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Keywords = mRNA-miRNA regulatory network

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31 pages, 5243 KB  
Article
Conserved Blood Transcriptome Patterns Highlight microRNA and Hub Gene Drivers of Neurodegeneration
by Jhyme Lou O. De La Cerna, Nicholas Dale D. Talubo, Brian Harvey Avanceña Villanueva, Po-Wei Tsai and Lemmuel L. Tayo
Genes 2025, 16(10), 1178; https://doi.org/10.3390/genes16101178 - 10 Oct 2025
Viewed by 287
Abstract
Background/Objectives: Neurodegenerative diseases (NDs) such as Alzheimer’s (AD), Parkinson’s (PD), Huntington’s (HD), and Amyotrophic Lateral Sclerosis (ALS) are clinically distinct but share overlapping molecular mechanisms. Methods: To identify conserved systemic signatures, we analyzed blood RNA-Seq datasets using Weighted Gene Co-Expression Network Analysis [...] Read more.
Background/Objectives: Neurodegenerative diseases (NDs) such as Alzheimer’s (AD), Parkinson’s (PD), Huntington’s (HD), and Amyotrophic Lateral Sclerosis (ALS) are clinically distinct but share overlapping molecular mechanisms. Methods: To identify conserved systemic signatures, we analyzed blood RNA-Seq datasets using Weighted Gene Co-Expression Network Analysis (WGCNA), differential expression, pathway enrichment, and miRNA–mRNA network mapping. Results: Two modules, the red and turquoise, showed strong preservation across diseases. The red module was enriched for cytoskeletal and metabolic regulation, while the turquoise module involved immune, stress-response, and proteostatic pathways. Discussion: Key hub genes, such as HMGCR, ACTR2, MYD88, PTEN, EP300, and regulatory miRNAs like miR-29, miR-132, and miR-146a, formed interconnected networks reflecting shared molecular vulnerabilities. The absence of classical heat shock proteins in preserved blood modules highlights tissue-specific expression differences between blood and neural systems. Several hub genes overlap with known pharmacological targets, suggesting potential in translational relevance. Conclusions: Together, these findings reveal conserved blood-based transcriptional modules that suggest parallel central neurodegenerative processes and may support future biomarker development and possible therapeutic exploration. Full article
(This article belongs to the Section Neurogenomics)
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22 pages, 3777 KB  
Article
Comparative Transcriptomics Reveals Novel and Differential Circular RNA Responses Underlying Interferon-Mediated Antiviral Regulation in Porcine Alveolar Macrophages
by Jiuyi Li, Oluwaseun Adeyemi, Laura C. Miller and Yongming Sang
Viruses 2025, 17(10), 1307; https://doi.org/10.3390/v17101307 - 27 Sep 2025
Viewed by 343
Abstract
Porcine Reproductive and Respiratory Syndrome (PRRS) causes significant economic losses in the swine industry. Circular RNAs (circRNAs), a class of stable non-coding RNAs, are increasingly recognized as regulators in immune responses and host–virus interactions. This study investigated the genome-wide circRNA responses in porcine [...] Read more.
Porcine Reproductive and Respiratory Syndrome (PRRS) causes significant economic losses in the swine industry. Circular RNAs (circRNAs), a class of stable non-coding RNAs, are increasingly recognized as regulators in immune responses and host–virus interactions. This study investigated the genome-wide circRNA responses in porcine alveolar macrophages (PAMs), key cell targets of PRRSV, following treatment with a modified live virus (MLV) vaccine or two interferon (IFN) subtypes (IFN-α1, IFN-ω5). Using RNA sequencing, we identified over 1000 differentially expressed circRNAs across treatment groups, revealing both conserved and distinct expression profiles. Gene Ontology and KEGG pathway analyses indicated that circRNA-associated genes are significantly enriched in immune-related processes and pathways, including cytokine signaling and antiviral defense. Notably, IFN-ω5 treatment induced a pronounced circRNA response, aligning with its potent antiviral activity. We further explored the regulatory potential of these circRNAs by predicting miRNA binding sites, revealing complex circRNA-miRNA interaction networks. Additionally, we assessed the coding potential of differentially expressed circRNAs by identifying open reading frames (ORFs), internal ribosome entry sites (IRESs), and N6-methyladenosine (m6A) modification sites, suggesting a subset may undergo non-canonical translation. These findings provide a comprehensive landscape of circRNA expression in PAMs under different antiviral conditions, highlighting their potential roles as immune regulators and novel players in interferon-mediated antiviral responses, particularly downstream of IFN-ω5. This work contributes to understanding the non-coding RNA landscape in the PRRSV-swine model and suggests circRNAs as potential targets for future antiviral strategies. Full article
(This article belongs to the Special Issue Host Cell-Virus Interaction, 4th Edition)
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30 pages, 680 KB  
Review
The Hidden Regulators: MicroRNAs in Pediatric Heart Development and Disease
by Adam Kozik, Michał Piotrowski, Julia Izabela Karpierz, Mariusz Kowalewski and Jakub Batko
J. Clin. Med. 2025, 14(19), 6833; https://doi.org/10.3390/jcm14196833 - 26 Sep 2025
Viewed by 259
Abstract
The development and function of the heart are governed by a highly coordinated network of regulatory mechanisms, among which miRNAs play a central role. These small, non-coding molecules modulate gene expression predominantly through mRNA degradation. This narrative review aims to summarize current knowledge [...] Read more.
