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Banerjee K, Saha S, Das S, Ghosal S, Ghosh I, Basu A, Jana SS. Expression of nonmuscle myosin IIC is regulated by non-canonical binding activity of miRNAs. iScience 2023; 26:108384. [PMID: 38047082 PMCID: PMC10690570 DOI: 10.1016/j.isci.2023.108384] [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: 05/17/2023] [Revised: 09/27/2023] [Accepted: 10/30/2023] [Indexed: 12/05/2023] Open
Abstract
The expression of mechanoresponsive nonmuscle myosin II (NMII)C is found to be inducible during tumor progression, but its mechanism is yet to be explored. Here, we report a group of microRNAs (mmu-miR-200a-5p, mmu-miR-532-3p, mmu-miR-680, and mmu-miR-1901) can significantly repress the expression of nonmuscle myosin IIC (NMIIC). Interestingly, these microRNAs have both canonical and non-canonical binding sites at 3/UTR and coding sequence (CDS) of NMIIC's heavy chain (HC) mRNA. Each of the miRNA downregulates NMHC-IIC to a different degree as assessed by dual-luciferase and immunoblot analyses. When we abolish the complementary base pairing at canonical binding site, mmu-miR-532-3p can still bind at non-canonical binding site and form Argonaute2 (AGO2)-miRNA complex to downregulate the expression of NMIIC. Modulating the expression of NMIIC by miR-532-3p in mouse mammary tumor cells, 4T1, increases its tumorigenic potential both in vitro and in vivo. Together, these studies provide the functional role of miRNA's non-canonical binding mediated NMIIC regulation in tumor cells.
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Affiliation(s)
- Kumarjeet Banerjee
- School of Biological Sciences, Indian Association for the Cultivation of Science, Kolkata, India
| | - Shekhar Saha
- Department of Microbiology, Immunology, and Cancer Biology, Charlottesville, VA, USA
| | - Shaoli Das
- Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Suman Ghosal
- Bioinformatics and Computational Biosciences Branch, National Institute of Allergy and Infectious Diseases, Bethesda, MD, USA
| | - Indranil Ghosh
- School of Biological Sciences, Indian Association for the Cultivation of Science, Kolkata, India
| | - Abhimanyu Basu
- Department of General Surgery, Institute of Post Graduate Medical Education and Research, Kolkata, India
| | - Siddhartha S. Jana
- School of Biological Sciences, Indian Association for the Cultivation of Science, Kolkata, India
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2
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Wang S, Talukder A, Cha M, Li X, Hu H. Computational annotation of miRNA transcription start sites. Brief Bioinform 2020; 22:380-392. [PMID: 32003428 PMCID: PMC7820843 DOI: 10.1093/bib/bbz178] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 12/13/2019] [Accepted: 12/29/2019] [Indexed: 12/26/2022] Open
Abstract
Motivation MicroRNAs (miRNAs) are small noncoding RNAs that play important roles in gene regulation and phenotype development. The identification of miRNA transcription start sites (TSSs) is critical to understand the functional roles of miRNA genes and their transcriptional regulation. Unlike protein-coding genes, miRNA TSSs are not directly detectable from conventional RNA-Seq experiments due to miRNA-specific process of biogenesis. In the past decade, large-scale genome-wide TSS-Seq and transcription activation marker profiling data have become available, based on which, many computational methods have been developed. These methods have greatly advanced genome-wide miRNA TSS annotation. Results In this study, we summarized recent computational methods and their results on miRNA TSS annotation. We collected and performed a comparative analysis of miRNA TSS annotations from 14 representative studies. We further compiled a robust set of miRNA TSSs (RSmirT) that are supported by multiple studies. Integrative genomic and epigenomic data analysis on RSmirT revealed the genomic and epigenomic features of miRNA TSSs as well as their relations to protein-coding and long non-coding genes. Contact xiaoman@mail.ucf.edu, haihu@cs.ucf.edu
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Affiliation(s)
- Saidi Wang
- Computer Science, University of Central Florida, Orlando, FL-32816, US
| | - Amlan Talukder
- Computer Science, University of Central Florida, Orlando, FL-32816, US
| | - Mingyu Cha
- Computer Science, University of Central Florida, Orlando, FL-32816, US
| | - Xiaoman Li
- Burnett School of Biomedical Science, University of Central Florida, Orlando, FL-32816, US
| | - Haiyan Hu
- Computer Science, University of Central Florida, Orlando, FL-32816, US
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He Q, Long J, Yin Y, Li Y, Lei X, Li Z, Zhu W. Emerging Roles of lncRNAs in the Formation and Progression of Colorectal Cancer. Front Oncol 2020; 9:1542. [PMID: 32010629 PMCID: PMC6978842 DOI: 10.3389/fonc.2019.01542] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 12/19/2019] [Indexed: 12/12/2022] Open
Abstract
Colorectal cancer (CRC) is the primary cause of cancer-related death worldwide; however, specific and sensitive tools for the early diagnosis and targeted therapy of CRC are currently lacking. High-throughput sequencing technology revealed that gene expression of long-chain non-coding RNAs (lncRNAs) in a number of cancers directly or indirectly interferes with various biological processes. Emerging evidence suggests that lncRNAs regulate target genes and play an important role in the biological processes of malignancies, including CRC. Many carcinostatic/oncogenic lncRNAs have been identified as biomarkers for metastasis and prognosis in CRC; hence, they serve as therapeutic tools. In this article, we systematically review the literature on the disordered lncRNAs in CRC from four aspects: DNA transcription, RNA level regulation, post-translational level, and the translation of lncRNAs into polypeptides. Subsequently, we analyze the mechanism through which lncRNAs participate in the biological process of CRC. Finally, we discuss the application and prospects of these lncRNAs in CRC.
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Affiliation(s)
- Qinglian He
- Department of Pathology, Guangdong Medical University, Dongguan, China
| | - Jiali Long
- Department of Pathology, Guangdong Medical University, Dongguan, China
| | - Yuting Yin
- Department of Pathology, Guangdong Medical University, Dongguan, China
| | - Yuling Li
- Department of Pathology, Dongguan Hospital of Southern Medical University, Dongguan, China
| | - Xue Lei
- Department of Pathology, Guangdong Medical University, Dongguan, China
| | - Ziqi Li
- Department of Pathology, Guangdong Medical University, Dongguan, China
| | - Wei Zhu
- Department of Pathology, Guangdong Medical University, Dongguan, China
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4
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Emerging Roles of Long Non-Coding RNAs as Drivers of Brain Evolution. Cells 2019; 8:cells8111399. [PMID: 31698782 PMCID: PMC6912723 DOI: 10.3390/cells8111399] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 11/01/2019] [Accepted: 11/03/2019] [Indexed: 01/09/2023] Open
Abstract
Mammalian genomes encode tens of thousands of long-noncoding RNAs (lncRNAs), which are capable of interactions with DNA, RNA and protein molecules, thereby enabling a variety of transcriptional and post-transcriptional regulatory activities. Strikingly, about 40% of lncRNAs are expressed specifically in the brain with precisely regulated temporal and spatial expression patterns. In stark contrast to the highly conserved repertoire of protein-coding genes, thousands of lncRNAs have newly appeared during primate nervous system evolution with hundreds of human-specific lncRNAs. Their evolvable nature and the myriad of potential functions make lncRNAs ideal candidates for drivers of human brain evolution. The human brain displays the largest relative volume of any animal species and the most remarkable cognitive abilities. In addition to brain size, structural reorganization and adaptive changes represent crucial hallmarks of human brain evolution. lncRNAs are increasingly reported to be involved in neurodevelopmental processes suggested to underlie human brain evolution, including proliferation, neurite outgrowth and synaptogenesis, as well as in neuroplasticity. Hence, evolutionary human brain adaptations are proposed to be essentially driven by lncRNAs, which will be discussed in this review.
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5
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Fukuda M, Nishida S, Kakei Y, Shimada Y, Fujiwara T. Genome-Wide Analysis of Long Intergenic Noncoding RNAs Responding to Low-Nutrient Conditions in Arabidopsis thaliana: Possible Involvement of Trans-Acting siRNA3 in Response to Low Nitrogen. PLANT & CELL PHYSIOLOGY 2019; 60:1961-1973. [PMID: 30892644 DOI: 10.1093/pcp/pcz048] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Accepted: 03/07/2019] [Indexed: 05/07/2023]
Abstract
Long intergenic noncoding RNAs (lincRNAs) play critical roles in transcriptional and post-transcriptional regulation of gene expression in a wide variety of organisms. Thousands of lincRNAs have been identified in plant genomes, although their functions remain mostly uncharacterized. Here, we report a genome-wide survey of lincRNAs involved in the response to low-nutrient conditions in Arabidopsis thaliana. We used RNA sequencing data derived from A. thaliana roots exposed to low levels of 12 different nutrients. Using bioinformatics approaches, 60 differentially expressed lincRNAs were identified that were significantly upregulated or downregulated under deficiency of at least one nutrient. To clarify their roles in nutrient response, correlations of expression patterns between lincRNAs and reference genes were examined across the 13 conditions (12 low-nutrient conditions and control). This analysis allowed us to identify lincRNA-RNA pairs with highly positive or negative correlations. In addition, calculating interaction energies of those pairs showed lincRNAs that may act as regulatory interactors; e.g. small interfering RNAs (siRNAs). Among them, trans-acting siRNA3 (TAS3), which is known to promote lateral root development by producing siRNA against Auxin response factor 2, 3, and 4, was revealed as a nitrogen (N)-responsive lincRNA. Furthermore, nitrate transporter 2 was identified as a potential target of TAS3-derived siRNA, suggesting that TAS3 participates in multiple pathways by regulating N transport and root development under low-N conditions. This study provides the first resource for candidate lincRNAs involved in multiple nutrient responses in plants.
