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Song Y, Guo N, Zi F, Zheng J, Cheng J. lncRNA H19 plays a role in multiple myeloma via interacting with hnRNPA2B1 to stabilize BET proteins by targeting osteoclasts and osteoblasts. Int Immunopharmacol 2024; 142:113080. [PMID: 39288624 DOI: 10.1016/j.intimp.2024.113080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 08/30/2024] [Accepted: 09/01/2024] [Indexed: 09/19/2024]
Abstract
BACKGROUND Multiple myeloma (MM), characterized with bone marrow microenvironment disorder, accounts for about 20% of hematological cancer deaths globally. Tissue extracellular communication, especially extracellular vesicles, has been defined as important mediator among cell-to-cell cross-talk. Our previous study revealed an elevated level of H19 in MM, whereas, its role in MM exosomes in the development of osteolysis remains largely unknown. METHOD MM exosomes referring to 5TGM1 cells were isolated and characterized using transmission electron microscopy (TEM), nanoparticle tracking and western blot analysis. The biological effects of blocking H19 were examined on osteolysis in vivo of C57Bl6/KalwRij mice, as well as on the osteoclast differentiation in vitro of RAW264.7 cells, by the application of TRAP, either with osteogenic differentiation in vitro of bone marrow mesenchymal stem cells (BMSCs), by the detection of alkaline phosphatase (ALP), alizarin red dye staining (ARS). The targeted relationships among H19/hnRNPA2B1/BET proteins were validated through RNA immunoprecipitation (RIP) and RNA pull-down assays. RESULTS 5TGM1 cells derived-exosomes lacking H19 dramatically blocked osteolysis and boosted osteogeneis in C57Bl6/KalwRij mice, either with osteoclastic differentiation of RAW264.7 cells and osteogenic differentiation of BMSCs, thereby enhancing their resorptive activity. Physically, H19 interacted with hnRNPA2B1 by preferentially adhering to it and enhancing its nuclear-cytoplasmic translocation. Further mechanistic research validated that H19 promoted the stabilization of BET proteins through hnRNA2B1 to be involved in osteoclast differentiation for contributing to MM progression. CONCLUSION Altogether, our findings suggest that H19, serving as an essential role for exosomes in the bone marrow environment, might be a viable diagnostic and therapeutic target for MM therapy.
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Affiliation(s)
- Yuan Song
- Department of Hematology, the Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, PR China
| | - Ninghong Guo
- Department of Hematology, the Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, PR China
| | - Fuming Zi
- Department of Hematology, the Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, PR China
| | - Jifu Zheng
- Department of Hematology, the Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, PR China
| | - Jing Cheng
- Department of Hematology, the Second Affiliated Hospital of Nanchang University, Nanchang 330006, Jiangxi Province, PR China.
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Ledesma-Dominguez L, Carbajal-Degante E, Moreno-Hagelsieb G, Pérez-Rueda E. DeepReg: a deep learning hybrid model for predicting transcription factors in eukaryotic and prokaryotic genomes. Sci Rep 2024; 14:9155. [PMID: 38644393 PMCID: PMC11551149 DOI: 10.1038/s41598-024-59487-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 04/11/2024] [Indexed: 04/23/2024] Open
Abstract
Deep learning models (DLMs) have gained importance in predicting, detecting, translating, and classifying a diversity of inputs. In bioinformatics, DLMs have been used to predict protein structures, transcription factor-binding sites, and promoters. In this work, we propose a hybrid model to identify transcription factors (TFs) among prokaryotic and eukaryotic protein sequences, named Deep Regulation (DeepReg) model. Two architectures were used in the DL model: a convolutional neural network (CNN), and a bidirectional long-short-term memory (BiLSTM). DeepReg reached a precision of 0.99, a recall of 0.97, and an F1-score of 0.98. The quality of our predictions, the bias-variance trade-off approach, and the characterization of new TF predictions were evaluated and compared against those produced by DeepTFactor, as well as against experimental data from three model organisms. Predictions based on our DLM tended to exhibit less variance and bias than those from DeepTFactor, thus increasing reliability and decreasing overfitting.
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Affiliation(s)
- Leonardo Ledesma-Dominguez
- Posgrado en Ciencia en Ingeniería de la Computación, Universidad Nacional Autónoma de México, 04510, Mexico City, Mexico.
