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Keywords = circRNA-microRNA-mRNA network

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25 pages, 2932 KB  
Article
Integrative In Silico Multi-Omics Profiling of circRNA-Mediated ceRNA Networks Reveals Prognostic Biomarkers and Repurposed Therapeutic Candidates in Gastric Cancer
by Melike Ebrar Bakirci and Busra Aydin
Int. J. Mol. Sci. 2026, 27(5), 2171; https://doi.org/10.3390/ijms27052171 - 25 Feb 2026
Viewed by 453
Abstract
Gastric cancer (GC), also known as stomach adenocarcinoma (STAD), remains a highly lethal malignancy due to late diagnosis, limited therapeutic efficacy, and frequent metastasis. Although extensive molecular profiling has been performed, post-transcriptional regulatory mechanisms underlying GC progression are still incompletely characterized. In this [...] Read more.
Gastric cancer (GC), also known as stomach adenocarcinoma (STAD), remains a highly lethal malignancy due to late diagnosis, limited therapeutic efficacy, and frequent metastasis. Although extensive molecular profiling has been performed, post-transcriptional regulatory mechanisms underlying GC progression are still incompletely characterized. In this study, we applied an integrative multi-omics framework to elucidate the regulatory roles and clinical relevance of circular RNAs (circRNAs) in GC. Transcriptomic data of mRNAs, microRNAs, and circRNAs from eight independent GEO datasets were jointly analyzed, resulting in the identification of 249 differentially expressed genes (DEGs), 8 differentially expressed microRNAs (DEmiRNAs), and 4 differentially expressed circRNAs (DEcircRNAs). These molecules were integrated into a competing endogenous RNA (ceRNA) network, enabling systems-level characterization of GC-associated regulatory interactions. Network topology and survival analyses prioritized 13 hub molecules, including IGF2BP3, COL4A1, MMP14, and TGM2, which showed both central network positions and significant associations with patient survival. To explore therapeutic implications, transcriptomics-guided drug repositioning combined with molecular docking analysis identified five candidate compounds—celastrol, fedratinib, pevonedistat, tozasertib, and withaferin A—predicted to target key network hubs. Overall, this in silico study provides a ceRNA-centered regulatory framework for GC and prioritizes biologically informed biomarkers and repositioned drug candidates with potential applicability across other malignancies to converge precision oncology. Full article
(This article belongs to the Special Issue Roles and Mechanisms of Non-Coding RNAs in Cancer)
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20 pages, 3286 KB  
Article
Deciphering the ceRNA Network in Alfalfa: Insights into Cold Stress Tolerance Mechanisms
by Lin Zhu, Yujie Zhao, Maowei Guo, Jie Bai, Liangbin Zhang and Zhiyong Li
Biomolecules 2026, 16(2), 208; https://doi.org/10.3390/biom16020208 - 28 Jan 2026
Viewed by 590
Abstract
Abiotic stress of cold is one of the limitation factors that hinder the production of alfalfa (Medicago sativa). Although there are a large number of studies suggesting that non-coding RNAs (ncRNAs) play an important role in plant response to abiotic stress, [...] Read more.
