijms26146851 - 17 Jul 2025
Viewed by 803
Abstract
Lead (Pb) exposure poses a significant public health concern due to its neurotoxic effects. While mitochondrial dysfunction is implicated in lead neurotoxicity, the precise molecular mechanisms, particularly the role of non-coding RNA-mediated competing endogenous RNA networks, remain underexplored. SH-SY5Y neuroblastoma cells were treated [...] Read more.
Lead (Pb) exposure poses a significant public health concern due to its neurotoxic effects. While mitochondrial dysfunction is implicated in lead neurotoxicity, the precise molecular mechanisms, particularly the role of non-coding RNA-mediated competing endogenous RNA networks, remain underexplored. SH-SY5Y neuroblastoma cells were treated with 10 μM lead acetate. Cell viability was assessed by Cell Counting Kit-8 (CCK-8). Mitochondrial ultrastructure and quantity were analyzed via transmission electron microscopy (TEM). Key mitochondrial dynamics proteins were examined by Western blot. Comprehensive transcriptome sequencing, including long non-coding RNAs (lncRNAs), circular RNAs (circRNAs), microRNAs (miRNAs) and mRNAs, was performed followed by functional enrichment and ceRNA network construction. Selected RNAs and hub genes were validated using quantitative real-time reverse transcription polymerase chain reaction (qRT-PCR). Lead exposure significantly reduced SH-SY5Y cell viability and induced mitochondrial damage (decreased quantity, swelling, fragmentation). Western blot confirmed an imbalance in mitochondrial dynamics, as indicated by decreased mitofusin 2 (MFN2), increased total and phosphorylated dynamin-related protein 1 (DRP1). Transcriptomic analysis revealed widespread differential expression of lncRNAs, circRNAs, miRNAs, and mRNAs. Enrichment analysis highlighted mitochondrial function and oxidative stress pathways. A ceRNA network identified five key hub genes: SLC7A11, FOS, HMOX1, HGF, and NR4A1. All validated RNA and hub gene expression patterns were consistent with sequencing results. Our study demonstrates that lead exposure significantly impairs mitochondrial quantity and morphology in SH-SY5Y cells, likely via disrupted mitochondrial dynamics. We reveal the potential regulatory mechanisms of lead-induced neurotoxicity involving ceRNA networks, identifying hub genes crucial for cellular stress response. This research provides a foundational framework for developing therapeutic strategies against lead-induced neurotoxicity. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
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20 pages, 7700 KB  
Article
Influence of Pregnancy on Whole-Transcriptome Sequencing in the Mammary Gland of Kazakh Mares
by Zhenyu Zhang, Zhixin Lu, Xinkui Yao, Linling Li, Jun Meng, Jianwen Wang, Yaqi Zeng and Wanlu Ren
Animals 2025, 15(14), 2056; https://doi.org/10.3390/ani15142056 - 11 Jul 2025
Cited by 1 | Viewed by 558
Abstract
Kazakh mares have drawn significant attention for their outstanding lactation traits. Lactation, a complex physiological activity, is modulated by multiple factors. This study utilized high-throughput sequencing to conduct whole-transcriptome sequencing analysis on the mammary gland tissue of eight Kazakh mares, of which four [...] Read more.