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Affiliation(s)
- Makiha Fukuda
- Department of Applied Biological Chemistry, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Japan
| | - Sho Nishida
- Graduate School of Biosphere Science, Hiroshima University, 1-4-4 Kagamiyama, Higashi-hiroshima, Japan
| | - Yusuke Kakei
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Japan
- Institute of Vegetable and Floriculture Science, NARO, Tsu, Japan
| | - Yukihisa Shimada
- Kihara Institute for Biological Research, Yokohama City University, Yokohama, Japan
| | - Toru Fujiwara
- Department of Applied Biological Chemistry, Graduate School of Agricultural and Life Sciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Japan
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6
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Cheng X, Li H, Zhao H, Li W, Qin J, Jin G. Function and mechanism of long non-coding RNA Gm21284 in the development of hippocampal cholinergic neurons. Cell Biosci 2019; 9:72. [PMID: 31485323 PMCID: PMC6716883 DOI: 10.1186/s13578-019-0336-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2019] [Accepted: 08/21/2019] [Indexed: 11/10/2022] Open
Abstract
Background Increasing evidence has revealed that long non-coding RNAs (lncRNAs) play a pivotal role in the development of nervous system. Our previous studies have demonstrated that enhanced cholinergic neurogenesis occurs in the subgranular zone (SGZ) of the hippocampal dentate gyrus (DG) after cholinergic denervation, which is closely associated with the core transcription factor Lhx8. This study aimed to identify novel lncRNAs in a denervated hippocampal niche, which may affect cholinergic neurogenesis, and to explore the molecular mechanisms underlying cholinergic neurogenesis. Methods The gene expression profiles of the denervated hippocampus were examined by microarray analysis, and targeted lncRNAs were filtered using bioinformatics analysis. The lncRNA Gm21284 was predicted to be associated with Lhx8. RT-PCR and FISH were used to observe the expression and localization of Gm21284 in vitro and in vivo. The interaction between Gm21284 and Lhx8 and miR-30e-3P was verified using the luciferase reporter gene assay. Cell proliferation and differentiation was observed to reveal the effects of Gm21284 in cholinergic neurogenesis. Results Microarray analysis demonstrated 482 up-regulated and 135 down-regulated mRNAs, 125 up-regulated and 55 down-regulated lncRNAs, and 10 up-regulated and 3 down-regulated miRNAs in the denervated hippocampal niche. Overall, 32 lncRNAs were differentially expressed in the denervated hippocampal niche, which could interact with miR-30e-3p, miR-431, and miR-147. Among these 32 lncRNAs, Gm21284 and Adarb1 were identified after interleaving with lncRNAs in a co-expression network and WGCNA. Gm21284 was mainly located in the hippocampal DG. Furthermore, Gm21284-positive cells were considerably increased in the denervated hippocampus than in the normal side. EdU proliferation assay revealed that the proliferation of neural stem cells was repressed after the overexpression of Gm21284. Compared with the control group, the proportion of ChAT-positive cells increased at 7 days of differentiation of NSCs overexpressing Gm21284. Conclusion Thus, Gm21284 functions as a competing endogenous RNA, which inhibits the proliferation of hippocampal NSCs and promotes their differentiation toward cholinergic neurons by inhibiting miR-30e-3P competitively.
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Affiliation(s)
- Xiang Cheng
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China
| | - Haoming Li
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China
| | - Heyan Zhao
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China
| | - Wen Li
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China
| | - Jianbing Qin
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China
| | - Guohua Jin
- 1Department of Human Anatomy, Medical School of Nantong University, Nantong, China.,2Medical School of Nantong University, Building 3, No. 19 Qixiu Road, Congchuan District, Room 325, Nantong, 226001 China
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7
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Zhang Y, Tao Y, Liao Q. Long noncoding RNA: a crosslink in biological regulatory network. Brief Bioinform 2019; 19:930-945. [PMID: 28449042 DOI: 10.1093/bib/bbx042] [Citation(s) in RCA: 89] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2017] [Indexed: 01/17/2023] Open
Abstract
Long noncoding RNAs (lncRNAs) had been defined as a novel class of functional RNAs longer than 200 nucleotides around a decade ago. It is widely acknowledged that lncRNAs play a significant role in regulation of gene expression, but the biological and molecular mechanisms are diverse and complex, and remain to be determined. Especially, the regulatory network of lncRNAs associated with other biological molecules is still a controversial matter, thus becoming a new frontier of the studies on transcriptome. Recent advance in high-throughput sequencing technologies and bioinformatics approaches may be an accelerator to lift the mysterious veil. In this review, we will outline well-known associations between lncRNAs and other biological molecules, demonstrate the diverse bioinformatics approaches applied in prediction and analysis of lncRNA interaction and perform a case study for lncRNA linc00460 to concretely decipher the lncRNA regulatory network.
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Affiliation(s)
- Yuwei Zhang
- Department of Preventative Medicine, Zhejiang Provincial Key Laboratory of Pathological and Physiological Technology, Medicine School of Ningbo University, Ningbo, Zhejiang, China
| | - Yang Tao
- Department of Preventative Medicine, Zhejiang Provincial Key Laboratory of Pathological and Physiological Technology, Medicine School of Ningbo University, Ningbo, Zhejiang, China
| | - Qi Liao
- Department of Preventative Medicine, Zhejiang Provincial Key Laboratory of Pathological and Physiological Technology, Medicine School of Ningbo University, Ningbo, Zhejiang, China
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8
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A ribosomal DNA-hosted microRNA regulates zebrafish embryonic angiogenesis. Angiogenesis 2019; 22:211-221. [PMID: 30656567 DOI: 10.1007/s10456-019-09663-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2018] [Accepted: 01/08/2019] [Indexed: 12/19/2022]
Abstract
MicroRNAs (miRNAs) are single-stranded small non-coding RNAs, generally 18-25 nucleotides in length, that act as repressors of gene expression. miRNAs are encoded by independent genes or processed from a variety of different RNA species. So far, there is no evidence showing that the ribosomal DNA-hosted microRNA is implicated in vertebrate development. Currently, we found a highly expressed small RNA hosted in ribosomal DNA was predicted as a novel miRNA, named miR-ntu1, in zebrafish endothelial cells by deep sequencing analysis. The miRNA was validated by custom-designed Taqman PCR, Northern Blot, and in silico analysis. Furthermore, we demonstrated that miR-ntu1 played a crucial role in zebrafish angiogenesis via modulation of Notch signaling. Our findings provide a notable case that a miRNA hosted in ribosomal DNA is involved in vertebrate development.
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9
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Li Q, Qiao J, Zhang Z, Shang X, Chu Z, Fu Y, Chu M. Identification and analysis of differentially expressed long non-coding RNAs of Chinese Holstein cattle responses to heat stress. Anim Biotechnol 2018; 31:9-16. [PMID: 30589366 DOI: 10.1080/10495398.2018.1521337] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
The mechanisms that dairy cattle respond to environmental stresses are very complicated. Previous research into the molecular mechanisms of mammalian heat stress has largely focused on the role of protein-coding genes and small non-coding RNAs. Recently, it has become apparent that large numbers of long non-coding RNAs transcribed from mammalian genomes play extensive roles in transcriptional regulation. However, the expression of lncRNAs and their biological functions in heat stress in dairy cattle remain unknown. In this study, we employed a deep RNA sequencing to examine lncRNA expression profiles of heat stressed and non-heat stressed Chinese Holstein cattle. We found that 24,795 novel and 3763 known lncRNAs were expressed in the bovine mammary gland, of which 174 were differentially expressed in heat stress condition, among them, 156 lncRNAs were up-regulated and 18 were down-regulated. Through Cis role analysis, 16,474 lncRNAs were transcribed close to protein-coding neighbors. In addition, 11 and 2024 lncRNAs harbored precursors of known and predicted microRNAs, respectively, were annotated in the precursor analysis of miRNAs. Taken together, our findings represent the first systematic investigation of lncRNA expression in heat stressed Chinese Holstein and provide a resource for further research into the molecular mechanisms of lncRNAs function in dairy cattle.
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Affiliation(s)
- Qiuling Li
- College of Life Sciences, Edible and Medicinal Fungi Research and Development Center, Langfang Normal University, Langfang, P. R. China
| | - Jie Qiao
- College of Life Sciences, Edible and Medicinal Fungi Research and Development Center, Langfang Normal University, Langfang, P. R. China
| | - Zhengfeng Zhang
- Agriculture, Forestry and Water Affairs Department, Langfang Administrative Examination and Approval Bureau, Langfang, P. R. China
| | - Xiaolan Shang
- College of Life Sciences, Edible and Medicinal Fungi Research and Development Center, Langfang Normal University, Langfang, P. R. China
| | - Zhuodong Chu
- College of Life Sciences, Edible and Medicinal Fungi Research and Development Center, Langfang Normal University, Langfang, P. R. China
| | - Yajuan Fu
- College of Life Sciences, Edible and Medicinal Fungi Research and Development Center, Langfang Normal University, Langfang, P. R. China
| | - Mingxing Chu
- Key Laboratory of Farm Animal Genetic Resources and Germplasm Innovation of Ministry of Agriculture, Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, P. R. China
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Guo F, Tang C, Li Y, Liu Y, Lv P, Wang W, Mu Y. The interplay of LncRNA ANRIL and miR-181b on the inflammation-relevant coronary artery disease through mediating NF-κB signalling pathway. J Cell Mol Med 2018; 22:5062-5075. [PMID: 30079603 PMCID: PMC6156284 DOI: 10.1111/jcmm.13790] [Citation(s) in RCA: 84] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 06/16/2018] [Indexed: 12/19/2022] Open
Abstract
This study was designed to investigate whether ANRIL affected the aetiology of coronary artery disease (CAD) by acting on downstream miR-181b and NF-κB signalling. Altogether 327 CAD patients diagnosed by angiography were included, and mice models of CAD were established. Human coronary endothelial cells (HCAECs) and human umbilical vein endothelial cells (HUVECs) were also purchased. In addition, shRNA-ANRIL, shRNA-NC, pcDNA3.1-ANRIL, miR-181b mimic, miR-181b inhibitor and miR-NC were transfected into the cells. The lipopolysaccharides (LPS) and pyrrolidine dithiocarbamate (PDTC) were also added to activate or deactivate NF-κB signalling. Both highly expressed ANRIL and lowly expressed miR-181b were associated with CAD population aged over 60 years old, with smoking history, with hypertension and hyperlipidemia, with CHOL H 4.34 mmol/L, TG ≥ 1.93 mmol/L and Hcy ≥ 16.8 μmol/L (all P < 0.05). Besides, IL-6, IL-8, NF-κB, TNF-α, iNOS, ICAM-1, VCAM-1 and COX-2 expressions observed within AD mice models were all beyond those within NC and sham-operated groups (P < 0.05). Also VEGF and HSP 70 were highly expressed within AD mice models than within NC and sham-operated mice (P < 0.05). Transfection of either pcDNA-ANRIL or miR-181b inhibitor could significantly fortify HCAECs' viability and put on their survival rate. At the meantime, the inflammatory factors and vascular-protective parameters were released to a greater level (P < 0.05). Finally, highly expressed ANRIL also notably bring down miR-181b expression and raise p50/p65 expressions within HCAECs (P < 0.05). The joint role of ANRIL, miR-181b and NF-κB signalling could aid in further treating and diagnosing CAD.