Abiotic stress of cold is one of the limitation factors that hinder the production of alfalfa (Medicago sativa). Although there are a large number of studies suggesting that non-coding RNAs (ncRNAs) play an important role in plant response to abiotic stress, the mechanism by which ncRNAs and competing endogenous RNAs (ceRNAs) influence the low-temperature tolerance of alfalfa remains understudied. In this study, we integrated whole-transcriptome RNA-seq and genome-wide association studies (GWASs) to identify cold stress-related metabolic pathways and candidate genes, differentially expressed (DE) mRNAs, microRNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs). Degradome sequencing was used to verify the ceRNA network under cold stress. A total of 46,936 DEmRNAs were identified. Ribosome (ko03010), amino sugar and nucleotide sugar metabolism (ko00520), ribosome biogenesis in eukaryotes (ko03008), circadian rhythm–plant (ko00270), and starch and sucrose metabolism (ko00500) were the top five KEGG terms with the highest p-value, enriching the most number of DEmRNAs. MS.gene53818 (MsUAM1) was considered to be the critical candidate gene for alfalfa response to cold stress by conjoint analysis of GWASs and DEmRNAs. A total of 223 DEmiRNAs, 1852 DElncRNAs, and 13 DEcircRNAs were identified under cold stress. Functional analysis indicates that they play important roles in GO terms such as leaf development (GO:0048366), DNA-binding transcription factor activity (GO:0003700), central vacuole (GO:0042807), response to auxin (GO:0009733), and water channel activity (GO:0015250), as well as in KEGG pathways such as plant hormone signal transduction, starch and sucrose metabolism, and flavone and flavonol biosynthesis (ko00944). A ceRNA network comprising 28 DElncRNAs, 8 DEcircRNAs, 11 DEmiRNAs, and 23 DEmRNA triplets was constructed. In this study, mRNAs and ncRNAs were identified that may be involved in alfalfa’s response to cold stress, and a ceRNA regulatory network related to cold stress was established, providing valuable genic resources for further research on the molecular mechanisms underlying alfalfa cold stress. Full article
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18 pages, 4197 KB  
Article
Decoding the RNA Regulatory Network in Medaka (Oryzias latipes) Spermatogenesis: Insights from a Germ Cell Reprogramming Model
by Manying Zhou, Jingjie Liang, Ke Lu, Yuewen Jiang, Yan Huang and Tiansheng Chen
Animals 2026, 16(3), 389; https://doi.org/10.3390/ani16030389 - 26 Jan 2026
Viewed by 377
Abstract
Spermatogenesis is a sophisticated process coordinated by germ cells and the somatic microenvironment. Circular RNAs (circRNAs), key components of competitive endogenous RNA (ceRNA) networks, form intricate post-transcriptional regulatory systems by sequestering microRNAs (miRNAs). However, the specific functions of these networks in spermatogenesis, particularly [...] Read more.
Spermatogenesis is a sophisticated process coordinated by germ cells and the somatic microenvironment. Circular RNAs (circRNAs), key components of competitive endogenous RNA (ceRNA) networks, form intricate post-transcriptional regulatory systems by sequestering microRNAs (miRNAs). However, the specific functions of these networks in spermatogenesis, particularly regarding the cell-intrinsic regulatory programs of germ cells, remain poorly understood. To address this, we utilized a unique foxl3 mutant model in medaka (Oryzias latipes), in which XX female germ cells spontaneously transdifferentiate into functional sperm within the ovarian somatic environment. This model enables the functional enrichment of core spermatogenic programs largely independent of male-specific somatic cues. Through whole-transcriptome sequencing and bioinformatic analysis, we identified 58 key circRNAs, 27 core miRNAs, and 2965 mRNAs, and constructed a candidate ceRNA regulatory network mediated by six circRNAs. Under genetically consistent conditions, this study elucidated a putative ceRNA network directly involved in the germ cell-dominant initiation of spermatogenesis, suggesting an essential role of these networks in germ cell fate determination. These findings provide new insights into the regulatory mechanisms of teleost spermatogenesis and offer valuable molecular targets for advancing reproductive medicine and improving breeding efficiency in aquaculture. Full article
(This article belongs to the Section Animal Reproduction)
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21 pages, 7410 KB  
Article
Molecular Network Analysis of HBV Persistent Infection from the Perspective of Whole Transcriptome
by Qiuping Chen, Congying Tang, Haiyang Hu, Yichen Peng, Jibin Liu, Peijie Wu, Quansheng Feng, Yuming Jiang and Baixue Li
Biomolecules 2025, 15(12), 1678; https://doi.org/10.3390/biom15121678 - 1 Dec 2025
Viewed by 740
Abstract
(1) Background: After HBV infection, viral transcripts and host RNA form a multi-layered interwoven regulatory network. However, a comprehensive map encompassing mRNA, miRNA, lncRNA, and circRNA is still lacking. This absence complicates the systematic explanation of the molecular mechanisms driving immune escape and [...] Read more.
