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Wu J, Li W, Su J, Zheng J, Liang Y, Lin J, Xu B, Liu Y. Integration of single-cell sequencing and bulk RNA-seq to identify and develop a prognostic signature related to colorectal cancer stem cells. Sci Rep 2024; 14:12270. [PMID: 38806611 PMCID: PMC11133358 DOI: 10.1038/s41598-024-62913-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 05/22/2024] [Indexed: 05/30/2024] Open
Abstract
The prognosis for patients with colorectal cancer (CRC) remains worse than expected due to metastasis, recurrence, and resistance to chemotherapy. Colorectal cancer stem cells (CRCSCs) play a vital role in tumor metastasis, recurrence, and chemotherapy resistance. However, there are currently no prognostic markers based on CRCSCs-related genes available for clinical use. In this study, single-cell transcriptome sequencing was employed to distinguish cancer stem cells (CSCs) in the CRC microenvironment and analyze their properties at the single-cell level. Subsequently, data from TCGA and GEO databases were utilized to develop a prognostic risk model for CRCSCs-related genes and validate its diagnostic performance. Additionally, functional enrichment, immune response, and chemotherapeutic drug sensitivity of the relevant genes in the risk model were investigated. Lastly, the key gene RPS17 in the risk model was identified as a potential prognostic marker and therapeutic target for further comprehensive studies. Our findings provide new insights into the prognostic treatment of CRC and offer novel perspectives for a systematic and comprehensive understanding of CRC development.
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Affiliation(s)
- Jiale Wu
- Guangdong Provincial Key Laboratory of Research and Development of Natural Drugs, School of Pharmacy, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China
| | - Wanyu Li
- Well Lead Medical Co., Ltd., Guangzhou, 511434, Guangdong, China
| | - Junyu Su
- Guangdong Provincial Key Laboratory of Research and Development of Natural Drugs, School of Pharmacy, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China
| | - Jiamin Zheng
- Guangdong Provincial Key Laboratory of Research and Development of Natural Drugs, School of Pharmacy, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China
| | - Yanwen Liang
- Guangdong Provincial Key Laboratory of Research and Development of Natural Drugs, School of Pharmacy, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China
| | - Jiansuo Lin
- Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Guangdong Medical University, Dongguan, 523808, Guangdong, China
| | - Bilian Xu
- School of Ocean and Tropical Medicine, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China.
| | - Yi Liu
- School of Ocean and Tropical Medicine, Guangdong Medical University, Zhanjiang, 524023, Guangdong, China.
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Zhang Q, Li J, Wang C, Li Z, Luo P, Gao F, Sun W. N6-Methyladenosine in Cell-Fate Determination of BMSCs: From Mechanism to Applications. RESEARCH (WASHINGTON, D.C.) 2024; 7:0340. [PMID: 38665846 PMCID: PMC11045264 DOI: 10.34133/research.0340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 02/21/2024] [Indexed: 04/28/2024]
Abstract
The methylation of adenosine base at the nitrogen-6 position is referred to as "N6-methyladenosine (m6A)" and is one of the most prevalent epigenetic modifications in eukaryotic mRNA and noncoding RNA (ncRNA). Various m6A complex components known as "writers," "erasers," and "readers" are involved in the function of m6A. Numerous studies have demonstrated that m6A plays a crucial role in facilitating communication between different cell types, hence influencing the progression of diverse physiological and pathological phenomena. In recent years, a multitude of functions and molecular pathways linked to m6A have been identified in the osteogenic, adipogenic, and chondrogenic differentiation of bone mesenchymal stem cells (BMSCs). Nevertheless, a comprehensive summary of these findings has yet to be provided. In this review, we primarily examined the m6A alteration of transcripts associated with transcription factors (TFs), as well as other crucial genes and pathways that are involved in the differentiation of BMSCs. Meanwhile, the mutual interactive network between m6A modification, miRNAs, and lncRNAs was intensively elucidated. In the last section, given the beneficial effect of m6A modification in osteogenesis and chondrogenesis of BMSCs, we expounded upon the potential utility of m6A-related therapeutic interventions in the identification and management of human musculoskeletal disorders manifesting bone and cartilage destruction, such as osteoporosis, osteomyelitis, osteoarthritis, and bone defect.