The development and function of the heart are governed by a highly coordinated network of regulatory mechanisms, among which miRNAs play a central role. These small, non-coding molecules modulate gene expression predominantly through mRNA degradation. This narrative review aims to summarize current knowledge about biogenesis, its impact on heart development and function, and its clinical implications in pediatric cardiology. We discuss how specific miRNAs contribute to shaping the normal heart and influencing the pathogenesis of congenital malformations. Furthermore, we review disease-specific miRNA signatures identified in the most common congenital heart defects and some acquired diseases, including hypoplastic left heart syndrome (HLHS), tetralogy of Fallot (TOF), bicuspid aortic valve (BAV), septation defects, cardiomyopathies, arrhythmias, and myocarditis. Many studies indicate that circulating and tissue miRNAs can become non-invasive biomarkers for early diagnosis and disease monitoring. Experimental data suggest their potential use in treatment despite many delivery and safety challenges. However, further research is necessary to fully exploit the potential of miRNAs and effectively translate these findings into clinical practice in pediatric cardiology. Full article
(This article belongs to the Section Cardiology)
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17 pages, 4323 KB  
Article
Dysregulation of miRNAs in Sicilian Patients with Huntington’s Disease
by Michele Salemi, Francesca Antonia Schillaci, Maria Grazia Salluzzo, Giovanna Marchese, Giovanna Maria Ventola, Concetta Simona Perrotta, Vincenzo Di Stefano, Giuseppe Lanza and Raffaele Ferri
Diagnostics 2025, 15(19), 2454; https://doi.org/10.3390/diagnostics15192454 - 25 Sep 2025
Viewed by 303
Abstract
Background/Objectives: Huntington’s disease (HD) is an autosomal dominant neurodegenerative disorder caused by a CAG nucleotide repeat expansion in the Huntingtin (HTT) gene. Dysregulation of microRNAs (miRNAs), key post-transcriptional regulators of gene expression, has been implicated in HD pathogenesis, although their [...] Read more.
Background/Objectives: Huntington’s disease (HD) is an autosomal dominant neurodegenerative disorder caused by a CAG nucleotide repeat expansion in the Huntingtin (HTT) gene. Dysregulation of microRNAs (miRNAs), key post-transcriptional regulators of gene expression, has been implicated in HD pathogenesis, although their specific roles remain incompletely understood. Methods: Peripheral blood mononuclear cells from Sicilian HD patients and matched healthy controls were subjected to small RNA sequencing. Differential expression analysis was conducted using DESeq2 (version 1.44.0), with significance defined as |fold change| ≥ 1.5 and adjusted p ≤ 0.05. Ingenuity Pathway Analysis (IPA) was applied to assess functional enrichment, focusing on neurological diseases, inflammatory processes, and miRNA–RNA messenger (mRNA) interaction networks. Results: A total of 790 differentially expressed miRNAs were identified in HD patients (270 upregulated and 520 downregulated). IPA revealed enrichment in pathways related to organismal injury, neurological disease, and inflammatory responses. Four major regulatory networks linked differentially expressed miRNAs to neurodegenerative processes, with target genes involved in neuroinflammation, cellular stress responses, and metabolic dysfunction. Cross-referencing with previous RNA-seq data identified 5721 high-confidence miRNA–mRNA interactions, implicating 721 target genes across 54 key canonical pathways. Conclusions: HD patients exhibit a distinct and reproducible peripheral blood miRNA expression signature. These dysregulated miRNAs may represent accessible biomarkers and provide mechanistic insights into HD pathogenesis, with potential applications for diagnosis, prognosis, and therapeutic development. Full article
(This article belongs to the Special Issue Neurological Diseases: Biomarkers, Diagnosis and Prognosis)
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18 pages, 5195 KB  
Article
Key Common Genes with LTF and MMP9 Between Sepsis and Relapsed B-Cell Lineage Acute Lymphoblastic Leukemia in Children
by Ying-Ping Xiao, Yu-Cai Cheng, Chun Chen, Hong-Man Xue, Mo Yang and Chao Lin
Biomedicines 2025, 13(9), 2307; https://doi.org/10.3390/biomedicines13092307 - 20 Sep 2025
Viewed by 279
Abstract
Background: Pediatric sepsis is a life-threatening disease that is associated with the progression of acute lymphoblastic leukemia (ALL) and the recurrence of B-cell ALL (B-ALL). Although previous studies have reported a partial association between sepsis and ALL, there is limited research on the [...] Read more.