(1) Background: After HBV infection, viral transcripts and host RNA form a multi-layered interwoven regulatory network. However, a comprehensive map encompassing mRNA, miRNA, lncRNA, and circRNA is still lacking. This absence complicates the systematic explanation of the molecular mechanisms driving immune escape and metabolic reprogramming during the persistent infection stage. (2) Methods: In this study, we established a mouse model of chronic HBV infection and analyzed the differential expression of mRNA, miRNA, lncRNA, and circRNA through whole transcriptome sequencing (WTS). We constructed a competing endogenous RNA (ceRNA) network to systematically evaluate the overall impact of HBV on the host’s immune-metabolic pathways. (3) Results: RNA sequencing results indicated that HBV infection significantly up-regulated 194 mRNAs, 18 miRNAs, 184 lncRNAs, and 28 circRNAs, while down-regulating 42, 16, 122, and 31 corresponding transcripts, respectively. The differentially expressed genes were primarily enriched in pathways related to metabolism, immunity/inflammation, and signal transduction-ligand receptor interactions. Furthermore, the competitive endogenous RNA networks of lncRNA-miRNA-mRNA and circRNA-miRNA-mRNA constructed on this basis further identified miR-185-3p as a key core node. (4) Conclusions: In this study, based on whole transcriptome data, the gene expression profiles of rcccDNA/Ad-infected Alb-Cre transgenic mice (chronic HBV infection model) and normal Alb-Cre mice were systematically compared, and the core regulatory factor miR-185-3p of key differentially expressed genes was screened. The microRNA is expected to provide a new target for the precise treatment of chronic hepatitis B by targeted intervention of viral replication and high liver inflammation. Full article
(This article belongs to the Special Issue Application of Bioinformatics in Medicine)
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53 pages, 1390 KB  
Review
Non-Coding RNA in Type 2 Diabetes Cardio–Renal Complications and SGLT2 Inhibitor Response
by Elena Rykova, Elena Shmakova, Igor Damarov, Tatiana Merkulova and Julia Kzhyshkowska
Int. J. Mol. Sci. 2025, 26(22), 11198; https://doi.org/10.3390/ijms262211198 - 19 Nov 2025
Cited by 1 | Viewed by 1799
Abstract
Type 2 diabetes mellitus (T2DM) is characterized by an uncontrolled increase in blood glucose levels and insulin resistance in cells of various tissues. Vascular complications in T2DM have an inflammatory nature. Drugs with different mechanisms of action have been developed and used to [...] Read more.
Type 2 diabetes mellitus (T2DM) is characterized by an uncontrolled increase in blood glucose levels and insulin resistance in cells of various tissues. Vascular complications in T2DM have an inflammatory nature. Drugs with different mechanisms of action have been developed and used to treat T2DM, initially aimed at controlling blood glucose levels. Among them, sodium-glucose cotransporter 2 inhibitors (SGLT2-i) were developed as specific inhibitors of glucose reabsorption in the kidneys, but along with lowering blood glucose levels, they demonstrated multiple (including non-glycemic) positive effects in the treatment of T2DM related to their beneficial effects on the immune system. SGLT2 inhibitors can reduce the risk of diabetic cardiomyopathy (DCM) and chronic kidney disease (CKD) development in patients with and without diabetes. SGLT2-is improve cardio-renal complications through a number of signaling pathways, including those dependent on the involvement of non-coding RNAs (ncRNAs) and their targets. The best-studied classes of ncRNAs are microRNAs, which are short (less than 200 bases) RNAs (miRNAs), long non-coding RNAs (lncRNAs) (more than 200 bases), and circular RNAs (circRNAs). The regulatory effect