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Li M, Cai Y, Zhang M, Deng S, Wang L. NNBGWO-BRCA marker: Neural Network and binary grey wolf optimization based Breast cancer biomarker discovery framework using multi-omics dataset. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024; 254:108291. [PMID: 38909399 DOI: 10.1016/j.cmpb.2024.108291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 05/09/2024] [Accepted: 06/16/2024] [Indexed: 06/25/2024]
Abstract
BACKGROUND AND OBJECTIVE Breast cancer is a multifaceted condition characterized by diverse features and a substantial mortality rate, underscoring the imperative for timely detection and intervention. The utilization of multi-omics data has gained significant traction in recent years to identify biomarkers and classify subtypes in breast cancer. This kind of research idea from part to whole will also be an inevitable trend in future life science research. Deep learning can integrate and analyze multi-omics data to predict cancer subtypes, which can further drive targeted therapies. However, there are few articles leveraging the nature of deep learning for feature selection. Therefore, this paper proposes a Neural Network and Binary grey Wolf Optimization based BReast CAncer bioMarker (NNBGWO-BRCAMarker) discovery framework using multi-omics data to obtain a series of biomarkers for precise classification of breast cancer subtypes. METHODS NNBGWO-BRCAMarker consists of two phases: in the first phase, relevant genes are selected using the weights obtained from a trained feedforward neural network; in the second phase, the binary grey wolf optimization algorithm is leveraged to further screen the selected genes, resulting in a set of potential breast cancer biomarkers. RESULTS The SVM classifier with RBF kernel achieved a classification accuracy of 0.9242 ± 0.03 when trained using the 80 biomarkers identified by NNBGWO-BRCAMarker, as evidenced by the experimental results. We conducted a comprehensive gene set analysis, prognostic analysis, and druggability analysis, unveiling 25 druggable genes, 16 enriched pathways strongly linked to specific subtypes of breast cancer, and 8 genes linked to prognostic outcomes. CONCLUSIONS The proposed framework successfully identified 80 biomarkers from the multi-omics data, enabling accurate classification of breast cancer subtypes. This discovery may offer novel insights for clinicians to pursue in further studies.
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Affiliation(s)
- Min Li
- School of Information Engineering, Nanchang Institute of Technology, No. 289 Tianxiang Road, Nanchang Jiangxi, PR China.
| | - Yuheng Cai
- School of Information Engineering, Nanchang Institute of Technology, No. 289 Tianxiang Road, Nanchang Jiangxi, PR China
| | - Mingzhuang Zhang
- School of Information Engineering, Nanchang Institute of Technology, No. 289 Tianxiang Road, Nanchang Jiangxi, PR China
| | - Shaobo Deng
- School of Information Engineering, Nanchang Institute of Technology, No. 289 Tianxiang Road, Nanchang Jiangxi, PR China
| | - Lei Wang
- School of Information Engineering, Nanchang Institute of Technology, No. 289 Tianxiang Road, Nanchang Jiangxi, PR China
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2
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De Vita S, Colarusso E, Chini MG, Bifulco G, Lauro G. PharmaCore: The Automatic Generation of 3D Structure-Based Pharmacophore Models from Protein/Ligand Complexes. J Chem Inf Model 2024; 64:4263-4276. [PMID: 38728062 DOI: 10.1021/acs.jcim.3c01920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2024]
Abstract
In this work, we present PharmaCore: a new, completely automatic workflow aimed at generating three-dimensional (3D) structure-based pharmacophore models toward any target of interest. The proposed approach relies on using cocrystallized ligands to create the input files for generating the pharmacophore hypotheses, integrating not only the three-dimensional structural information on the ligand but also data concerning the binding mode of these molecules put in the protein cavity. We developed a Python library that, starting from the specific UniProt ID of the protein under investigation as the only element that requires user intervention, subsequently collects and aligns the corresponding structures bearing a known ligand in a fully automated fashion, bringing them all into the same coordinate system. The protocol includes a final phase in which the aligned small molecules are used to produce the pharmacophore hypotheses directly onto the protein structure using a specific software, e.g., Phase (Schrödinger LLC). To validate the entire procedure and highlight the possible applications in the field of drug discovery and repositioning, we first generated pharmacophores for soluble epoxide hydrolase (sEH) and compared with already-published ones. Then, we reproduced the binding profile of a reported selective binder of ATAD2 bromodomain (AM879), testing it against a panel of 1741 pharmacophores related to 16 epigenetic proteins and automatically generated with PharmaCore, finally disclosing putative unprecedented off-targets. The computational predictions were successfully validated with AlphaScreen assays, highlighting the applicability of the proposed workflow in drug discovery and repositioning. Finally, the process was also validated on tankyrase 2 and SARS-CoV-2 MPro, confirming the robustness of PharmaCore.