Kazakh mares have drawn significant attention for their outstanding lactation traits. Lactation, a complex physiological activity, is modulated by multiple factors. This study utilized high-throughput sequencing to conduct whole-transcriptome sequencing analysis on the mammary gland tissue of eight Kazakh mares, of which four were pregnant and four were non-pregnant, to systematically reveal the molecular regulatory mechanisms. The results showed differential expression in 2136 mRNAs, 180 lncRNAs, 104 miRNAs, and 1162 circRNAs. Gene ontology functional annotation indicates that these differentially expressed genes are involved in multiple key biological processes, such as the cellular process (BP), metabolic process, and biological regulation. Kyoto Encyclopedia of Genes and Genomes analysis suggests that the differentially expressed genes are significantly enriched in essential pathways such as cytokine–cytokine receptor interaction, the chemokine signaling pathway, and the PI3K-Akt signaling pathway. Additionally, this study constructed a competing endogenous RNA (ceRNA) regulatory network based on the differentially expressed genes (|log2FC| > 1, FDR < 0.05), offering a novel perspective for revealing the functional regulation of the mammary gland. This study compared genomic differences in mammary gland tissue of pregnant and non-pregnant Kazakh mares and identified candidate genes that are closely related to lactation regulation. It found that various genes, such as PIK3CG, IL7R, and SOD2, play central regulatory roles in activating mammary gland functions. These findings provide theoretical support for explaining the molecular mechanisms underlying the mammary gland development of Kazakh mares. Full article
(This article belongs to the Section Equids)
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21 pages, 4447 KB  
Article
The Construction of ceRNA Regulatory Network Unraveled Prognostic Biomarkers and Repositioned Drug Candidates for the Management of Pancreatic Ductal Adenocarcinoma
by Busra Aydin, Keziban Okutan, Ozge Onluturk Aydogan, Raghu Sinha and Beste Turanli
Curr. Issues Mol. Biol. 2025, 47(7), 496; https://doi.org/10.3390/cimb47070496 - 27 Jun 2025
Viewed by 717
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal cancer types due to its late diagnosis, low survival rates, and high frequency of metastasis. Considering the molecular mechanism of PDAC development has not been fully elucidated, this study aimed to shed more [...] Read more.
Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal cancer types due to its late diagnosis, low survival rates, and high frequency of metastasis. Considering the molecular mechanism of PDAC development has not been fully elucidated, this study aimed to shed more light on the molecular regulatory signatures of circular RNAs (circRNAs) in PDAC progression and provide a different perspective to identify potential biomarkers as well as discover candidate repositioned drug molecules for the prevention or treatment of PDAC with network-based integrative analysis. The mRNA, miRNA, and circRNA expression profiles of PDAC were obtained from nine microarray datasets. Differentially expressed genes (DEGs), microRNAs (DEmiRNAs), and circular RNAs (DEcircRNAs) were identified. The competing endogenous RNA (ceRNA; DEG–DEmiRNA–DEcircRNA) regulatory network was constructed, which included 12 DEcircRNAs, 64 DEGs, and 6 miRNAs specific to PDAC. The ADAM12, MET, QKI, SEC23A, and ZEB2 were identified as hub genes and demonstrated significant survival probability for PDAC. In addition to providing novel biomarkers for diagnosis that can be detected non-invasively, the secretion levels of hub genes-associated proteins were found in plasma, serum, and oral epithelium. The drug repositioning analysis revealed vorinostat, meclocycline sulfosalicylate, and trichostatin A, which exhibited significant binding affinities to the hub genes compared to their inhibitors via molecular docking analysis. Full article
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25 pages, 2683 KB  
Review
Unraveling LncRNA GAS5 in Atherosclerosis: Mechanistic Insights and Clinical Translation
by Yu Wei, Quanye Luo, Xiang Li, Xi Liu, Zheyu Yang, Qinhui Tuo and Wen Chen
Biology 2025, 14(6), 697; https://doi.org/10.3390/biology14060697 - 13 Jun 2025
Viewed by 781
Abstract
Atherosclerosis, a chronic inflammatory disease driving cardiovascular events, involves complex molecular networks where long non-coding RNAs (lncRNAs) are key regulators. This review synthesizes current knowledge on lncRNA Growth Arrest-Specific 5 (GAS5) in atherosclerosis, covering its expression, multifaceted roles in vascular cells, and molecular [...] Read more.