of ncRNAs has broad physiological significance, and changes in the ncRNAs’ expression are associated with the pathogenesis of different diseases, including T2DM. RNA-seq allows the construction of networks of interactions of lncRNA/circRNA-miRNA-mRNA called competitive endogenous RNA (ceRNA) networks, to identify clinically significant molecular markers, to improve the mechanistic understanding of pathogenesis, and to contribute to the development of new diagnostics and therapies. Our review summarizes the role of non-coding RNA in the action of SGLT2 inhibitors in cardio-renal complications in T2DM. We focus on methods of detection, genetics, and the effects of non-coding RNA. Specific attention is given to the role of non-coding RNAs in the inflammatory reactions of innate immune cells in relation to the SGLT2 inhibitors. Full article
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12 pages, 2619 KB  
Article
Elucidating Circular Ribonucleic Acid Mechanisms Associated with Splicing Factor 3 Inhibition in Cervical Cancer
by Amahle Nyalambisa, Babatunde Adebola Alabi, Zodwa Dlamini and Rahaba Marima
Int. J. Mol. Sci. 2025, 26(22), 10883; https://doi.org/10.3390/ijms262210883 - 10 Nov 2025
Viewed by 671
Abstract
Cervical cancer (CCa) is the fourth leading cause of cancer-related deaths among women worldwide, with nearly 90% of cases in low- and middle-income countries, especially in Sub-Saharan Africa. This study explores the roles of circular ribonucleic acids (circRNAs), hsa_circ_0001038 and circRNA_400029, and [...] Read more.
Cervical cancer (CCa) is the fourth leading cause of cancer-related deaths among women worldwide, with nearly 90% of cases in low- and middle-income countries, especially in Sub-Saharan Africa. This study explores the roles of circular ribonucleic acids (circRNAs), hsa_circ_0001038 and circRNA_400029, and the impact of the serine/arginine-rich splicing factor 3 (SRSF3) inhibitor, theophylline, in CCa cell lines. We utilized cell cycle fluorescence-activated cell sorting (FACS) and Annexin V/propidium iodide (PI) assays to evaluate theophylline’s effects on SiHa and C33A cell lines. Results showed S-phase arrest in SiHa and G2/M arrest in C33A, with significant cytotoxic effects indicated by apoptosis analysis. Using CircAtlas, we identified micro ribonucleic acids (miRNAs) binding to hsa_circ_0001038, particularly miR-205-5p, which has a tumour-suppressive role. miRTarBase identified miR-16-5p as a key interacting miRNA for circRNA_400029. We constructed a competing endogenous ribonucleic acid (ceRNA) network, revealing multiple miRNA targets. Pathway analysis via the Kyoto Encyclopedia of Genes and Genomes (KEGG) highlighted critical signalling pathways involved in CCa oncogenesis. In conclusion, theophylline demonstrates cytotoxicity in CCa cells, suggesting its potential for repurposing in CCa theranostics, though further optimization is necessary. Full article
(This article belongs to the Section Molecular Oncology)
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20 pages, 3172 KB  
Article
Differential Expression of Circular RNAs in Rat Brain Regions with Various Degrees of Damage After Ischemia–Reperfusion
by Ivan V. Mozgovoy, Ekaterina V. Tsareva, Alina E. Denisova, Vasily V. Stavchansky, Leonid V. Gubsky, Lyudmila V. Dergunova, Svetlana A. Limborska and Ivan B. Filippenkov
Int. J. Mol. Sci. 2025, 26(21), 10555; https://doi.org/10.3390/ijms262110555 - 30 Oct 2025
Cited by 1 | Viewed by 731
Abstract
Circular RNAs (circRNAs) are non-coding RNAs that can significantly influence the regulation of gene expression in health and disease, including ischemic stroke. We identified 597 differentially expressed circRNAs (DECs) (fold change > 1.5; Padj < 0.05) in the striatum region encompassing the ischemic [...] Read more.
