1
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Gharebaghi A, Afshar S, Tapak L, Ranjbar H, Saidijam M, Dinu I. Utilizing an In-silico Approach to Pinpoint Potential Biomarkers for Enhanced Early Detection of Colorectal Cancer. Cancer Inform 2024; 23:11769351241307163. [PMID: 39687502 PMCID: PMC11648020 DOI: 10.1177/11769351241307163] [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: 06/26/2024] [Accepted: 11/28/2024] [Indexed: 12/18/2024] Open
Abstract
Objectives Colorectal cancer (CRC) is a prevalent disease characterized by significant dysregulation of gene expression. Non-invasive tests that utilize microRNAs (miRNAs) have shown promise for early CRC detection. This study aims to determine the association between miRNAs and key genes in CRC. Methods Two datasets (GSE106817 and GSE23878) were extracted from the NCBI Gene Expression Omnibus database. Penalized logistic regression (PLR) and artificial neural networks (ANN) were used to identify relevant miRNAs and evaluate the classification accuracy of the selected miRNAs. The findings were validated through bipartite miRNA-mRNA interactions. Results Our analysis identified 3 miRNAs: miR-1228, miR-6765-5p, and miR-6787-5p, achieving a total accuracy of over 90%. Based on the results of the mRNA-miRNA interaction network, CDK1 and MAD2L1 were identified as target genes of miR-6787-5p. Conclusions Our results suggest that the identified miRNAs and target genes could serve as non-invasive biomarkers for diagnosing colorectal cancer, pending laboratory confirmation.
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Affiliation(s)
- Alireza Gharebaghi
- Neurophysiology Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Saeid Afshar
- Department of Molecular Medicine and Genetics, School of Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
- Research Center for Molecular Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Leili Tapak
- Department of Biostatistics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
- Modeling of Noncommunicable Diseases Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Hossein Ranjbar
- Neurophysiology Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Massoud Saidijam
- Department of Molecular Medicine and Genetics, School of Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
- Research Center for Molecular Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
| | - Irina Dinu
- School of Public Health, Health Academy, University of Alberta, Edmonton, AB, Canada
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2
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Chatterjee S, Naeli P, Onar O, Simms N, Garzia A, Hackett A, Coyle K, Harris Snell P, McGirr T, Sawant TN, Dang K, Stoichkova Z, Azam Y, Saunders M, Braun M, Alain T, Tuschl T, McDade S, Longley D, Gkogkas C, Adrain C, Knight JP, Jafarnejad SM. Ribosome Quality Control mitigates the cytotoxicity of ribosome collisions induced by 5-Fluorouracil. Nucleic Acids Res 2024; 52:12534-12548. [PMID: 39351862 PMCID: PMC11551743 DOI: 10.1093/nar/gkae849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 08/14/2024] [Accepted: 09/17/2024] [Indexed: 11/12/2024] Open
Abstract
Ribosome quality control (RQC) resolves collided ribosomes, thus preventing their cytotoxic effects. The chemotherapeutic agent 5-Fluorouracil (5FU) is best known for its misincorporation into DNA and inhibition of thymidylate synthase. However, while a major determinant of 5FU's anticancer activity is its misincorporation into RNAs, the mechanisms by which cancer cells overcome the RNA-dependent 5FU toxicity remain ill-defined. Here, we report a role for RQC in mitigating the cytotoxic effects of 5FU. We show that 5FU treatment results in rapid induction of the mTOR signalling pathway, enhanced rate of mRNA translation initiation, and increased ribosome collisions. Consistently, a defective RQC exacerbates the 5FU-induced cell death, which is mitigated by blocking mTOR pathway or mRNA translation initiation. Furthermore, 5FU treatment enhances the expression of the key RQC factors ZNF598 and GIGYF2 via an mTOR-dependent post-translational mechanism. This adaptation likely mitigates the cytotoxic consequences of increased ribosome collisions upon 5FU treatment.
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Affiliation(s)
- Susanta Chatterjee
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Parisa Naeli
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Okan Onar
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
- Department of Biology, Faculty of Science, Ankara University, Ankara, Turkey
| | - Nicole Simms
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Aitor Garzia
- Laboratory of RNA Molecular Biology, The Rockefeller University, 1230 York Avenue, New York, NY 10065, USA
| | - Angela Hackett
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Kelsey Coyle
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Patric Harris Snell
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Tom McGirr
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Tanvi Nitin Sawant
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Kexin Dang
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Zornitsa Vasileva Stoichkova
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Yumna Azam
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Mark P Saunders
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Michael Braun
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Tommy Alain
- Children's Hospital of Eastern Ontario Research Institute, Department of Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, ONK1H 8L1, Canada
| | - Thomas Tuschl
- Laboratory of RNA Molecular Biology, The Rockefeller University, 1230 York Avenue, New York, NY 10065, USA
| | - Simon S McDade
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Daniel B Longley
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - Christos G Gkogkas
- Biomedical Research Institute, Foundation for Research and Technology-Hellas, University Campus, 45110 Ioannina, Greece
| | - Colin Adrain
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
| | - John R P Knight
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester M13 9NT, UK
| | - Seyed Mehdi Jafarnejad
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast BT7 9AE, UK
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3
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Bowles IE, Jackman JE. A tRNA-specific function for tRNA methyltransferase Trm10 is associated with a new tRNA quality control mechanism in Saccharomyces cerevisiae. RNA (NEW YORK, N.Y.) 2024; 30:171-187. [PMID: 38071471 PMCID: PMC10798241 DOI: 10.1261/rna.079861.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 11/28/2023] [Indexed: 01/18/2024]
Abstract
In Saccharomyces cerevisiae, a single homolog of the tRNA methyltransferase Trm10 performs m1G9 modification on 13 different tRNAs. Here we provide evidence that the m1G9 modification catalyzed by S. cerevisiae Trm10 plays a biologically important role for one of these tRNA substrates, tRNATrp Overexpression of tRNATrp (and not any of 38 other elongator tRNAs) rescues growth hypersensitivity of the trm10Δ strain in the presence of the antitumor drug 5-fluorouracil (5FU). Mature tRNATrp is depleted in trm10Δ cells, and its levels are further decreased upon growth in 5FU, while another Trm10 substrate (tRNAGly) is not affected under these conditions. Thus, m1G9 in S. cerevisiae is another example of a tRNA modification that is present on multiple tRNAs but is only essential for the biological function of one of those species. In addition to the effects of m1G9 on mature tRNATrp, precursor tRNATrp species accumulate in the same strains, an effect that is due to at least two distinct mechanisms. The levels of mature tRNATrp are rescued in the trm10Δmet22Δ strain, consistent with the known role of Met22 in tRNA quality control, where deletion of met22 causes inhibition of 5'-3' exonucleases that catalyze tRNA decay. However, none of the known Met22-associated exonucleases appear to be responsible for the decay of hypomodified tRNATrp, based on the inability of mutants of each enzyme to rescue the growth of the trm10Δ strain in the presence of 5FU. Thus, the surveillance of tRNATrp appears to constitute a distinct tRNA quality control pathway in S. cerevisiae.
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Affiliation(s)
- Isobel E Bowles
- Department of Chemistry and Biochemistry, Center for RNA Biology, and Ohio State Biochemistry Program, Columbus, Ohio 43210, USA
| | - Jane E Jackman
- Department of Chemistry and Biochemistry, Center for RNA Biology, and Ohio State Biochemistry Program, Columbus, Ohio 43210, USA
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4
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Guan YJ, Yu CQ, Li LP, You ZH, Wei MM, Wang XF, Yang C, Guo LX. MHESMMR: a multilevel model for predicting the regulation of miRNAs expression by small molecules. BMC Bioinformatics 2024; 25:6. [PMID: 38166644 PMCID: PMC10763044 DOI: 10.1186/s12859-023-05629-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Accepted: 12/21/2023] [Indexed: 01/05/2024] Open
Abstract
According to the expression of miRNA in pathological processes, miRNAs can be divided into oncogenes or tumor suppressors. Prediction of the regulation relations between miRNAs and small molecules (SMs) becomes a vital goal for miRNA-target therapy. But traditional biological approaches are laborious and expensive. Thus, there is an urgent need to develop a computational model. In this study, we proposed a computational model to predict whether the regulatory relationship between miRNAs and SMs is up-regulated or down-regulated. Specifically, we first use the Large-scale Information Network Embedding (LINE) algorithm to construct the node features from the self-similarity networks, then use the General Attributed Multiplex Heterogeneous Network Embedding (GATNE) algorithm to extract the topological information from the attribute network, and finally utilize the Light Gradient Boosting Machine (LightGBM) algorithm to predict the regulatory relationship between miRNAs and SMs. In the fivefold cross-validation experiment, the average accuracies of the proposed model on the SM2miR dataset reached 79.59% and 80.37% for up-regulation pairs and down-regulation pairs, respectively. In addition, we compared our model with another published model. Moreover, in the case study for 5-FU, 7 of 10 candidate miRNAs are confirmed by related literature. Therefore, we believe that our model can promote the research of miRNA-targeted therapy.