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Affiliation(s)
- Simona De Vita
- Department of Pharmacy, University of Salerno, via Giovanni Paolo II, 132, 84084 Fisciano, Italy
| | - Ester Colarusso
- Department of Pharmacy, University of Salerno, via Giovanni Paolo II, 132, 84084 Fisciano, Italy
| | - Maria Giovanna Chini
- Department of Biosciences and Territory, University of Molise, Contrada Fonte Lappone, Pesche, Isernia 86090, Italy
| | - Giuseppe Bifulco
- Department of Pharmacy, University of Salerno, via Giovanni Paolo II, 132, 84084 Fisciano, Italy
| | - Gianluigi Lauro
- Department of Pharmacy, University of Salerno, via Giovanni Paolo II, 132, 84084 Fisciano, Italy
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3
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Phillips M, Malone KL, Boyle BW, Montgomery C, Kressy IA, Joseph FM, Bright KM, Boyson SP, Chang S, Nix JC, Young NL, Jeffers V, Frietze S, Glass KC. Impact of Combinatorial Histone Modifications on Acetyllysine Recognition by the ATAD2 and ATAD2B Bromodomains. J Med Chem 2024; 67:8186-8200. [PMID: 38733345 PMCID: PMC11149620 DOI: 10.1021/acs.jmedchem.4c00210] [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] [Indexed: 05/13/2024]
Abstract
The ATPase family AAA+ domain containing 2 (ATAD2) protein and its paralog ATAD2B have a C-terminal bromodomain (BRD) that functions as a reader of acetylated lysine residues on histone proteins. Using a structure-function approach, we investigated the ability of the ATAD2/B BRDs to select acetylated lysine among multiple histone post-translational modifications. The ATAD2B BRD can bind acetylated histone ligands that also contain adjacent methylation or phosphorylation marks, while the presence of these modifications significantly weakened the acetyllysine binding activity of the ATAD2 BRD. Our structural studies provide mechanistic insights into how ATAD2/B BRD-binding pocket residues coordinate the acetyllysine group in the context of adjacent post-translational modifications. Furthermore, we investigated how sequence changes in amino acids of the histone ligands impact the recognition of an adjacent acetyllysine residue. Our study highlights how the interplay between multiple combinations of histone modifications influences the reader activity of the ATAD2/B BRDs, resulting in distinct binding modes.
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Affiliation(s)
- Margaret Phillips
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, Vermont 05405, United States
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, Vermont 05446, United States
| | - Kiera L Malone
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, Vermont 05405, United States
| | - Brian W Boyle
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, Vermont 05405, United States
| | - Cameron Montgomery
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, Vermont 05446, United States
| | - Isabelle A Kressy
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, Vermont 05405, United States
| | - Faith M Joseph
- Verna & Marrs McLean Department of Biochemistry & Molecular Pharmacology, Baylor College of Medicine, Houston, Texas 77030, United States
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of Medicine, Houston, Texas 77030, United States
| | - Kathleen M Bright
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, Vermont 05405, United States
| | - Samuel P Boyson
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, Vermont 05446, United States
| | - Sunsik Chang
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, Vermont 05446, United States
| | - Jay C Nix
- Molecular Biology Consortium, Advanced Light Source, Berkeley, California 94720, United States
| | - Nicolas L Young
- Verna & Marrs McLean Department of Biochemistry & Molecular Pharmacology, Baylor College of Medicine, Houston, Texas 77030, United States
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of Medicine, Houston, Texas 77030, United States
| | - Victoria Jeffers
- Department of Molecular, Cellular and Biomedical Sciences, University of New Hampshire, Durham, New Hampshire 03824, United States
| | - Seth Frietze
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, Vermont 05405, United States
| | - Karen C Glass
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, Vermont 05405, United States
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, Vermont 05446, United States
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Ali SI, Najaf-Panah MJ, Pyper KB, Lujan FE, Sena J, Ashley AK. Comparative analysis of basal and etoposide-induced alterations in gene expression by DNA-PKcs kinase activity. Front Genet 2024; 15:1276365. [PMID: 38577247 PMCID: PMC10991847 DOI: 10.3389/fgene.2024.1276365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 01/29/2024] [Indexed: 04/06/2024] Open
Abstract
Background: Maintenance of the genome is essential for cell survival, and impairment of the DNA damage response is associated with multiple pathologies including cancer and neurological abnormalities. DNA-PKcs is a DNA repair protein and a core component of the classical nonhomologous end-joining pathway, but it also has roles in modulating gene expression and thus, the overall cellular response to DNA damage. Methods: Using cells producing either wild-type (WT) or kinase-inactive (KR) DNA-PKcs, we assessed global alterations in gene expression in the absence or presence of DNA damage. We evaluated differential gene expression in untreated cells and observed differences in genes associated with cellular adhesion, cell cycle regulation, and inflammation-related pathways. Following exposure to etoposide, we compared how KR versus WT cells responded transcriptionally to DNA damage. Results: Downregulated genes were mostly involved in protein, sugar, and nucleic acid biosynthesis pathways in both genotypes, but enriched biological pathways were divergent, again with KR cells manifesting a more robust inflammatory response compared to WT cells. To determine what major transcriptional regulators are controlling the differences in gene expression noted, we used pathway analysis and found that many master regulators of histone modifications, proinflammatory pathways, cell cycle regulation, Wnt/β-catenin signaling, and cellular development and differentiation were impacted by DNA-PKcs status. Finally, we have used qPCR to validate selected genes among the differentially regulated pathways to validate RNA sequence data. Conclusion: Overall, our results indicate that DNA-PKcs, in a kinase-dependent fashion, decreases proinflammatory signaling following genotoxic insult. As multiple DNA-PK kinase inhibitors are in clinical trials as cancer therapeutics utilized in combination with DNA damaging agents, understanding the transcriptional response when DNA-PKcs cannot phosphorylate downstream targets will inform the overall patient response to combined treatment.