Background: Pediatric sepsis is a life-threatening disease that is associated with the progression of acute lymphoblastic leukemia (ALL) and the recurrence of B-cell ALL (B-ALL). Although previous studies have reported a partial association between sepsis and ALL, there is limited research on the shared genes between pediatric sepsis and relapsed B-ALL. This study aims to further elucidate the more comprehensive and novel common genetic factors and molecular pathways between the two diseases. Methods: Gene expression datasets pertaining to pediatric sepsis (GSE13904, GSE80496) and relapsed B-ALL (GSE3910, GSE28460) were retrieved from the Gene Expression Omnibus database for this retrospective analysis. The initial analysis identified differentially expressed genes common to both pediatric sepsis and relapsed B-ALL. Subsequent investigations employed three complementary approaches: protein–protein interaction networks, molecular complex detection (MCODE) clustering functions, and support vector machine recursive feature elimination model to separately identify the diagnostic biomarkers for each condition. Importantly, key common genes were identified by overlapping the diagnostic genes for pediatric sepsis and relapsed B-ALL. Further characterization involved comprehensive functional analysis through the Metascape platform, construction of transcription factor (TF)-mRNA-microRNA (miRNA) networks, drug prediction, and molecular docking to explore their biological significance and potential therapeutic targets. Results: Comparative analysis of pediatric sepsis-related and relapsed B-ALL-related datasets revealed two shared genetic markers, lactotransferrin (LTF) and matrix metallopeptidase 9 (MMP9), exhibiting diagnostic significance and consistent upregulation in both disease groups. Transcriptional regulatory network analysis identified specificity protein 1 (SP1) as the principal transcription factor capable of coregulating LTF and MMP9 expression. In addition, molecular docking demonstrated high-affinity interactions between curcumin and MMP9 (−7.18 kcal/mol) as well as reserpine and LTF (−5.4 kcal/mol), suggesting their potential therapeutic utility for clinical evaluation. Conclusions: These findings elucidate the molecular pathogenesis involving LTF and MMP9 in pediatric sepsis and relapsed B-ALL, providing novel insights for clinical diagnosis and therapeutic development. Full article
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26 pages, 4310 KB  
Review
Intracellular Mis-Localization of Modified RNA Molecules and Non-Coding RNAs: Facts from Hematologic Malignancies
by Argiris Symeonidis, Argyri Chroni, Irene Dereki, Dionysios Chartoumpekis and Argyro Sgourou
Curr. Issues Mol. Biol. 2025, 47(9), 758; https://doi.org/10.3390/cimb47090758 - 14 Sep 2025
Viewed by 521
Abstract
The intracellular topography of RNA molecules, encompassing ribonucleotides with biochemical modifications, such as N6-methyladenosine (m6A), 5-methylcytosine (m5C), adenosine to inosine (A → I) editing, and isomerization of uridine to pseudouridine (Ψ), as well as of non-coding RNA molecules, is currently studied within the [...] Read more.