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Affiliation(s)
- Qingyu Zhang
- Department of Orthopedics,
Shandong Provincial Hospital affiliated to Shandong First Medical University, Jinan 250021, China
| | - Junyou Li
- School of Mechanical Engineering,
Sungkyunkwan University, Suwon 16419, South Korea
| | - Cheng Wang
- Department of Orthopaedic Surgery,
Peking UniversityThird Hospital, Peking University, Beijing 100191, China
| | - Zhizhuo Li
- State Key Laboratory of Pharmaceutical Biotechnology, Division of Sports Medicine and Adult Reconstructive Surgery, Department of Orthopedic Surgery, Nanjing Drum Tower Hospital,
the Affiliated Hospital of Nanjing University Medical School, Nanjing 210008, China
| | - Pan Luo
- Department of Joint Surgery, Honghui Hospital, Xi’an Jiaotong University, Xi’an 710054, China
| | - Fuqiang Gao
- Department of Orthopedics, China-Japan Friendship Hospital, Beijing 100029, China
| | - Wei Sun
- Department of Orthopedics, China-Japan Friendship Hospital, Beijing 100029, China
- Department of Orthopaedic Surgery of the Perelman School of Medicine,
University of Pennsylvania, Philadelphia, PA 19104, USA
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Liu J, Yao Y, Huang J, Sun H, Pu Y, Tian M, Zheng M, He H, Li Z. Comprehensive analysis of lncRNA-miRNA-mRNA networks during osteogenic differentiation of bone marrow mesenchymal stem cells. BMC Genomics 2022; 23:425. [PMID: 35672672 PMCID: PMC9172120 DOI: 10.1186/s12864-022-08646-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 05/19/2022] [Indexed: 11/15/2022] Open
Abstract
Background Long 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. Methods High-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. Results rBMMSCs 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”. Conclusions lncRNAs, 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. Supplementary information The online version contains supplementary material available at 10.1186/s12864-022-08646-x.
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Affiliation(s)
- Jialin Liu
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.,Affiliated Stomatological Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.,Stomatology Research Institute of Xinjiang Uygur Autonomous Region, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Yuan Yao
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.,Affiliated Stomatological Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.,Stomatology Research Institute of Xinjiang Uygur Autonomous Region, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Jinyong Huang
- Department of Trauma Orthopedics, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Hao Sun
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Yixuan Pu
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Mengting Tian
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Meijie Zheng
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China
| | - Huiyu He
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.
| | - Zheng Li
- Department of Prosthodontics and Implant Dentistry, The First Affiliated Hospital of Xinjiang Medical University, Xin Jiang Uygur Autonomous Region, 830054, Urumqi, China.
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The management of bone defect using long non-coding RNA as a potential biomarker for regulating the osteogenic differentiation process. Mol Biol Rep 2022; 49:2443-2453. [PMID: 34973122 PMCID: PMC8863721 DOI: 10.1007/s11033-021-07013-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Accepted: 11/24/2021] [Indexed: 02/07/2023]
Abstract
Tissue engineered bone brings hope to the treatment of bone defects, and the osteogenic differentiation of stem cells is the key link. Inducing osteogenic differentiation of stem cells may be a potential approach to promote bone regeneration. In recent years, lncRNA has been studied in the field increasingly, which is believed can regulate cell cycle, proliferation, metastasis, differentiation and immunity, participating in a variety of physiology and pathology processes. At present, it has been confirmed that certain lncRNAs regulate the osteogenesis of stem cells and take part in mediating signaling pathways including Wnt/β-catenin, MAPK, TGF-β/BMP, and Notch pathways. Here, we provided an overview of lncRNA, reviewed its researches in the osteogenic differentiation of stem cells, emphasized the importance of lncRNA in bone regeneration, and focused on the roles of lncRNA in signaling pathways, in order to make adequate preparations for applying lncRNA to bone tissue Engineering, letting it regulate the osteogenic differentiation of stem cells for bone regeneration.
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