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Yang M, Zhang S, Zheng Z, Zhang P, Liang Y, Tang S. Employing bimodal representations to predict DNA bendability within a self-supervised pre-trained framework. Nucleic Acids Res 2024; 52:e33. [PMID: 38375921 PMCID: PMC11014357 DOI: 10.1093/nar/gkae099] [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: 11/15/2023] [Revised: 01/10/2024] [Accepted: 02/01/2024] [Indexed: 02/21/2024] Open
Abstract
The bendability of genomic DNA, which measures the DNA looping rate, is crucial for numerous biological processes of DNA. Recently, an advanced high-throughput technique known as 'loop-seq' has made it possible to measure the inherent cyclizability of DNA fragments. However, quantifying the bendability of large-scale DNA is costly, laborious, and time-consuming. To close the gap between rapidly evolving large language models and expanding genomic sequence information, and to elucidate the DNA bendability's impact on critical regulatory sequence motifs such as super-enhancers in the human genome, we introduce an innovative computational model, named MIXBend, to forecast the DNA bendability utilizing both nucleotide sequences and physicochemical properties. In MIXBend, a pre-trained language model DNABERT and convolutional neural network with attention mechanism are utilized to construct both sequence- and physicochemical-based extractors for the sophisticated refinement of DNA sequence representations. These bimodal DNA representations are then fed to a k-mer sequence-physicochemistry matching module to minimize the semantic gap between each modality. Lastly, a self-attention fusion layer is employed for the prediction of DNA bendability. In conclusion, the experimental results validate MIXBend's superior performance relative to other state-of-the-art methods. Additionally, MIXBend reveals both novel and known motifs from the yeast. Moreover, MIXBend discovers significant bendability fluctuations within super-enhancer regions and transcription factors binding sites in the human genome.
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Affiliation(s)
- Minghao Yang
- Bioscience and Biomedical Engineering Thrust, System Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511466, China
| | - Shichen Zhang
- Bioscience and Biomedical Engineering Thrust, System Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511466, China
| | - Zhihang Zheng
- Bioscience and Biomedical Engineering Thrust, System Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511466, China
| | - Pengfei Zhang
- Bioscience and Biomedical Engineering Thrust, System Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511466, China
| | - Yan Liang
- School of Artificial Intelligence, South China Normal University, Foshan 528225, China
| | - Shaojun Tang
- Bioscience and Biomedical Engineering Thrust, System Hub, Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511466, China
- Division of Life Science, Hong Kong University of Science and Technology, Hong Kong SAR 999077, China
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Transcription Factors with Targeting Potential in Gliomas. Int J Mol Sci 2022; 23:ijms23073720. [PMID: 35409080 PMCID: PMC8998804 DOI: 10.3390/ijms23073720] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 03/23/2022] [Accepted: 03/26/2022] [Indexed: 12/18/2022] Open
Abstract
Gliomas portray a large and heterogeneous group of CNS tumors, encompassing a wide range of low- to high-grade tumors, as defined by histological and molecular characteristics. The identification of signature mutations and other molecular abnormalities has largely impacted tumor classification, diagnosis, and therapy. Transcription factors (TFs) are master regulators of gene expression programs, which ultimately shape cell fate and homeostasis. A variety of TFs have been detected to be aberrantly expressed in brain tumors, being highly implicated in critical pathological aspects and progression of gliomas. Herein, we describe a selection of oncogenic (GLI-1/2/3, E2F1–8, STAT3, and HIF-1/2) and tumor suppressor (NFI-A/B, TBXT, MYT1, and MYT1L) TFs that are deregulated in gliomas and are subsequently associated with tumor development, progression, and migratory potential. We further discuss the current targeting options against these TFs, including chemical (Bortezomib) and natural (Plumbagin) compounds, small molecules, and inhibitors, and address their potential implications in glioma therapy.
