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Li X, Li Y, Zhang L, Long H. Single-cell sequencing analysis revealed that NEAT1 was a potential biomarker and therapeutic target of prostate cancer. BMC Cancer 2024; 24:1242. [PMID: 39379919 PMCID: PMC11462789 DOI: 10.1186/s12885-024-12926-y] [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: 06/27/2024] [Accepted: 09/10/2024] [Indexed: 10/10/2024] Open
Abstract
BACKGROUND Prostate cancer (PCa) usually manifests atypical symptoms in the early stage, and once symptoms appear, most PCa patients have developed to the advanced stage, failing to undergo radical surgery. In this study, PCa occurrence-related biomarkers were explored based on single-cell RNA sequencing (scRNA-seq) data. METHODS scRNA-seq data of prostate normal (Normal), benign prostatic hyperplasia (BPH), and PCa (Tumor) samples were acquired from the Gene Expression Omnibus (GEO). Cellular subsets associated with PCa occurrence were obtained using cell annotation. Additionally, the mRNA expression of nuclear enriched abundant transcript 1 (NEAT1) was detected by quantitative real-time PCR (qRT-PCR). The effects of NEAT1 on cell proliferation and apoptosis were analyzed by 5-ethynyl-2-deoxyuridine (EdU) and flow cytometry. Subsequently, cell-derived xenograft (CDX) models were constructed and divided into the LV-NC and LV-shNEAT1 groups. After the tumor tissues of CDX model mice in each group were extracted, the cell growth and Ki67 expression were observed separately using hematoxylin-eosin (H&E) staining and immunohistochemistry (IHC). RESULTS Ten cellular subsets were obtained via cell annotation, and significantly differential changes were observed between Basal intermediate and Luminal during the course of BPH to PCa. NEAT1-Luminal was highly recruited in the Tumor group with low stemness and high malignancy scores. Matrix metallopeptidase 7 (MMP7)- keratin 17 (KRT17)-Basal intermediate had high ratios in the Tumor group with low stemness and high malignancy scores. The results of pseudotime analysis revealed that NEAT1-Luminal in the Tumor group were consistently distributed with tumor stage cells. In vitro assays showed that NEAT1 expression was elevated in PCa cells, and NEAT1 knockdown could inhibit cell proliferation and induce apoptosis. CDX assays indicated that silencing NEAT1 could reduce the growth rate of PCa tumor volume in CDX model mice. H&E staining results showed that nuclei of tumor cells were reduced and exhibited lighter color in the LV-shNEAT1 group compared with the LV-NC group. IHC results showed that Ki67 positivity was significantly lower in the LV-shNEAT1 group than in the LV-NC group. CONCLUSION NEAT1 expression is increased in PCa, and NEAT1 can be a potential biomarker and therapeutic target for PCa.
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Affiliation(s)
- Xing Li
- Department of Urology, Ningbo Medical Center LiHuiLi Hospital, Ningbo, Zhejiang Province, 315100, China
| | - Yanjun Li
- Department of Urology, Ningbo Medical Center LiHuiLi Hospital, Ningbo, Zhejiang Province, 315100, China
| | - Lei Zhang
- Department of Urology, Ningbo Medical Center LiHuiLi Hospital, Ningbo, Zhejiang Province, 315100, China
| | - Huimin Long
- Department of Urology, Ningbo Medical Center LiHuiLi Hospital, Ningbo, Zhejiang Province, 315100, China.