Circular RNAs (circRNAs) are non-coding RNAs that can significantly influence the regulation of gene expression in health and disease, including ischemic stroke. We identified 597 differentially expressed circRNAs (DECs) (fold change > 1.5; Padj < 0.05) in the striatum region encompassing the ischemic lesion and penumbra 24 h after ischemia–reperfusion injury (tMCAO) in rats, according to high-throughput RNA sequencing data (RNA-Seq). The DECs predominantly increased expression levels relative to those in sham-operated animals. In this study, we also compared these data with DECs we previously identified in the frontal cortex region containing the penumbra and healthy tissue. Furthermore, we bioinformatically constructed a network of competitive circRNA-microRNA-mRNA interactions characterizing the possible functions of DECs in brain areas with varying degrees of ischemic injury. We found that in both tissues, the identified DECs were involved in regulating the expression of genes associated with inflammation and neurotransmission. Moreover, in the striatum, most DECs decreased their expression, while in the frontal cortex, most DECs increased their expression. Thus, we demonstrated different circRNA activities in brain areas with varying degrees of injury. This result may indicate a role for these molecules in regulating brain cell responses, including those important for functional recovery after cerebral ischemia. Full article
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16 pages, 7302 KB  
Article
circRNA Profiling Reveals Regulatory Networks Underlying Gonadal Differentiation in Nile Tilapia (Oreochromis niloticus)
by Mengfan Wu, Shangqi Li, Shen Huang, Wenzheng Sun, Xingxing Guo, Yanbin Zhang, Yiyun Du, You Wu, Linyan Zhou and Jian Xu
Fishes 2025, 10(10), 493; https://doi.org/10.3390/fishes10100493 - 2 Oct 2025
Viewed by 880
Abstract
The Nile tilapia (Oreochromis niloticus), a key aquaculture species, displays marked sexual growth dimorphism, with males growing faster than females. This process is governed by intricate interactions between antagonistic regulators, including transcription factors, growth factors, and steroid hormones, operating through sex-specific [...] Read more.
The Nile tilapia (Oreochromis niloticus), a key aquaculture species, displays marked sexual growth dimorphism, with males growing faster than females. This process is governed by intricate interactions between antagonistic regulators, including transcription factors, growth factors, and steroid hormones, operating through sex-specific developmental pathways. While circular RNAs (circRNAs) are known to modulate gene expression by sponging microRNAs (miRNAs), their role in teleost sex differentiation remains poorly understood. To address this gap, we profiled circRNA expression in tilapia gonads by constructing six circRNA libraries from testes and ovaries of 180 days after hatching (dah) fish, followed by high-throughput sequencing. We identified 6564 gonadal circRNAs distributed across all 22 linkage groups, including 226 differentially expressed circRNAs (DECs; 108 testis-biased, 118 ovary-biased). Functional enrichment analysis linked their host genes to critical pathways such as cAMP signaling, cell adhesion molecules, and—notably—sexual differentiation processes (e.g., estrogen signaling, oocyte meiosis, and steroid hormone biosynthesis). Furthermore, we deciphered competing endogenous RNA (ceRNA) networks, uncovering circRNA–miRNA–mRNA interactions targeting germ cell determinants, sex-specific transcription factors, and steroidogenic enzymes. This study provides the first systematic exploration of circRNA involvement in tilapia sex differentiation and gonadal differentiation, offering novel insights into the post-transcriptional regulation of sexual dimorphism. Our findings advance the understanding of circRNA biology in fish and establish a framework for future studies on aquaculture species with similar reproductive strategies. Full article
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29 pages, 12967 KB  
Article
Integrative Analysis of Differentially Expressed miRNAs and Noncoding RNA Networks Reveals Molecular Mechanisms Underlying Metritis in Postpartum Dairy Cows
by Ramanathan Kasimanickam, Joao Ferreira and Vanmathy Kasimanickam
Curr. Issues Mol. Biol. 2025, 47(8), 643; https://doi.org/10.3390/cimb47080643 - 11 Aug 2025
Viewed by 1331
Abstract
Postpartum metritis in dairy cows compromises reproductive performance and leads to substantial economic losses. This study investigated the molecular mechanisms underlying metritis by integrating high-throughput circulating microRNA (miRNA) profiling with systems-level bioinformatics. Previously, 30 differentially expressed miRNAs, 16 upregulated and 14 downregulated, were [...] Read more.