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Affiliation(s)
- Yong-Jian Guan
- School of Information Engineering, Xijing University, Xi'an, China
| | - Chang-Qing Yu
- School of Information Engineering, Xijing University, Xi'an, China.
| | - Li-Ping Li
- College of Grassland and Environment Sciences, Xinjiang Agricultural University, Urumqi, China.
- College of Agriculture and Forestry, Longdong University, Qingyang, China.
| | - Zhu-Hong You
- School of Computer Science, North-Western Polytechnical University, Xi'an, China
| | - Meng-Meng Wei
- School of Information Engineering, Xijing University, Xi'an, China
| | - Xin-Fei Wang
- School of Information Engineering, Xijing University, Xi'an, China
| | - Chen Yang
- School of Information Engineering, Xijing University, Xi'an, China
| | - Lu-Xiang Guo
- School of Information Engineering, Xijing University, Xi'an, China
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5
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Bowles IE, Jackman JE. Diversity in Biological Function and Mechanism of the tRNA Methyltransferase Trm10. Acc Chem Res 2023; 56:3595-3603. [PMID: 38048440 PMCID: PMC11210281 DOI: 10.1021/acs.accounts.3c00533] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/06/2023]
Abstract
Transfer ribonucleic acid (tRNA) is the most highly modified RNA species in the cell, and loss of tRNA modifications can lead to growth defects in yeast as well as metabolic, neurological, and mitochondrial disorders in humans. Significant progress has been made toward identifying the enzymes that are responsible for installing diverse modifications in tRNA, revealing a landscape of fascinating biological and mechanistic diversity that remains to be fully explored. Most early discoveries of tRNA modification enzymes were in model systems, where many enzymes were not strictly required for viability, an observation somewhat at odds with the extreme conservation of many of the same enzymes throughout multiple domains of life. Moreover, many tRNA modification enzymes act on more than one type of tRNA substrate, which is not necessarily surprising given the similar overall secondary and tertiary structures of tRNA, yet biochemical characterization has revealed interesting patterns of substrate specificity that can be challenging to rationalize on a molecular level. Questions about how many enzymes efficiently select a precise set of target tRNAs from among a structurally similar pool of molecules persist.The tRNA methyltransferase Trm10 provides an exciting paradigm to study the biological and mechanistic questions surrounding tRNA modifications. Even though the enzyme was originally characterized in Saccharomyces cerevisiae where its deletion causes no detectable phenotype under standard lab conditions, several more recently identified phenotypes provide insight into the requirement for this modification in the overall quality control of the tRNA pool. Studies of Trm10 in yeast also revealed another characteristic feature that has turned out to be a conserved feature of enzymes throughout the Trm10 family tree. We were initially surprised to see that purified S. cerevisiae Trm10 was capable of modifying tRNA substrates that were not detectably modified by the enzyme in vivo in yeast. This pattern has continued to emerge as we and others have studied Trm10 orthologs from Archaea and Eukarya, with enzymes exhibiting in vitro substrate specificities that can differ significantly from in vivo patterns of modification. While this feature complicates efforts to predict substrate specificities of Trm10 enzymes in the absence of appropriate genetic systems, it also provides an exciting opportunity for studying how enzyme activities can be regulated to achieve dynamic patterns of biological tRNA modification, which have been shown to be increasingly important for stress responses and human disease. Finally, the intriguing diversity in target nucleotide modification that has been revealed among Trm10 orthologs is distinctive among known tRNA modifying enzymes and necessitates unusual and likely novel catalytic strategies for methylation that are being revealed by biochemical and structural studies directed toward various family members. These efforts will no doubt yield more surprising discoveries in terms of tRNA modification enzymology.
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Affiliation(s)
- Isobel E. Bowles
- Department of Chemistry and Biochemistry, Center for RNA Biology and Ohio State Biochemistry Program, 484 W. 12th Avenue, Columbus, OH, 43210, USA
| | - Jane E. Jackman
- Department of Chemistry and Biochemistry, Center for RNA Biology and Ohio State Biochemistry Program, 484 W. 12th Avenue, Columbus, OH, 43210, USA
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6
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Bré J, Dickson AL, Read OJ, Zhang Y, McKissock FG, Mullen P, Tang P, Zickuhr GM, Czekster CM, Harrison DJ. The novel anti-cancer fluoropyrimidine NUC-3373 is a potent inhibitor of thymidylate synthase and an effective DNA-damaging agent. Cancer Chemother Pharmacol 2023; 91:401-412. [PMID: 37000221 PMCID: PMC10156769 DOI: 10.1007/s00280-023-04528-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Accepted: 03/17/2023] [Indexed: 04/01/2023]
Abstract
INTRODUCTION Fluoropyrimidines, principally 5-fluorouracil (5-FU), remain a key component of chemotherapy regimens for multiple cancer types, in particular colorectal and other gastrointestinal malignancies. To overcome key limitations and pharmacologic challenges that hinder the clinical utility of 5-FU, NUC-3373, a phosphoramidate transformation of 5-fluorodeoxyuridine, was designed to improve the efficacy and safety profile as well as the administration challenges associated with 5-FU. METHODS Human colorectal cancer cell lines HCT116 and SW480 were treated with sub-IC50 doses of NUC-3373 or 5-FU. Intracellular activation was measured by LC-MS. Western blot was performed to determine binding of the active anti-cancer metabolite FdUMP to thymidylate synthase (TS) and DNA damage. RESULTS We demonstrated that NUC-3373 generates more FdUMP than 5-FU, resulting in a more potent inhibition of TS, DNA misincorporation and subsequent cell cycle arrest and DNA damage in vitro. Unlike 5-FU, the thymineless death induced by NUC-3373 was rescued by the concurrent addition of exogenous thymidine. 5-FU cytotoxicity, however, was only reversed by supplementation with uridine, a treatment used to reduce 5-FU-induced toxicities in the clinic. This is in line with our findings that 5-FU generates FUTP which is incorporated into RNA, a mechanism known to underlie the myelosuppression and gastrointestinal inflammation associated with 5-FU. CONCLUSION Taken together, these results highlight key differences between NUC-3373 and 5-FU that are driven by the anti-cancer metabolites generated. NUC-3373 is a potent inhibitor of TS that also causes DNA-directed damage. These data support the preliminary clinical evidence that suggest NUC-3373 has a favorable safety profile in patients.
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Affiliation(s)
- Jennifer Bré
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK.