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, UNAM, 04510, Mexico City, México.
| | - Erik Carbajal-Degante
- Coordinación de Universidad Abierta, Innovación Educativa y Educación a Distancia (CUAIEED), Universidad Nacional Autónoma de México, 04510, Mexico City, México
| | | | - Ernesto Pérez-Rueda
- Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas, Unidad Académica del Estado de Yucatán, Universidad Nacional Autónoma de México, Mérida, Yucatán, México.
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Azegami N, Taguchi R, Suzuki N, Sakata Y, Konuma T, Akashi S. Native Mass Spectrometry of BRD4 Bromodomains Linked to a Long Disordered Region. Mass Spectrom (Tokyo) 2022; 11:A0110. [PMID: 36713808 PMCID: PMC9853951 DOI: 10.5702/massspectrometry.a0110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022] Open
Abstract
The contribution of disordered regions to protein function and structure is a relatively new field of study and of particular significance as their function has been implicated in some human diseases. Our objective was to analyze various deletion mutants of the bromodomain-containing protein 4 (BRD4) using native mass spectrometry to characterize the gas-phase behavior of the disordered region connected to the folded domain. A protein with a single bromodomain but no long disordered linker displayed a narrow charge distribution at low charge states, suggesting a compact structure. In contrast, proteins containing one or two bromodomains connected to a long disordered region exhibited multimodal charge distributions, suggesting the presence of compact and elongated conformers. In the presence of a pan-BET-bromodomain inhibitor, JQ1, the protein-JQ1 complex ions had relatively small numbers of positive charges, corresponding to compact conformers. In contrast, the ions with extremely high charge states did not form a complex with JQ1. This suggests that all of the JQ1-bound BRD4 proteins in the gas phase are in a compact conformation, including the linker region, while the unbound forms are considerably elongated. Although these are gas-phase phenomena, it is possible that the long disordered linker connected to the bromodomain causes the denaturation of the folded domain, which, in turn, affects its JQ1 recognition.
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Affiliation(s)
- Nanako Azegami
- Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan
| | - Rina Taguchi
- Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan
| | - Noa Suzuki
- School of Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan
| | - Yusuke Sakata
- Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan
| | - Tsuyoshi Konuma
- Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan,School of Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan,Correspondence to: Tsuyoshi Konuma, Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan, e-mail:
| | - Satoko Akashi
- Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan,School of Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan,Correspondence to: Satoko Akashi, Graduate School of Medical Life Science, Yokohama City University, 1–7–29 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230–0045, Japan, e-mail:
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Wei H, Xue Q, Sun L, Lv J. BRD4 Inhibition Protects Against Myocardial Ischemia/Reperfusion Injury by Suppressing Inflammation and Oxidative Stress Through the PI3K/AKT Signaling Pathway. J Cardiovasc Pharmacol 2021; 78:839-846. [PMID: 34524258 PMCID: PMC8647696 DOI: 10.1097/fjc.0000000000001138] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 08/28/2021] [Indexed: 01/20/2023]
Abstract
ABSTRACT This study aims to investigate the effect and the related mechanisms of bromodomain-containing protein 4 (BRD4) inhibition on myocardial ischemia/reperfusion (I/R) injury. In vivo and in vitro myocardial I/R models were constructed. Expression of BRD4 was examined by RT-qPCR and Western blot. I/R injury was evaluated by analyzing cardiac function and the activity of biochemical markers of myocardial injury. Inflammation and oxidative stress were determined by measuring the levels of myeloperoxidase, TNF-α, IL-6, malondialdehyde, and superoxide dismutase. The activation of the PI3K/AKT signaling pathway was tested by the phosphorylation of p85 and AKT. We found BRD4 was significantly increased in the myocardial tissues after myocardial I/R injury. BRD4 inhibition suppressed the indices of cardiac function and the biochemical markers of myocardial injury. I/R-induced inflammation and oxidative stress were suppressed by shBRD4 in vivo and in vitro. In addition, BRD4 inhibition significantly increased the relative protein expression levels of p-p85, p-AKT T308, and p-AKT S473. In conclusion, this study for the first time demonstrated the protective effect of BRD4 inhibition on myocardial I/R injury in vivo and in vitro, and this effect was related to the suppression of inflammation and oxidative stress through the activation of the PI3K/AKT signaling pathway.