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Affiliation(s)
- Sk Imran Ali
- Department of Chemistry and Biochemistry, New Mexico State University, Las Cruces, NM, United States
| | - Mohammad J. Najaf-Panah
- Department of Chemistry and Biochemistry, New Mexico State University, Las Cruces, NM, United States
| | - Kennedi B. Pyper
- Department of Chemistry and Biochemistry, New Mexico State University, Las Cruces, NM, United States
| | - F. Ester Lujan
- Department of Chemistry and Biochemistry, New Mexico State University, Las Cruces, NM, United States
| | - Johnny Sena
- National Center for Genome Resources, Santa Fe, NM, United States
| | - Amanda K. Ashley
- Department of Chemistry and Biochemistry, New Mexico State University, Las Cruces, NM, United States
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5
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Ravi L, Kumar K A, Kumari G R S, S H, Sam Raj JB, R L, Chinnaiyan P, K C DJ, J K M, Sudhakara D, Dar MS, D M Y, G S. Stearyl palmitate a multi-target inhibitor against breast cancer: in-silico, in-vitro & in-vivo approach. J Biomol Struct Dyn 2023:1-18. [PMID: 37691453 DOI: 10.1080/07391102.2023.2255271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 08/30/2023] [Indexed: 09/12/2023]
Abstract
Multi-target inhibitors are currently trending in the pharmaceutical research, as they possess increased efficacy and reduced toxicity. In this study multi-target inhibitors for breast cancer are explored from a curated list of natural products, i.e. 4,670 phytochemicals belonging to 360 medicinal plants. In-silico screening of phytochemicals using SeeSAR and AutoDock Vina resulted in identification of Stearyl Palmitate as a potential drug molecule that inhibits three drug targets, i.e. HER-2, MEK-1 and PARP-1 proteins. Molecular Dynamics Simulation for 100 ns each for these three protein-ligand complexes using Desmond, Maestro platform also confirmed the prediction of multi-target inhibition by Stearyl Palmitate. Further in-vitro MTT assay demonstrated that Stearyl Palmitate has a significant IC50 value of 40 µM against MCF-7 cells and >1000 µM against L929 cells. This confirmed that Stearyl Palmitate is having selective cytotoxicity towards breast cancer cells in comparison to non-cancerous cells. Fluorescence staining and flow cytometry analysis confirmed that, Stearyl Palmitate is inducing apoptosis in MCF-7 cells at IC50 concentration. Finally, in-vivo efficacy and toxicity studies were performed using zebrafishes (Danio rerio). It was observed that the fishes treated with IC50 concentration of Stearyl Palmitate demonstrated 2x folds reduction in tumour size, while double dose resulted in 4x folds reduction in tumour size. Stearyl Palmitate did not demonstrate any toxicity or side effects in the zebrafishes. It is concluded that, Stearyl Palmitate, a phytochemical reported to be present in Althea officinalis is a potential anti-breast cancer agent, with ability to inhibit multiple targets such as HER-2, MEK-1 and PARP-2 proteins.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Lokesh Ravi
- Department of Food Technology, Faculty of Life and Allied Health Sciences, MS Ramaiah University of Applied Sciences, Bengaluru, Karnataka, India
| | - Ajith Kumar K
- Department of Life Sciences, Kristu Jayanti College (Autonomous), Bengaluru, Karnataka, India
| | - Shree Kumari G R
- School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, Tamil Nadu, India
| | - Harsha S
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Jabin B Sam Raj
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Likitha R
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Prawin Chinnaiyan
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - David Jonnes K C
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Megha J K
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Dhanush Sudhakara
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Musaib Shafi Dar
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Yashaswini D M
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
| | - Sathvik G
- Department of Botany, School of Life Sciences, St Joseph's University, Bengaluru, Karnataka, India
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6
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Gajjela BK, Zhou MM. Bromodomain inhibitors and therapeutic applications. Curr Opin Chem Biol 2023; 75:102323. [PMID: 37207401 PMCID: PMC10524616 DOI: 10.1016/j.cbpa.2023.102323] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 05/21/2023]
Abstract
The bromodomain acts to recognize acetylated lysine in histones and transcription proteins and plays a fundamental role in chromatin-based cellular processes including gene transcription and chromatin remodeling. Many bromodomain proteins, particularly the bromodomain and extra terminal domain (BET) protein BRD4 have been implicated in cancers and inflammatory disorders and recognized as attractive drug targets. Although clinical studies of many BET bromodomain inhibitors have made substantial progress toward harnessing the therapeutic potential of targeting the bromodomain proteins, the development of this new class of epigenetic drugs is met with challenges, especially on-target dose-limiting toxicity. In this review, we highlight the current development of new-generation small molecule inhibitors for the BET and non-BET bromodomain proteins and discuss the research strategies used to target different bromodomain proteins for a wide array of human diseases including cancers and inflammatory disorders.
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Affiliation(s)
- Bharath Kumar Gajjela
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, New York, NY, 10029, United States
| | - Ming-Ming Zhou
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, New York, NY, 10029, United States.
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7
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Guruvaiah P, Chava S, Sun CW, Singh N, Penn CA, Gupta R. ATAD2 is a driver and a therapeutic target in ovarian cancer that functions by upregulating CENPE. Cell Death Dis 2023; 14:456. [PMID: 37479754 PMCID: PMC10362061 DOI: 10.1038/s41419-023-05993-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 07/11/2023] [Accepted: 07/13/2023] [Indexed: 07/23/2023]
Abstract
Ovarian cancer is a complex disease associated with multiple genetic and epigenetic alterations. The emergence of treatment resistance in most patients causes ovarian cancer to become incurable, and novel therapies remain necessary. We identified epigenetic regulator ATPase family AAA domain-containing 2 (ATAD2) is overexpressed in ovarian cancer and is associated with increased incidences of metastasis and recurrence. Genetic knockdown of ATAD2 or its pharmacological inhibition via ATAD2 inhibitor BAY-850 suppressed ovarian cancer growth and metastasis in both in vitro and in vivo models. Transcriptome-wide mRNA expression profiling of ovarian cancer cells treated with BAY-850 revealed that ATAD2 inhibition predominantly alters the expression of centromere regulatory genes, particularly centromere protein E (CENPE). In ovarian cancer cells, changes in CENPE expression following ATAD2 inhibition resulted in cell-cycle arrest and apoptosis induction, which led to the suppression of ovarian cancer growth. Pharmacological CENPE inhibition phenotypically recapitulated the cellular changes induced by ATAD2 inhibition, and combined pharmacological inhibition of both ATAD2 and CENPE inhibited ovarian cancer cell growth more potently than inhibition of either alone. Thus, our study identified ATAD2 as regulators of ovarian cancer growth and metastasis that can be targeted either alone or in combination with CENPE inhibitors for effective ovarian cancer therapy.