- NuCana Plc, 3 Lochside Way, Edinburgh, EH12 9DT, UK.
| | - Alison L Dickson
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK
- NuCana Plc, 3 Lochside Way, Edinburgh, EH12 9DT, UK
| | - Oliver J Read
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK
- NuCana Plc, 3 Lochside Way, Edinburgh, EH12 9DT, UK
| | - Ying Zhang
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK
| | | | - Peter Mullen
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK
| | - Peijun Tang
- School of Biology, University of St Andrews, North Haugh, St Andrews, KY16 9ST, UK
| | - Greice M Zickuhr
- School of Biology, University of St Andrews, North Haugh, St Andrews, KY16 9ST, UK
| | - Clarissa M Czekster
- School of Biology, University of St Andrews, North Haugh, St Andrews, KY16 9ST, UK
| | - David J Harrison
- School of Medicine, University of St Andrews, North Haugh, St Andrews, KY16 9TF, UK
- NuCana Plc, 3 Lochside Way, Edinburgh, EH12 9DT, UK
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7
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Targeting Ribosome Biogenesis in Cancer: Lessons Learned and Way Forward. Cancers (Basel) 2022; 14:cancers14092126. [PMID: 35565259 PMCID: PMC9100539 DOI: 10.3390/cancers14092126] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/18/2022] [Accepted: 04/22/2022] [Indexed: 01/05/2023] Open
Abstract
Simple Summary Cells need to produce ribosomes to sustain continuous proliferation and expand in numbers, a feature that is even more prominent in uncontrollably proliferating cancer cells. Certain cancer cell types are expected to depend more on ribosome biogenesis based on their genetic background, and this potential vulnerability can be exploited in designing effective, targeted cancer therapies. This review provides information on anti-cancer molecules that target the ribosome biogenesis machinery and indicates avenues for future research. Abstract Rapid growth and unrestrained proliferation is a hallmark of many cancers. To accomplish this, cancer cells re-wire and increase their biosynthetic and metabolic activities, including ribosome biogenesis (RiBi), a complex, highly energy-consuming process. Several chemotherapeutic agents used in the clinic impair this process by interfering with the transcription of ribosomal RNA (rRNA) in the nucleolus through the blockade of RNA polymerase I or by limiting the nucleotide building blocks of RNA, thereby ultimately preventing the synthesis of new ribosomes. Perturbations in RiBi activate nucleolar stress response pathways, including those controlled by p53. While compounds such as actinomycin D and oxaliplatin effectively disrupt RiBi, there is an ongoing effort to improve the specificity further and find new potent RiBi-targeting compounds with improved pharmacological characteristics. A few recently identified inhibitors have also become popular as research tools, facilitating our advances in understanding RiBi. Here we provide a comprehensive overview of the various compounds targeting RiBi, their mechanism of action, and potential use in cancer therapy. We discuss screening strategies, drug repurposing, and common problems with compound specificity and mechanisms of action. Finally, emerging paths to discovery and avenues for the development of potential biomarkers predictive of therapeutic outcomes across cancer subtypes are also presented.
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8
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Yu F, Li B, Sun J, Qi J, De Wilde RL, Torres-de la Roche LA, Li C, Ahmad S, Shi W, Li X, Chen Z. PSRR: A Web Server for Predicting the Regulation of miRNAs Expression by Small Molecules. Front Mol Biosci 2022; 9:817294. [PMID: 35386297 PMCID: PMC8979021 DOI: 10.3389/fmolb.2022.817294] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 01/10/2022] [Indexed: 12/13/2022] Open
Abstract
Background: MicroRNAs (miRNAs) play key roles in a variety of pathological processes by interacting with their specific target mRNAs for translation repression and may function as oncogenes (oncomiRs) or tumor suppressors (TSmiRs). Therefore, a web server that could predict the regulation relations between miRNAs and small molecules is expected to achieve implications for identifying potential therapeutic targets for anti-tumor drug development. Methods: Upon obtaining positive/known small molecule-miRNA regulation pairs from SM2miR, we generated a multitude of high-quality negative/unknown pairs by leveraging similarities between the small molecule structures. Using the pool of the positive and negative pairs, we created the Dataset1 and Dataset2 datasets specific to up-regulation and down-regulation pairs, respectively. Manifold machine learning algorithms were then employed to construct models of predicting up-regulation and down-regulation pairs on the training portion of pairs in Dataset1 and Dataset2, respectively. Prediction abilities of the resulting models were further examined by discovering potential small molecules to regulate oncogenic miRNAs identified from miRNA sequencing data of endometrial carcinoma samples. Results: The random forest algorithm outperformed four machine-learning algorithms by achieving the highest AUC values of 0.911 for the up-regulation model and 0.896 for the down-regulation model on the testing datasets. Moreover, the down-regulation and up-regulation models yielded the accuracy values of 0.91 and 0.90 on independent validation pairs, respectively. In a case study, our model showed highly-reliable results by confirming all top 10 predicted regulation pairs as experimentally validated pairs. Finally, our predicted binding affinities of oncogenic miRNAs and small molecules bore a close resemblance to the lowest binding energy profiles using molecular docking. Predictions of the final model are freely accessible through the PSRR web server at https://rnadrug.shinyapps.io/PSRR/. Conclusion: Our study provides a novel web server that could effectively predict the regulation of miRNAs expression by small molecules.
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Affiliation(s)
- Fanrong Yu
- Department of Obstetrics and Gynecology, Fengxian District Central Hospital, Shanghai Jiao Tong University Affiliated to Sixth People’s Hospital South Campus, Shanghai, China
| | - Bihui Li
- Department of Oncology, The Second Affiliated Hospital of Guilin Medical University, Guilin, China
| | - Jianfeng Sun
- Department of Bioinformatics, Wissenschaftzentrum Weihenstephan, Technical University of Munich, Freising, Germany
| | - Jing Qi
- Institute for Transplantation Diagnostics and Cell Therapeutics, Medical Faculty, Heinrich Heine University Düsseldorf, Moorenstraße, Düsseldorf, Germany
| | - Rudy Leon De Wilde
- University Hospital for Gynecology, Pius-Hospital, University Medicine Oldenburg, Oldenburg, Germany
| | | | - Cheng Li
- Department of Orthopaedic Surgery, Beijing Jishuitan Hospital, Fourth Clinical College of Peking University, Beijing, China
| | - Sajjad Ahmad
- Department of Health and Biological Sciences, Abasyn University, Peshawar, Pakistan
| | - Wenjie Shi
- University Hospital for Gynecology, Pius-Hospital, University Medicine Oldenburg, Oldenburg, Germany
| | - Xiqing Li
- Oncology Department, Henan Provincial People’s Hospital, Zhengzhou University People’s Hospital, Zhengzhou, China
- *Correspondence: Zihao Chen, ; Xiqing Li,
| | - Zihao Chen
- University Hospital for Gynecology, Pius-Hospital, University Medicine Oldenburg, Oldenburg, Germany
- *Correspondence: Zihao Chen, ; Xiqing Li,
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9
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Therizols G, Bash-Imam Z, Panthu B, Machon C, Vincent A, Ripoll J, Nait-Slimane S, Chalabi-Dchar M, Gaucherot A, Garcia M, Laforêts F, Marcel V, Boubaker-Vitre J, Monet MA, Bouclier C, Vanbelle C, Souahlia G, Berthel E, Albaret MA, Mertani HC, Prudhomme M, Bertrand M, David A, Saurin JC, Bouvet P, Rivals E, Ohlmann T, Guitton J, Dalla Venezia N, Pannequin J, Catez F, Diaz JJ. Alteration of ribosome function upon 5-fluorouracil treatment favors cancer cell drug-tolerance. Nat Commun 2022; 13:173. [PMID: 35013311 PMCID: PMC8748862 DOI: 10.1038/s41467-021-27847-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 12/10/2021] [Indexed: 02/06/2023] Open
Abstract
Mechanisms of drug-tolerance remain poorly understood and have been linked to genomic but also to non-genomic processes. 5-fluorouracil (5-FU), the most widely used chemotherapy in oncology is associated with resistance. While prescribed as an inhibitor of DNA replication, 5-FU alters all RNA pathways. Here, we show that 5-FU treatment leads to the production of fluorinated ribosomes exhibiting altered translational activities. 5-FU is incorporated into ribosomal RNAs of mature ribosomes in cancer cell lines, colorectal xenografts, and human tumors. Fluorinated ribosomes appear to be functional, yet, they display a selective translational activity towards mRNAs depending on the nature of their 5'-untranslated region. As a result, we find that sustained translation of IGF-1R mRNA, which encodes one of the most potent cell survival effectors, promotes the survival of 5-FU-treated colorectal cancer cells. Altogether, our results demonstrate that "man-made" fluorinated ribosomes favor the drug-tolerant cellular phenotype by promoting translation of survival genes.