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Affiliation(s)
- Hongwei Wei
- Clinical Laboratory, Women and Children's Health Care Hospital of Linyi, Linyi, Shandong, China
| | - Qingjian Xue
- Clinical Laboratory, Women and Children's Health Care Hospital of Gaoqing, Zibo, Shandong, China
| | - Lei Sun
- Clinical Laboratory, Weifang Mental Health Center, Weifang, Shandong, China; and
| | - Jie Lv
- Clinical Laboratory, People's Hospital of Rizhao, Rizhao, Shandong, China
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Faisca Phillips AM, Guedes da Silva MFC, Pombeiro AJL. The Stereoselective Nitro-Mannich Reaction in the Synthesis of Active Pharmaceutical Ingredients and Other Biologically Active Compounds. Front Chem 2020; 8:30. [PMID: 32047742 PMCID: PMC6997535 DOI: 10.3389/fchem.2020.00030] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 01/09/2020] [Indexed: 11/13/2022] Open
Abstract
The nitro-Mannich (aza-Henry) reaction, in which a nitroalkane and an imine react to form a β-nitroamine, is a versatile tool for target-oriented synthesis. Although the first stereoselective reaction was developed only 20 years ago, and enantioselective and diastereoselective versions for the synthesis of non-racemic compounds soon after, there are nowadays a variety of reliable methods which can be used for the synthesis of APIs and other biologically active substances. Hence many anticancer drugs, antivirals, antimicrobials, enzyme inhibitors and many more substances, containing C-N bonds, have been synthesized using this reaction. Several transition metal complexes and organocatalysts were shown to be compatible with the presence of a wide range of functional groups in these molecules, and very high levels of asymmetric induction have been achieved in some cases. The reaction has also been applied in cascade processes. The structural diversity of the products, ranging from simple heterocycles or azabicycles to complex alkaloids, iminosugars, amino acids or diamino acids and phosphonates, shows the versatility of the nitro-Mannich reaction and its potential for future developments.
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Affiliation(s)
| | | | - Armando J L Pombeiro
- Centro de Química Estrutural, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal
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Long Noncoding RNA H19 Promotes Tumorigenesis of Multiple Myeloma by Activating BRD4 Signaling by Targeting MicroRNA 152-3p. Mol Cell Biol 2020; 40:MCB.00382-19. [PMID: 31712391 DOI: 10.1128/mcb.00382-19] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 11/02/2019] [Indexed: 12/17/2022] Open
Abstract
Multiple myeloma (MM) accounts for over twenty percent of hematological cancer-related death worldwide. Long noncoding RNA (lncRNA) H19 is associated with multiple tumorigenesis and is increased in MM, but the underlying mechanism of H19 in MM is unclear. In this study, the expression of H19, microRNA 152-3p (miR-152-3p), and BRD4 in MM patients was evaluated by quantitative real-time PCR (qRT-PCR) and Western blotting. Colony formation and flow cytometry analysis were used to determine the effects of H19 and miR-152-3p on MM cell proliferation, apoptosis, and cell cycle. A luciferase reporter assay was conducted to confirm the interaction among H19, miR-152-3p, and BRD4. A nude mouse xenograft model was established, and the cell proliferation and apoptosis were evaluated by immunohistochemistry (IHC) staining and terminal deoxynucleotidyltransferase-mediated dUTP-biotin nick end labeling assay. We found that levels of H19 and BRD4 were upregulated and the expression of miR-152-3p was downregulated in MM patients. Dual luciferase reporter assay showed H19 targeted miR-152-3p to promote BRD4 expression. Knockdown of H19 repressed proliferation and enhanced apoptosis and cell cycle G1 arrest by upregulating miR-152-3p in MM cells. Furthermore, H19 knockdown suppressed the growth of xenograft tumor, reduced Ki-67 and BRD4 levels, and increased cell apoptosis in xenograft tumor tissues. Taking these results together, H19 knockdown suppresses MM tumorigenesis via inhibiting BRD4-mediated cell proliferation through targeting miR-152-3p, implying that H19 is a promising biomarker and drug target for MM.