Postpartum metritis in dairy cows compromises reproductive performance and leads to substantial economic losses. This study investigated the molecular mechanisms underlying metritis by integrating high-throughput circulating microRNA (miRNA) profiling with systems-level bioinformatics. Previously, 30 differentially expressed miRNAs, 16 upregulated and 14 downregulated, were identified in metritis-affected cows compared to healthy controls. Building on these findings, this study predicted miRNA target genes and constructed regulatory networks involving miRNAs, mRNAs, circRNAs, lncRNAs, and snRNAs, alongside protein–protein interaction networks. Functional annotation and KEGG pathway analysis revealed that upregulated miRNAs influenced genes involved in immune activation, apoptosis, and metabolism, while downregulated miRNAs were associated with angiogenesis, immune suppression, and tissue repair. Hub genes such as AKT3, VEGFA, and HIF1A were central to immune and angiogenic signaling, whereas UBE3A and ZEB1 were linked to immune inhibition. Interferon-stimulated genes (e.g., ISG15, RSAD2, CXCL chemokines) were shown to regulate solute carriers, contributing to immune dysregulation. Key pathways included PI3K-Akt, NF-κB, JAK-STAT, insulin resistance, and T cell receptor signaling. Noncoding RNAs such as NEAT1, KCNQ1OT1, and XIST, along with miRNAs like bta-miR-15b and bta-miR-148a, emerged as pro-inflammatory regulators, while bta-miR-199a-3p appeared to exert immunosuppressive effects. These findings offer new insights into the complex regulatory networks driving metritis and suggest potential targets for improving fertility in dairy cows. Full article
(This article belongs to the Section Biochemistry, Molecular and Cellular Biology)
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15 pages, 441 KB  
Review
Direct circRNA-mRNA Binding Controls mRNA Fate: A New Mechanism for circRNAs
by Raffaele Garraffo and Manuel Beltran Nebot
Non-Coding RNA 2025, 11(4), 53; https://doi.org/10.3390/ncrna11040053 - 18 Jul 2025
Cited by 2 | Viewed by 2417
Abstract
Circular RNAs (circRNAs) are covalently closed RNA molecules generated through a non-canonical splicing event known as back-splicing. This particular class of non-coding RNAs has attracted growing interest due to its evolutionary conservation across eukaryotes, high expression in the central nervous system, and frequent [...] Read more.
Circular RNAs (circRNAs) are covalently closed RNA molecules generated through a non-canonical splicing event known as back-splicing. This particular class of non-coding RNAs has attracted growing interest due to its evolutionary conservation across eukaryotes, high expression in the central nervous system, and frequent dysregulation in various pathological conditions, including cancer. Traditionally, circRNAs have been characterised by their ability to function as microRNA (miRNA) and protein sponges. However, recent discoveries from multiple research groups have uncovered a novel and potentially transformative mechanism of action: the direct interaction of circRNAs with messenger RNAs (mRNAs) to regulate their fate. These interactions can influence mRNA stability and translation, revealing a new layer of post-transcriptional gene regulation. In this review, we present and analyse the latest evidence supporting the emerging role of circRNAs in diverse biological contexts. We highlight the growing body of research demonstrating circRNA-mRNA interactions as a functional regulatory mechanism and explore their involvement in key physiological and pathophysiological processes. Understanding this novel mechanism expands our knowledge of RNA-based regulation and opens new opportunities for therapeutic strategies targeting circRNA-mRNA networks in human disease. Full article
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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
Cited by 3 | Viewed by 1588
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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35 pages, 15694 KB  
Article
Regulatory RNA Networks in Ovarian Follicular Cysts in Dairy Cows: Implications for Human Polycystic Ovary Syndrome
by Ramanathan Kasimanickam, Vanmathy Kasimanickam, Joao Ferreira, John Kastelic and Fabiana de Souza
Genes 2025, 16(7), 791; https://doi.org/10.3390/genes16070791 - 30 Jun 2025
Cited by 2 | Viewed by 1917
Abstract
Background/Objectives: Ovarian follicular cysts (OFCs) in dairy cows represent a significant cause of infertility and share striking similarities with polycystic ovary syndrome (PCOS) in women. This study aimed to elucidate the molecular mechanisms underlying OFCs and their relevance to PCOS by profiling [...] Read more.