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Affiliation(s)
- Praveen Guruvaiah
- Department of Biochemistry and Molecular Genetics, The University of Alabama at Birmingham, Birmingham, AL, 35233, USA
| | - Suresh Chava
- Department of Biochemistry and Molecular Genetics, The University of Alabama at Birmingham, Birmingham, AL, 35233, USA
| | - Chiao-Wang Sun
- Department of Biochemistry and Molecular Genetics, The University of Alabama at Birmingham, Birmingham, AL, 35233, USA
| | - Nirupama Singh
- Department of Pathology, Division of Laboratory Medicine, University of Alabama at Birmingham, Birmingham, AL, 35233, USA
| | - Courtney A Penn
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Romi Gupta
- Department of Biochemistry and Molecular Genetics, The University of Alabama at Birmingham, Birmingham, AL, 35233, USA.
- O'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham, Birmingham, AL, 35233, USA.
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8
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Pan Z, Zhao Y, Wang X, Xie X, Liu M, Zhang K, Wang L, Bai D, Foster LJ, Shu R, He G. Targeting bromodomain-containing proteins: research advances of drug discovery. MOLECULAR BIOMEDICINE 2023; 4:13. [PMID: 37142850 PMCID: PMC10159834 DOI: 10.1186/s43556-023-00127-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 04/02/2023] [Indexed: 05/06/2023] Open
Abstract
Bromodomain (BD) is an evolutionarily conserved protein module found in 46 different BD-containing proteins (BCPs). BD acts as a specific reader for acetylated lysine residues (KAc) and serves an essential role in transcriptional regulation, chromatin remodeling, DNA damage repair, and cell proliferation. On the other hand, BCPs have been shown to be involved in the pathogenesis of a variety of diseases, including cancers, inflammation, cardiovascular diseases, and viral infections. Over the past decade, researchers have brought new therapeutic strategies to relevant diseases by inhibiting the activity or downregulating the expression of BCPs to interfere with the transcription of pathogenic genes. An increasing number of potent inhibitors and degraders of BCPs have been developed, some of which are already in clinical trials. In this paper, we provide a comprehensive review of recent advances in the study of drugs that inhibit or down-regulate BCPs, focusing on the development history, molecular structure, biological activity, interaction with BCPs and therapeutic potentials of these drugs. In addition, we discuss current challenges, issues to be addressed and future research directions for the development of BCPs inhibitors. Lessons learned from the successful or unsuccessful development experiences of these inhibitors or degraders will facilitate the further development of efficient, selective and less toxic inhibitors of BCPs and eventually achieve drug application in the clinic.
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Affiliation(s)
- Zhaoping Pan
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China
- Laboratory of Dermatology, Clinical Institute of Inflammation and Immunology (CIII), Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yuxi Zhao
- State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Disease, Department of Orthodontics and Pediatrics, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, China
| | - Xiaoyun Wang
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China
- Laboratory of Dermatology, Clinical Institute of Inflammation and Immunology (CIII), Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Xin Xie
- College of Medical Technology and School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Mingxia Liu
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China
| | - Kaiyao Zhang
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China
| | - Lian Wang
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China
| | - Ding Bai
- State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Disease, Department of Orthodontics and Pediatrics, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, China
| | - Leonard J Foster
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Rui Shu
- State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Disease, Department of Orthodontics and Pediatrics, West China Hospital of Stomatology, Sichuan University, Chengdu, 610041, China.
| | - Gu He
- Department of Dermatology & Venerology and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, 610041, China.
- Laboratory of Dermatology, Clinical Institute of Inflammation and Immunology (CIII), Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, China.
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9
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Fu J, Zhang J, Chen X, Liu Z, Yang X, He Z, Hao Y, Liu B, Yao D. ATPase family AAA domain-containing protein 2 (ATAD2): From an epigenetic modulator to cancer therapeutic target. Theranostics 2023; 13:787-809. [PMID: 36632213 PMCID: PMC9830439 DOI: 10.7150/thno.78840] [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: 09/12/2022] [Accepted: 12/22/2022] [Indexed: 01/06/2023] Open
Abstract
ATPase family AAA domain-containing protein 2 (ATAD2) has been widely reported to be a new emerging oncogene that is closely associated with epigenetic modifications in human cancers. As a coactivator of transcription factors, ATAD2 can participate in epigenetic modifications and regulate the expression of downstream oncogenes or tumor suppressors, which may be supported by the enhancer of zeste homologue 2. Moreover, the dominant structure (AAA + ATPase and bromine domains) can make ATAD2 a potential therapeutic target in cancer, and some relevant small-molecule inhibitors, such as GSK8814 and AZ13824374, have also been discovered. Thus, in this review, we focus on summarizing the structural features and biological functions of ATAD2 from an epigenetic modulator to a cancer therapeutic target, and further discuss the existing small-molecule inhibitors targeting ATAD2 to improve potential cancer therapy. Together, these inspiring findings would shed new light on ATAD2 as a promising druggable target in cancer and provide a clue on the development of candidate anticancer drugs.