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MESH Headings
- Antimetabolites, Antineoplastic/pharmacology
- Cell Line, Tumor
- Cell Survival/drug effects
- Colorectal Neoplasms/drug therapy
- Colorectal Neoplasms/genetics
- Colorectal Neoplasms/metabolism
- Colorectal Neoplasms/pathology
- DNA Replication
- DNA, Neoplasm/genetics
- DNA, Neoplasm/metabolism
- Drug Resistance, Neoplasm/genetics
- Drug Tolerance/genetics
- Fluorouracil/pharmacology
- HCT116 Cells
- Halogenation
- Humans
- Protein Biosynthesis/drug effects
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Ribosomal/genetics
- RNA, Ribosomal/metabolism
- Receptor, IGF Type 1/agonists
- Receptor, IGF Type 1/genetics
- Receptor, IGF Type 1/metabolism
- Ribosomes/drug effects
- Ribosomes/genetics
- Ribosomes/metabolism
- Xenograft Model Antitumor Assays
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Affiliation(s)
- Gabriel Therizols
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Zeina Bash-Imam
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Baptiste Panthu
- CIRI-Inserm U1111, Ecole Normale Supérieure de Lyon, Lyon, F-693643, France
- Inserm U1060, CARMEN, F-69310, Pierre Bénite, France
| | - Christelle Machon
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
- Laboratoire de chimie analytique, Faculté de pharmacie de Lyon, 8 avenue Rockefeller, F-69373, Lyon, France
- Laboratoire de biochimie et de pharmaco-toxicologie, Centre hospitalier Lyon-Sud - HCL, F-69495, Pierre Bénite, France
| | - Anne Vincent
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Julie Ripoll
- LIRMM, UMR 5506, University of Montpellier, CNRS, Montpellier, France
| | - Sophie Nait-Slimane
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Mounira Chalabi-Dchar
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Angéline Gaucherot
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Maxime Garcia
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Florian Laforêts
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Virginie Marcel
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | | | - Marie-Ambre Monet
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | | | - Christophe Vanbelle
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Guillaume Souahlia
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Elise Berthel
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Marie Alexandra Albaret
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
- Department of Translational Research and Innovation, Centre Léon Bérard, 69373, Lyon, France
| | - Hichem C Mertani
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | - Michel Prudhomme
- Department of Digestive Surgery, CHU Nimes, Univ Montpellier, Nimes, France
| | - Martin Bertrand
- Department of Digestive Surgery, CHU Nimes, Univ Montpellier, Nimes, France
| | - Alexandre David
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, France
- IRMB-PPC, Univ Montpellier, INSERM, CHU Montpellier, CNRS, Montpellier, France
| | - Jean-Christophe Saurin
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
- Department of Endoscopy and Gastroenterology, Pavillon L, Edouard Herriot Hospital, Lyon, France
| | - Philippe Bouvet
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
- Ecole Normale Supérieure de Lyon, Lyon, France
| | - Eric Rivals
- LIRMM, UMR 5506, University of Montpellier, CNRS, Montpellier, France
- Institut Français de Bioinformatique, CNRS UMS 3601, Évry, France
| | - Théophile Ohlmann
- CIRI-Inserm U1111, Ecole Normale Supérieure de Lyon, Lyon, F-693643, France
| | - Jérôme Guitton
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
- Laboratoire de biochimie et de pharmaco-toxicologie, Centre hospitalier Lyon-Sud - HCL, F-69495, Pierre Bénite, France
- Laboratoire de toxicologie, Faculté de pharmacie de Lyon, Université de Lyon, 8 avenue Rockefeller, F-69373, Lyon, France
| | - Nicole Dalla Venezia
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France
- Centre Léon Bérard, F-69008, Lyon, France
- Université de Lyon 1, F-69000, Lyon, France
| | | | - Frédéric Catez
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France.
- Centre Léon Bérard, F-69008, Lyon, France.
- Université de Lyon 1, F-69000, Lyon, France.
- Institut Convergence PLAsCAN, F-69373, Lyon, France.
| | - Jean-Jacques Diaz
- Inserm U1052, CNRS UMR5286 Centre de Recherche en Cancérologie de Lyon, F-69000, Lyon, France.
- Centre Léon Bérard, F-69008, Lyon, France.
- Université de Lyon 1, F-69000, Lyon, France.
- Institut Convergence PLAsCAN, F-69373, Lyon, France.
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10
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Sheida A, Taghavi T, Shafabakhsh R, Ostadian A, Razaghi Bahabadi Z, Khaksary Mahabady M, Hamblin MR, Mirzaei H. Potential of natural products in the treatment of myocardial infarction: focus on molecular mechanisms. Crit Rev Food Sci Nutr 2022; 63:5488-5505. [PMID: 34978223 DOI: 10.1080/10408398.2021.2020720] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Although conventional drugs are widely used in the prevention and treatment of cardiovascular disease (CVD), they are being used less frequently due to concerns about possible side effects over the long term. There has been a renewed research interest in medicinal plant products, and their role in protecting the cardiovascular system and treating CVD, which are now being considered as potential alternatives to modern drugs. The most important mechanism causing damage to the myocardium after heart attack and reperfusion, is increased levels of free radicals and oxidative stress. Therefore, treatment approaches often focus on reducing free radicals or enhancing antioxidant defense mechanism. It has been previously reported that bioactive natural products can protect the heart muscle in myocardial infarction (MI). Since these compounds are readily available in fruits and vegetables, they could prevent the risk of MI if they are consumed daily. Although the benefits of a healthy diet are well known, many scientific studies have focused on whether pure natural compounds can prevent and treat MI. In this review we summarize the effects of curcumin, resveratrol, quercitin, berberine, and tanshinone on MI and CVD, and focus on their proposed molecular mechanisms of action.
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Affiliation(s)
- Amirhossein Sheida
- School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
- Student Research Committee, Kashan University of Medical Sciences, Kashan, Iran
| | | | - Rana Shafabakhsh
- Research Center for Biochemistry and Nutrition in Metabolic Diseases, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Amirreza Ostadian
- Department of Laboratory Medicine, School of Allied Medical Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Zahra Razaghi Bahabadi
- School of Medicine, Kashan University of Medical Sciences, Kashan, Iran
- Student Research Committee, Kashan University of Medical Sciences, Kashan, Iran
| | - Mahmood Khaksary Mahabady
- Anatomical Sciences Research Center, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
| | - Michael R Hamblin
- Laser Research Centre, Faculty of Health Science, University of Johannesburg, Doornfontein, South Africa
| | - Hamed Mirzaei
- Research Center for Biochemistry and Nutrition in Metabolic Diseases, Institute for Basic Sciences, Kashan University of Medical Sciences, Kashan, Iran
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11
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Chalabi-Dchar M, Cruz E, Mertani HC, Diaz JJ, Courty J, Cascone I, Bouvet P. Nucleolin Aptamer N6L Reprograms the Translational Machinery and Acts Synergistically with mTORi to Inhibit Pancreatic Cancer Proliferation. Cancers (Basel) 2021; 13:cancers13194957. [PMID: 34638443 PMCID: PMC8508287 DOI: 10.3390/cancers13194957] [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: 07/13/2021] [Revised: 09/15/2021] [Accepted: 09/26/2021] [Indexed: 11/25/2022] Open
Abstract
Simple Summary Pancreatic cancer is an aggressive disease characterized by its invasiveness, rapid progression, and resistance to conventional therapy. There is a need to identify new molecules to improve current therapies. The aim of this study was to analyze how the pancreatic cancer cells react to the treatment with an inhibitor of nucleolin, N6L. To this end, we analyzed how the translation was affected in the cells during the treatment. We discovered that in response to N6L, a signaling pathway called the mTOR pathway was activated and was involved in the activation of translation of a subset of mRNA that could be involved in the resistance of the cells to the treatment. Indeed, we showed that the combined action of inhibitors of the mTOR pathway with N6L synergistically inhibited the cancer cells’ proliferation. We propose that this new combination of molecules could be a novel therapeutic option for pancreatic cancer. Abstract We previously showed that N6L, a pseudopeptide that targets nucleolin, impairs pancreatic ductal adenocarcinoma (PDAC) growth and normalizes tumor vessels in animal models. In this study, we analyzed the translatome of PDAC cells treated with N6L to identify the pathways that were either repressed or activated. We observed a strong decrease in global protein synthesis. However, about 6% of the mRNAs were enriched in the polysomes. We identified a 5′TOP motif in many of these mRNAs and demonstrated that a chimeric RNA bearing a 5‘TOP motif was up-regulated by N6L. We demonstrated that N6L activates the mTOR pathway, which is required for the translation of these mRNAs. An inhibitory synergistic effect in PDAC cell lines, including patient-derived xenografts and tumor-derived organoids, was observed when N6L was combined with mTOR inhibitors. In conclusion, N6L reduces pancreatic cells proliferation, which then undergoes translational reprogramming through activation of the mTOR pathway. N6L and mTOR inhibitors act synergistically to inhibit the proliferation of PDAC and human PDX cell lines. This combotherapy of N6L and mTOR inhibitors could constitute a promising alternative to treat pancreatic cancer.