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Hicks WH, Bird CE, Traylor JI, Shi DD, El Ahmadieh TY, Richardson TE, McBrayer SK, Abdullah KG. Contemporary Mouse Models in Glioma Research. Cells 2021; 10:cells10030712. [PMID: 33806933 PMCID: PMC8004772 DOI: 10.3390/cells10030712] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 03/20/2021] [Accepted: 03/20/2021] [Indexed: 02/07/2023] Open
Abstract
Despite advances in understanding of the molecular pathogenesis of glioma, outcomes remain dismal. Developing successful treatments for glioma requires faithful in vivo disease modeling and rigorous preclinical testing. Murine models, including xenograft, syngeneic, and genetically engineered models, are used to study glioma-genesis, identify methods of tumor progression, and test novel treatment strategies. Since the discovery of highly recurrent isocitrate dehydrogenase (IDH) mutations in lower-grade gliomas, there is increasing emphasis on effective modeling of IDH mutant brain tumors. Improvements in preclinical models that capture the phenotypic and molecular heterogeneity of gliomas are critical for the development of effective new therapies. Herein, we explore the current status, advancements, and challenges with contemporary murine glioma models.
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Affiliation(s)
- William H. Hicks
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA; (W.H.H.); (C.E.B.); (J.I.T.); (T.Y.E.A.)
| | - Cylaina E. Bird
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA; (W.H.H.); (C.E.B.); (J.I.T.); (T.Y.E.A.)
| | - Jeffrey I. Traylor
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA; (W.H.H.); (C.E.B.); (J.I.T.); (T.Y.E.A.)
| | - Diana D. Shi
- Department of Radiation Oncology, Brigham and Women’s Hospital and Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA;
| | - Tarek Y. El Ahmadieh
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA; (W.H.H.); (C.E.B.); (J.I.T.); (T.Y.E.A.)
| | - Timothy E. Richardson
- Department of Pathology, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health San Antonio, San Antonio, TX 75229, USA;
| | - Samuel K. McBrayer
- Children’s Medical Center Research Institute, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
- Harrold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
- Correspondence: (S.K.M.); (K.G.A.)
| | - Kalil G. Abdullah
- Department of Neurological Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA; (W.H.H.); (C.E.B.); (J.I.T.); (T.Y.E.A.)
- Harrold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
- Peter O’Donnell Jr. Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
- Correspondence: (S.K.M.); (K.G.A.)
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4
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Yang W, Wang H, Ju H, Dou C. A study on the correlation between STAT‑1 and mutant p53 expression in glioma. Mol Med Rep 2018; 17:7807-7812. [PMID: 29620180 DOI: 10.3892/mmr.2018.8796] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2016] [Accepted: 01/05/2017] [Indexed: 11/06/2022] Open
Abstract
Glioma is the most common primary brain tumor in adults and the second most common malignant tumor in children. Aberrant expression of signal transducer and activator of transcription 1 (STAT‑1) and p53 are known to affect the occurrence and progression of malignant tumors. The aim of the present study was to investigate the expression of STAT‑1 and mutant p53 gene, as well as their correlation, in patients with glioma. The present study included 50 patients who underwent glioma resection at the First Affiliated Hospital of Inner Mongolia Medical University between December 2007 and December 2011, and 10 patients with acute cerebral contusion who underwent intracerebral hematoma removal at the same hospital between January 2013 and January 2014. The expression of STAT‑1 and mutant p53 protein in patients with different grades of glioma was assessed by immunohistochemistry. Spearman's correlation coefficient was employed to examine the correlation between STAT‑1 and the grade of glioma, and mutant p53 expression. The results demonstrated that the mean expression of STAT‑1 in glioma was significantly lower compared with normal brain tissue (P<0.05). However, there was no significant difference in the STAT‑1 positive expression rate between the two groups (χ2=1.38, P>0.05). The expression score (P<0.05) and positive expression rate (χ2=31.27, P<0.05) of mutant p53 in glioma was significantly higher compared with those in normal brain tissue. Statistical analysis revealed a negative correlation between STAT‑1 expression and the grade of glioma (r=‑0.767, P<0.05). In addition, mutant p53 expression was negatively correlated with STAT‑1 expression in glioma (r=‑0.876, P<0.05). The observed negative correlation between STAT‑1 and the pathological grade of glioma suggested an association between STAT‑1 and the occurrence and development of glioma, thus revealing the potential of STAT‑1 as a diagnostic biomarker and therapeutic target for glioma.