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Yao X, Yang Z, Hou G, Jiang J, Wang L, Jiang J. TRIM24/ZFX affects the stemness and resistance to 5-FU of colorectal cancer cells. J Chemother 2024:1-12. [PMID: 39221698 DOI: 10.1080/1120009x.2024.2376422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 06/07/2024] [Accepted: 06/27/2024] [Indexed: 09/04/2024]
Abstract
Colorectal cancer (CRC) is the second leading cause of cancer death, and about 10% of all malignancies are CRC. Cancer stem cells are considered main culprits in CRC treatment resistance and disease recurrence. This study explored the effects of tripartite motif containing 24 (TRIM24) and zinc finger protein, X-linked (ZFX) on CRC cell stemness and 5-FU resistance. A 5-FU-resistant cell line (HT29-5-FU) was constructed for functional analysis of CRC 5-FU-resistant cells. qRT-PCR and western blot (WB) were employed to analyze mRNA and protein levels of ZFX in 5-FU resistant cells and sensitive cells. WB was also utilized to analyze the surface markers of stem cells in each group. CCK-8 assay determined the IC50 values of different cell groups treated with 5-FU. The sphere-forming ability of cells in each group was determined using tumor sphere assay. Dual-luciferase reporter gene assay validated binding of ZFX to TRIM24. ZFX was highly expressed in HT29-5-FU cells. Silencing ZFX significantly reduced the 5-FU resistance and IC50 value of HT29-5-FU cells, and the surface markers and cell sphere-forming ability of stem cells were also significantly reduced. The function of HT29 cells was opposite when ZFX was overexpressed. In CRC cells, TRIM24 was an upstream transcription factor of ZFX, and they interacted with each other. TRIM24 activated the expression of ZFX to influence the stemness and 5-FU resistance of cells. The TRIM24/ZFX regulatory axis affected the stemness of CRC cells and their sensitivity to 5-FU, providing potential drug targets for novel therapeutic avenues for CRC.
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Affiliation(s)
- Xuming Yao
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
| | - Zhiping Yang
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
| | - Guoxin Hou
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
| | - Jialu Jiang
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
| | - Lvbin Wang
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
| | - Jin Jiang
- Department of Oncology, The Affliated Hospital of Jiaxing University (The First Hospital of Jiaxing), Jiaxing, Zhejiang, China
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3
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Tang L, Zhou X, Guo A, Han L, Pan S. Blockade of ZFX Alleviates Hypoxia-Induced Pulmonary Vascular Remodeling by Regulating the YAP Signaling. Cardiovasc Toxicol 2024; 24:158-170. [PMID: 38310188 DOI: 10.1007/s12012-023-09822-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 12/19/2023] [Indexed: 02/05/2024]
Abstract
High expression of the zinc finger X-chromosomal protein (ZFX) correlates with proliferation, aggressiveness, and development in many types of cancers. In the current report, we investigated the efficacy of ZFX in mouse pulmonary artery smooth muscle cells (PASMCs) proliferation during pulmonary arterial hypertension (PAH). PASMCs were cultured in hypoxic conditions. Real-time PCR and western blotting were conducted to detect the expression of ZFX. Cell proliferation, apoptosis, migration, and invasion were, respectively, measured by CCK-8, flow cytometry, wound scratchy, and transwell assays. Glycolytic ability was validated by the extracellular acidification rate and oxygen consumption rate. Transcriptome sequencing technology was used to explore the genes affected by ZFX knockdown. Luciferase and chromatin immunoprecipitation assays were utilized to verify the possible binding site of ZFX and YAP1. Mice were subjected to hypoxia for 21 days to induce PAH. The right ventricular systolic pressure (RVSP) was measured and ratio of RV/LV + S was calculated. The results show that ZFX was increased in hypoxia-induced PASMCs and mice. ZFX knockdown inhibited the proliferation, migration, and invasion of PASMC. Using RNA sequencing, we identify glycolysis and YAP as a key signaling of ZFX. ZFX knockdown inhibited Glycolytic ability. ZFX strengthened the transcription activity of YAP1, thereby regulating the YAP signaling. YAP1 overexpression reversed the effect of ZFX knockdown on hypoxia-treated PASMCs. In conclusion, ZFX knockdown protected mice from hypoxia-induced PAH injury. ZFX knockdown dramatically reduced RVSP and RV/(LV + S) in hypoxia-treated mice.