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Affiliation(s)
- Mounira Chalabi-Dchar
- Centre de Recherche en Cancérologie de Lyon, Université de Lyon 1, Inserm U1052, CNRS UMR5286 Centre Léon Bérard, CEDEX 08, F-69373 Lyon, France; (M.C.-D.); (E.C.); (H.C.M.); (J.-J.D.)
| | - Elisabeth Cruz
- Centre de Recherche en Cancérologie de Lyon, Université de Lyon 1, Inserm U1052, CNRS UMR5286 Centre Léon Bérard, CEDEX 08, F-69373 Lyon, France; (M.C.-D.); (E.C.); (H.C.M.); (J.-J.D.)
| | - Hichem C. Mertani
- Centre de Recherche en Cancérologie de Lyon, Université de Lyon 1, Inserm U1052, CNRS UMR5286 Centre Léon Bérard, CEDEX 08, F-69373 Lyon, France; (M.C.-D.); (E.C.); (H.C.M.); (J.-J.D.)
| | - Jean-Jacques Diaz
- Centre de Recherche en Cancérologie de Lyon, Université de Lyon 1, Inserm U1052, CNRS UMR5286 Centre Léon Bérard, CEDEX 08, F-69373 Lyon, France; (M.C.-D.); (E.C.); (H.C.M.); (J.-J.D.)
| | - José Courty
- INSERM, Institut Mondor de Recherche Biomédicale (IMRB), Université Paris-Est Créteil, F-94010 Créteil, France; (J.C.); (I.C.)
| | - Ilaria Cascone
- INSERM, Institut Mondor de Recherche Biomédicale (IMRB), Université Paris-Est Créteil, F-94010 Créteil, France; (J.C.); (I.C.)
| | - Philippe Bouvet
- Centre de Recherche en Cancérologie de Lyon, Université de Lyon 1, Inserm U1052, CNRS UMR5286 Centre Léon Bérard, CEDEX 08, F-69373 Lyon, France; (M.C.-D.); (E.C.); (H.C.M.); (J.-J.D.)
- Ecole Normale Supérieure de Lyon, Université de Lyon 1, F-69007 Lyon, France
- Correspondence:
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12
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Chalabi-Dchar M, Fenouil T, Machon C, Vincent A, Catez F, Marcel V, Mertani HC, Saurin JC, Bouvet P, Guitton J, Venezia ND, Diaz JJ. A novel view on an old drug, 5-fluorouracil: an unexpected RNA modifier with intriguing impact on cancer cell fate. NAR Cancer 2021; 3:zcab032. [PMID: 34409299 PMCID: PMC8364333 DOI: 10.1093/narcan/zcab032] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 07/01/2021] [Accepted: 08/09/2021] [Indexed: 12/24/2022] Open
Abstract
5-Fluorouracil (5-FU) is a chemotherapeutic drug widely used to treat patients with solid tumours, such as colorectal and pancreatic cancers. Colorectal cancer (CRC) is the second leading cause of cancer-related death and half of patients experience tumour recurrence. Used for over 60 years, 5-FU was long thought to exert its cytotoxic effects by altering DNA metabolism. However, 5-FU mode of action is more complex than previously anticipated since 5-FU is an extrinsic source of RNA modifications through its ability to be incorporated into most classes of RNA. In particular, a recent report highlighted that, by its integration into the most abundant RNA, namely ribosomal RNA (rRNA), 5-FU creates fluorinated active ribosomes and induces translational reprogramming. Here, we review the historical knowledge of 5-FU mode of action and discuss progress in the field of 5-FU-induced RNA modifications. The case of rRNA, the essential component of ribosome and translational activity, and the plasticity of which was recently associated with cancer, is highlighted. We propose that translational reprogramming, induced by 5-FU integration in ribosomes, contributes to 5-FU-driven cell plasticity and ultimately to relapse.
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Affiliation(s)
- Mounira Chalabi-Dchar
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Tanguy Fenouil
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Christelle Machon
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Anne Vincent
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Frédéric Catez
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Virginie Marcel
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Hichem C Mertani
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Jean-Christophe Saurin
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Philippe Bouvet
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Jérôme Guitton
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Nicole Dalla Venezia
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
| | - Jean-Jacques Diaz
- Inserm U1052, CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Université de Lyon, Université Claude Bernard Lyon 1, Centre Léon Bérard, F-69373 Lyon Cedex 08, France
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13
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Knight JRP, Alexandrou C, Skalka GL, Vlahov N, Pennel K, Officer L, Teodosio A, Kanellos G, Gay DM, May-Wilson S, Smith EM, Najumudeen AK, Gilroy K, Ridgway RA, Flanagan DJ, Smith RCL, McDonald L, MacKay C, Cheasty A, McArthur K, Stanway E, Leach JD, Jackstadt R, Waldron JA, Campbell AD, Vlachogiannis G, Valeri N, Haigis KM, Sonenberg N, Proud CG, Jones NP, Swarbrick ME, McKinnon HJ, Faller WJ, Le Quesne J, Edwards J, Willis AE, Bushell M, Sansom OJ. MNK Inhibition Sensitizes KRAS-Mutant Colorectal Cancer to mTORC1 Inhibition by Reducing eIF4E Phosphorylation and c-MYC Expression. Cancer Discov 2021; 11:1228-1247. [PMID: 33328217 PMCID: PMC7611341 DOI: 10.1158/2159-8290.cd-20-0652] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 10/21/2020] [Accepted: 12/11/2020] [Indexed: 12/16/2022]
Abstract
KRAS-mutant colorectal cancers are resistant to therapeutics, presenting a significant problem for ∼40% of cases. Rapalogs, which inhibit mTORC1 and thus protein synthesis, are significantly less potent in KRAS-mutant colorectal cancer. Using Kras-mutant mouse models and mouse- and patient-derived organoids, we demonstrate that KRAS with G12D mutation fundamentally rewires translation to increase both bulk and mRNA-specific translation initiation. This occurs via the MNK/eIF4E pathway culminating in sustained expression of c-MYC. By genetic and small-molecule targeting of this pathway, we acutely sensitize KRASG12D models to rapamycin via suppression of c-MYC. We show that 45% of colorectal cancers have high signaling through mTORC1 and the MNKs, with this signature correlating with a 3.5-year shorter cancer-specific survival in a subset of patients. This work provides a c-MYC-dependent cotargeting strategy with remarkable potency in multiple Kras-mutant mouse models and metastatic human organoids and identifies a patient population that may benefit from its clinical application. SIGNIFICANCE: KRAS mutation and elevated c-MYC are widespread in many tumors but remain predominantly untargetable. We find that mutant KRAS modulates translation, culminating in increased expression of c-MYC. We describe an effective strategy targeting mTORC1 and MNK in KRAS-mutant mouse and human models, pathways that are also commonly co-upregulated in colorectal cancer.This article is highlighted in the In This Issue feature, p. 995.
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Affiliation(s)
| | | | - George L Skalka
- CRUK Beatson Institute, Glasgow, United Kingdom
- MRC Toxicology Unit, University of Cambridge, Cambridge, United Kingdom
| | | | - Kathryn Pennel
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Leah Officer
- MRC Toxicology Unit, University of Cambridge, Cambridge, United Kingdom
| | - Ana Teodosio
- MRC Toxicology Unit, University of Cambridge, Cambridge, United Kingdom
| | | | - David M Gay
- CRUK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | | | | | | | | | | | | | - Rachael C L Smith
- CRUK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Laura McDonald
- Drug Discovery Unit, CRUK Beatson Institute, Glasgow, United Kingdom
| | - Craig MacKay
- Drug Discovery Unit, CRUK Beatson Institute, Glasgow, United Kingdom
| | - Anne Cheasty
- CRUK Therapeutic Discovery Laboratories, Jonas Webb Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Kerri McArthur
- CRUK Therapeutic Discovery Laboratories, Jonas Webb Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Emma Stanway
- CRUK Therapeutic Discovery Laboratories, Jonas Webb Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Joshua D Leach
- CRUK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | | | | | | | - Georgios Vlachogiannis
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
| | - Nicola Valeri
- Division of Molecular Pathology, The Institute of Cancer Research, London, United Kingdom
- Department of Medicine, The Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - Kevin M Haigis
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts
| | - Nahum Sonenberg
- Department of Biochemistry and Goodman Cancer Research Center, McGill University, Montreal, Quebec, Canada
| | - Christopher G Proud
- Lifelong Health, South Australian Health and Medical Research Institute, North Terrace, Adelaide, South Australia, Australia
- Department of Biological Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Neil P Jones
- CRUK Therapeutic Discovery Laboratories, Jonas Webb Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Martin E Swarbrick
- CRUK Therapeutic Discovery Laboratories, Jonas Webb Building, Babraham Research Campus, Cambridge, United Kingdom
| | | | | | - John Le Quesne
- MRC Toxicology Unit, University of Cambridge, Cambridge, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
- Leicester Cancer Research Centre, University of Leicester, Leicester, United Kingdom
- Glenfield Hospital, Leicester University Hospitals NHS Trust, Leicester, United Kingdom
| | - Joanne Edwards
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Anne E Willis
- MRC Toxicology Unit, University of Cambridge, Cambridge, United Kingdom
| | - Martin Bushell
- CRUK Beatson Institute, Glasgow, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Owen J Sansom
- CRUK Beatson Institute, Glasgow, United Kingdom.