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Affiliation(s)
- Feng Guo
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
| | - Chengchun Tang
- Department of CardiologyZhongda Hospital Southeast UniversityNanjingChina
| | - Yawei Li
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
| | - Yuqing Liu
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
| | - Ping Lv
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
| | - Wei Wang
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
| | - Yongyong Mu
- Department of EmergencyThe 455th Hospital of Chinese People's Liberation ArmyShanghaiChina
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11
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Dado-Senn B, Skibiel AL, Fabris TF, Zhang Y, Dahl GE, Peñagaricano F, Laporta J. RNA-Seq reveals novel genes and pathways involved in bovine mammary involution during the dry period and under environmental heat stress. Sci Rep 2018; 8:11096. [PMID: 30038226 PMCID: PMC6056563 DOI: 10.1038/s41598-018-29420-8] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 07/11/2018] [Indexed: 12/19/2022] Open
Abstract
The bovine dry period is a dynamic non-lactating phase where the mammary gland undergoes extensive cellular turnover. Utilizing RNA sequencing, we characterized novel genes and pathways involved in this process and determined the impact of dry period heat stress. Mammary tissue was collected before and during the dry period (−3, 3, 7, 14, and 25 days relative to dry-off [day 0]) from heat-stressed (HT, n = 6) or cooled (CL, n = 6) late-gestation Holstein cows. We identified 3,315 differentially expressed genes (DEGs) between late lactation and early involution, and 880 DEGs later in the involution process. DEGs, pathways, and upstream regulators during early involution support the downregulation of functions such as anabolism and milk component synthesis, and upregulation of cell death, cytoskeleton degradation, and immune response. The impact of environmental heat stress was less significant, yet genes, pathways, and upstream regulators involved in processes such as ductal branching morphogenesis, cell death, immune function, and protection against tissue stress were identified. Our research advances understanding of the mammary gland transcriptome during the dry period, and under heat stress insult. Individual genes, pathways, and upstream regulators highlighted in this study point towards potential targets for dry period manipulation and mitigation of the negative consequences of heat stress on mammary function.
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Affiliation(s)
- Bethany Dado-Senn
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA
| | - Amy L Skibiel
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA
| | - Thiago F Fabris
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA
| | - Y Zhang
- Interdisciplinary Center for Biotechnology Research, University of Florida, Gainesville, FL, USA
| | - Geoffrey E Dahl
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA
| | - Francisco Peñagaricano
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA.,University of Florida Genetics Institute, University of Florida, Gainesville, FL, USA
| | - Jimena Laporta
- Department of Animal Sciences, University of Florida, Gainesville, FL, USA.
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12
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Yu T, Li X, Coates BS, Zhang Q, Siegfried BD, Zhou X. microRNA profiling between Bacillus thuringiensis Cry1Ab-susceptible and -resistant European corn borer, Ostrinia nubilalis (Hübner). INSECT MOLECULAR BIOLOGY 2018; 27:279-294. [PMID: 29451334 DOI: 10.1111/imb.12376] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Transgenic maize hybrids that express insecticidal Bacillus thuringiensis (Bt) crystalline (Cry) protein toxins effectively protect against the European corn borer, Ostrinia nubilalis, a devastating maize pest. Field monitoring and laboratory selections have detected varying levels of O. nubilalis resistance to Cry1Ab toxin. MicroRNAs (miRNAs) are short noncoding RNAs that are involved in post-transcriptional gene regulation. Their potential roles in the evolution of Bt resistance, however, remain largely unknown. Sequencing of small RNA libraries from the midgut of Cry1Ab-susceptible and resistant O. nubilalis larvae resulted in the discovery of 277 miRNAs, including 248 conserved and 29 novel. Comparative analyses of miRNA expression profiles between the laboratory strains predicted 26 and nine significantly up- and down-regulated transcripts, respectively, in the midgut of Cry1Ab resistant larvae. Amongst 15 differentially regulated miRNAs examined by quantitative real-time PCR, nine (60%) were validated as cosegregating with Cry1Ab resistance in a backcross progeny. Differentially expressed miRNAs were predicted to affect transcripts involved in cell membrane components with functions in metabolism and binding, and the putative Bt-resistance genes aminopeptidase N and cadherin. These results lay the foundation for future investigation of the potential role of miRNAs in the evolution of Bt resistance.
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Affiliation(s)
- T Yu
- Department of Entomology, University of Kentucky, Lexington, KY, USA
| | - X Li
- Department of Entomology, University of Kentucky, Lexington, KY, USA
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, China
| | - B-S Coates
- Corn Insects & Crop Genetics Research Unit, USDA-ARS, Ames, IA, USA
| | - Q Zhang
- Department of Entomology, University of Kentucky, Lexington, KY, USA
- College of Plant Protection, Shenyang Agricultural University, Shenyang, China
| | - B-D Siegfried
- Department of Entomology and Nematology, University of Florida, Gainesville, FL, USA
| | - X Zhou
- Department of Entomology, University of Kentucky, Lexington, KY, USA
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13
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Liu Y, Li G, Zhang JF. The role of long non-coding RNA H19 in musculoskeletal system: A new player in an old game. Exp Cell Res 2017; 360:61-65. [DOI: 10.1016/j.yexcr.2017.09.007] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Accepted: 09/05/2017] [Indexed: 10/18/2022]
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14
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Kolenda T, Guglas K, Ryś M, Bogaczyńska M, Teresiak A, Bliźniak R, Łasińska I, Mackiewicz J, Lamperska KM. Biological role of long non-coding RNA in head and neck cancers. Rep Pract Oncol Radiother 2017; 22:378-388. [PMID: 28794691 DOI: 10.1016/j.rpor.2017.07.001] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Revised: 04/26/2017] [Accepted: 07/11/2017] [Indexed: 12/12/2022] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) are one of the worst prognosis cancers with high mortality of patients. The treatment strategy is primarily based on surgery and radiotherapy but chemotherapy is also used. Every year the knowledge concerning HNSCC biology is updated with new elements such as the recent discovered molecules - long non-coding RNAs. Long non-coding RNAs are involved in regulatory processes in the cells. It has been revealed that the expression levels of lncRNAs are disturbed in tumor cells what results in the acquisition of their specific phenotype. lncRNAs influence cell growth, cell cycle, cell phenotype, migration and invasion ability as well as apoptosis. Development of the lncRNA panel characteristic for HNSCC and validation of specific lncRNA functions are yet to be elucidated. In this work, we collected available data concerning lncRNAs in HNSCC and characterized their biological role. We believe that the tumor examination, in the context of lncRNA expression, may lead to understanding complex biology of the cancer and improve therapeutic methods in the future.
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Affiliation(s)
- Tomasz Kolenda
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland.,Postgraduate School of Molecular Medicine, Medical University of Warsaw, 61th Zwirki i Wigury Street, 02-091 Warszawa, Poland.,Chair of Medical Biotechnology, Poznan University of Medical Sciences, 8th Rokietnicka Street, 60-806 Poznan, Poland
| | - Kacper Guglas
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland.,Chair of Medical Biotechnology, Poznan University of Medical Sciences, 8th Rokietnicka Street, 60-806 Poznan, Poland
| | - Marcel Ryś
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland.,Chair of Medical Biotechnology, Poznan University of Medical Sciences, 8th Rokietnicka Street, 60-806 Poznan, Poland
| | - Marta Bogaczyńska
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland.,HAN University of Applied Sciences, Laan van Scheut 2, 6525 EM Nijmegen, The Netherlands
| | - Anna Teresiak
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland
| | - Renata Bliźniak
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland
| | - Izabela Łasińska
- Department of Medical and Experimental Oncology, Heliodor Swiecicki Clinical Hospital, Poznan University of Medical Sciences, 16/18th Grunwaldzka Street, 60-786 Poznan, Poland
| | - Jacek Mackiewicz
- Department of Medical and Experimental Oncology, Heliodor Swiecicki Clinical Hospital, Poznan University of Medical Sciences, 16/18th Grunwaldzka Street, 60-786 Poznan, Poland.,Department of Biology and Environmental Sciences, Poznan University of Medical Sciences, 8th Rokietnicka Street, 60-806 Poznan, Poland.,Department of Diagnostics and Cancer Immunology, Greater Poland Cancer Centre, 15th Garbary Street, 61-866 Poznan, Poland
| | - Katarzyna M Lamperska
- Laboratory of Cancer Genetic, Greater Poland Cancer Centre, 15th Garbary Street, Room 5025, 61-866 Poznan, Poland
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15
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Tamoxifen Resistance: Emerging Molecular Targets. Int J Mol Sci 2016; 17:ijms17081357. [PMID: 27548161 PMCID: PMC5000752 DOI: 10.3390/ijms17081357] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2016] [Revised: 08/10/2016] [Accepted: 08/16/2016] [Indexed: 12/12/2022] Open
Abstract
17β-Estradiol (E2) plays a pivotal role in the development and progression of breast cancer. As a result, blockade of the E2 signal through either tamoxifen (TAM) or aromatase inhibitors is an important therapeutic strategy to treat or prevent estrogen receptor (ER) positive breast cancer. However, resistance to TAM is the major obstacle in endocrine therapy. This resistance occurs either de novo or is acquired after an initial beneficial response. The underlying mechanisms for TAM resistance are probably multifactorial and remain largely unknown. Considering that breast cancer is a very heterogeneous disease and patients respond differently to treatment, the molecular analysis of TAM’s biological activity could provide the necessary framework to understand the complex effects of this drug in target cells. Moreover, this could explain, at least in part, the development of resistance and indicate an optimal therapeutic option. This review highlights the implications of TAM in breast cancer as well as the role of receptors/signal pathways recently suggested to be involved in the development of TAM resistance. G protein—coupled estrogen receptor, Androgen Receptor and Hedgehog signaling pathways are emerging as novel therapeutic targets and prognostic indicators for breast cancer, based on their ability to mediate estrogenic signaling in ERα-positive or -negative breast cancer.