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Affiliation(s)
- Jiahui Fu
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China.,State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jin Zhang
- School of Pharmaceutical Sciences, Medical School, Shenzhen University, Shenzhen 518060, China
| | - Xiya Chen
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China.,School of Pharmaceutical Sciences, Medical School, Shenzhen University, Shenzhen 518060, China
| | - Zhiying Liu
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China.,School of Pharmaceutical Sciences, Medical School, Shenzhen University, Shenzhen 518060, China
| | - Xuetao Yang
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China
| | - Zhendan He
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China
| | - Yue Hao
- School of Pharmaceutical Sciences, Medical School, Shenzhen University, Shenzhen 518060, China.,✉ Corresponding authors: E-mail addresses: (Yue Hao); (Bo Liu), or (Dahong Yao). Tel./Fax. (+86)-28-85164063
| | - Bo Liu
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China.,✉ Corresponding authors: E-mail addresses: (Yue Hao); (Bo Liu), or (Dahong Yao). Tel./Fax. (+86)-28-85164063
| | - Dahong Yao
- School of Pharmaceutical Sciences, Shenzhen Technology University, Shenzhen, 518118, China.,✉ Corresponding authors: E-mail addresses: (Yue Hao); (Bo Liu), or (Dahong Yao). Tel./Fax. (+86)-28-85164063
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10
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A targetable MYBL2-ATAD2 axis governs cell proliferation in ovarian cancer. Cancer Gene Ther 2023; 30:192-208. [PMID: 36151333 DOI: 10.1038/s41417-022-00538-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 08/25/2022] [Accepted: 09/12/2022] [Indexed: 01/19/2023]
Abstract
The chromatin-modifying enzyme ATAD2 confers oncogenic competence and proliferative advantage in malignances. We previously identified ATAD2 as a marker and driver of cell proliferation in ovarian cancer (OC); however, the mechanisms whereby ATAD2 is regulated and involved in cell proliferation are still unclear. Here, we disclose that ATAD2 displays a classical G2/M gene signature, functioning to facilitate mitotic progression. ATAD2 ablation caused mitotic arrest and decreased the ability of OC cells to pass through nocodazole-arrested mitosis. ChIP-seq data analyses demonstrated that DREAM and MYBL2-MuvB (MMB), two switchable MuvB-based complexes, bind the CHR elements in the ATAD2 promoter, representing a typical feature and principle mechanism of the periodic regulation of G2/M genes. As a downstream target of MYBL2, ATAD2 deletion significantly impaired MYBL2-driven cell proliferation. Intriguingly, ATAD2 silencing also fed back to destabilize the MYBL2 protein. The significant coexpression of MYBL2 and ATAD2 at both the bulk tissue and single-cell levels highlights the existence of the MYBL2-ATAD2 signaling in OC patients. This signaling is activated during tumorigenesis and correlated with TP53 mutation, and its hyperactivation was found especially in high-grade serous and drug-resistant OCs. Disrupting this signaling by CRISPR/Cas9-mediated ATAD2 ablation inhibited the in vivo growth of OC in a subcutaneous tumor xenograft mouse model, while pharmacologically targeting this signaling with an ATAD2 inhibitor demonstrated high therapeutic efficacy in both drug-sensitive and drug-resistant OC cells. Collectively, we identified a novel MYBL2-ATAD2 proliferative signaling axis and highlighted its potential application in developing new therapeutic strategies, especially for high-grade serous and drug-resistant OCs.
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Dutta M, Mohapatra D, Mohapatra AP, Senapati S, Roychowdhury A. ATAD2 suppression enhances the combinatorial effect of gemcitabine and radiation in pancreatic cancer cells. Biochem Biophys Res Commun 2022; 635:179-186. [DOI: 10.1016/j.bbrc.2022.10.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 09/22/2022] [Accepted: 10/05/2022] [Indexed: 11/25/2022]
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12
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ATAD2 Upregulation Promotes Tumor Growth and Angiogenesis in Endometrial Cancer and Is Associated with Its Immune Infiltration. DISEASE MARKERS 2022; 2022:2334338. [PMID: 36479043 PMCID: PMC9722300 DOI: 10.1155/2022/2334338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 10/12/2022] [Accepted: 10/15/2022] [Indexed: 12/03/2022]
Abstract
Background Endometrial cancer is one of the three major gynecologic malignancies, and its incidence continues to rise. ATPase family AAA structural domain-containing protein 2 (ATAD2) is an ATPase protein, which is an independent factor for poor prognosis in endometrial cancer. However, its role in the disease is yet to be determined. Methods The Tumor IMmune Estimation Resource (TIMER) database was used to assess ATAD2 expression in pan-cancer, and the relevance of ATAD2 expression in Uterine Corpus Endometrial Carcinoma (UCEC) in clinical settings was obtained using Gene Expression Profiling Interactive Analysis (GEPIA) and UALCAN analysis. In addition, the Human Protein Atlas database was used to assess ATAD2 protein expression in UCEC. Furthermore, in vitro molecular biology and in vivo functional experiments were employed to ascertain the effect of ATAD2 expression on tumor angiogenesis and tumor growth. UALCAN was used to screen for ATAD2 coexpressed genes, and Sangerbox was utilized to perform Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses of these coexpressed genes. Finally, the TIMER, Tumor Immune System Interaction and Drug Bank (TISIDB), and GEPIA databases were used to analyze the relationship between ATAD2 and immune infiltration. Results ATAD2 is highly expressed in a variety of tumors, and in UCEC, it plays the role of a protooncogene. Basic experiments revealed that ATAD2 promotes vascular endothelial growth factor expression in endometrial cancer and affects tumor growth and angiogenesis. In addition, GO and KEGG enrichment analyses showed that ATAD2-associated genes were chiefly enriched in certain signaling pathways, such as herpes simplex virus 1 infection and that ATAD2 was associated with immune infiltration in UCEC. Conclusion Our findings suggest that ATAD2 promotes tumor growth and angiogenesis in endometrial cancer. Furthermore, ATAD2 is associated with immune infiltration and is a potential diagnostic and therapeutic target.