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Affiliation(s)
- Ling Tang
- Department of Pediatrics, Jinan Central Hospital, Shandong University, Jinan, 250013, Shandong, People's Republic of China
- Department of Pediatrics, Central Hosptial Affiliated to Shandong First Medical University, Jinan, 250013, Shandong, People's Republic of China
| | - Xiao Zhou
- Department of Pediatrics, Jinan Central Hospital, Shandong University, Jinan, 250013, Shandong, People's Republic of China
- Department of Pediatrics, Central Hosptial Affiliated to Shandong First Medical University, Jinan, 250013, Shandong, People's Republic of China
| | - Aili Guo
- Department of Pediatrics, Jinan Central Hospital, Shandong University, Jinan, 250013, Shandong, People's Republic of China
- Department of Pediatrics, Central Hosptial Affiliated to Shandong First Medical University, Jinan, 250013, Shandong, People's Republic of China
| | - Lizhang Han
- Department of Neurosurgery, Qilu Hospital of Shandong University, No.107 West Wenhua Road, Jinan, 250012, Shandong, People's Republic of China.
| | - Silin Pan
- Heart Center, Qingdao Women and Children's Hospital, Shandong University, No.217 West Liaoyang Road, Qingdao, 266034, Shandong, People's Republic of China.
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4
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Qiang M, Zhang R. Identification of potential immune-related ceRNA Regulatory Network in UVB-irradiated human skin. Biotechnol Genet Eng Rev 2023:1-24. [PMID: 36760036 DOI: 10.1080/02648725.2023.2175501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Accepted: 01/13/2023] [Indexed: 02/11/2023]
Abstract
For a better understanding the molecular biomarkers in UVB-induced skin damage, and its potential mechanism, we downloaded two microarray data sets on skin UVB damage from the Gene Expression Omnibus (GEO): GSE21429, GSE56754. By using the Limma package to analyze differential gene expression and co-expression network analysis to screen module genes, 16 common genes were identified (16 up-regulated). Gene Ontology analysis to explore the functional roles of these genes indicated that the common genes were associated mainly with melanin biosynthetic process and metabolic process. Gene Set Enrichment Analysis provided evidence that the most gene sets enriched in immune and inflammation-related signaling pathways in the UVB-treated subjects, as compared with the untreated subjects. The PPI network genes were ranked according to the degree of connectivity, the top three ranked genes: "MLANA", "GPR143" and "SFTPC" were identified as potential biomarkers using the area under the receiver operating characteristic curve. The relative proportion of 22 immune cell types was then calculated by using the CIBERSORT algorithm. A higher follicular helper T cell ratio in UVB-treated samples compared to untreated samples was observed. Moreover, three hub genes have also been shown to be associated with immune cells. Finally, through multiple online miRNA databases, we propose MLANA-miR-573-MALAT1/NEAT1, GPR143-miR-138-5p-MALAT1/ KCNQ1OT1 might be potential RNA regulatory pathways that control disease progression in UVB-induced skin damage. In summary, the present results provide novel insights into the UVB-radiation related biological process changes, and further offer a new clinical application for prognosis and diagnostic prediction of UVB radiation-mediated skin damage.
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Affiliation(s)
- Mingyue Qiang
- Department of Dermatology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Ruili Zhang
- Department of Dermatology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
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Molecular Interactions of the Long Noncoding RNA NEAT1 in Cancer. Cancers (Basel) 2022; 14:cancers14164009. [PMID: 36011001 PMCID: PMC9406559 DOI: 10.3390/cancers14164009] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/16/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
As one of the best-studied long noncoding RNAs, nuclear paraspeckle assembly transcript 1 (NEAT1) plays a pivotal role in the progression of cancers. NEAT1, especially its isoform NEAT1-1, facilitates the growth and metastasis of various cancers, excluding acute promyelocytic leukemia. NEAT1 can be elevated via transcriptional activation or stability alteration in cancers changing the aggressive phenotype of cancer cells. NEAT1 can also be secreted from other cells and be delivered to cancer cells through exosomes. Hence, elucidating the molecular interaction of NEAT1 may shed light on the future treatment of cancer. Herein, we review the molecular function of NEAT1 in cancer progression, and explain how NEAT1 interacts with RNAs, proteins, and DNA promoter regions to upregulate tumorigenic factors.