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16
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Pan Z, Shi Z, Wei H, Sun F, Song J, Huang Y, Liu T, Mao Y. Magnetofection Based on Superparamagnetic Iron Oxide Nanoparticles Weakens Glioma Stem Cell Proliferation and Invasion by Mediating High Expression of MicroRNA-374a. J Cancer 2016; 7:1487-96. [PMID: 27471565 PMCID: PMC4964133 DOI: 10.7150/jca.15515] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2016] [Accepted: 06/03/2016] [Indexed: 12/20/2022] Open
Abstract
Glioma stem cells belong to a special subpopulation of glioma cells that are characterized by strong proliferation, invasion and drug resistance capabilities. Magnetic nanoparticles are nanoscale biological materials with magnetic properties. In this study, CD133+ primary glioma stem cells were isolated from patients and cultured. Then, magnetic nanoparticles were used to mediate the transfection and expression of a microRNA-374a overexpression plasmid in the glioma stem cells. Transmission electron microscopy detected the presence of significant magnetic nanoparticle substances within the CD133+ glioma stem cells after transfection. The qRT-PCR and Northern blot results showed that the magnetic nanoparticles could be used to achieve the transfection of the microRNA-374a overexpression plasmid into glioma stem cells and the efficient expression of mature microRNA-374a. The MTT and flow cytometry results showed that the proliferation inhibition rate was significantly higher in cells from the microRNA-374a transfection group than in cells from the microRNA-mut transfection group; additionally, the former cells presented significant cell cycle arrest. The Transwell experiments confirmed that the overexpression of microRNA-374a could significantly reduce the invasiveness of CD133+ glioma stem cells. Moreover, the high expression of microRNA-374a mediated by the magnetic nanoparticles effectively reduced the tumourigenicity of CD133+ glioma stem cells in nude mice. The luciferase assays revealed that mature microRNA-374a fragments could bind to the 3'UTR of Neuritin (NRN1), thereby interfering with Neuritin mRNA expression. The qRT-PCR and Western blotting results showed that the overexpression of microRNA-374a significantly reduced the expression of genes such as NRN1, CCND1, CDK4 and Ki67 in glioma stem cells. Thus, magnetic nanoparticles can efficiently mediate the transfection and expression of microRNA expression plasmids in mammalian cells. The overexpression of microRNA-374a can effectively silence NRN1 expression, thereby inhibiting the proliferation, invasion and in vivo tumourigenicity of human glioma stem cells.
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Affiliation(s)
- Zhiguang Pan
- 1. Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
| | - Zhifeng Shi
- 1. Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
| | - Hua Wei
- 1. Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
| | - Fengyan Sun
- 2. Department of Neurobiology, School of Basic Medical Sciences and Research Center of Aging Medicine, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Jianping Song
- 1. Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
| | - Yongyi Huang
- 3. Laboratoire PROTEE, Bâtiment R, Université du Sud Toulon-Var, 83957 LA GARDE Cedex, France
| | - Te Liu
- 4. Shanghai Geriatric Institute of Chinese Medicine, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 200031, China.; 5. Shanghai Tenth People's Hospital, Medical School, Tongji University, Shanghai 200072, China
| | - Ying Mao
- 1. Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
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17
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Long Non-coding RNAs in the Cytoplasm. GENOMICS PROTEOMICS & BIOINFORMATICS 2016; 14:73-80. [PMID: 27163185 PMCID: PMC4880952 DOI: 10.1016/j.gpb.2016.03.005] [Citation(s) in RCA: 269] [Impact Index Per Article: 33.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Revised: 02/03/2016] [Accepted: 03/02/2016] [Indexed: 12/11/2022]
Abstract
An enormous amount of long non-coding RNAs (lncRNAs) transcribed from eukaryotic genome are important regulators in different aspects of cellular events. Cytoplasm is the residence and the site of action for many lncRNAs. The cytoplasmic lncRNAs play indispensable roles with multiple molecular mechanisms in animal and human cells. In this review, we mainly talk about functions and the underlying mechanisms of lncRNAs in the cytoplasm. We highlight relatively well-studied examples of cytoplasmic lncRNAs for their roles in modulating mRNA stability, regulating mRNA translation, serving as competing endogenous RNAs, functioning as precursors of microRNAs, and mediating protein modifications. We also elaborate the perspectives of cytoplasmic lncRNA studies.
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18
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Yu QS, Guo WS, Cheng LM, Lu YF, Shen JY, Li P. Glucocorticoids Significantly Influence the Transcriptome of Bone Microvascular Endothelial Cells of Human Femoral Head. Chin Med J (Engl) 2016; 128:1956-63. [PMID: 26168838 PMCID: PMC4717923 DOI: 10.4103/0366-6999.160564] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Background: Appropriate expression and regulation of the transcriptome, which mainly comprise of mRNAs and lncRNAs, are important for all biological and cellular processes including the physiological activities of bone microvascular endothelial cells (BMECs). Through an intricate intracellular signaling systems, the transcriptome regulates the pharmacological response of the cells. Although studies have elucidated the impact of glucocorticoids (GCs) cell-specific gene expression signatures, it remains necessary to comprehensively characterize the impact of lncRNAs to transcriptional changes. Methods: BMECs were divided into two groups. One was treated with GCs and the other left untreated as a paired control. Differential expression was analyzed with GeneSpring software V12.0 (Agilent, Santa Clara, CA, USA) and hierarchical clustering was conducted using Cluster 3.0 software. The Gene Ontology (GO) analysis was performed with Molecular Annotation System provided by CapitalBio Corporation. Results: Our results highlight the involvement of genes implicated in development, differentiation and apoptosis following GC stimulation. Elucidation of differential gene expression emphasizes the importance of regulatory gene networks induced by GCs. We identified 73 up-regulated and 166 down-regulated long noncoding RNAs, the expression of 107 of which significantly correlated with 172 mRNAs induced by hydrocortisone. Conclusions: Transcriptome analysis of BMECs from human samples was performed to identify specific gene networks induced by GCs. Our results identified complex RNA crosstalk underlying the pathogenesis of steroid-induced necrosis of femoral head.
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Affiliation(s)
| | - Wan-Shou Guo
- Department of Orthopedics, China-Japan Friendship Hospital; Beijing Key Laboratory for Immune-Mediated Inflammatory Diseases, Beijing 100029, China
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19
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Kashi K, Henderson L, Bonetti A, Carninci P. Discovery and functional analysis of lncRNAs: Methodologies to investigate an uncharacterized transcriptome. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2015; 1859:3-15. [PMID: 26477492 DOI: 10.1016/j.bbagrm.2015.10.010] [Citation(s) in RCA: 136] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 10/08/2015] [Accepted: 10/13/2015] [Indexed: 01/15/2023]
Abstract
It is known that more than 70% of mammalian genomes are transcribed, yet the vast majority of transcripts do not code for proteins. Are these noncoding transcripts merely transcriptional noise, or do they serve a biological purpose? Recent developments in genomic analysis technologies, especially sequencing methods, have allowed researchers to create a large atlas of transcriptomes, study subcellular localization, and investigate potential interactions with proteins for a growing number of transcripts. Here, we review the current methodologies available for discovering and investigating functions of long noncoding RNAs (lncRNAs), which require a wide variety of applications to study their potential biological roles. This article is part of a Special Issue entitled: Clues to long noncoding RNA taxonomy1, edited by Dr. Tetsuro Hirose and Dr. Shinichi Nakagawa.
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Affiliation(s)
- Kaori Kashi
- Division of Genomic Technologies, RIKEN Center for Life Science Technologies, RIKEN Yokohama Campus, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
| | - Lindsey Henderson
- Division of Genomic Technologies, RIKEN Center for Life Science Technologies, RIKEN Yokohama Campus, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
| | - Alessandro Bonetti
- Division of Genomic Technologies, RIKEN Center for Life Science Technologies, RIKEN Yokohama Campus, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
| | - Piero Carninci
- Division of Genomic Technologies, RIKEN Center for Life Science Technologies, RIKEN Yokohama Campus, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan.
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20
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Archer K, Broskova Z, Bayoumi AS, Teoh JP, Davila A, Tang Y, Su H, Kim IM. Long Non-Coding RNAs as Master Regulators in Cardiovascular Diseases. Int J Mol Sci 2015; 16:23651-67. [PMID: 26445043 PMCID: PMC4632719 DOI: 10.3390/ijms161023651] [Citation(s) in RCA: 114] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Revised: 09/21/2015] [Accepted: 09/28/2015] [Indexed: 12/21/2022] Open
Abstract
Cardiovascular disease is the leading cause of death in the United States, accounting for nearly one in every seven deaths. Over the last decade, various targeted therapeutics have been introduced, but there has been no corresponding improvement in patient survival. Since the mortality rate of cardiovascular disease has not been significantly decreased, efforts have been made to understand the link between heart disease and novel therapeutic targets such as non-coding RNAs. Among multiple non-coding RNAs, long non-coding RNA (lncRNA) has emerged as a novel therapeutic in cardiovascular medicine. LncRNAs are endogenous RNAs that contain over 200 nucleotides and regulate gene expression. Recent studies suggest critical roles of lncRNAs in modulating the initiation and progression of cardiovascular diseases. For example, aberrant lncRNA expression has been associated with the pathogenesis of ischemic heart failure. In this article, we present a synopsis of recent discoveries that link the roles and molecular interactions of lncRNAs to cardiovascular diseases. Moreover, we describe the prevalence of circulating lncRNAs and assess their potential utilities as biomarkers for diagnosis and prognosis of heart disease.
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Affiliation(s)
- Krystal Archer
- Department of Medicine, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Zuzana Broskova
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Ahmed S Bayoumi
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Jian-peng Teoh
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Alec Davila
- Department of Medicine, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Yaoliang Tang
- Department of Medicine, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Huabo Su
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
| | - Il-man Kim
- Vascular Biology Center, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Georgia Regents University, Augusta, GA 30912, USA.
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21
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Liao Q, He W, Liu J, Cen Y, Luo L, Yu C, Li Y, Chen S, Duan S. Identification and functional annotation of lncRNA genes with hypermethylation in colorectal cancer. Gene 2015; 572:259-65. [PMID: 26172871 DOI: 10.1016/j.gene.2015.07.028] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2015] [Revised: 05/28/2015] [Accepted: 07/08/2015] [Indexed: 02/08/2023]
Abstract
Colorectal cancer (CRC) is one of the leading causes of mortality worldwide. DNA methylation is an important epigenetic modification for CRC. Although currently a number of studies about DNA methylation of protein coding genes have been carried out, only a few are about the methylation of genes encoding the long noncoding RNAs (lncRNAs). In this study, we identified 761 lncRNA genes with DNA hypermethylation in CRC using a free MethylCap-seq dataset. Integration of lncRNA expression and methylation datasets showed that the expression of lncRNAs is negatively correlated with DNA methylation (p<0.01). Co-methylation network was also constructed to annotate the functions of unknown lncRNAs. Our results showed that a total of 364 lncRNAs were annotated with at least one GO biological process term. The current data-mining work is likely to provide informative clues for biological researchers to further understand the role of lncRNAs in the development of CRC.