Background/Objectives: Ovarian follicular cysts (OFCs) in dairy cows represent a significant cause of infertility and share striking similarities with polycystic ovary syndrome (PCOS) in women. This study aimed to elucidate the molecular mechanisms underlying OFCs and their relevance to PCOS by profiling differentially expressed (DE) microRNAs (miRNAs) and constructing integrative RNA interaction networks. Methods: Expression analysis of 84 bovine miRNAs was conducted in antral follicular fluid from normal and cystic follicles using miScript PCR arrays. Bioinformatic tools including miRBase, miRNet, and STRING were employed to predict miRNA targets, construct protein–protein interaction networks, and perform gene ontology and KEGG pathway enrichment. Network analyses integrated miRNAs with coding (mRNAs) and non-coding RNAs (circRNAs, lncRNAs, snRNAs). Results: Seventeen miRNAs were significantly dysregulated in OFCs, including bta-miR-18a, bta-miR-30e-5p, and bta-miR-15b-5p, which were associated with follicular arrest, insulin resistance, and impaired steroidogenesis. Upregulated miRNAs such as bta-miR-132 and bta-miR-145 correlated with inflammation, oxidative stress, and intrafollicular androgen excess. Key regulatory lncRNAs such as Nuclear Enriched Abundant Transcript 1 (NEAT1), Potassium Voltage-Gated Channel Subfamily Q Member 1 Opposite Strand/Antisense Transcript 1 (KCNQ1OT1), Taurine-Upregulated 1 (TUG1), and X Inactive Specific Transcript (XIST), as well as circRNA/pseudogene hubs, were identified, targeting pathways involved in metabolism, inflammation, steroidogenesis, cell cycle, and apoptosis. Conclusions: The observed transcriptomic changes mirror core features of human PCOS, supporting the use of bovine OFCs as a comparative model. These findings provide novel insights into the regulatory RNA networks driving ovarian dysfunction and suggest potential biomarkers and therapeutic targets for reproductive disorders. This network-based approach enhances our understanding of the complex transcriptomic landscape associated with follicular pathologies in both cattle and women. Full article
(This article belongs to the Section Animal Genetics and Genomics)
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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 1443
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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17 pages, 7189 KB  
Article
Circ_0011446 Regulates Intramuscular Adipocyte Differentiation in Goats via the miR-27a-5p/FAM49B Axis
by Jian-Mei Wang, Jin-Shi Lv, Ke-Han Liu, Yan-Yan Li, Jiang-Jiang Zhu, Yan Xiong, Yong Wang and Ya-Qiu Lin
Int. J. Mol. Sci. 2025, 26(5), 2294; https://doi.org/10.3390/ijms26052294 - 5 Mar 2025
Viewed by 1367
Abstract
Intramuscular fat (IMF), or marbling, is a critical indicator of goat meat quality. Non-coding RNAs play a key role in the formation and deposition of IMF in vertebrates by regulating genes involved in its synthesis, degradation, and transport. The competing endogenous RNA (ceRNA) [...] Read more.