Atherosclerosis, a chronic inflammatory disease driving cardiovascular events, involves complex molecular networks where long non-coding RNAs (lncRNAs) are key regulators. This review synthesizes current knowledge on lncRNA Growth Arrest-Specific 5 (GAS5) in atherosclerosis, covering its expression, multifaceted roles in vascular cells, and molecular mechanisms. GAS5 is significantly upregulated in atherosclerotic plaques, exerting complex, cell-specific effects on vascular smooth muscle cells, macrophages, and endothelial cells. GAS5 modulates crucial pathophysiological processes like cell proliferation, apoptosis, inflammation, lipid metabolism, and foam cell formation, primarily by acting as a competing endogenous RNA (ceRNA) and through direct protein interactions. While promising as a biomarker, circulating GAS5 levels require further validation. Therapeutic strategies targeting GAS5, including antisense oligonucleotides (ASO) and small-molecule compounds, are under investigation. In conclusion, lncRNA GAS5 is a critical regulatory node in atherosclerosis pathobiology, offering significant opportunities for novel diagnostic and therapeutic interventions. Further research is vital to elucidate its intricate roles and translate these findings into clinical applications for atherosclerotic cardiovascular disease. Full article
(This article belongs to the Section Medical Biology)
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22 pages, 5147 KB  
Article
Correlation of Coding and Non-Coding RNAs on the Fat Deposition of Yaks Under Different Feeding Systems
by Lin Xiong, Jie Pei, Shaoke Guo, Mengli Cao, Zhiqiang Ding, Yandong Kang, Xiaoyun Wu and Xian Guo
Int. J. Mol. Sci. 2025, 26(11), 5359; https://doi.org/10.3390/ijms26115359 - 3 Jun 2025
Viewed by 546
Abstract
The yak is a classic grazing livestock species on the Qinghai–Tibet Plateau, and fat deposition is indispensable for its survival and metabolism. Coding and non-coding RNAs (ncRNAs) play an important role in regulating fat deposition in livestock. In this study, the expression of [...] Read more.
The yak is a classic grazing livestock species on the Qinghai–Tibet Plateau, and fat deposition is indispensable for its survival and metabolism. Coding and non-coding RNAs (ncRNAs) play an important role in regulating fat deposition in livestock. In this study, the expression of mRNAs, lncRNAs, miRNAs, and circRNAs in the subcutaneous fat of yaks under grazing and stall feeding was measured using whole-transcriptome sequencing technology. A total of 677 differentially expressed (DE) mRNAs, 120 DE lncRNAs, 2216 DE circRNAs, and 15 DE miRNAs were identified, and their biological function was explored using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. Co-expression RNA (ceRNA) networks between DE ncRNAs and DE mRNAs were further constructed, and the crucial RNAs and signal pathways regulating fat deposition in yaks were obtained. The effect of mRNAs and ncRNAs on fat deposition in yaks mainly depended on the PPAR, PI3K–Akt, and cAMP signaling pathways, and the regulatory pathways TCONS00042948, TCONS00012083/bta-miR-2316/MCAT, and NR4A3 may be critical in this process. This study provides some theoretical basis for breeding yak species and promotes improvements in yak production. Full article
(This article belongs to the Section Molecular Biology)
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15 pages, 2076 KB  
Article
Validation of Targeted Relationships of Novel circRNA803/lncRNA MSTRG.19726–oar-let-7a–CPEB1 ceRNA Networks, Key to Follicle Development in Single-Litter and Multi-Litter Sheep Based on Whole-Transcriptome Sequencing
by Bo Gu, Anqi Wang, Hang Liu, Xudong Liu and Huaizhi Jiang
Int. J. Mol. Sci. 2025, 26(11), 5161; https://doi.org/10.3390/ijms26115161 - 28 May 2025
Viewed by 573
Abstract
The objective of this study is to investigate the molecular regulatory mechanisms of non-coding RNA (ncRNA) during the developmental process of multi-litter sheep ovaries and identify key regulatory genes that enhance the reproductive capacity of sheep. This study selected Small-Tail Han sheep (multi-litter [...] Read more.