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Affiliation(s)
- Qi Liao
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Weiling He
- Gastrointestinal Surgery Center, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China
| | - Jianfa Liu
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Yi Cen
- Yinzhou Branch of Ningbo Public Security Bureau, Ningbo, Zhejiang 315100, China
| | - Liang Luo
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Chengliang Yu
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Yang Li
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Sitong Chen
- Department of Prevention Medicine, School of Medicine, Ningbo University, Ningbo, Zhejiang, 315211, China
| | - Shiwei Duan
- Zhejiang Provincial Key Laboratory of Pathophysiology, School of Medicine, Ningbo University, Ningbo, Zhejiang 315211, China.
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22
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Abstract
Despite the success of RNA secondary structure prediction for simple, short RNAs, the problem of predicting RNAs with long-range tertiary folds remains. Furthermore, RNA 3D structure prediction is hampered by the lack of the knowledge about the tertiary contacts and their thermodynamic parameters. Low-resolution structural modeling enables us to estimate the conformational entropies for a number of tertiary folds through rigorous statistical mechanical calculations. The models lead to 3D tertiary folds at coarse-grained level. The coarse-grained structures serve as the initial structures for all-atom molecular dynamics refinement to build the final all-atom 3D structures. In this paper, we present an overview of RNA computational models for secondary and tertiary structures’ predictions and then focus on a recently developed RNA statistical mechanical model—the Vfold model. The main emphasis is placed on the physics behind the models, including the treatment of the non-canonical interactions in secondary and tertiary structure modelings, and the correlations to RNA functions.
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Affiliation(s)
- Xiaojun Xu
- />Department of Physics, University of Missouri, Columbia, MO 65211 USA
- />Department of Biochemistry, University of Missouri, Columbia, MO 65211 USA
- />Informatics Institute, University of Missouri, Columbia, MO 65211 USA
| | - Shi-Jie Chen
- />Department of Physics, University of Missouri, Columbia, MO 65211 USA
- />Department of Biochemistry, University of Missouri, Columbia, MO 65211 USA
- />Informatics Institute, University of Missouri, Columbia, MO 65211 USA
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Tsoukas MA, Ko BJ, Witte TR, Dincer F, Hardman WE, Mantzoros CS. Dietary walnut suppression of colorectal cancer in mice: Mediation by miRNA patterns and fatty acid incorporation. J Nutr Biochem 2015; 26:776-83. [PMID: 25882694 DOI: 10.1016/j.jnutbio.2015.02.009] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2014] [Revised: 01/29/2015] [Accepted: 02/11/2015] [Indexed: 12/18/2022]
Abstract
Colorectal cancer, unlike many other malignancies, may be preventable. Recent studies have demonstrated an inverse association between nut consumption and incidence of colon cancer; however, the underlying mechanisms are not fully understood. An emerging concept suggests that microribonucleic acids (miRNAs) may help explain the relationship between walnut consumption and decreased colorectal neoplasia risk. Seven days after HT-29 colon cancer cell injection, mice were randomized to either control or walnut diets for 25 days of diet treatment. Thirty samples of tumor and of omental adipose were analyzed to determine changes in lipid composition in each dietary group. In the tumors of the walnut-containing diet, we found significant increases in α-linolenic, eicosapentaenoic, docosahexaenoic and total omega-3 acids, and a decrease in arachidonic acid, as compared to the control diet. Final tumor size measured at sacrifice was negatively associated with percentage of total omega-3 fatty acid composition (r=-0.641, P=.001). MicroRNA expression analysis of colorectal tumor tissue revealed decreased expression of miRNAs 1903, 467c and 3068 (P<.05) and increased expression of miRNA 297a* (P=.0059) in the walnut-treated group as compared to control diet. Our results indicate that changes in the miRNA expression profiles likely affect target gene transcripts involved in pathways of anti-inflammation, antivascularization, antiproliferation and apoptosis. We also demonstrate the incorporation of protective fatty acids into colonic epithelium of walnut-fed mice, which may independently alter miRNA expression profiles itself. Future studies of the mechanism of widespread miRNA regulation by walnut consumption are needed to offer potential prognostic and therapeutic targets.
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Affiliation(s)
- Michael A Tsoukas
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA; Section of Endocrinology, Boston VA Healthcare system, Boston, MA.
| | - Byung-Joon Ko
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Theodore R Witte
- Department of Biochemistry and Microbiology, Marshall University School of Medicine, Huntington, WV
| | - Fadime Dincer
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - W Elaine Hardman
- Department of Biochemistry and Microbiology, Marshall University School of Medicine, Huntington, WV
| | - Christos S Mantzoros
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA; Section of Endocrinology, Boston VA Healthcare system, Boston, MA
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24
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Wang M, Wu B, Chen C, Lu S. Identification of mRNA-like non-coding RNAs and validation of a mighty one named MAR in Panax ginseng. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2015; 57:256-70. [PMID: 25040236 DOI: 10.1111/jipb.12239] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2014] [Accepted: 07/03/2014] [Indexed: 05/11/2023]
Abstract
Increasing evidence suggests that long non-coding RNAs (lncRNAs) play significant roles in plants. However, little is known about lncRNAs in Panax ginseng C. A. Meyer, an economically significant medicinal plant species. A total of 3,688 mRNA-like non-coding RNAs (mlncRNAs), a class of lncRNAs, were identified in P. ginseng. Approximately 40% of the identified mlncRNAs were processed into small RNAs, implying their regulatory roles via small RNA-mediated mechanisms. Eleven miRNA-generating mlncRNAs also produced siRNAs, suggesting the coordinated production of miRNAs and siRNAs in P. ginseng. The mlncRNA-derived small RNAs might be 21-, 22-, or 24-nt phased and could be generated from both or only one strand of mlncRNAs, or from super long hairpin structures. A full-length mlncRNA, termed MAR (multiple-function-associated mlncRNA), was cloned. It generated the most abundant siRNAs. The MAR siRNAs were predominantly 24-nt and some of them were distributed in a phased pattern. A total of 228 targets were predicted for 71 MAR siRNAs. Degradome sequencing validated 68 predicted targets involved in diverse metabolic pathways, suggesting the significance of MAR in P. ginseng. Consistently, MAR was detected in all tissues analyzed and responded to methyl jasmonate (MeJA) treatment. It sheds light on the function of mlncRNAs in plants.
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MESH Headings
- Base Sequence
- Cloning, Molecular
- DNA, Complementary/genetics
- Gene Expression Regulation, Plant
- MicroRNAs/genetics
- MicroRNAs/metabolism
- Molecular Sequence Data
- Nucleic Acid Conformation
- Open Reading Frames/genetics
- Panax/genetics
- RNA Precursors/genetics
- RNA Precursors/metabolism
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Plant/chemistry
- RNA, Plant/genetics
- RNA, Plant/metabolism
- RNA, Small Interfering/genetics
- RNA, Small Interfering/metabolism
- RNA, Untranslated/chemistry
- RNA, Untranslated/genetics
- RNA, Untranslated/metabolism
- Reproducibility of Results
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Affiliation(s)
- Meizhen Wang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, China
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25
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O'Doherty AM, McGettigan PA. Epigenetic processes in the male germline. Reprod Fertil Dev 2015; 27:725-38. [DOI: 10.1071/rd14167] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Accepted: 08/01/2014] [Indexed: 12/12/2022] Open
Abstract
Sperm undergo some of the most extensive chromatin modifications seen in mammalian biology. During male germline development, paternal DNA methylation marks are erased and established on a global scale through waves of demethylation and de novo methylation. As spermatogenesis progresses, the majority of the histones are removed and replaced by protamines, enabling a tighter packaging of the DNA and transcriptional shutdown. Following fertilisation, the paternal genome is rapidly reactivated, actively demethylated, the protamines are replaced with histones and the embryonic genome is activated. The development of new assays, made possible by high-throughput sequencing technology, has resulted in the revisiting of what was considered settled science regarding the state of DNA packaging in mammalian spermatozoa. Researchers have discovered that not all histones are replaced by protamines and, in certain experiments, various species of RNA have been detected in what was previously considered transcriptionally quiescent spermatozoa. Most controversially, several groups have suggested that environmental modifications of the epigenetic state of spermatozoa may operate as a non-DNA-based form of inheritance, a process known as ‘transgenerational epigenetic inheritance’. Other developments in the field include the increased focus on the involvement of short RNAs, such as microRNAs, long non-coding RNAs and piwi-interacting RNAs. There has also been an accumulation of evidence illustrating associations between defects in sperm DNA packaging and disease and fertility. In this paper we review the literature, recent findings and areas of controversy associated with epigenetic processes in the male germline, focusing on DNA methylation dynamics, non-coding RNAs, the biology of sperm chromatin packaging and transgenerational inheritance.
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26
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Inoue H, Yoshimura J, Iwabuchi K. Gene expression of protein-coding and non-coding RNAs related to polyembryogenesis in the parasitic wasp, Copidosoma floridanum. PLoS One 2014; 9:e114372. [PMID: 25469914 PMCID: PMC4255003 DOI: 10.1371/journal.pone.0114372] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 11/06/2014] [Indexed: 11/18/2022] Open
Abstract
Polyembryony is a unique form of development in which many embryos are clonally produced from a single egg. Polyembryony is known to occur in many animals, but the underlying genetic mechanism responsible is unknown. In a parasitic wasp, Copidosoma floridanum, polyembryogenesis is initiated during the formation and division of the morula. In the present study, cDNA libraries were constructed from embryos at the cleavage and subsequent primary morula stages, times when polyembryogenesis is likely to be controlled genetically. Of 182 and 263 cDNA clones isolated from these embryos, 38% and 70%, respectively, were very similar to protein-coding genes obtained from BLAST analysis and 55 and 65 clones, respectively, were stage-specific. In our libraries we also detected a high frequency of long non-coding RNA. Some of these showed stage-specific expression patterns in reverse transcription quantitative polymerase chain reaction (RT-qPCR) analysis. The stage-specificity of expression implies that these protein-coding and non-coding genes are related to polyembryogenesis in C. floridanum. The non-coding genes are not similar to any known non-coding RNAs and so are good candidates as regulators of polyembryogenesis.