The intracellular topography of RNA molecules, encompassing ribonucleotides with biochemical modifications, such as N6-methyladenosine (m6A), 5-methylcytosine (m5C), adenosine to inosine (A → I) editing, and isomerization of uridine to pseudouridine (Ψ), as well as of non-coding RNA molecules, is currently studied within the frame of the epigenome. Circulating RNA molecules in the intracellular space that have incorporated information by carrying specific modifications depend on the balanced activity and correct subcellular installation of their modifying enzymes, the “writers”, “readers” and “erasers”. Modifications are critical for RNA translocation from the nucleus to the cytoplasm, for stability and translation efficiency, and for other, still-uncovered functions. Moreover, trafficking of non-coding RNA molecules depends on membrane transporters capable of recognizing signal sequences and RNA recognition-binding proteins that can facilitate their transport to different intracellular locations, guiding the establishment of interconnection possibilities with different macromolecular networks. The potential of long non-coding RNAs to form multilayer molecular connections, as well as the differential topology of micro-RNAs in cell nuclei, compared to cytoplasm, has been recognized by several studies. The study of the intercellular compartmentalization of these molecules has recently become feasible thanks to technological progress; however, a wealth of information has not yet been produced that would lead to safe conclusions regarding non-coding RNA’s contributions to the early steps of pathogenesis and disease progression in hematological malignancies. Both, the bone marrow, as the main hematopoietic tissue, and the lymphoid tissues are composed of cells with highly reactive potential to signals affecting the epigenome and initiating cascade pathways in response. Independently or in combination with coexistent driver genetic mutations, especially mutations of enzymes involved in epigenomic surveillance, intracellular microenvironmental alterations within the cell nuclear, cytoplasmic, and mitochondrial compartments can lead to disorganization of hematopoietic stem cells’ epigenomes, promoting the generation of hematological malignancies. In this review, we discuss the various intracellular processes that, when disrupted, may result in the ectopic placement of RNA molecules, either inducing specific modifications or non-coding molecules or promoting hematological malignant phenotypes. The crosstalk between mitochondrial and nuclear genomes and the complex regulatory effects of mis-localized RNA molecules are highlighted. This research approach may constitute a field for new, more specifically targeted therapies in hematology based on RNA technology. Full article
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16 pages, 3149 KB  
Article
Integrated miRNA-mRNA Atlas Reveals Temperature-Graded Brain Neuroendocrine Adaptation to Cold Stress in Silvery Pomfret (Pampus argenteus)
by Danqing Yin and Xianhui Ning
Biology 2025, 14(9), 1265; https://doi.org/10.3390/biology14091265 - 13 Sep 2025
Viewed by 413
Abstract
Temperature stress is a major cause of mortality in aquaculture, yet the molecular mechanisms underlying cold adaptation in commercially important fish such as the silver pomfret (Pampus argenteus) remain poorly understood. In this study, we used integrated miRNA and mRNA transcriptomics [...] Read more.
Temperature stress is a major cause of mortality in aquaculture, yet the molecular mechanisms underlying cold adaptation in commercially important fish such as the silver pomfret (Pampus argenteus) remain poorly understood. In this study, we used integrated miRNA and mRNA transcriptomics to analyze brain tissue responses of silver pomfret under gradient cold exposure conditions (28 °C control, 18 °C moderate, 13 °C extreme). We identified 85 differentially expressed miRNAs (DEmiRs), with 22 altered under moderate cold and 68 altered in extreme cold, demonstrating that miRNA regulatory activity intensifies with decreasing temperature. Combined miRNA target prediction and expression correlation analysis revealed 8 and 247 differentially expressed target genes (DETGs), which formed cold-adaptive regulatory networks with corresponding DEmiRs. Functional analysis showed enrichment of pathways related to circadian rhythm (e.g., PER targeted by miR-429-y and miR-181-z), immunity (e.g., JUN-miR-10545-x cluster), and endocrine function (e.g., NHERF1-miR-181-z). Notably, miR-181-z was identified as a central regulatory hub, interacting with 13.2% nodes in BE network. Our study provides the first comprehensive miRNA-mRNA network resource for cold stress response in silver pomfret, offering valuable molecular biomarkers for breeding cold-resilient strains and enhancing sustainable aquaculture practices. Full article
(This article belongs to the Section Biochemistry and Molecular Biology)
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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 403
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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18 pages, 1822 KB  
Article
Transcriptomic Signatures of Mitochondrial Dysfunction in Autism: Integrated mRNA and microRNA Profiling
by Richard E. Frye, Zoe Hill, Shannon Rose, Sandra McCullough, Patricia A. Porter-Gill and Pritmohinder S. Gill
Genes 2025, 16(9), 1065; https://doi.org/10.3390/genes16091065 - 10 Sep 2025
Viewed by 732
Abstract
Background: Prior work established that about a third of ASD-derived LCLs show excessive mitochondrial respiration and stress vulnerability—features divergent from both controls and classical mitochondrial disease. This study explores how mRNA and microRNA (miRNA) expression profiles distinguish subtypes of autism spectrum disorder (ASD) [...] Read more.