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Expression and functions of long non-coding RNA NEAT1 and isoforms in breast cancer. Br J Cancer 2022; 126:551-561. [PMID: 34671127 PMCID: PMC8854383 DOI: 10.1038/s41416-021-01588-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 09/08/2021] [Accepted: 10/05/2021] [Indexed: 02/07/2023] Open
Abstract
NEAT1 is a highly abundant nuclear architectural long non-coding RNA. There are two overlapping NEAT1 isoforms, NEAT1_1 and NEAT1_2, of which the latter is an essential scaffold for the assembly of a class of nuclear ribonucleoprotein bodies called paraspeckles. Paraspeckle formation is elevated by a wide variety of cellular stressors and in certain developmental processes, either through transcriptional upregulation of the NEAT1 gene or through a switch from NEAT1_1 to NEAT1_2 isoform production. In such conditions, paraspeckles modulate cellular processes by sequestering proteins or RNA molecules. NEAT1 is abnormally expressed in many cancers and a growing body of evidence suggests that, in many cases, high NEAT1 levels are associated with therapy resistance and poor clinical outcome. Here we review the current knowledge of NEAT1 expression and functions in breast cancer, highlighting its established role in postnatal mammary gland development. We will discuss possible isoform-specific roles of NEAT1_1 and NEAT1_2 in different breast cancer subtypes, which critically needs to be considered when studying NEAT1 and breast cancer.
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7
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Zhen H, Du P, Yi Q, Tang X, Wang T. LINC00958 promotes bladder cancer carcinogenesis by targeting miR-490-3p and AURKA. BMC Cancer 2021; 21:1145. [PMID: 34702201 PMCID: PMC8549181 DOI: 10.1186/s12885-021-08882-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 09/19/2021] [Indexed: 02/01/2023] Open
Abstract
Background Bladder cancer is a prevalent malignancy of the urinary system, in which long non-coding RNAs (lncRNAs) are highly associated. We aimed to elucidate the role of LINC00958 in bladder cancer. Methods LINC00958 expression levels were measured using qRT-PCR. The interaction of LINC00958-miR-490-3p-AURKA was analyzed by luciferase, RIP, and RNA pull-down assays. The biological roles of LINC00958, miR-490-3p, and AURKA in bladder cancer cells were analyzed using CCK8, BrdU, and transwell assays. Results Increased expression of LINC00958 and AURKA was observed in bladder cancer tissues and cell lines. Decreased LINC00958 expression repressed bladder cancer progression and downregulation of miR-490-3p accelerated bladder cancer cell progression. Moreover, LINC00958 sponges miR-490-3p to upregulate AURKA expression, thereby promoting carcinogenesis in bladder cancer cells. Conclusions Our study revealed that LINC00958 facilitated cell proliferation and invasion, and suppressed cell apoptosis by sponging miR-490-3p and upregulating AURKA, thus inspiring a new treatment method for bladder cancer. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-021-08882-6.
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Affiliation(s)
- Hongtao Zhen
- Department of Urology Ward 1, Zhengzhou Central Hospital Affiliated to Zhengzhou University, No. 195 Tongbai Road, Zhongyuan District, Zhengzhou, 450007, Henan, China.