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
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14
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Ge J, Huang X, Wang P, Lu C. Expression of biogenesis of ribosomes BRX1 is associated with malignant progression and prognosis in colorectal cancer. Transl Cancer Res 2020; 9:5595-5602. [PMID: 35117923 PMCID: PMC8798812 DOI: 10.21037/tcr-20-2564] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Accepted: 08/28/2020] [Indexed: 11/06/2022]
Abstract
BACKGROUND Upregulated ribosome synthesis is associated with an increased risk of cancer onset. However, the role of biogenesis of ribosomes BRX1 (BRIX1), which is involved in the synthesis of ribosomal 60S subunits, in the progression and prognosis of colorectal cancer (CRC) is not clear. METHODS Sixty CRC patients requiring surgical treatment were enrolled in the present prospective study. Patient characteristics were collected at admission. The CRC tissue samples and adjacent normal tissue samples from patients were collected for further quantitative reverse transcription-polymerase chain reaction and Western blot. All enrolled patients were followed up for 12 months, and overall patient survival during follow-up was recorded. RESULTS The level of BRIX1 mRNA in CRC tissues was higher compared with that in adjacent normal tissues (1.0±0.5 vs. 5.5±1.7, P<0.01). Similarly, the level of the BRIX1 protein in CRC tissues was significantly higher than that in adjacent normal tissues (1.0±0.6 vs. 6.4±2.1, P<0.01). On further analysis, we found that the levels of BRIX1 mRNA and protein were positively correlated with tumor stage. Patients at stages III-IV had a higher expression of BRIX1 mRNA and protein than at stages I-II. The Kaplan-Meier survival curve indicated that patients with higher level of the BRIX1 protein had a lower overall survival rate. The Cox proportional hazards model was used to identify tumor stage III or IV, poor differentiation, and elevated expression of the BRIX1 protein as risk factors for the overall survival of CRC patients. CONCLUSIONS BRIX1 expression is positively correlated with CRC tumor stage; it also acts as a risk factor for the overall survival of CRC patients.
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Affiliation(s)
- Jianxin Ge
- Department of Gastroenterology, the Affiliated Nanjing Jiangbei Hospital of Nantong University, Nanjing, China
| | - Xiaoli Huang
- Department of Gastroenterology, the Affiliated Nanjing Jiangbei Hospital of Nantong University, Nanjing, China
| | - Ping Wang
- Department of Gastroenterology, the Affiliated Nanjing Jiangbei Hospital of Nantong University, Nanjing, China
| | - Cuihua Lu
- Department of Gastroenterology, the Affiliated Hospital of Nantong University, Nantong, China
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15
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Schmidt S, Denk S, Wiegering A. Targeting Protein Synthesis in Colorectal Cancer. Cancers (Basel) 2020; 12:cancers12051298. [PMID: 32455578 PMCID: PMC7281195 DOI: 10.3390/cancers12051298] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 05/15/2020] [Accepted: 05/19/2020] [Indexed: 12/19/2022] Open
Abstract
Under physiological conditions, protein synthesis controls cell growth and survival and is strictly regulated. Deregulation of protein synthesis is a frequent event in cancer. The majority of mutations found in colorectal cancer (CRC), including alterations in the WNT pathway as well as activation of RAS/MAPK and PI3K/AKT and, subsequently, mTOR signaling, lead to deregulation of the translational machinery. Besides mutations in upstream signaling pathways, deregulation of global protein synthesis occurs through additional mechanisms including altered expression or activity of initiation and elongation factors (e.g., eIF4F, eIF2α/eIF2B, eEF2) as well as upregulation of components involved in ribosome biogenesis and factors that control the adaptation of translation in response to stress (e.g., GCN2). Therefore, influencing mechanisms that control mRNA translation may open a therapeutic window for CRC. Over the last decade, several potential therapeutic strategies targeting these alterations have been investigated and have shown promising results in cell lines, intestinal organoids, and mouse models. Despite these encouraging in vitro results, patients have not clinically benefited from those advances so far. In this review, we outline the mechanisms that lead to deregulated mRNA translation in CRC and highlight recent progress that has been made in developing therapeutic strategies that target these mechanisms for tumor therapy.
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Affiliation(s)
- Stefanie Schmidt
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, Biocenter, University of Würzburg, 97074 Würzburg, Germany; (S.S.); (S.D.)
- Department of General, Visceral, Transplant, Vascular and Pediatric Surgery, University Hospital Würzburg, 97074 Würzburg, Germany
| | - Sarah Denk
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, Biocenter, University of Würzburg, 97074 Würzburg, Germany; (S.S.); (S.D.)
- Department of General, Visceral, Transplant, Vascular and Pediatric Surgery, University Hospital Würzburg, 97074 Würzburg, Germany
| | - Armin Wiegering
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, Biocenter, University of Würzburg, 97074 Würzburg, Germany; (S.S.); (S.D.)
- Department of General, Visceral, Transplant, Vascular and Pediatric Surgery, University Hospital Würzburg, 97074 Würzburg, Germany
- Department of Biochemistry and Molecular Biology, Comprehensive Cancer Center Mainfranken, University of Würzburg, 97074 Würzburg, Germany
- Correspondence: ; Tel.: +49-931-20138714
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16
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Zeng Z, Pan Y, Wu W, Li L, Wu Z, Zhang Y, Deng B, Wei S, Zhang W, Lin F, Song Y. Myocardial hypertrophy is improved with berberine treatment via long non-coding RNA MIAT-mediated autophagy. J Pharm Pharmacol 2019; 71:1822-1831. [PMID: 31612504 DOI: 10.1111/jphp.13170] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Accepted: 09/01/2019] [Indexed: 01/01/2023]
Abstract
Abstract
Objectives
This study aimed to evaluate berberine (BBR) effects on myocardial hypertrophy (MH) and associated mechanisms.
Methods
BBR effects on MH were evaluated in rats with constriction of abdominal aorta (CAA). qRT-PCR assay was used to measure MH-related genes, long non-coding RNAs (lncRNAs) and autophagy-related genes expressions. Western blot was performed to detect autophagy markers expression. Filamentous actin and phalloidin expressions were detected using immunofluorescence assay.
Key findings
BBR significantly attenuated CAA-induced MH and cardiomyocyte enlargement. CAA upregulated β myosin heavy chain and atrial natriuretic peptide expressions in heart tissues, which was attenuated by BBR. BBR suppressed myocardial infarction associated transcript (MIAT) expression in rats with CAA. p62 mRNA expression was upregulated and beclin1 and autophagy related 5 were downregulated in CAA versus control groups. The effects were abolished by BBR. In vitro studies showed that BBR ameliorated angiotensin II-induced MH and attenuated Ang II-induced MIAT expression in H9C2 cells. Expressions of phosphorylated mTOR, phosphorylated AMPK and LC3 were upregulated in H9C2 cells after Ang II stimulation, and the effects were abolished by BBR.
Conclusions
BBR exerted beneficial effects on MH induced by CCA, and the mechanisms were associated with decreased MIAT expression and enhanced autophagy.