Background: Prior work established that about a third of ASD-derived LCLs show excessive mitochondrial respiration and stress vulnerability—features divergent from both controls and classical mitochondrial disease. This study explores how mRNA and microRNA (miRNA) expression profiles distinguish subtypes of autism spectrum disorder (ASD) defined by mitochondrial function. Methods: Lymphoblastoid cell lines (LCLs) from boys with ASD were classified into two groups: those with abnormal (AD-A) and normal (AD-N) mitochondrial function. RNA-seq compared mRNA and miRNA expression differences. Results: 24 mRNA differentially expressed genes (DEGs) (14 downregulated, 10 upregulated in AD-N vs. AD-A) were identified, implicating processes such as mRNA processing, immune response, cancer biology, and crucially, mitochondrial and nuclear activities. Notably, genes such as DEPTOR (an mTOR modulator) were upregulated in AD-A, highlighting dysregulation in the mTOR pathway—a central regulator of cellular metabolism, protein synthesis, autophagy, and mitochondrial function. miRNA analysis revealed 18 differentially expressed miRNAs (DEMs) upregulated and one downregulated in AD-N compared to AD-A. Several miRNAs (including hsa-miR-1273h-3p, hsa-miR-197-3p, and hsa-miR-199a-5p) targeted both the differentially expressed genes and pathways previously linked to ASD, such as mTOR, Calmodulin Kinase II, and mitochondrial regulation. Enrichment analyses indicated involvement regulation of cell growth and division, gene expression, immune regulation and cellular stress as well as mTOR signaling. Conclusions: These molecular signatures support the idea that mitochondrial dysfunction in ASD is tied to specific disruptions in the mTOR and PI3K/AKT signaling axes, influencing cell growth, autophagy, oxidative stress handling, and neuronal metabolism. The findings highlight a miRNA-mRNA regulatory network that may underpin mitochondrial dysfunction and ASD heterogeneity, suggesting avenues for subtype-specific biomarkers and targeted therapies that address energy metabolism and cellular stress in ASD. Full article
(This article belongs to the Section Human Genomics and Genetic Diseases)
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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 458
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, 1898 KB  
Article
Radiation Modifies Let-7 miRNA Binding to AGO2 Independent of Changes in Transcription to Influence Tumor Cell Radiosensitivity
by Taqveema Ali, Charlotte Degorre and Philip J. Tofilon
Int. J. Mol. Sci. 2025, 26(17), 8483; https://doi.org/10.3390/ijms26178483 - 1 Sep 2025
Viewed by 583
Abstract
Alterations in gene expression induced by ionizing radiation (IR) were commonly explained by transcriptional activation. However, the weak correlation between mRNA and protein levels following IR indicates the significant role for post-transcriptional regulation. microRNAs (miRNAs) bound to AGO2 play a significant role in [...] Read more.
Alterations in gene expression induced by ionizing radiation (IR) were commonly explained by transcriptional activation. However, the weak correlation between mRNA and protein levels following IR indicates the significant role for post-transcriptional regulation. microRNAs (miRNAs) bound to AGO2 play a significant role in post-transcriptional regulation; however, their role in radiation response is not clear. miRNA sequencing was performed to analyze the miRNAome of glioma cells. The effect of IR on Let-7 miRNAs and their association with AGO2 was examined using RT-qPCR and RNA immunoprecipitation (RIP) assays. Clonogenic assays were performed to measure radiosensitivity following Let-7a overexpression or knockdown. DNA damage (γH2AX foci) and cell cycle distribution were analyzed by immunofluorescence and flow cytometry. Let-7 miRNA regulatory networks were identified through target prediction and pathway enrichment analysis. AGO2-Let-7 binding decreased post IR, indicating impaired RISC loading. Let-7 overexpression increased radiosensitivity, DNA damage and G2/M cell cycle arrest in glioma and other cells (HeLa and MDA-MB-231). Let-7 miRNAs mainly targeted cell cycle and DNA damage response (DDR) pathways. Our study showed radiation impairs AGO2-miRNA binding, while restoring Let-7-AGO2 interaction enhances radiosensitivity by modulating DNA repair and cell cycle checkpoint activation. Targeting AGO2-miRNA dynamics represents a promising approach to improve radiotherapy outcomes. Full article
(This article belongs to the Section Molecular Oncology)
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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 455
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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25 pages, 5121 KB  
Article
Biomarker Signatures in Time-Course Progression of Neuropathic Pain at Spinal Cord Level Based on Bioinformatics and Machine Learning Analysis
by Kexin Li, Ruoxi Wang, He Zhu, Bei Wen, Li Xu and Yuguang Huang
Biomolecules 2025, 15(9), 1254; https://doi.org/10.3390/biom15091254 - 29 Aug 2025
Viewed by 745
Abstract
Neuropathic pain (NP) is a debilitating chronic pain condition with complex molecular mechanisms and inadequate therapeutic solutions. This study aims to identify temporal transcriptomic changes in NP using multiple bioinformatics and machine learning algorithms. A total of 10 mouse samples (5 per group) [...] Read more.