Intramuscular fat (IMF), or marbling, is a critical indicator of goat meat quality. Non-coding RNAs play a key role in the formation and deposition of IMF in vertebrates by regulating genes involved in its synthesis, degradation, and transport. The competing endogenous RNA (ceRNA) hypothesis identifies circular RNAs (circRNAs) as natural “sponges” for microRNAs (miRNAs). However, the precise mechanisms of circRNAs in goat IMF remain poorly understood. In the current study, we utilized existing sequencing data to construct a ceRNA regulatory network associated with intramuscular adipogenesis and fat deposition in goats. Our goal was to elucidate the post-transcriptional regulatory mechanism of family with sequence similarity 49 member B (FAM49B). Functionally, FAM49B was found to inhibit the differentiation of intramuscular preadipocytes and to directly interact with miR-27a-5p. Mechanistically, dual-luciferase reporter assays and quantitative real-time PCR (qRT-PCR) confirmed the interaction between circ0011446 and miR-27a-5p. Circ0011446 enhanced the expression of FAM49B mRNA and protein through post-transcriptional regulation. As a ceRNA, circ0011446 competitively binds miR-27a-5p, preventing miR-27a-5p from degrading FAM49B. In conclusion, our findings demonstrate that circ0011446 suppresses goat adipogenic differentiation of intramuscular preadipocytes by regulating the expression of the downstream target gene FAM49B through miR-27a-5p sequestration. This study provides a reference for goat meat quality or livestock breeding. Full article
(This article belongs to the Section Molecular Biology)
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28 pages, 3134 KB  
Article
Identification and Network Construction of mRNAs, miRNAs, lncRNAs, and circRNAs in Sweetpotato (Ipomoea batatas L.) Adventitious Roots Under Salt Stress via Whole-Transcriptome RNA Sequencing
by Bo Jiang, Yuxia Li, Jun Shi, Dagaga Dibaba Chalasa, Lei Zhang, Shaoyuan Wu and Tao Xu
Int. J. Mol. Sci. 2025, 26(4), 1660; https://doi.org/10.3390/ijms26041660 - 15 Feb 2025
Cited by 5 | Viewed by 1989
Abstract
Sweetpotato is the seventh largest crop worldwide, and soil salinization is a major environmental stress limiting its yield. Recent studies have shown that noncoding RNAs (ncRNAs) play important regulatory roles in plant responses to abiotic stress. However, ncRNAs in sweetpotato remain largely unexplored. [...] Read more.
Sweetpotato is the seventh largest crop worldwide, and soil salinization is a major environmental stress limiting its yield. Recent studies have shown that noncoding RNAs (ncRNAs) play important regulatory roles in plant responses to abiotic stress. However, ncRNAs in sweetpotato remain largely unexplored. This study analyzed the characteristics of salt-responsive ncRNAs in sweetpotato adventitious roots under salt stress via whole-transcriptome RNA sequencing. The results revealed that 3175 messenger RNAs (mRNAs), 458 microRNAs (miRNAs), 544 long-chain ncRNAs (lncRNAs), and 23 circular RNAs (circRNAs) were differentially expressed. Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis revealed that most differentially expressed mRNAs (DEmRNAs) and miRNAs (DEmiRNAs) were enriched primarily in phenylpropanoid biosynthesis, starch and sucrose metabolism, the Mitogen-Activated Protein Kinase (MAPK) signaling pathway, plant hormone signal transduction, the mRNA surveillance pathway, and ATP-binding cassette (ABC) transporters. Gene Ontology (GO) enrichment analysis revealed that the majority of DEmRNAs, their target DEmiRNAs, and differentially expressed lncRNAs (DElncRNAs) were associated with the cell wall, oxidation–reduction, the plasma membrane, protein phosphorylation, metabolic processes, transcription factor activity, and the regulation of transcription. Additionally, based on the competitive endogenous RNA (ceRNA) hypothesis, we predicted interactions among different RNAs and constructed a salt-responsive ceRNA network comprising 22 DEmiRNAs, 42 DEmRNAs, 27 DElncRNAs, and 10 differentially expressed circRNAs (DEcircRNAs). Some miRNAs, such as miR408, miR169, miR160, miR5139, miR5368, and miR6179, were central to the network, suggesting their crucial roles in the sweetpotato salt response. Our findings provide a foundation for further research into the potential functions of ncRNAs and offer new targets for salt stress resistance improvement through the manipulation of ncRNAs. Full article
(This article belongs to the Special Issue Molecular Mechanisms of Plant Abiotic Stress Tolerance: 2nd Edition)
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