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Affiliation(s)
- Wenbo Yang
- Department of Neurosurgery, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia 010055, P.R. China
| | - Hongwei Wang
- Department of Neurosurgery, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia 010055, P.R. China
| | - Haitao Ju
- Department of Neurosurgery, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia 010055, P.R. China
| | - Changwu Dou
- Department of Neurosurgery, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia 010055, P.R. China
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Monacelli F, Cea M, Borghi R, Odetti P, Nencioni A. Do Cancer Drugs Counteract Neurodegeneration? Repurposing for Alzheimer's Disease. J Alzheimers Dis 2018; 55:1295-1306. [PMID: 27834781 DOI: 10.3233/jad-160840] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
In spite of in depth investigations in the field of the amyloid cascade hypothesis, so far, no disease modifying therapy has been developed for Alzheimer's disease (AD). The pathophysiology provides some evidence of the inverse correlation between cancer and AD. Both AD and cancer are characterized by abnormal cellular behaviors; trigger factors along with a meta synchronously action is expected to drive cancer or neurodegeneration, supporting, respectively, progressive neuronal loss or uncontrolled cell proliferation in cancer cells. So far, cancer and AD are seemingly two opposite ends of the same biological spectrum. Basic science increasingly indicates shared molecular mechanisms between cancer and AD and gives weight to key relevant biological theories; according to them, the inverse tuning of clustered gene expression, the sharing of mutual independent pathway or the deregulated unfolded proteins system (UPR) may count for this inverse association. Additionally, the common biological background gave credibility to the recent discovery of a repurposing role for cancer drugs in AD. It refers to the development of new uses for existing pharmaceuticals having the same role as the original mechanism or to the discovery of a new drug action with disease modifying effects. The present review summarizes the most important biological theories that link neurodegeneration and cancer and provides an up-to-date revision of the repurposing cancer agents for AD. The review also addresses the gap of knowledge, since drug cancer repositioning holds an important promise but further investigations are warranted to ascertain the clinical relevance of such attractive clinical candidate compounds for AD.
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Affiliation(s)
- Fiammetta Monacelli
- Section of Geriatrics, Department of Internal Medicine and Medical Specialties (DIMI), University of Genoa, Genoa, Italy
| | - Michele Cea
- Section of Haematology, Department of Internal Medicine and Medical Specialties, (DIMI), University of Genoa, Genoa, Italy
| | - Roberta Borghi
- Section of Geriatrics, Department of Internal Medicine and Medical Specialties (DIMI), University of Genoa, Genoa, Italy
| | - Patrizio Odetti
- Section of Geriatrics, Department of Internal Medicine and Medical Specialties (DIMI), University of Genoa, Genoa, Italy
| | - Alessio Nencioni
- Section of Geriatrics, Department of Internal Medicine and Medical Specialties (DIMI), University of Genoa, Genoa, Italy
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Weatherbee JL, Kraus JL, Ross AH. ER stress in temozolomide-treated glioblastomas interferes with DNA repair and induces apoptosis. Oncotarget 2018; 7:43820-43834. [PMID: 27286262 PMCID: PMC5190062 DOI: 10.18632/oncotarget.9907] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2016] [Accepted: 05/19/2016] [Indexed: 12/18/2022] Open
Abstract
Glioblastoma multiforme (GBM) is a deadly grade IV brain tumor. Radiation in combination with temozolomide (TMZ), the current chemotherapeutic for GBMs, only provides 12–14 months survival post diagnosis. Because GBMs are dependent on both activation of the DNA damage pathway and the endoplasmic reticulum (ER) stress response, we asked if a novel ER stress inducing agent, JLK1486, increases the efficacy of TMZ. We found that the combination of TMZ+JLK1486 resulted in decreased proliferation in a panel of adherent GBM cells lines and reduced secondary sphere formation in non-adherent and primary lines. Decreased proliferation correlated with increased cell death due to apoptosis. We found prolonged ER stress in TMZ+JLK1486 treated cells that resulted in sustained activation of the unfolded protein response (UPR) through increased levels of BiP, ATF4, and CHOP. In addition, TMZ+JLK1486 treatment caused decreased RAD51 levels, impairing DNA damage repair. Furthermore, we found delayed time to tumor doubling in TMZ+JLK1486 treated mice. Our data shows that the addition of JLK1486 to TMZ increases the efficaciousness of the treatment by decreasing proliferation and inducing cell death. We propose increased cell death is due to two factors. One, prolonged ER stress driving the expression of the pro-apoptotic transcription factor CHOP, and, second, unresolved DNA double strand breaks, due to decreased RAD51 levels. The combination of TMZ+JLK1486 is a potential novel therapeutic combination and suggests an inverse relationship between unresolved ER stress and the DNA damage response pathway.