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Affiliation(s)
- Hiroki Inoue
- Faculty of Agriculture, Tokyo University of Agriculture and Technology, Fuchu, Tokyo, Japan
| | - Jin Yoshimura
- Graduate School of Science and Technology, and Department of Mathematical and Systems Engineering, Shizuoka University, Hamamatsu, Shizuoka, Japan
- Department of Environmental and Forest Biology, State University of New York College of Environmental Science and Forestry, Syracuse, New York, United States of America
- Marine Biosystems Research Center, Chiba University, Kamogawa, Chiba, Japan
| | - Kikuo Iwabuchi
- Faculty of Agriculture, Tokyo University of Agriculture and Technology, Fuchu, Tokyo, Japan
- * E-mail:
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Dey BK, Mueller AC, Dutta A. Long non-coding RNAs as emerging regulators of differentiation, development, and disease. Transcription 2014; 5:e944014. [PMID: 25483404 DOI: 10.4161/21541272.2014.944014] [Citation(s) in RCA: 262] [Impact Index Per Article: 26.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
A significant portion of the mammalian genome encodes numerous transcripts that are not translated into proteins, termed long non-coding RNAs. Initial studies identifying long non-coding RNAs inferred these RNA sequences were a consequence of transcriptional noise or promiscuous RNA polymerase II activity. However, the last decade has seen a revolution in the understanding of regulation and function of long non-coding RNAs. Now it has become apparent that long non-coding RNAs play critical roles in a wide variety of biological processes. In this review, we describe the current understanding of long non-coding RNA-mediated regulation of cellular processes: differentiation, development, and disease.
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Key Words
- Bvht, braveheart
- CDT, C-terminal domain
- DBE-T, D4Z4-binding element
- DMD, Duchenne muscular dystrophy
- ES, embryonic stem
- FSHD, facioscapulohumeral muscular dystrophy
- Fendrr, Foxf1a called fetal-lethal non-coding developmental regulatory RNA
- MEF2, myocyte enhancer factor-2
- MRFs, myogenic regulatory factors
- Malat1, metastasis associated lung adenocarcinoma transcript 1
- Mesp1, mesoderm progenitor 1
- Neat2, nuclear-enriched abundant transcript 2
- PRC2, polycomb group repressive complex 2
- RNAP II, RNA polymerase II
- SINE, short interspersed element
- SR, serine arginine
- SRA, steroid receptor activator
- SRY, sex-determining region Y
- YAM 1-4, YY1-associated muscle 1-4
- ceRNAs, competing endogenous RNAs
- ciRS-7, circular RNA sponge for miR-7
- development
- differentiation
- disease
- gene expression
- iPS, induced pluripotent stem
- lncRNAs, long non-coding RNAs
- long non-coding RNAs
- ncRNAa, non-coding RNA activating
- skeletal muscle
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Affiliation(s)
- Bijan K Dey
- a Department of Biochemistry and Molecular Genetics ; University of Virginia School of Medicine ; Charlottesville , VA USA
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Clark BS, Blackshaw S. Long non-coding RNA-dependent transcriptional regulation in neuronal development and disease. Front Genet 2014; 5:164. [PMID: 24936207 PMCID: PMC4047558 DOI: 10.3389/fgene.2014.00164] [Citation(s) in RCA: 118] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2014] [Accepted: 05/18/2014] [Indexed: 01/17/2023] Open
Abstract
Comprehensive analysis of the mammalian transcriptome has revealed that long non-coding RNAs (lncRNAs) may make up a large fraction of cellular transcripts. Recent years have seen a surge of studies aimed at functionally characterizing the role of lncRNAs in development and disease. In this review, we discuss new findings implicating lncRNAs in controlling development of the central nervous system (CNS). The evolution of the higher vertebrate brain has been accompanied by an increase in the levels and complexities of lncRNAs expressed within the developing nervous system. Although a limited number of CNS-expressed lncRNAs are now known to modulate the activity of proteins important for neuronal differentiation, the function of the vast majority of neuronal-expressed lncRNAs is still unknown. Topics of intense current interest include the mechanism by which CNS-expressed lncRNAs might function in epigenetic and transcriptional regulation during neuronal development, and how gain and loss of function of individual lncRNAs contribute to neurological diseases.
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Affiliation(s)
- Brian S Clark
- Solomon Snyder Department of Neuroscience, Johns Hopkins University School of Medicine Baltimore, MD, USA
| | - Seth Blackshaw
- Solomon Snyder Department of Neuroscience, Johns Hopkins University School of Medicine Baltimore, MD, USA ; Department of Ophthalmology, Johns Hopkins University School of Medicine Baltimore, MD, USA ; Department of Neurology, Johns Hopkins University School of Medicine Baltimore, MD, USA ; Center for High-Throughput Biology, Johns Hopkins University School of Medicine Baltimore, MD, USA ; Institute for Cell Engineering, Johns Hopkins University School of Medicine Baltimore, MD, USA
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29
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Barry G. Integrating the roles of long and small non-coding RNA in brain function and disease. Mol Psychiatry 2014; 19:410-6. [PMID: 24468823 DOI: 10.1038/mp.2013.196] [Citation(s) in RCA: 123] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2013] [Revised: 12/12/2013] [Accepted: 12/16/2013] [Indexed: 12/20/2022]
Abstract
Regulatory RNA is emerging as the major architect of cognitive evolution and innovation in the mammalian brain. While the protein machinery has remained largely constant throughout animal evolution, the non protein-coding transcriptome has expanded considerably to provide essential and widespread cellular regulation, partly through directing generic protein function. Both long (long non-coding RNA) and small non-coding RNAs (for example, microRNA) have been demonstrated to be essential for brain development and higher cognitive abilities, and to be involved in psychiatric disease. Long non-coding RNAs, highly expressed in the brain and expanded in mammalian genomes, provide tissue- and activity-specific epigenetic and transcriptional regulation, partly through functional control of evolutionary conserved effector small RNA activity. However, increased cognitive sophistication has likely introduced concomitant psychiatric vulnerabilities, predisposing to conditions such as autism and schizophrenia, and cooperation between regulatory and effector RNAs may underlie neural complexity and concomitant fragility in the human brain.
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Affiliation(s)
- G Barry
- Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
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30
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Dey BK, Pfeifer K, Dutta A. The H19 long noncoding RNA gives rise to microRNAs miR-675-3p and miR-675-5p to promote skeletal muscle differentiation and regeneration. Genes Dev 2014; 28:491-501. [PMID: 24532688 PMCID: PMC3950346 DOI: 10.1101/gad.234419.113] [Citation(s) in RCA: 392] [Impact Index Per Article: 39.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
The H19 long noncoding RNA is repressed after birth, except in skeletal muscle. Dey et al. discover that H19 exon1 encodes miR-675-3p and miR-675-5p. The inhibition of myogenesis by H19 depletion is rescued by expression of miR-675-3p and miR-675-5p. The abnormal skeletal muscle regeneration in H19-deficient mice is rectified by reintroducing miR-675-3p and miR-675-5p. These miRs target the anti-differentiation Smad transcription factors and the DNA replication initiation factor Cdc6. In summary, H19 gives rise to microRNAs to promote skeletal muscle differentiation and regeneration. Regulated expression of the H19 long noncoding RNA gene has been well characterized as a paradigm for genomic imprinting, but the H19 RNA's biological function remains largely unclear. H19 is abundantly expressed maternally in embryonic tissues but is strongly repressed after birth, and significant transcription persists only in skeletal muscle. Thus, we examined the role of the H19 RNA in skeletal muscle differentiation and regeneration. Knockdown of H19 RNA in myoblast cells and H19 knockout mouse satellite cells decreases differentiation. H19 exon1 encodes two conserved microRNAs, miR-675-3p and miR-675-5p, both of which are induced during skeletal muscle differentiation. The inhibition of myogenesis by H19 depletion during myoblast differentiation is rescued by exogenous expression of miR-675-3p and miR-675-5p. H19-deficient mice display abnormal skeletal muscle regeneration after injury, which is rectified by reintroduction of miR-675-3p and miR-675-5p. miR-675-3p and miR-675-5p function by directly targeting and down-regulating the anti-differentiation Smad transcription factors critical for the bone morphogenetic protein (BMP) pathway and the DNA replication initiation factor Cdc6. Therefore, the H19 long noncoding RNA has a critical trans-regulatory function in skeletal muscle differentiation and regeneration that is mediated by the microRNAs encoded within H19.
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Affiliation(s)
- Bijan K Dey
- Department of Biochemistry and Molecular Genetics, University of Virginia School of Medicine, Charlottesville, Virginia 22908, USA
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31
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Sun J, Lin Y, Wu J. Long non-coding RNA expression profiling of mouse testis during postnatal development. PLoS One 2013; 8:e75750. [PMID: 24130740 PMCID: PMC3794988 DOI: 10.1371/journal.pone.0075750] [Citation(s) in RCA: 112] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2013] [Accepted: 08/19/2013] [Indexed: 02/07/2023] Open
Abstract
Mammalian testis development and spermatogenesis play critical roles in male fertility and continuation of a species. Previous research into the molecular mechanisms of testis development and spermatogenesis has largely focused on the role of protein-coding genes and small non-coding RNAs, such as microRNAs and piRNAs. Recently, it has become apparent that large numbers of long (>200 nt) non-coding RNAs (lncRNAs) are transcribed from mammalian genomes and that lncRNAs perform important regulatory functions in various developmental processes. However, the expression of lncRNAs and their biological functions in post-natal testis development remain unknown. In this study, we employed microarray technology to examine lncRNA expression profiles of neonatal (6-day-old) and adult (8-week-old) mouse testes. We found that 8,265 lncRNAs were expressed above background levels during post-natal testis development, of which 3,025 were differentially expressed. Candidate lncRNAs were identified for further characterization by an integrated examination of genomic context, gene ontology (GO) enrichment of their associated protein-coding genes, promoter analysis for epigenetic modification, and evolutionary conservation of elements. Many lncRNAs overlapped or were adjacent to key transcription factors and other genes involved in spermatogenesis, such as Ovol1, Ovol2, Lhx1, Sox3, Sox9, Plzf, c-Kit, Wt1, Sycp2, Prm1 and Prm2. Most differentially expressed lncRNAs exhibited epigenetic modification marks similar to protein-coding genes and tend to be expressed in a tissue-specific manner. In addition, the majority of differentially expressed lncRNAs harbored evolutionary conserved elements. Taken together, our findings represent the first systematic investigation of lncRNA expression in the mammalian testis and provide a solid foundation for further research into the molecular mechanisms of lncRNAs function in mammalian testis development and spermatogenesis.