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Affiliation(s)
- Zhicong Zeng
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Yan Pan
- Diabetes Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Wei Wu
- The First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Liang Li
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
- Graduate School, Guangzhou University of TCM, Guangzhou, China
| | - Zijun Wu
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Yuangui Zhang
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Bin Deng
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Shanyan Wei
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Weiwei Zhang
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Fengxia Lin
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
| | - Yinzhi Song
- Cardiology Department, Bao'an TCM Hospital Group, Shenzhen, China
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17
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Zhang YB, Fei HX, Guo J, Zhang XJ, Wu SL, Zhong LL. Dauricine suppresses the growth of pancreatic cancer in vivo by modulating the Hedgehog signaling pathway. Oncol Lett 2019; 18:4403-4414. [PMID: 31611949 PMCID: PMC6781764 DOI: 10.3892/ol.2019.10790] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2018] [Accepted: 05/13/2019] [Indexed: 12/11/2022] Open
Abstract
Pancreatic cancer is a highly malignant cancer associated with high expression levels of sonic hedgehog signaling molecule (Shh), patched 1 (Ptch1), smoothened frizzled class receptor (Smo) and glioma-associated oncogene family zinc finger 1 (Gli1) in the hedgehog (Hh) signaling pathway. Inhibition of the Hh signaling pathway is a potential therapeutic target for pancreatic cancer. The aim of the present study was to investigate the effects of dauricine in a pancreatic cancer BxPC-3 ×enograft animal model and examine the underlying molecular mechanisms through Hh signaling pathway. High-and low-dose dauricine treatment significantly suppressed tumor growth with no concomitant effect on the spleen index. In addition, dauricine induced apoptosis and cell cycle arrest in pancreatic cancer BxPC-3 cells. The inhibitory effects of dauricine on pancreatic cancer may be mediated by the suppression of the Hh signaling pathway, as indicated by the decreases in the gene and protein expression levels of Shh, Ptch1, Smo and Gli1. The effects of dauricine were similar to those of 5-fluorouracil. Dauricine, a naturally occurring alkaloid, may be a potential anticancer agent for the treatment of pancreatic cancer.
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Affiliation(s)
- Ying-Bo Zhang
- Ultramicropathology Experimental Center, Pathology College, Qiqihar Medical University, Qiqihar, Heilongjiang 161006, P.R. China
| | - Hong-Xin Fei
- Department of Basic Medicine, School of Nursing and Rehabilitation, Xinyu University, Xinyu, Jiangxi 338004, P.R. China
| | - Jia Guo
- Pathogenic Biology and Immunology Experimental Teaching Center, Qiqihar Medical University, Qiqihar, Heilongjiang 161006, P.R. China
| | - Xiao-Jie Zhang
- Ultramicropathology Experimental Center, Pathology College, Qiqihar Medical University, Qiqihar, Heilongjiang 161006, P.R. China
| | - Shu-Liang Wu
- Department of Anatomy, Harbin Medical University, Harbin, Heilongjiang 150081, P.R. China
| | - Li-Li Zhong
- Department of Pathology, The First Affiliated Hospital of Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang 150040, P.R. China
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18
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Margueritat J, Virgone-Carlotta A, Monnier S, Delanoë-Ayari H, Mertani HC, Berthelot A, Martinet Q, Dagany X, Rivière C, Rieu JP, Dehoux T. High-Frequency Mechanical Properties of Tumors Measured by Brillouin Light Scattering. PHYSICAL REVIEW LETTERS 2019; 122:018101. [PMID: 31012711 DOI: 10.1103/physrevlett.122.018101] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Indexed: 05/21/2023]
Abstract
The structure of tumors can be recapitulated as an elastic frame formed by the connected cytoskeletons of the cells invaded by interstitial and intracellular fluids. The low-frequency mechanics of this poroelastic system, dictated by the elastic skeleton only, control tumor growth, penetration of therapeutic agents, and invasiveness. The high-frequency mechanical properties containing the additional contribution of the internal fluids have also been posited to participate in tumor progression and drug resistance, but they remain largely unexplored. Here we use Brillouin light scattering to produce label-free images of tumor microtissues based on the high-frequency viscoelastic modulus as a contrast mechanism. In this regime, we demonstrate that the modulus discriminates between tissues with altered tumorigenic properties. Our micrometric maps also reveal that the modulus is heterogeneously altered across the tissue by drug therapy, revealing a lag of efficacy in the core of the tumor. Exploiting high-frequency poromechanics should advance present theories based on viscoelasticity and lead to integrated descriptions of tumor response to drugs.
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Affiliation(s)
- Jérémie Margueritat
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Angélique Virgone-Carlotta
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Sylvain Monnier
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Hélène Delanoë-Ayari
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Hichem C Mertani
- Université de Lyon, Université Lyon 1, INSERM U1052, CNRS UMR 5286, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, Lyon, France
| | - Alice Berthelot
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Quentin Martinet
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Xavier Dagany
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Charlotte Rivière
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Jean-Paul Rieu
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
| | - Thomas Dehoux
- Institut Lumière Matière, UMR5306, Université Lyon 1-CNRS, Université de Lyon, 69622 Villeurbanne, France
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19
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Gachet S, El-Chaar T, Avran D, Genesca E, Catez F, Quentin S, Delord M, Thérizols G, Briot D, Meunier G, Hernandez L, Pla M, Smits WK, Buijs-Gladdines JG, Van Loocke W, Menschaert G, André-Schmutz I, Taghon T, Van Vlierberghe P, Meijerink JP, Baruchel A, Dombret H, Clappier E, Diaz JJ, Gazin C, de Thé H, Sigaux F, Soulier J. Deletion 6q Drives T-cell Leukemia Progression by Ribosome Modulation. Cancer Discov 2018; 8:1614-1631. [PMID: 30266814 DOI: 10.1158/2159-8290.cd-17-0831] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2017] [Revised: 02/12/2018] [Accepted: 09/25/2018] [Indexed: 11/16/2022]
Abstract
Deletion of chromosome 6q is a well-recognized abnormality found in poor-prognosis T-cell acute lymphoblastic leukemia (T-ALL). Using integrated genomic approaches, we identified two candidate haploinsufficient genes contiguous at 6q14, SYNCRIP (encoding hnRNP-Q) and SNHG5 (that hosts snoRNAs), both involved in regulating RNA maturation and translation. Combined silencing of both genes, but not of either gene alone, accelerated leukemogeneis in a Tal1/Lmo1/Notch1-driven mouse model, demonstrating the tumor-suppressive nature of the two-gene region. Proteomic and translational profiling of cells in which we engineered a short 6q deletion by CRISPR/Cas9 genome editing indicated decreased ribosome and mitochondrial activities, suggesting that the resulting metabolic changes may regulate tumor progression. Indeed, xenograft experiments showed an increased leukemia-initiating cell activity of primary human leukemic cells upon coextinction of SYNCRIP and SNHG5. Our findings not only elucidate the nature of 6q deletion but also highlight the role of ribosomes and mitochondria in T-ALL tumor progression. SIGNIFICANCE: The oncogenic role of 6q deletion in T-ALL has remained elusive since this chromosomal abnormality was first identified more than 40 years ago. We combined genomic analysis and functional models to show that the codeletion of two contiguous genes at 6q14 enhances malignancy through deregulation of a ribosome-mitochondria axis, suggesting the potential for therapeutic intervention.This article is highlighted in the In This Issue feature, p. 1494.