| | - Peng Du
- Department of Urology, Peking University Cancer Hospital, Beijing, 100142, China
| | - Qiang Yi
- Department of Urology Ward 1, Zhengzhou Central Hospital Affiliated to Zhengzhou University, No. 195 Tongbai Road, Zhongyuan District, Zhengzhou, 450007, Henan, China
| | - Xiaolong Tang
- Department of Urology Ward 1, Zhengzhou Central Hospital Affiliated to Zhengzhou University, No. 195 Tongbai Road, Zhongyuan District, Zhengzhou, 450007, Henan, China
| | - Tongqing Wang
- Department of Urology Ward 1, Zhengzhou Central Hospital Affiliated to Zhengzhou University, No. 195 Tongbai Road, Zhongyuan District, Zhengzhou, 450007, Henan, China
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8
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Long non-coding RNA VPS9D1-AS1 promotes growth of colon adenocarcinoma by sponging miR-1301-3p and CLDN1. Hum Cell 2021; 34:1775-1787. [PMID: 34519940 DOI: 10.1007/s13577-021-00604-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 08/25/2021] [Indexed: 02/07/2023]
Abstract
Colon adenocarcinoma is a frequent malignancy among all colon cancer types. Long non-coding RNAs (lncRNAs) are involved in the progression of colon adenocarcinoma. This study aimed to uncover the molecular mechanism of VPS9D1-AS1 in regulating colon adenocarcinoma development. Quantitative reverse transcription-polymerase chain reaction (RT-qPCR) revealed that VPS9D1-AS1 expression was markedly upregulated in colon adenocarcinoma tissues and cell lines. Cell functional experiments showed that knockdown of VPS9D1-AS1 repressed the growth and invasion of colon adenocarcinoma cells but upregulated cell apoptosis. In addition, we confirmed the interaction of VPS9D1-AS1-miR-1301-3p-CLDN1 using a luciferase assay. Downregulation of miR-1301-3p promoted the progression of colon adenocarcinoma cells. In conclusion, VPS9D1-AS1 facilitated cell growth and suppressed apoptosis of colon adenocarcinoma cells by sponging miR-1301-3p and upregulating CLDN1, which may be effective therapeutic strategies for patients with colon adenocarcinoma.
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9
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Li K, Yao T, Zhang Y, Li W, Wang Z. NEAT1 as a competing endogenous RNA in tumorigenesis of various cancers: Role, mechanism and therapeutic potential. Int J Biol Sci 2021; 17:3428-3440. [PMID: 34512157 PMCID: PMC8416723 DOI: 10.7150/ijbs.62728] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 07/24/2021] [Indexed: 12/24/2022] Open
Abstract
The nuclear paraspeckle assembly transcript 1 (NEAT1) is a long non-coding RNA (lncRNA) that is upregulated in a variety of human cancer types. Increasing evidence has shown that the elevation of NEAT1 in cancer cells promotes cell growth, migration, and invasion and inhibits cell apoptosis. It is also known that lncRNAs act as a competing endogenous RNA (ceRNA) by sponging microRNAs (miRNAs) to alter the expression levels of their target genes in the development of cancers. Therefore, it is important to understand the molecular mechanisms underlying this observation. In this review, specific emphasis was placed on NEAT1's role in tumor development. We also summarize and discuss the feedback roles of NEAT1/miRNA/target network in the progression of various cancers. As our understanding of the role of NEAT1 during tumorigenesis improves, its therapeutic potential as a biomarker and/or target for cancer also becomes clearer.