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Affiliation(s)
- Jin Sun
- Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Yi Lin
- The International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ji Wu
- Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
- Key Laboratory of Fertility Preservation and Maintenance of Ministry of Education, Ningxia Medical University, Yinchuan, Ningxia, China
- * E-mail:
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32
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Li J, Xuan Z, Liu C. Long non-coding RNAs and complex human diseases. Int J Mol Sci 2013; 14:18790-808. [PMID: 24036441 PMCID: PMC3794807 DOI: 10.3390/ijms140918790] [Citation(s) in RCA: 153] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2013] [Revised: 08/28/2013] [Accepted: 09/03/2013] [Indexed: 02/07/2023] Open
Abstract
Long non-coding RNAs (lncRNAs) are a heterogeneous class of RNAs that are generally defined as non-protein-coding transcripts longer than 200 nucleotides. Recently, an increasing number of studies have shown that lncRNAs can be involved in various critical biological processes, such as chromatin remodeling, gene transcription, and protein transport and trafficking. Moreover, lncRNAs are dysregulated in a number of complex human diseases, including coronary artery diseases, autoimmune diseases, neurological disorders, and various cancers, which indicates their important roles in these diseases. Here, we reviewed the current understanding of lncRNAs, including their definition and subclassification, regulatory functions, and potential roles in different types of complex human diseases.
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Affiliation(s)
- Jing Li
- Bioinformatics Research Group, Key Laboratory of Intelligent Information Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China; E-Mail:
| | - Zhenyu Xuan
- Department of Molecular and Cell Biology, Center for Systems Biology, University of Texas at Dallas, 800 W Campbell Road, Richardson, TX 75080, USA
| | - Changning Liu
- Bioinformatics Research Group, Key Laboratory of Intelligent Information Processing, Advanced Computer Research Center, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China; E-Mail:
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Abstract
MicroRNAs (miRNAs) are small sequences of noncoding RNAs that regulate gene expression by two basic processes: direct degradation of mRNA and translation inhibition. miRNAs are key molecules in gene regulation for embryonic stem cells, since they are able to repress target pluripotent mRNA genes, including Oct4, Sox2, and Nanog. miRNAs are unlike other small noncoding RNAs in their biogenesis, since they derive from precursors that fold back to form a distinctive hairpin structure, whereas other classes of small RNAs are formed from longer hairpins or bimolecular RNA duplexes (siRNAs) or precursors without double-stranded character (piRNAs). An increasing amount of evidence suggests that miRNAs may have a critical role in the maintenance of the pluripotent cell state and in the regulation of early mammalian development. This review gives an overview of the current state of the art of miRNA expression and regulation in embryonic stem cell differentiation. Current insights on controlling stem cell fate toward mesodermal, endodermal and ectodermal differentiation, and cell reprogramming are also highlighted.
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Affiliation(s)
- Emanuele Berardi
- Laboratory of Translational Cardiomyology, Department of Development and Regeneration, Katholieke Universiteit Leuven, 3000 Leuven, Belgium
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35
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Bioinformatics tools and novel challenges in long non-coding RNAs (lncRNAs) functional analysis. Int J Mol Sci 2011; 13:97-114. [PMID: 22312241 PMCID: PMC3269675 DOI: 10.3390/ijms13010097] [Citation(s) in RCA: 79] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2011] [Revised: 12/02/2011] [Accepted: 12/05/2011] [Indexed: 01/22/2023] Open
Abstract
The advent of next generation sequencing revealed that a fraction of transcribed RNAs (short and long RNAs) is non-coding. Long non-coding RNAs (lncRNAs) have a crucial role in regulating gene expression and in epigenetics (chromatin and histones remodeling). LncRNAs may have different roles: gene activators (signaling), repressors (decoy), cis and trans gene expression regulators (guides) and chromatin modificators (scaffolds) without the need to be mutually exclusive. LncRNAs are also implicated in a number of diseases. The huge amount of inhomogeneous data produced so far poses several bioinformatics challenges spanning from the simple annotation to the more complex functional annotation. In this review, we report and discuss several bioinformatics resources freely available and dealing with the study of lncRNAs. To our knowledge, this is the first review summarizing all the available bioinformatics resources on lncRNAs appeared in the literature after the completion of the human genome project. Therefore, the aim of this review is to provide a little guide for biologists and bioinformaticians looking for dedicated resources, public repositories and other tools for lncRNAs functional analysis.
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36
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Sanuki R, Onishi A, Koike C, Muramatsu R, Watanabe S, Muranishi Y, Irie S, Uneo S, Koyasu T, Matsui R, Chérasse Y, Urade Y, Watanabe D, Kondo M, Yamashita T, Furukawa T. miR-124a is required for hippocampal axogenesis and retinal cone survival through Lhx2 suppression. Nat Neurosci 2011; 14:1125-34. [PMID: 21857657 DOI: 10.1038/nn.2897] [Citation(s) in RCA: 224] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2011] [Accepted: 06/30/2011] [Indexed: 02/07/2023]
Abstract
MicroRNA-124a (miR-124a) is the most abundant microRNA expressed in the vertebrate CNS. Despite past investigations into the role of miR-124a, inconsistent results have left the in vivo function of miR-124a unclear. We examined the in vivo function of miR-124a by targeted disruption of Rncr3 (retinal non-coding RNA 3), the dominant source of miR-124a. Rncr3(-/-) mice exhibited abnormalities in the CNS, including small brain size, axonal mis-sprouting of dentate gyrus granule cells and retinal cone cell death. We found that Lhx2 is an in vivo target mRNA of miR-124a. We also observed that LHX2 downregulation by miR-124a is required for the prevention of apoptosis in the developing retina and proper axonal development of hippocampal neurons. These results suggest that miR-124a is essential for the maturation and survival of dentate gyrus neurons and retinal cones, as it represses Lhx2 translation.
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Affiliation(s)
- Rikako Sanuki
- Department of Developmental Biology, Osaka Bioscience Institute, Suita, Osaka, Japan
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Genomic features and computational identification of human microRNAs under long-range developmental regulation. BMC Genomics 2011; 12:270. [PMID: 21619633 PMCID: PMC3123655 DOI: 10.1186/1471-2164-12-270] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2011] [Accepted: 05/27/2011] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Recent functional studies have demonstrated that many microRNAs (miRNAs) are expressed by RNA polymerase II in a specific spatiotemporal manner during the development of organisms and play a key role in cell-lineage decisions and morphogenesis. They are therefore functionally related to a number of key protein coding developmental genes, that form genomic regulatory blocks (GRBs) with arrays of highly conserved non-coding elements (HCNEs) functioning as long-range enhancers that collaboratively regulate the expression of their target genes. Given this functional similarity as well as recent zebrafish transgenesis assays showing that the miR-9 family is indeed regulated by HCNEs with enhancer activity, we hypothesized that this type of miRNA regulation is prevalent. In this paper, we therefore systematically investigate the regulatory landscape around conserved self-transcribed miRNAs (ST miRNAs), with their own known or computationally inferred promoters, by analyzing the hallmarks of GRB target genes. These include not only the density of HCNEs in their vicinity but also the presence of large CpG islands (CGIs) and distinct patterns of histone modification marks associated with developmental genes. RESULTS Our results show that a subset of the conserved ST miRNAs we studied shares properties similar to those of protein-coding GRB target genes: they are located in regions of significantly higher HCNE/enhancer binding density and are more likely to be associated with CGIs. Furthermore, their putative promoters have both activating as well as silencing histone modification marks during development and differentiation. Based on these results we used both an elevated HCNE density in the genomic vicinity as well as the presence of a bivalent promoter to identify 29 putative GRB target miRNAs/miRNA clusters, over two-thirds of which are known to play a role during development and differentiation. Furthermore these predictions include miRNAs of the miR-9 family, which are the only experimentally verified GRB target miRNAs. CONCLUSIONS A subset of the conserved miRNA loci we investigated exhibits typical characteristics of GRB target genes, which may partially explain their complex expression profiles during development.
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Abstract
Noncoding RNAs form an indispensible component of the cellular information processing networks, a role that crucially depends on the specificity of their interactions among each other as well as with DNA and protein. Patterns of intramolecular and intermolecular base pairs govern most RNA interactions. Specific base pairs dominate the structure formation of nucleic acids. Only little details distinguish intramolecular secondary structures from those cofolding molecules. RNA-protein interactions, on the other hand, are strongly dependent on the RNA structure as well since the sequence content of helical regions is largely unreadable, so that sequence specificity is mostly restricted to unpaired loop regions. Conservation of both sequence and structure thus this can give indications of the functioning of the diversity of ncRNAs.
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Affiliation(s)
- Manja Marz
- Department of Computer Science, University of Leipzig, Leipzig, Germany.
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Chureau C, Chantalat S, Romito A, Galvani A, Duret L, Avner P, Rougeulle C. Ftx is a non-coding RNA which affects Xist expression and chromatin structure within the X-inactivation center region. Hum Mol Genet 2010; 20:705-18. [PMID: 21118898 DOI: 10.1093/hmg/ddq516] [Citation(s) in RCA: 184] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
X chromosome inactivation (XCI) is an essential epigenetic process which involves several non-coding RNAs (ncRNAs), including Xist, the master regulator of X-inactivation initiation. Xist is flanked in its 5' region by a large heterochromatic hotspot, which contains several transcription units including a gene of unknown function, Ftx (five prime to Xist). In this article, we describe the characterization and functional analysis of murine Ftx. We present evidence that Ftx produces a conserved functional long ncRNA, and additionally hosts microRNAs (miR) in its introns. Strikingly, Ftx partially escapes X-inactivation and is upregulated specifically in female ES cells at the onset of X-inactivation, an expression profile which closely follows that of Xist. We generated Ftx null ES cells to address the function of this gene. In these cells, only local changes in chromatin marks are detected within the hotspot, indicating that Ftx is not involved in the global maintenance of the heterochromatic structure of this region. The Ftx mutation, however, results in widespread alteration of transcript levels within the X-inactivation center (Xic) and particularly important decreases in Xist RNA levels, which were correlated with increased DNA methylation at the Xist CpG island. Altogether our results indicate that Ftx is a positive regulator of Xist and lead us to propose that Ftx is a novel ncRNA involved in XCI.