The objective of this study is to investigate the molecular regulatory mechanisms of non-coding RNA (ncRNA) during the developmental process of multi-litter sheep ovaries and identify key regulatory genes that enhance the reproductive capacity of sheep. This study selected Small-Tail Han sheep (multi-litter sheep) and Ujumuqin sheep (single-litter sheep) as comparative models, constructed the expression profiles of ncRNAs and mRNAs in ovarian tissues, identified differentially expressed (DE) lncRNAs, circRNAs, miRNAs, and mRNAs, and performed target gene prediction along with functional and signaling pathway enrichment analyses. Reproduction-related pathways were further screened to construct competing endogenous RNA (ceRNA) regulatory networks (lncRNA–miRNA–mRNA and circRNA–miRNA–mRNA). Finally, the dual-luciferase reporter gene assay system was employed to perform the functional validation of the relevant targeted regulatory effects. A comprehensive screening identified 411 DE lncRNAs, 322 DE circRNAs, 26 DE miRNAs, and 29 DEGs from the ovarian tissues of Ujumqin and Small-Tail Han sheep. The results of the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses demonstrated that the DE target genes were significantly enriched in pathways associated with cell dedifferentiation, the positive regulation of embryonic development, glycosaminoglycan biosynthesis, Hippo signaling, and other signaling pathways. To identify genes associated with reproductive processes, we performed differential expression screening followed by pathway enrichment analysis, which revealed significant enrichment in reproductive regulatory pathways. Based on these findings, we constructed a ceRNA regulatory network incorporating 22 DEGs, 17 DE lncRNAs, three DE circRNAs, and one DE miRNA. Our analysis revealed that oar-let-7a is involved in signaling pathways such as oocyte meiosis and Hippo, suggesting it may serve as a key miRNA regulating the trait of multiple offspring. The dual-luciferase reporter assay was employed to confirm that oar-let-7a directly targets and regulates the expression of CPEB1. Additionally, it was demonstrated that circRNA803 and lncRNA MSTRG.19726 function as molecular sponges to competitively bind and regulate oar-let-7a. These findings suggest that oar-let-7a mediates the expression of CPEB1 via circRNA803 and lncRNA MSTRG.19726 sponge adsorption, thereby regulating the process of follicular dominance in sheep. The qRT-PCR method was employed to validate the expression patterns of nine randomly selected DEGs, and the results corroborated the reliability of the RNA-seq sequencing data. This study investigated the coordinated regulatory mechanism of DE ncRNAs and their corresponding target genes, identifying a ceRNA network, circRNA803/lncRNA MSTRG.19726-oar-let-7a-CPEB1, which plays a critical role in regulating the process of follicular dominance in sheep. These findings provide fundamental data for uncovering the reproductive potential of sheep and facilitate a comprehensive understanding of their reproductive characteristics, which hold significant guiding implications for enhancing reproductive efficiency. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
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15 pages, 2941 KB  
Article
Mechanism of circRNA_4083 Circularization and Its Role in Regulating Cell Viability
by Wenhao Li, Ting Yang, Haojie Wang, Hao Bai, Guobin Chang and Lingling Qiu
Animals 2025, 15(11), 1527; https://doi.org/10.3390/ani15111527 - 23 May 2025
Viewed by 683
Abstract
Circular RNAs (circRNAs), a class of covalently closed non-coding RNAs, are pivotal regulators of gene expression and contributors to disease pathogenesis. This study elucidated the biogenesis, functional significance, and regulatory network of circRNA_4083, a novel exon-derived circRNA originating from exons 22 and 23 [...] Read more.