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Affiliation(s)
- Jessica L Weatherbee
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | - Jean-Louis Kraus
- Developmental Biology Institute of Marseille-Luminy (IBDML), Aix-Marseille University (AMU) and CNRS, UMR 7288, IBDML, Case 907, Marseille, France
| | - Alonzo H Ross
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
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Balachandran C, Arun Y, Sangeetha B, Duraipandiyan V, Awale S, Emi N, Ignacimuthu S, Perumal P. In vitro and in vivo anticancer activity of 2-acetyl-benzylamine isolated from Adhatoda vasica L. leaves. Biomed Pharmacother 2017; 93:796-806. [DOI: 10.1016/j.biopha.2017.06.096] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Revised: 06/20/2017] [Accepted: 06/29/2017] [Indexed: 01/05/2023] Open
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8
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8-Hydroxyquinolines in medicinal chemistry: A structural perspective. Eur J Med Chem 2016; 120:252-74. [DOI: 10.1016/j.ejmech.2016.05.007] [Citation(s) in RCA: 177] [Impact Index Per Article: 22.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2016] [Revised: 05/03/2016] [Accepted: 05/04/2016] [Indexed: 01/12/2023]
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9
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Song Y, Xu H, Chen W, Zhan P, Liu X. 8-Hydroxyquinoline: a privileged structure with a broad-ranging pharmacological potential. MEDCHEMCOMM 2015. [DOI: 10.1039/c4md00284a] [Citation(s) in RCA: 145] [Impact Index Per Article: 16.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
An overview of the broad-ranging pharmacological applications of 8-HQ derivatives.
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Affiliation(s)
- Yu'ning Song
- Department of Medicinal Chemistry
- Key Laboratory of Chemical Biology (Ministry of Education)
- School of Pharmaceutical Sciences
- Shandong University
- Jinan
| | - Hao Xu
- Department of Breast and Thyroid Surgery
- Shandong Provincial Hospital Affiliated to Shandong University
- Jinan
- P. R. China
| | - Wenmin Chen
- Department of Medicinal Chemistry
- Key Laboratory of Chemical Biology (Ministry of Education)
- School of Pharmaceutical Sciences
- Shandong University
- Jinan
| | - Peng Zhan
- Department of Medicinal Chemistry
- Key Laboratory of Chemical Biology (Ministry of Education)
- School of Pharmaceutical Sciences
- Shandong University
- Jinan
| | - Xinyong Liu
- Department of Medicinal Chemistry
- Key Laboratory of Chemical Biology (Ministry of Education)
- School of Pharmaceutical Sciences
- Shandong University
- Jinan
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10
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Koekemoer TC, van de Venter M, Kraus JL. JLK1486, a N,N-[(8-hydroxyquinoline)methyl]-substituted benzylamine analogue, inhibits melanoma proliferation and induces autophagy. Cell Prolif 2014; 47:416-26. [PMID: 25139616 DOI: 10.1111/cpr.12127] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2014] [Accepted: 06/20/2014] [Indexed: 01/05/2023] Open
Abstract
OBJECTIVES To investigate anti-proliferatory activity of a selected N,N-[(8-hydroxyquinoline)methyl]-substituted benzylamine (JLK1486) on melanoma cells and to characterize its mechanism of cell population growth inhibition. MATERIALS AND METHODS In vitro cultures of B16F10 (mouse melanoma) cells were used as a model to characterize anti-proliferatory activity of JLK1486 using MTT growth assay, trypan blue viability assessment, cell cycle analysis, melanin production, β-galactosidase and acridine orange staining. RESULTS Proliferating B16F10 and also MeWo (human melanoma) cells were strongly growth inhibited by JLK1486, displaying IC50 values of 196 nm and 110 nm respectively. Anti-proliferatory effects were independent of cell death and were characterized by a distinct accumulation of cells in G0 /G1 phase. Tyrosinase activity and relative melanin content remained unchanged indicating that the anti-proliferatory activity was not due to phenotype differentiation. Although treated B16F10 cells stained strongly positive for senescence marker β-galactosidase, cells regained near normal proliferatory activity after removal of JLK1486. Increased acridine orange staining and presence of perinuclear vacuoles suggested induction of autophagy in B16F10 cells. Furthermore, JLK1486 pre-treatment completely abolished melphalan and antimycin A-induced apoptosis. CONCLUSION JLK1486 provides a promising chemical scaffold to develop new anti-melanoma drugs or combination therapies, due to its potent inhibition of cell proliferation and induction of autophagy, at pharmacologically relevant concentrations.