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Inhibition of Brd4 alleviates renal ischemia/reperfusion injury-induced apoptosis and endoplasmic reticulum stress by blocking FoxO4-mediated oxidative stress. Redox Biol 2019; 24:101195. [PMID: 31004990 PMCID: PMC6475721 DOI: 10.1016/j.redox.2019.101195] [Citation(s) in RCA: 155] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2019] [Revised: 04/03/2019] [Accepted: 04/08/2019] [Indexed: 01/09/2023] Open
Abstract
Ischemia/reperfusion injury (I/R) is one of the leading causes of acute kidney injury (AKI) that typically occurs in renal surgeries. However, renal I/R still currently lacks effective therapeutic targets. In this study, we proved that inhibition of Brd4 with its selective inhibitor, JQ1, could exert a protective role in renal I/R injury in mice. Inhibiting Brd4 with either JQ1 or genetic knockdown resulted in reduction of endoplasmic reticulum stress (ERS)-associated protein and proapoptotic protein expression both in I/R-induced injury and hypoxia/reoxygenation (H/R) stimulation in HK-2 cells. H/R-induced apoptosis and ERS depended on oxidative stress in vitro. Moreover, FoxO4, which is involved in the generation of hydrogen peroxide, was up-regulated during H/R stimulation-mediated apoptosis and ERS, and this upregulation could be abolished by Brd4 inhibition. Consistently, FoxO4-mediated ROS generation was attenuated upon inhibition of Brd4 with JQ1 or siRNA against Brd4. Further, the transcriptional activity of FoxO4 was suppressed by PI3K and AKT phosphorylation, which are upstream signals of FoxO4 expression, and were enhanced by Brd4 both in vivo and in vitro. In conclusion, our results proved that Brd4 inhibition blocked renal apoptotic and ERS protein expression by preventing FoxO4-dependent ROS generation through the PI3K/AKT pathway, indicating that Brd4 could be a potential therapeutic target for renal I/R injury. Brd4 was up-regulated in renal I/R injury. Brd4 inhibitor JQ1 alleviated renal I/R injury. Brd4 inhibition blocked H/R-induced oxidative stress, apoptosis and ERS through FoxO4. Brd4 regulated FoxO4 through the PI3K/AKT pathway.
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Carneiro JO, Machado F, Pereira M, Teixeira V, Costa MF, Ribeiro A, Cavaco-Paulo A, Samantilleke AP. The influence of the morphological characteristics of nanoporous anodic aluminium oxide (AAO) structures on capacitive touch sensor performance: a biological application. RSC Adv 2018; 8:37254-37266. [PMID: 35557785 PMCID: PMC9088894 DOI: 10.1039/c8ra07490a] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Accepted: 10/29/2018] [Indexed: 01/10/2023] Open
Abstract
This work is devoted to the study of the influence of different anodic aluminium oxide (AAO) morphologies on the sensitivity and performance of an AAO-based capacitive touch sensor. The AAO structures were fabricated in a cylindrical homemade anodization cell made from a solid polycarbonate billet via a lathe machining process. The AAO morphologies were obtained from the anodization of Al foil by using three different types of electrolyte (sulphuric acid, oxalic acid and phosphoric acid) and their morphologies are reported and compared using scanning electron microscopy (SEM) micrographs and current–time characteristic curves. The sensors were fabricated by integrating the AAO structure with a nanotextured gold thin film deposited over the AAO layer by thermal evaporation, thus realizing a type of metal/insulator/metal parallel-plate capacitance sensor. It is demonstrated that AAO morphologies have influence on the performance of the AAO-based capacitive touch sensors. The variation of the capacitance of the sensors is investigated in this work for the AAO structures produced from anodization in an attempt to select anodizing conditions for a biological application aiming to detect small microorganisms such as bacterial colonies of Escherichia coli. This work is devoted to the study of the influence of different anodic aluminium oxide (AAO) morphologies on the sensitivity and performance of an AAO-based capacitive touch sensor.![]()
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Affiliation(s)
- J O Carneiro
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
| | - F Machado
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
| | - M Pereira
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
| | - V Teixeira
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
| | - M F Costa
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
| | - Artur Ribeiro
- Centre of Biological Engineering, University of Minho Gualtar Campus 4710-057 Braga Portugal
| | - Artur Cavaco-Paulo
- Centre of Biological Engineering, University of Minho Gualtar Campus 4710-057 Braga Portugal
| | - A P Samantilleke
- Centre of Physics, University of Minho Azurém Campus 4800-058 Guimarães Portugal
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