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Tumor-Promoting ATAD2 and Its Preclinical Challenges. Biomolecules 2022; 12:biom12081040. [PMID: 36008934 PMCID: PMC9405547 DOI: 10.3390/biom12081040] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 07/15/2022] [Accepted: 07/19/2022] [Indexed: 02/06/2023] Open
Abstract
ATAD2 has received extensive attention in recent years as one prospective oncogene with tumor-promoting features in many malignancies. ATAD2 is a highly conserved bromodomain family protein that exerts its biological functions by mainly AAA ATPase and bromodomain. ATAD2 acts as an epigenetic decoder and transcription factor or co-activator, which is engaged in cellular activities, such as transcriptional regulation, DNA replication, and protein modification. ATAD2 has been reported to be highly expressed in a variety of human malignancies, including gastrointestinal malignancies, reproductive malignancies, urological malignancies, lung cancer, and other types of malignancies. ATAD2 is involved in the activation of multiple oncogenic signaling pathways and is closely associated with tumorigenesis, progression, chemoresistance, and poor prognosis, but the oncogenic mechanisms vary in different cancer types. Moreover, the direct targeting of ATAD2’s bromodomain may be a very challenging task. In this review, we summarized the role of ATAD2 in various types of malignancies and pointed out the pharmacological direction.
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Dutta M, Das B, Mohapatra D, Behera P, Senapati S, Roychowdhury A. MicroRNA-217 modulates pancreatic cancer progression via targeting ATAD2. Life Sci 2022; 301:120592. [PMID: 35504332 DOI: 10.1016/j.lfs.2022.120592] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 04/18/2022] [Accepted: 04/26/2022] [Indexed: 12/11/2022]
Abstract
AIMS Pancreatic cancer is a fatal disease across the world with 5 years survival rate less than 10%. ATAD2, a valid cancer drug-target, is overexpressed in pancreatic malignancy with high oncogenic potential. However, the mechanism of the upregulated expression of ATAD2 in pancreatic cancer is unknown. Since microRNAs (miRNAs) could potentially control target mRNA expressions, and are involved in cancer as tumor-suppressors, oncomiR or both, we examine the possibility of miRNA-mediated regulation of ATAD2 in pancreatic cancer cells (PCCs). MAIN METHODS Our in-silico approach first identifies hsa-miR-217 as a candidate regulator for ATAD2 expression. For further validation, luciferase reporter assay is performed. We overexpress hsa-miRNA-217 and assess cellular viability, migration, apoptosis and cell cycle progression in three different PCCs (BxPC3, PANC1, and MiaPaCa2). KEY FINDINGS We find hsa-miRNA-217 has potential binding site at the 3'UTR of ATAD2. Luciferase assay confirms that ATAD2 is a direct target of hsa-miR-217. Overexpression of hsa-miR-217 drastically downregulates ATAD2 expression in PCCs, thus, corroborating binding studies. The elevated expression of hsa-miRNA-217 diminishes cell proliferation and migration as well as induces apoptosis and cell cycle arrest in PCCs. Finally, siRNA mediated ATAD2 knockdown or overexpression of hsa-miRNA-217 in PCCs showed inactivation of the AKT signaling pathway. Therefore, hsa-miR-217 abrogates pancreatic cancer progression through inactivation of the AKT signaling pathway and this might be partly due to miR-217 mediated suppression of ATAD2 expression. SIGNIFICANCE The application of hsa-miR-217 mimic could be a promising therapeutic strategy for the treatment of pancreatic cancer patients in near future.
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Affiliation(s)
- Madhuri Dutta
- Biochemistry and Cell Biology Laboratory, School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha 752050, India
| | - Biswajit Das
- Tumor Microenvironment and Animal Models Laboratory, Institute of Life Sciences, Bhubaneswar, Odisha 751023, India
| | - Debasish Mohapatra
- Tumor Microenvironment and Animal Models Laboratory, Institute of Life Sciences, Bhubaneswar, Odisha 751023, India
| | - Padmanava Behera
- Tumor Microenvironment and Animal Models Laboratory, Institute of Life Sciences, Bhubaneswar, Odisha 751023, India; Department of Microbiology, Shiksha 'O' Anusandhan (SOA) University, Bhubaneswar, Odisha 751003, India
| | - Shantibhusan Senapati
- Tumor Microenvironment and Animal Models Laboratory, Institute of Life Sciences, Bhubaneswar, Odisha 751023, India.
| | - Anasuya Roychowdhury
- Biochemistry and Cell Biology Laboratory, School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha 752050, India.
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Yellapu NK, Ly T, Sardiu ME, Pei D, Welch DR, Thompson JA, Koestler DC. Synergistic anti-proliferative activity of JQ1 and GSK2801 in triple-negative breast cancer. BMC Cancer 2022; 22:627. [PMID: 35672711 PMCID: PMC9173973 DOI: 10.1186/s12885-022-09690-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 05/23/2022] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Triple-negative breast cancer (TNBC) constitutes 10-20% of breast cancers and is challenging to treat due to a lack of effective targeted therapies. Previous studies in TNBC cell lines showed in vitro growth inhibition when JQ1 or GSK2801 were administered alone, and enhanced activity when co-administered. Given their respective mechanisms of actions, we hypothesized the combinatorial effect could be due to the target genes affected. Hence the target genes were characterized for their expression in the TNBC cell lines to prove the combinatorial effect of JQ1 and GSK2801. METHODS RNASeq data sets of TNBC cell lines (MDA-MB-231, HCC-1806 and SUM-159) were analyzed to identify the differentially expressed genes in single and combined treatments. The topmost downregulated genes were characterized for their downregulated expression in the TNBC cell lines treated with JQ1 and GSK2801 under different dose concentrations and combinations. The optimal lethal doses were determined by cytotoxicity assays. The inhibitory activity of the drugs was further characterized by molecular modelling studies. RESULTS Global expression profiling of TNBC cell lines using RNASeq revealed different expression patterns when JQ1 and GSK2801 were co-administered. Functional enrichment analyses identified several metabolic pathways (i.e., systemic lupus erythematosus, PI3K-Akt, TNF, JAK-STAT, IL-17, MAPK, Rap1 and signaling pathways) enriched with upregulated and downregulated genes when combined JQ1 and GSK2801 treatment was administered. RNASeq identified downregulation of PTPRC, MUC19, RNA5-8S5, KCNB1, RMRP, KISS1 and TAGLN (validated by RT-qPCR) and upregulation of GPR146, SCARA5, HIST2H4A, CDRT4, AQP3, MSH5-SAPCD1, SENP3-EIF4A1, CTAGE4 and RNASEK-C17orf49 when cells received both drugs. In addition to differential gene regulation, molecular modelling predicted binding of JQ1 and GSK2801 with PTPRC, MUC19, KCNB1, TAGLN and KISS1 proteins, adding another mechanism by which JQ1 and GSK2801 could elicit changes in metabolism and proliferation. CONCLUSION JQ1-GSK2801 synergistically inhibits proliferation and results in selective gene regulation. Besides suggesting that combinatorial use could be useful therapeutics for the treatment of TNBC, the findings provide a glimpse into potential mechanisms of action for this combination therapy approach.