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Affiliation(s)
- Kun Li
- Department of Nuclear Medicine, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan 250014, China
| | - Tongyue Yao
- Biomedical Sciences College & Shandong Medicinal Biotechnology Centre, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250062, China
| | - Yu Zhang
- Biomedical Sciences College & Shandong Medicinal Biotechnology Centre, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250062, China
| | - Wen Li
- Department of Nuclear Medicine, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan 250014, China
| | - Ziqiang Wang
- Department of Nuclear Medicine, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan 250014, China.,Biomedical Sciences College & Shandong Medicinal Biotechnology Centre, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250062, China
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10
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Zhang Y, Sun Y, Ding L, Shi W, Ding K, Zhu Y. Long Non-Coding RNA LINC00467 Correlates to Poor Prognosis and Aggressiveness of Breast Cancer. Front Oncol 2021; 11:643394. [PMID: 33996559 PMCID: PMC8113855 DOI: 10.3389/fonc.2021.643394] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 04/01/2021] [Indexed: 12/18/2022] Open
Abstract
Breast cancer remains the leading cause of female cancer-related mortalities worldwide. Long non-coding RNAs (LncRNAs) have been increasingly reported to play pivotal roles in tumorigenesis and cancer progression. Herein, we focused on LINC00467, which has never been studied in breast cancer. Silence of LINC00467 suppressed proliferation, migration, invasion and epithelial-to-mesenchymal transition (EMT) of breast cancer cells in vitro, whereas forced expression of LINC00467 exhibited the opposite effects. Furthermore, we demonstrated overexpression of LINC00467 promoted tumor growth, while knockdown of LINC00467 inhibited pulmonary metastasis in vivo. Mechanistically, LINC00467 down-regulated miR-138-5p by acting as a miRNA “sponge”. Besides, LINC00467 also up-regulated the protein level of lin-28 homolog B (LIN28B) via a direct interaction. A higher expression level of LINC00467 was observed in breast cancer tissues as compared to the adjacent normal counterparts and elevated LINC00467 predicted poor overall survival. Our findings suggest LINC00467 promotes progression of breast cancer through interacting with miR-138-5p and LIN28B directly. LINC00467 may serve as a potential candidate for the diagnosis and treatment of breast cancer.
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Affiliation(s)
- Ying Zhang
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China.,Department of Oncology of the First Affiliated Hospital, Division of Life Science and Medicine, The CAS Key Laboratory of Innate Immunity and Chronic Disease, University of Science and Technology of China, Hefei, China
| | - Yi Sun
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Lin Ding
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Wenjing Shi
- Department of Naval Medicine, Naval Medical University, Shanghai, China
| | - Keshuo Ding
- Department of Pathology, Anhui Medical University, Hefei, China
| | - Yong Zhu
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China.,Department of Oncology of the First Affiliated Hospital, Division of Life Science and Medicine, The CAS Key Laboratory of Innate Immunity and Chronic Disease, University of Science and Technology of China, Hefei, China
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Chen X, Xu J, Zeng F, Yang C, Sun W, Yu T, Zhang H, Li Y. Inferring Cell Subtypes and LncRNA Function by a Cell-Specific CeRNA Network in Breast Cancer. Front Oncol 2021; 11:656675. [PMID: 33987091 PMCID: PMC8111082 DOI: 10.3389/fonc.2021.656675] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 03/30/2021] [Indexed: 12/11/2022] Open
Abstract
Single-cell RNA sequencing is a powerful tool to explore the heterogeneity of breast cancer. The identification of the cell subtype that responds to estrogen has profound significance in breast cancer research and treatment. The transcriptional regulation of estrogen is an intricate network involving crosstalk between protein-coding and non-coding RNAs, which is still largely unknown, particularly at the single cell level. Therefore, we proposed a novel strategy to specify cell subtypes based on a cell-specific ceRNA network (CCN). The CCN was constructed by integrating a cell-specific RNA-RNA co-expression network (RCN) with an existing ceRNA network. The cell-specific RCN was built based on single cell expression profiles with predefined reference cells. Heterogeneous cell subtypes were inferred by enriching RNAs in CCN to the estrogen response hallmark. Edge biomarkers were identified in the early estrogen response subtype. Topological analysis revealed that NEAT1 was a hub lncRNA for the early response subtype, and its ceRNAs could predict patient survival. Another hub lncRNA, DLEU2, could potentially be involved in GPCR signaling, based on CCN. The CCN method that we proposed here facilitates the inference of cell subtypes from a network perspective and explores the function of hub lncRNAs, which are promising targets for RNA-based therapeutics.
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Affiliation(s)
- Xin Chen
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Jing Xu
- Department of Oncology, Changhai Hospital, The Naval Military Medical University, Shanghai, China
| | - Feng Zeng
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Chao Yang
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Weijun Sun
- School of Automation, Guangdong University of Technology, Guangzhou, China.,Guangdong Key Laboratory of IoT Information Technology, School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Tao Yu
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Haokun Zhang
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Yan Li
- Department of Bioinformatics, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China
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