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Affiliation(s)
- Corinne Chureau
- Unité de Génétique Moléculaire Murine, URA 2578, Institut Pasteur, Paris, France
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Tufekci KU, Oner MG, Genc S, Genc K. MicroRNAs and Multiple Sclerosis. Autoimmune Dis 2010; 2011:807426. [PMID: 21188194 PMCID: PMC3003960 DOI: 10.4061/2011/807426] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2010] [Accepted: 10/16/2010] [Indexed: 12/21/2022] Open
Abstract
MicroRNAs (miRNAs) have recently emerged as a new class of modulators of gene expression. miRNAs control protein synthesis by targeting mRNAs for translational repression or degradation at the posttranscriptional level. These noncoding RNAs are endogenous, single-stranded molecules approximately 22 nucleotides in length and have roles in multiple facets of immunity, from regulation of development of key cellular players to activation and function in immune responses. Recent studies have shown that dysregulation of miRNAs involved in immune responses leads to autoimmunity. Multiple sclerosis (MS) serves as an example of a chronic and organ-specific autoimmune disease in which miRNAs modulate immune responses in the peripheral immune compartment and the neuroinflammatory process in the brain. For MS, miRNAs have the potential to serve as modifying drugs. In this review, we summarize current knowledge of miRNA biogenesis and mode of action and the diverse roles of miRNAs in modulating the immune and inflammatory responses. We also review the role of miRNAs in autoimmunity, focusing on emerging data regarding miRNA expression patterns in MS. Finally, we discuss the potential of miRNAs as a disease marker and a novel therapeutic target in MS. Better understanding of the role of miRNAs in MS will improve our knowledge of the pathogenesis of this disease.
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Affiliation(s)
- Kemal Ugur Tufekci
- Department of Neuroscience, Health Science Institute, Dokuz Eylul University, Inciralti, 35340 Izmir, Turkey
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41
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RNA polymerase II binding patterns reveal genomic regions involved in microRNA gene regulation. PLoS One 2010; 5:e13798. [PMID: 21072189 PMCID: PMC2970572 DOI: 10.1371/journal.pone.0013798] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2010] [Accepted: 09/23/2010] [Indexed: 01/07/2023] Open
Abstract
MicroRNAs are small non-coding RNAs involved in post-transcriptional regulation of gene expression. Due to the poor annotation of primary microRNA (pri-microRNA) transcripts, the precise location of promoter regions driving expression of many microRNA genes is enigmatic. This deficiency hinders our understanding of microRNA-mediated regulatory networks. In this study, we develop a computational approach to identify the promoter region and transcription start site (TSS) of pri-microRNAs actively transcribed using genome-wide RNA Polymerase II (RPol II) binding patterns derived from ChIP-seq data. Based upon the assumption that the distribution of RPol II binding patterns around the TSS of microRNA and protein coding genes are similar, we designed a statistical model to mimic RPol II binding patterns around the TSS of highly expressed, well-annotated promoter regions of protein coding genes. We used this model to systematically scan the regions upstream of all intergenic microRNAs for RPol II binding patterns similar to those of TSS from protein coding genes. We validated our findings by examining the conservation, CpG content, and activating histone marks in the identified promoter regions. We applied our model to assess changes in microRNA transcription in steroid hormone-treated breast cancer cells. The results demonstrate many microRNA genes have lost hormone-dependent regulation in tamoxifen-resistant breast cancer cells. MicroRNA promoter identification based upon RPol II binding patterns provides important temporal and spatial measurements regarding the initiation of transcription, and therefore allows comparison of transcription activities between different conditions, such as normal and disease states.
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42
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Xiao B, Zhang X, Li Y, Tang Z, Yang S, Mu Y, Cui W, Ao H, Li K. Identification, bioinformatic analysis and expression profiling of candidate mRNA-like non-coding RNAs in Sus scrofa. J Genet Genomics 2010; 36:695-702. [PMID: 20129396 DOI: 10.1016/s1673-8527(08)60162-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2009] [Revised: 11/06/2009] [Accepted: 11/07/2009] [Indexed: 10/20/2022]
Abstract
Messenger RNA-like non-coding RNAs (mlncRNAs) are a newly identified group of non-coding RNAs (ncRNAs) that may be involved in a number of critical cellular events. In this study, 93 candidate porcine mlncRNAs were obtained by computational prediction and screening, among which 72 were mapped to the porcine genome. Further analysis of 8 representative candidates revealed that these mlncRNA candidates are not highly conserved among species. Remarkably, one of the candidates, sTF35495, was found to be precursor of a putative porcine microRNA. By RACE PCR, we determined that the full length of sTF35495 was 3 kb. The protein-coding potential of this RNA was tested in silico with no significant finding. Semi-quantitative RT-PCR analysis of the subgroup of 8 candidates revealed two distinct expression profiles and two molecules were further validated by real-time PCR. The predicted pre-microRNA sequence in this study provides a potentially interesting insight into the in vivo function of porcine mlncRNAs and our findings suggest that they play key biological roles in Sus scrofa.
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Affiliation(s)
- Bang Xiao
- Huazhong Agricultural University, Wuhan, China
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43
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Gu TJ, Yi X, Zhao XW, Zhao Y, Yin JQ. Alu-directed transcriptional regulation of some novel miRNAs. BMC Genomics 2009; 10:563. [PMID: 19943974 PMCID: PMC3087558 DOI: 10.1186/1471-2164-10-563] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2009] [Accepted: 11/30/2009] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Despite many studies on the biogenesis, molecular structure and biological functions of microRNAs, little is known about the transcriptional regulatory mechanisms controlling the spatiotemporal expression pattern of human miRNA gene loci. Several lines of experimental results have indicated that both polymerase II (Pol-II) and polymerase III (Pol-III) may be involved in transcribing miRNAs. Here, we assessed the genomic evidence for Alu-directed transcriptional regulation of some novel miRNA genes in humans. Our data demonstrate that the expression of these Alu-related miRNAs may be modulated by Pol-III. RESULTS We present a comprehensive exploration of the Alu-directed transcriptional regulation of some new miRNAs. Using a new computational approach, a variety of Alu-related sequences from multiple sources were pooled and filtered to obtain a subset containing Alu elements and characterized miRNA genes for which there is clear evidence of full-length transcription (embedded in EST). We systematically demonstrated that 73 miRNAs including five known ones may be transcribed by Pol-III through Alu or MIR. Among the new miRNAs, 33 were determined by high-throughput Solexa sequencing. Real-time TaqMan PCR and Northern blotting verified that three newly identified miRNAs could be induced to co-express with their upstream Alu transcripts by heat shock or cycloheximide. CONCLUSION Through genomic analysis, Solexa sequencing and experimental validation, we have identified candidate sequences for Alu-related miRNAs, and have found that the transcription of these miRNAs could be governed by Pol-III. Thus, this study may elucidate the mechanisms by which the expression of a class of small RNAs may be regulated by their upstream repeat elements.
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Affiliation(s)
- Tong J Gu
- National Laboratory of Biomacromolecules, Center for Computing and Systems Biology, Institute of Biophysics, Chinese Academy of Sciences, 15 Datun Road, Beijing 100101, PR China.
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44
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Seim I, Herington AC, Chopin LK. New insights into the molecular complexity of the ghrelin gene locus. Cytokine Growth Factor Rev 2009; 20:297-304. [DOI: 10.1016/j.cytogfr.2009.07.006] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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45
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Hiller M, Findeiss S, Lein S, Marz M, Nickel C, Rose D, Schulz C, Backofen R, Prohaska SJ, Reuter G, Stadler PF. Conserved introns reveal novel transcripts in Drosophila melanogaster. Genome Res 2009; 19:1289-300. [PMID: 19458021 DOI: 10.1101/gr.090050.108] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Noncoding RNAs that are-like mRNAs-spliced, capped, and polyadenylated have important functions in cellular processes. The inventory of these mRNA-like noncoding RNAs (mlncRNAs), however, is incomplete even in well-studied organisms, and so far, no computational methods exist to predict such RNAs from genomic sequences only. The subclass of these transcripts that is evolutionarily conserved usually has conserved intron positions. We demonstrate here that a genome-wide comparative genomics approach searching for short conserved introns is capable of identifying conserved transcripts with a high specificity. Our approach requires neither an open reading frame nor substantial sequence or secondary structure conservation in the surrounding exons. Thus it identifies spliced transcripts in an unbiased way. After applying our approach to insect genomes, we predict 369 introns outside annotated coding transcripts, of which 131 are confirmed by expressed sequence tags (ESTs) and/or noncoding FlyBase transcripts. Of the remaining 238 novel introns, about half are associated with protein-coding genes-either extending coding or untranslated regions or likely belonging to unannotated coding genes. The remaining 129 introns belong to novel mlncRNAs that are largely unstructured. Using RT-PCR, we verified seven of 12 tested introns in novel mlncRNAs and 11 of 17 introns in novel coding genes. The expression level of all verified mlncRNA transcripts is low but varies during development, which suggests regulation. As conserved introns indicate both purifying selection on the exon-intron structure and conserved expression of the transcript in related species, the novel mlncRNAs are good candidates for functional transcripts.
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Affiliation(s)
- Michael Hiller
- Bioinformatics Group, Albert-Ludwigs-University Freiburg, 79110 Freiburg, Germany.
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46
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He S, Yang Z, Skogerbo G, Ren F, Cui H, Zhao H, Chen R, Zhao Y. The properties and functions of virus encoded microRNA, siRNA, and other small noncoding RNAs. Crit Rev Microbiol 2008; 34:175-88. [PMID: 18972284 DOI: 10.1080/10408410802482008] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
microRNAs (miRNAs) represent a class of noncoding RNA species, believed to be regulating gene expression by binding to complementary sites in the 3'UTRs of target mRNAs. They play important regulatory roles in various metabolic pathways in most eukaryotes. The recent discovery of virus encoded miRNAs suggests that viruses may be using them to regulate host and viral gene expression. Another class of closely related small interfering RNAs (siRNAs) also has been found within the HIV-1 genome and shown to be exerting a limited impact on virus reproduction. Additionally, an additional type of viral noncoding RNAs named small noncoding RNAs (sncRNAs) ranging from a few tens to a few hundred nucleotides in length, has also been identified. sncRNAs have a wide phylogenesis and high levels of expression, suggesting they may play an important roles in different species. Here we discuss the genomic organization, expression, conservation as well as potential function of virally encoded miRNA, siRNA, and sncRNAs.
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Affiliation(s)
- Shunmin He
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Science, CAMS & PUMC, Chinese Academy of Science, Beijing, China
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Siracusa LD, Buchberg AM. The noncoding RNAs: a genomic symphony of transcripts. Mamm Genome 2008; 19:449-53. [PMID: 19011942 DOI: 10.1007/s00335-008-9151-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2008] [Accepted: 10/08/2008] [Indexed: 11/25/2022]
Affiliation(s)
- Linda D Siracusa
- Department of Microbiology and Immunology, Kimmel Cancer Center, Thomas Jefferson University, 233 South 10th Street, Philadelphia, PA 19107-5541, USA.
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