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Affiliation(s)
- T C Koekemoer
- Department of Biochemistry and Microbiology, Nelson Mandela Metropolitan University, Port Elizabeth, 6031, South Africa
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Evaluation of potential Myt1 kinase inhibitors by TR-FRET based binding assay. Eur J Med Chem 2013; 61:41-8. [DOI: 10.1016/j.ejmech.2012.06.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2012] [Revised: 05/31/2012] [Accepted: 06/03/2012] [Indexed: 11/21/2022]
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12
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Kraus JL. Therapeutic Links between Alzheimer’s Disease and Brain Cancer: Drug Discovery Consequences. ChemMedChem 2013; 8:689-92. [DOI: 10.1002/cmdc.201300006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2013] [Indexed: 01/01/2023]
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13
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Oliveri V, Viale M, Caron G, Aiello C, Gangemi R, Vecchio G. Glycosylated copper(ii) ionophores as prodrugs for β-glucosidase activation in targeted cancer therapy. Dalton Trans 2013; 42:2023-34. [DOI: 10.1039/c2dt32429f] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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14
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Klyosov AA, Traber PG. Galectins in Disease and Potential Therapeutic Approaches. ACS SYMPOSIUM SERIES 2012. [DOI: 10.1021/bk-2012-1115.ch001] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Affiliation(s)
- Anatole A. Klyosov
- Galectin Therapeutics, Inc., 4960 Peachtree Industrial Blvd., Suite 240, Norcross, Georgia 30071
| | - Peter G. Traber
- Galectin Therapeutics, Inc., 4960 Peachtree Industrial Blvd., Suite 240, Norcross, Georgia 30071
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15
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Rohe A, Erdmann F, Bäßler C, Wichapong K, Sippl W, Schmidt M. In vitro and in silico studies on substrate recognition and acceptance of human PKMYT1, a Cdk1 inhibitory kinase. Bioorg Med Chem Lett 2011; 22:1219-23. [PMID: 22189141 DOI: 10.1016/j.bmcl.2011.11.064] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2011] [Revised: 11/17/2011] [Accepted: 11/18/2011] [Indexed: 10/15/2022]
Abstract
The human Myt1 kinase (PKMYT1) is an important regulator of the G2/M transition in the cell cycle. Presently, limited knowledge about its substrate recognition is available. Here, various potential substrates were investigated by different antibody based techniques including fluorescence polarization immunoassays and immunoblotting. Regarding both Thr and Tyr kinase activity, only protein substrates were found to be phosphorylated by Myt1, whereas any tested peptide was not recognized. In silico molecular dynamics studies were used to compare the stability of the Myt1 peptide complex with Wee1 peptide complex and support the biochemical findings. Furthermore, a Myt1 kinase binding assay suggests Myt1 being insensitive to staurosporine.
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Affiliation(s)
- Alexander Rohe
- Department of Medicinal Chemistry, Institute of Pharmacy, Martin-Luther-University Halle-Wittenberg, Germany
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