Neuropathic pain (NP) is a debilitating chronic pain condition with complex molecular mechanisms and inadequate therapeutic solutions. This study aims to identify temporal transcriptomic changes in NP using multiple bioinformatics and machine learning algorithms. A total of 10 mouse samples (5 per group) were harvested at each time point (day three, day seven, and day fourteen), following spared nerve injury and a sham operation. Differentially expressed gene (DEG) analysis and an intersection among the three time-point groups revealed 54 common DEGs. The GO and KEGG analyses mainly showed enrichment in terms of immune response, cell migration, and signal transduction functions. In addition, the interaction of the LASSO, RF, and SVM-RFE machine learning models on 54 DEGs resulted in Ngfr and Ankrd1. The cyan module in WGCNA was selected for a time-dependent upward trend in gene expression. Then, 172 genes with time-series signatures were integrated with 54 DEGs, resulting in 11 shared DEGs. Quantitative RT-PCR validated the temporal expressions of the above genes, most of which have not been reported yet. Additionally, immune infiltration analysis revealed significant positive correlations between monocyte abundance and the identified genes. The TF-mRNA-miRNA network and drug-target network revealed potential therapeutic drugs and posttranscriptional regulatory mechanisms. In conclusion, this study explores genes with time-series signatures as biomarkers in the development and maintenance of NP, potentially revealing novel targets for analgesics. Full article
(This article belongs to the Section Bioinformatics and Systems Biology)
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24 pages, 15196 KB  
Article
Intrauterine Growth-Restricted Pig-Associated Testicular Transcriptome Analysis Reveals microRNA-mRNA Regulatory Networks
by Jiaxin Li, Kai Wang, Jianfeng Ma, Lijun Sun, Lili Niu, Ye Zhao, Lei Chen, Lixin Zhou, Jia Xue, Xiaofeng Zhou, Yan Wang, Linyuan Shen, Li Zhu and Mailin Gan
Animals 2025, 15(17), 2486; https://doi.org/10.3390/ani15172486 - 24 Aug 2025
Viewed by 650
Abstract
Intrauterine growth restriction (IUGR) severely hinders the development of the livestock industry and impacts economic efficiency. MicroRNAs (miRNAs) participate in the epigenetic regulation of animal growth and development. Using IUGR pigs as a model, this study analyzed transcriptomic data from IUGR piglets to [...] Read more.
Intrauterine growth restriction (IUGR) severely hinders the development of the livestock industry and impacts economic efficiency. MicroRNAs (miRNAs) participate in the epigenetic regulation of animal growth and development. Using IUGR pigs as a model, this study analyzed transcriptomic data from IUGR piglets to investigate the miRNA-mRNA regulatory network in their testes. Compared with NBW pigs, IUGR pigs exhibited reduced testicular volume, decreased weight, and abnormal testicular development. A total of 4945 differentially expressed mRNAs and 53 differentially expressed miRNAs were identified in IUGR testicular tissues, including 1748 downregulated and 3197 upregulated mRNAs, as well as 41 upregulated and 12 downregulated miRNAs. The integrated analysis of differentially expressed genes, miRNA target genes, and the miRNA-mRNA network revealed that IUGR may impair testicular development by disrupting cell cycle progression and apoptotic pathways, thereby hindering normal testicular cell growth. Furthermore, analysis of the miRNA-mRNA network indicated that miRNAs such as ssc-miR-23a, ssc-miR-29c, ssc-miR-193a-3p, and ssc-miR-574-3p could serve as potential marker miRNAs for IUGR testes, while YWHAZ, YWHAB, and PPP2CA may function as core target genes within this regulatory network. In conclusion, this study enhances our understanding of male reproduction in IUGR pigs and provides a theoretical foundation for preventing and treating IUGR-induced male reproductive disorders. Full article
(This article belongs to the Special Issue Genetic Improvement in Pigs)
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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 445
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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