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Affiliation(s)
- Stéphanie Gachet
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Tiama El-Chaar
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - David Avran
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
| | - Eulalia Genesca
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Frédéric Catez
- Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS 5286, Centre Léon Bérard; Université Lyon 1, Lyon, France
| | - Samuel Quentin
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
| | - Marc Delord
- Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Gabriel Thérizols
- Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS 5286, Centre Léon Bérard; Université Lyon 1, Lyon, France
| | - Delphine Briot
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
| | - Godelieve Meunier
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Lucie Hernandez
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - Marika Pla
- Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,INSERM UMRS 940, Hôpital Saint-Louis, Paris, France
| | - Willem K Smits
- Department of Pediatric Oncology/Hematology, Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Jessica G Buijs-Gladdines
- Department of Pediatric Oncology/Hematology, Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | | | - Isabelle André-Schmutz
- U1163 INSERM, Université Paris Descartes-Sorbonne Paris Cité, Institut Imagine, Paris, France
| | - Tom Taghon
- Cancer Research Institute, Ghent University, Ghent, Belgium
| | | | - Jules P Meijerink
- Department of Pediatric Oncology/Hematology, Princess Maxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - André Baruchel
- Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Pediatry Department, Robert Debré Hospital, Paris, France
| | - Hervé Dombret
- Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Department, Hôpital Saint-Louis, Paris, France
| | - Emmanuelle Clappier
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
| | - Jean-Jacques Diaz
- Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS 5286, Centre Léon Bérard; Université Lyon 1, Lyon, France
| | - Claude Gazin
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, Direction de La Recherche Fondamentale, CEA, Evry, France
| | - Hugues de Thé
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France
| | - François Sigaux
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France.,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
| | - Jean Soulier
- INSERM UMR944 and CNRS UMR7212, Hôpital Saint-Louis, Paris, France. .,Institute of Hematology (IUH), Université Paris Diderot, Sorbonne Paris Cité, Paris, France.,Hematology Laboratory APHP, Hôpital Saint-Louis, Paris, France
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20
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Bian A, Wang Y, Liu J, Wang X, Liu D, Jiang J, Ding L, Hui X. Circular RNA Complement Factor H (CFH) Promotes Glioma Progression by Sponging miR-149 and Regulating AKT1. Med Sci Monit 2018; 24:5704-5712. [PMID: 30111766 PMCID: PMC6108270 DOI: 10.12659/msm.910180] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Background Circular RNAs (circRNAs) are widely expressed in mammals and can regulate the development and progression of human tumors. has_circ_0015758 (circ-CFH) is an exon circRNA transcript from the GRCh37/hg19 fragment of chromosome 1 and is homologous to the protein-coding gene complement factor H (CFH). Currently, the function of circ-CFH in glioma remains unclear. Material/Methods In our study, circ-CFH, miR-149, and Akt1 mRNA expression levels were analyzed by qRT-PCR assays. To investigate the function of circ-CFH in cell proliferation, circ-CFH knockdown models were established by using circ-CFH siRNAs. Cell proliferation abilities were measured by CCK-8 and colony formation assays and in vivo experiments. In addition, the interaction between circ-CFH and miR-149 was assessed by luciferase reporter assays. Results Circ-CFH expression was significantly upregulated in glioma tissue and was correlated with tumor grade. Circ-CFH expression levels were also markedly higher in U251 and U373 glioma cell lines. Circ-CFH knockdown inhibited cell proliferation and colony formation abilities. Luciferase assays indicated that circ-CFH functions as a miR-149 sponge and inhibits its function in U251 and U373 cells. Subsequently, AKT1 was identified as a direct target of the circ-CFH/miR-149 axis. Conclusions Circ-CFH promotes glioma progression by sponging miR-149 and regulating the AKT1 signaling pathway. The circ-CFH/miR-149/AKT1 regulation axis may be a potential target for glioma therapy.
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Affiliation(s)
- Aimiao Bian
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Yanping Wang
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Ji Liu
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Xiaodong Wang
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Dai Liu
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Jian Jiang
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Lianshu Ding
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
| | - Xiaobo Hui
- Department of Neurosurgery, Huai'an First People's Hospital, Nanjing Medical University, Huai'an, Jiangsu, China (mainland)
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21
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Qu J, Chen X, Sun YZ, Li JQ, Ming Z. Inferring potential small molecule-miRNA association based on triple layer heterogeneous network. J Cheminform 2018; 10:30. [PMID: 29943160 PMCID: PMC6020102 DOI: 10.1186/s13321-018-0284-9] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Accepted: 06/19/2018] [Indexed: 12/12/2022] Open
Abstract
Recently, many biological experiments have indicated that microRNAs (miRNAs) are a newly discovered small molecule (SM) drug targets that play an important role in the development and progression of human complex diseases. More and more computational models have been developed to identify potential associations between SMs and target miRNAs, which would be a great help for disease therapy and clinical applications for known drugs in the field of medical research. In this study, we proposed a computational model of triple layer heterogeneous network based small molecule–MiRNA association prediction (TLHNSMMA) to uncover potential SM–miRNA associations by integrating integrated SM similarity, integrated miRNA similarity, integrated disease similarity, experimentally verified SM–miRNA associations and miRNA–disease associations into a heterogeneous graph. To evaluate the performance of TLHNSMMA, we implemented global and two types of local leave-one-out cross validation as well as fivefold cross validation to compare TLHNSMMA with one previous classical computational model (SMiR-NBI). As a result, for Dataset 1, TLHNSMMA obtained the AUCs of 0.9859, 0.9845, 0.7645 and 0.9851 ± 0.0012, respectively; for Dataset 2, the AUCs are in turn 0.8149, 0.8244, 0.6057 and 0.8168 ± 0.0022. As the result of case studies shown, among the top 10, 20 and 50 potential SM-related miRNAs, there were 2, 7 and 14 SM–miRNA associations confirmed by experiments, respectively. Therefore, TLHNSMMA could be effectively applied to the prediction of SM–miRNA associations.
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Affiliation(s)
- Jia Qu
- School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China
| | - Xing Chen
- School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, 221116, China.
| | - Ya-Zhou Sun
- National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, 518060, China.,College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, 518060, China
| | - Jian-Qiang Li
- National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, 518060, China.,College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, 518060, China
| | - Zhong Ming
- National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, 518060, China.,College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, 518060, China
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22
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Evidence for rRNA 2'-O-methylation plasticity: Control of intrinsic translational capabilities of human ribosomes. Proc Natl Acad Sci U S A 2017; 114:12934-12939. [PMID: 29158377 DOI: 10.1073/pnas.1707674114] [Citation(s) in RCA: 182] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Ribosomal RNAs (rRNAs) are main effectors of messenger RNA (mRNA) decoding, peptide-bond formation, and ribosome dynamics during translation. Ribose 2'-O-methylation (2'-O-Me) is the most abundant rRNA chemical modification, and displays a complex pattern in rRNA. 2'-O-Me was shown to be essential for accurate and efficient protein synthesis in eukaryotic cells. However, whether rRNA 2'-O-Me is an adjustable feature of the human ribosome and a means of regulating ribosome function remains to be determined. Here we challenged rRNA 2'-O-Me globally by inhibiting the rRNA methyl-transferase fibrillarin in human cells. Using RiboMethSeq, a nonbiased quantitative mapping of 2'-O-Me, we identified a repertoire of 2'-O-Me sites subjected to variation and demonstrate that functional domains of ribosomes are targets of 2'-O-Me plasticity. Using the cricket paralysis virus internal ribosome entry site element, coupled to in vitro translation, we show that the intrinsic capability of ribosomes to translate mRNAs is modulated through a 2'-O-Me pattern and not by nonribosomal actors of the translational machinery. Our data establish rRNA 2'-O-Me plasticity as a mechanism providing functional specificity to human ribosomes.
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23
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In-depth phenotypic characterization of multicellular tumor spheroids: Effects of 5-Fluorouracil. PLoS One 2017; 12:e0188100. [PMID: 29141026 PMCID: PMC5687732 DOI: 10.1371/journal.pone.0188100] [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] [Received: 08/04/2017] [Accepted: 10/31/2017] [Indexed: 01/27/2023] Open
Abstract
MultiCellular Tumor Spheroids (MCTS), which mimic the 3-Dimensional (3D) organization of a tumor, are considered as better models than conventional cultures in 2-Dimensions (2D) to study cancer cell biology and to evaluate the response to chemotherapeutic drugs. A real time and quantitative follow-up of MCTS with simple and robust readouts to evaluate drug efficacy is still missing. Here, we evaluate the chemotherapeutic drug 5-Fluorouracil (5-FU) response on the growth and integrity of MCTS two days after treatment of MCTS and for three colorectal carcinoma cell lines with different cohesive properties (HT29, HCT116 and SW480). We found different sensitivity to 5-FU for the three CRC cell lines, ranging from high (SW480), intermediate (HCT116) and low (HT29) and the same hierarchy of CRC cell lines sensitivity is conserved in 2D. We also evidence that 5-FU has a strong impact on spheroid cohesion, with the apparition of a number of single detaching cells from the spheroid in a 5-FU dose- and cell line-dependent manner. We propose an innovative methodology for the chemosensitivity evaluation in 3D MCTS that recapitulates and regionalizes the 5-FU-induced changes within MCTS over time. These robust phenotypic read-outs could be easily scalable for high-throughput drug screening that may include different types of cancer cells to take into account tumor heterogeneity and resistance to treatment.
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