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Affiliation(s)
- Nanda Kumar Yellapu
- Department of Biostatistics & Data Science, University of Kansas, Medical Center, KS, Kansas City, USA
- The University of Kansas Cancer Center, Kansas City, KS, USA
| | - Thuc Ly
- The University of Kansas Cancer Center, Kansas City, KS, USA
- Department of Cancer Biology, University of Kansas, Medical Center, KS, Kansas City, USA
| | - Mihaela E Sardiu
- Department of Biostatistics & Data Science, University of Kansas, Medical Center, KS, Kansas City, USA
- The University of Kansas Cancer Center, Kansas City, KS, USA
| | - Dong Pei
- Department of Biostatistics & Data Science, University of Kansas, Medical Center, KS, Kansas City, USA
- The University of Kansas Cancer Center, Kansas City, KS, USA
| | - Danny R Welch
- The University of Kansas Cancer Center, Kansas City, KS, USA
- Department of Cancer Biology, University of Kansas, Medical Center, KS, Kansas City, USA
- Departments of Molecular & Integrative Physiology and Internal Medicine, University of Kansas, Medical Center, KS, Kansas City, USA
| | - Jeffery A Thompson
- Department of Biostatistics & Data Science, University of Kansas, Medical Center, KS, Kansas City, USA.
- The University of Kansas Cancer Center, Kansas City, KS, USA.
| | - Devin C Koestler
- Department of Biostatistics & Data Science, University of Kansas, Medical Center, KS, Kansas City, USA.
- The University of Kansas Cancer Center, Kansas City, KS, USA.
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16
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Winter-Holt JJ, Bardelle C, Chiarparin E, Dale IL, Davey PRJ, Davies NL, Denz C, Fillery SM, Guérot CM, Han F, Hughes SJ, Kulkarni M, Liu Z, Milbradt A, Moss TA, Niu H, Patel J, Rabow AA, Schimpl M, Shi J, Sun D, Yang D, Guichard S. Discovery of a Potent and Selective ATAD2 Bromodomain Inhibitor with Antiproliferative Activity in Breast Cancer Models. J Med Chem 2022; 65:3306-3331. [PMID: 35133824 DOI: 10.1021/acs.jmedchem.1c01871] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
ATAD2 is an epigenetic bromodomain-containing target which is overexpressed in many cancers and has been suggested as a potential oncology target. While several small molecule inhibitors have been described in the literature, their cellular activity has proved to be underwhelming. In this work, we describe the identification of a novel series of ATAD2 inhibitors by high throughput screening, confirmation of the bromodomain region as the site of action, and the optimization campaign undertaken to improve the potency, selectivity, and permeability of the initial hit. The result is compound 5 (AZ13824374), a highly potent and selective ATAD2 inhibitor which shows cellular target engagement and antiproliferative activity in a range of breast cancer models.
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Affiliation(s)
| | - Catherine Bardelle
- BioPharmaceuticals R&D, AstraZeneca, Alderley Park, Macclesfield, Cheshire SK10 4TG, United Kingdom
| | | | | | | | | | - Christopher Denz
- Oncology R&D, AstraZeneca, 35 Gatehouse Drive, Waltham, Massachusetts 02451, United States
| | | | | | - Fujin Han
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | | | - Meghana Kulkarni
- Oncology R&D, AstraZeneca, 35 Gatehouse Drive, Waltham, Massachusetts 02451, United States
| | - Zhaoqun Liu
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | | | | | - Huijun Niu
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | | | | | | | - Junjie Shi
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | - Dongqing Sun
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | - Dejian Yang
- Pharmaron Beijing Co. Ltd., 6 Taihe Road, BDA, Beijing 100176, P. R. China
| | - Sylvie Guichard
- Oncology R&D, AstraZeneca, 35 Gatehouse Drive, Waltham, Massachusetts 02451, United States
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Boyson SP, Gao C, Quinn K, Boyd J, Paculova H, Frietze S, Glass KC. Functional Roles of Bromodomain Proteins in Cancer. Cancers (Basel) 2021; 13:3606. [PMID: 34298819 PMCID: PMC8303718 DOI: 10.3390/cancers13143606] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Revised: 07/09/2021] [Accepted: 07/09/2021] [Indexed: 12/31/2022] Open
Abstract
Histone acetylation is generally associated with an open chromatin configuration that facilitates many cellular processes including gene transcription, DNA repair, and DNA replication. Aberrant levels of histone lysine acetylation are associated with the development of cancer. Bromodomains represent a family of structurally well-characterized effector domains that recognize acetylated lysines in chromatin. As part of their fundamental reader activity, bromodomain-containing proteins play versatile roles in epigenetic regulation, and additional functional modules are often present in the same protein, or through the assembly of larger enzymatic complexes. Dysregulated gene expression, chromosomal translocations, and/or mutations in bromodomain-containing proteins have been correlated with poor patient outcomes in cancer. Thus, bromodomains have emerged as a highly tractable class of epigenetic targets due to their well-defined structural domains, and the increasing ease of designing or screening for molecules that modulate the reading process. Recent developments in pharmacological agents that target specific bromodomains has helped to understand the diverse mechanisms that bromodomains play with their interaction partners in a variety of chromatin processes, and provide the promise of applying bromodomain inhibitors into the clinical field of cancer treatment. In this review, we explore the expression and protein interactome profiles of bromodomain-containing proteins and discuss them in terms of functional groups. Furthermore, we highlight our current understanding of the roles of bromodomain-containing proteins in cancer, as well as emerging strategies to specifically target bromodomains, including combination therapies using bromodomain inhibitors alongside traditional therapeutic approaches designed to re-program tumorigenesis and metastasis.
