ArticleBMC genomics2022
Comprehensive analysis of lncRNA-miRNA-mRNA networks during osteogenic differentiation of bone marrow mesenchymal stem cells.
Article in BMC genomics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed, 25 citations in OpenAlex.
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- LncRNA GAS5 regulates osteogenic differentiation of human periodontal ligament stem cells through miR-23b-3p/STAT5B axis.Biochemistry and biophysics reports · 2026Article
- Discovery of a Ferroptosis-Related lncRNA-miRNA-mRNA Gene Signature in Endometrial Cancer Through a Comprehensive Co-Expression Network Analysis.Current oncology (Toronto, Ont.) · 2026Article
- Screening and validation of ZFYVE27 as a potential diagnostic biomarker for osteoporosis via integrative bioinformatics and machine learning approaches.Frontiers in immunology · 2026Article
- The osteoclast blind spot and other unresolved mechanisms in the exosomal theory of tuberculosis-induced osteoporosis.Immunologic research · 2025Article
- Screening and validation of autophagy-related mRNAs and lncRNAs in bone nonunion based on transcriptome sequencing analysis.Human cell · 2025Article
- Construction of LncRNA-miRNA-mRNA regulatory network in IgA nephropathy mice model by RNA-sequencing and bioinformatics analysis.Genes & genomics · 2025Article
- Predictive value of long non-coding RNA DDX11-AS1 in inflammatory bowel disease and its effect on intestinal mucosal cell function.Central-European journal of immunology · 2025Article
- Potential prognostic biomarkers in restenosis of peripheral arteries identified through comprehensive ceRNA network analysis.Frontiers in genetics · 2025Article
- Advances in the role of extracellular vesicles in circulating microRNA biomarker discovery for lung cancer.Frontiers in cell and developmental biology · 2025Review
- Transcriptomic analysis of bone transport reveals different functions between both ends.Frontiers in physiology · 2025Article
- Long non-coding TRPM2-AS regulates fracture healing by targeting miR-545-3p/Bmp2.Journal of orthopaedic surgery and research · 2024Article
- Investigation on the molecular mechanism of SPA interference with osteogenic differentiation of bone marrow mesenchymal stem cells.Scientific reports · 2024Article
- Differential regulation of apoptosis-related genes during long-term culture and differentiation of canine adipose-derived stem cells - a functional bioinformatical analysis.Frontiers in genetics · 2024Article
- Long noncoding RNA KCNMA1-AS1 promotes osteogenic differentiation of human bone marrow mesenchymal stem cells by activating the SMAD9 signaling pathway.Biology direct · 2023Article
- microRNAs delivered by small extracellular vesicles in MSCs as an emerging tool for bone regeneration.Frontiers in bioengineering and biotechnology · 2023Review
- The regulatory activities of MALAT1 in the development of bone and cartilage diseases.Frontiers in endocrinology · 2022Review
Corrections and comments
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Authors and funding
9 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundLong non-coding RNA (lncRNA) plays crucial role in osteogenic differentiation of bone marrow mesenchymal stem cells (BMMSCs), involving in regulation of competing endogenous RNA (ceRNA) mechanisms and conduction of signaling pathways. However, its mechanisms are poorly understood. This study aimed to investigate lncRNAs, miRNAs and mRNAs expression profiles in rat BMMSCs (rBMMSCs) osteogenic differentiation, screen the potential key lncRNA-miRNA-mRNA networks, explore the putative functions and identify the key molecules, as the basis of studying potential mechanism of rBMMSCs osteogenic differentiation driven by lncRNA, providing molecular targets for the management of bone defect.
methodsHigh-throughput RNA sequencing (RNA-seq) was used to determine lncRNAs, miRNAs, and mRNAs expression profiles at 14-day rBMMSCs osteogenesis. The pivotal lncRNA-miRNA and miRNA-mRNA networks were predicted from sequencing data and bioinformatic analysis, and the results were exported by Cytoscape 3.9.0 software. Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis were used for functional exploration. Real-time quantitative reverse transcription-polymerase chain reaction (qRT-PCR) was performed to validate lncRNAs, miRNAs and mRNAs.
resultsrBMMSCs were identified, and the osteogenic and adipogenic differentiation ability were detected. A total of 8634 lncRNAs were detected by RNA-seq, and 1524 differential expressed lncRNAs, of which 812 up-regulated and 712 down-regulated in osteo-inductive groups compared with control groups. 30 up-regulated and 61 down-regulated miRNAs, 91 miRNAs were differentially expressed in total. 2453 differentially expressed mRNAs including 1272 up-expressed and 1181 down-expressed were detected. 10 up-regulated lncRNAs were chosen to predict 21 down-regulated miRNAs and 650 up-regulated mRNAs. 49 lncRNA-miRNA and 1515 miRNA-mRNA interactive networks were constructed. GO analysis showed the most important enrichment in cell component and molecular function were "cytoplasm" and "protein binding", respectively. Biological process related to osteogenic differentiation such as "cell proliferation", "wound healing", "cell migration", "osteoblast differentiation", "extracellular matrix organization" and "response to hypoxia" were enriched. KEGG analysis showed differentially expressed genes were mainly enriched in "PI3K-Akt signaling pathway", "Signaling pathway regulating pluripotency of stem cells", "cGMP-PKG signaling pathway", "Axon guidance" and "Calcium signaling pathway". qRT-PCR verified that lncRNA Tug1, lncRNA AABR07011996.1, rno-miR-93-5p, rno-miR-322-5p, Sgk1 and Fzd4 were consistent with the sequencing results, and 4 lncRNA-miRNA-mRNA networks based on validations were constructed, and enrichment pathways were closely related to "PI3K-Akt signaling pathway", "Signaling pathway regulating pluripotency of stem cells" and "Wnt signaling pathway".
conclusionslncRNAs, miRNAs and mRNAs expression profiles provide clues for future studies on their roles for BMMSCs osteogenic differentiation. Furthermore, lncRNA-miRNA-mRNA networks give more information on potential new mechanisms and targets for management on bone defect.
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