Circular RNAs (circRNAs), a class of covalently closed non-coding RNAs, are pivotal regulators of gene expression and contributors to disease pathogenesis. This study elucidated the biogenesis, functional significance, and regulatory network of circRNA_4083, a novel exon-derived circRNA originating from exons 22 and 23 of the MSH3 gene in chicken. Through comprehensive molecular characterization—including Sanger sequencing, RNase R digestion assays, and subcellular localization—we confirmed the robust stability and predominant cytoplasmic localization of circRNA_4083 across diverse chicken tissues. Mechanistic investigations revealed that reverse complementary sequences within flanking intronic regions are indispensable for its circularization, as demonstrated by overexpression plasmids (#1–#4) in DF-1 cells. Functional analyses demonstrated that circRNA_4083 significantly inhibited cell apoptosis and increased cellular viability. Integrative bioinformatics approaches predicted a competing endogenous RNA (ceRNA) network comprising 12 miRNAs and 2132 target genes (FDR < 0.05), with significant enrichment in pathways critical to genomic stability, including non-homologous end joining (NHEJ) and ubiquitin-mediated proteolysis. These findings position circRNA_4083 as a key modulator of cellular viability and genomic integrity, with potential implications for avian leukosis virus-J (ALV-J) pathogenesis and resistance breeding strategies. This work advances our understanding of circRNA-driven regulatory mechanisms in avian species and underscores their relevance in poultry health. Full article
(This article belongs to the Special Issue Livestock and Poultry Genetics and Breeding Management)
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30 pages, 2375 KB  
Systematic Review
Building a Hand-Curated ceRNET for Endometrial Cancer, Striving for Clinical as Well as Medicolegal Soundness: A Systematic Review
by Roberto Piergentili, Stefano Sechi, Lina De Paola, Simona Zaami and Enrico Marinelli
Non-Coding RNA 2025, 11(3), 34; https://doi.org/10.3390/ncrna11030034 - 30 Apr 2025
Cited by 2 | Viewed by 3008
Abstract
Background/Objectives: Competing endogenous RNAs (ceRNA) are molecules that compete for the binding to a microRNA (miR). Usually, there are two ceRNA, one of which is a protein-coding RNA (mRNA), with the other being a long non-coding RNA (lncRNA). The miR role is to [...] Read more.
Background/Objectives: Competing endogenous RNAs (ceRNA) are molecules that compete for the binding to a microRNA (miR). Usually, there are two ceRNA, one of which is a protein-coding RNA (mRNA), with the other being a long non-coding RNA (lncRNA). The miR role is to inhibit mRNA expression, either promoting its degradation or impairing its translation. The lncRNA can “sponge” the miR, thus impeding its inhibitory action on the mRNA. In their easier configuration, these three molecules constitute a regulatory axis for protein expression. However, each RNA can interact with multiple targets, creating branched and intersected axes that, all together, constitute what is known as a competing endogenous RNA network (ceRNET). Methods: In this systematic review, we collected all available data from PubMed about experimentally verified (by luciferase assay) regulatory axes in endometrial cancer (EC), excluding works not using this test; Results: This search allowed the selection of 172 bibliographic sources, and manually building a series of ceRNETs of variable complexity showed the known axes and the deduced intersections. The main limitation of this search is the highly stringent selection criteria, possibly leading to an underestimation of the complexity of the networks identified. However, this work allows us not only to hypothesize possible gap fillings but also to set the basis to instruct artificial intelligence, using adequate prompts, to expand the EC ceRNET by comparing it with ceRNETs of other cancers. Moreover, these networks can be used to inform and guide research toward specific, though still unidentified, axes in EC, to complete parts of the network that are only partially described, or even to integrate low complexity subnetworks into larger more complex ones. Filling the gaps among the existing EC ceRNET will allow physicians to hypothesize new therapeutic strategies that may either potentiate or substitute existing ones. Conclusions: These ceRNETs allow us to easily visualize long-distance interactions, thus helping to select the best treatment, depending on the molecular profile of each patient, for personalized medicine. This would yield higher efficiency rates and lower toxicity levels, both of which are extremely relevant factors not only for patients’ wellbeing, but also for the legal, regulatory, and ethical aspects of miR-based innovative treatments and personalized medicine as a whole. This systematic review has been registered in PROSPERO (ID: PROSPERO 2025 CRD420251035222). Full article
(This article belongs to the Special Issue Non-coding RNA as Biomarker in Cancer)
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17 pages, 3624 KB  
Article
Competitive Endogenous RNA Network Involving Immune Subgroups, Infiltration, and lncRNAs in Prostate Cancer
by Wenkang Niu, Tingting Zhang and Lei Ma
Genes 2025, 16(5), 527; https://doi.org/10.3390/genes16050527 - 29 Apr 2025
Viewed by 751
Abstract
Prostate cancer (PCa) is the most frequently diagnosed malignancy in the male genitourinary tract. However, the regulatory mechanism of competitive endogenous RNAs (ceRNAs) in PCa remains unclear. In this study, we first performed immune scores of mRNA data from 481 PCa samples using [...] Read more.
Prostate cancer (PCa) is the most frequently diagnosed malignancy in the male genitourinary tract. However, the regulatory mechanism of competitive endogenous RNAs (ceRNAs) in PCa remains unclear. In this study, we first performed immune scores of mRNA data from 481 PCa samples using single-sample Gene Set Enrichment Analysis (ssGSEA). Based on the immune scores, we then evaluated the tumor immune microenvironment and analyzed 28 types of immune cells in PCa, we constructed a comprehensive network with four lncRNAs (MEG3, PCAT1, SNHG19, TRG-AS1), three miRNAs (hsa-miR-488-3p, hsa-miR-210-5p, hsa-miR-137), and twenty-seven mRNAs (including H2AFJ, THBS1, HPGD). Among the 28 immune cell types, seven immune cell types were found to be significantly associated with clinical characteristics. These network nodes have prognostic significance in multiple cancers and play critical roles in malignancy development, indicating the network’s predictive capability. We also observed a strong correlation (r = 0.6) between T-helper type 1 (Th1) cells and lncRNA network modules. The network connectivity highlights the association between immune therapy biomarkers for PCa, particularly those related to H2AFJ, THBS1, and HPGD. These findings provide valuable insights into the ceRNA regulatory network and its implications for immune-based therapies in PCa. Full article
(This article belongs to the Section Human Genomics and Genetic Diseases)
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22 pages, 19376 KB  
Article
Exploring Therapeutic Potential of Bi-Qi Capsules in Treatment of Gout by Discovering Crucial Drug Targets
by Jing Xie, Yu Zhang, Rong Ren, Ruizhen Bu, Liying Chen, Juezhuo Hou, Dandan Shang, Yadong Liu, Dan Wang, Tao Wang and Hong Zhou
Pharmaceuticals 2025, 18(5), 618; https://doi.org/10.3390/ph18050618 - 24 Apr 2025
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Abstract
Objectives: This research aims to explore the therapeutic potential of Bi-Qi capsules in the treatment of gout by identifying crucial drug targets through a multidimensional data analysis strategy. Methods: Bi-Qi capsule drug targets and differentially expressed genes (DEGs) of gout were [...] Read more.
Objectives: This research aims to explore the therapeutic potential of Bi-Qi capsules in the treatment of gout by identifying crucial drug targets through a multidimensional data analysis strategy. Methods: Bi-Qi capsule drug targets and differentially expressed genes (DEGs) of gout were derived from public databases, such as Swiss Target Prediction, STITCH, and the GEO database. Subsequently, the overlapped targets were analyzed to elucidate the potential therapeutic mechanism and to identify candidate targets of Bi-Qi capsules against gout. Next, Mendelian randomization (MR) analysis was employed to screen and explore the causal relationship between candidate targets and gout. Finally, single-cell RNA sequencing (scRNA-seq), gene set enrichment analysis (GSEA), transcription factor and ceRNA regulatory networks, and molecular docking were performed to validate the role of the crucial targets of Bi-Qi capsules in the treatment of gout. Results: A total of 46 candidate targets were identified, in which KCNA5, PTGS2, and TNF exhibited significant causal relationships with gout (p < 0.05) and were regarded as the crucial targets. Through scRNA-seq and gene labeling, crucial targets were found to be expressed in eighteen cell clusters and eight cell types, which are closely associated with carbohydrate metabolism, nerve conduction, and the innate immunity process. Bi-Qi capsule active compounds such as tanshinone IIA, strychnine, tanshinaldehyde, cryptotanshinone, tumulosic acid, and glycyrrhetic acid exhibit a better binding ability to crucial targets. Conclusions: The results not only elucidate the anti-gout mechanism of Bi-Qi capsules but also provide an insight into multi-target natural medication for metabolic disease treatment, which contributes to guiding the clinical application of Bi-Qi capsules in the future. Full article
(This article belongs to the Section Pharmacology)
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