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Affiliation(s)
- Samuel P. Boyson
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, VT 05446, USA;
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, VT 05405, USA;
| | - Cong Gao
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05405, USA; (C.G.); (J.B.); (H.P.)
| | - Kathleen Quinn
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, VT 05405, USA;
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05405, USA; (C.G.); (J.B.); (H.P.)
| | - Joseph Boyd
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05405, USA; (C.G.); (J.B.); (H.P.)
| | - Hana Paculova
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05405, USA; (C.G.); (J.B.); (H.P.)
| | - Seth Frietze
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05405, USA; (C.G.); (J.B.); (H.P.)
- University of Vermont Cancer Center, Burlington, VT 05405, USA
| | - Karen C. Glass
- Department of Pharmaceutical Sciences, Albany College of Pharmacy and Health Sciences, Colchester, VT 05446, USA;
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, VT 05405, USA;
- University of Vermont Cancer Center, Burlington, VT 05405, USA
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18
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Nayak A, Dutta M, Roychowdhury A. Emerging oncogene ATAD2: Signaling cascades and therapeutic initiatives. Life Sci 2021; 276:119322. [PMID: 33711386 DOI: 10.1016/j.lfs.2021.119322] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 02/12/2021] [Accepted: 02/27/2021] [Indexed: 12/11/2022]
Abstract
ATAD2 is a promising oncoprotein with tumor-promoting functions in many cancers. It is a valid cancer drug-target and a potential cancer-biomarker for multiple malignancies. As a cancer/testis antigen (CTA), ATAD2 could also be a probable candidate for immunotherapy. It is a unique CTA that belongs to both AAA+ ATPase and bromodomain family proteins. Since 2007, several research groups have been reported on the pleiotropic oncogenic functions of ATAD2 in diverse signaling pathways, including Rb/E2F-cMyc pathway, steroid hormone signaling pathway, p53 and p38-MAPK-mediated apoptotic pathway, AKT pathway, hedgehog signaling pathway, HIF1α signaling pathway, and Epithelial to Mesenchymal Transition (EMT) pathway in various cancers. In all these pathways, ATAD2 participates in chromatin dynamics, DNA replication, and gene transcription, demonstrating its role as an epigenetic reader and transcription factor or coactivator to promote tumorigenesis. However, despite the progress, an overall mechanism of ATAD2-mediated oncogenesis in diverse origin is elusive. In this review, we summarize the accumulated evidence to envision the overall ATAD2 signaling networks during carcinogenesis and highlight the area where missing links await further research. Besides, the structure-function aspect of ATAD2 is also discussed. Since the efforts have already been initiated to explore targeted drug molecules and RNA-based therapeutic alternatives against ATAD2, their potency and prospects have been elucidated. Together, we believe this is a well-rounded review on ATAD2, facilitating a new drift in ATAD2 research, essential for its clinical implication as a biomarker and/or cancer drug-target.
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Affiliation(s)
- Aditi Nayak
- Biochemistry and Cell Biology Laboratory, School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha 752050, India
| | - Madhuri Dutta
- Biochemistry and Cell Biology Laboratory, School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha 752050, India
| | - Anasuya Roychowdhury
- Biochemistry and Cell Biology Laboratory, School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha 752050, India.
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19
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Nayak A, Kumar S, Singh SP, Bhattacharyya A, Dixit A, Roychowdhury A. Oncogenic potential of ATAD2 in stomach cancer and insights into the protein-protein interactions at its AAA + ATPase domain and bromodomain. J Biomol Struct Dyn 2021; 40:5606-5622. [PMID: 33438526 DOI: 10.1080/07391102.2021.1871959] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
ATAD2 has recently been shown to promote stomach cancer. However, nothing is known about the functional network of ATAD2 in stomach carcinogenesis. This study illustrates the oncogenic potential of ATAD2 and the participation of its ATPase and bromodomain in stomach malignancy. Expression of ATAD2 in stomach cancer is analyzed by in silico and in vitro techniques including western blot and immunofluorescence microscopy of stomach cancer cells (SCCs) and tissues. The oncogenic potential of ATAD2 is examined thoroughly using genetic alterations, driver gene prediction, survival analysis, identification of interacting partners, and analysis of canonical pathways. To understand the protein-protein interactions (PPI) at residue level, molecular docking and molecular dynamics simulations (1200 ns) are performed. Enhanced expression of ATAD2 is observed in H. pylori-infected SCCs, patient biopsy tissues, and all stages and grades of stomach cancer. High expression of ATAD2 is found to be negatively correlated with the survival of stomach cancer patients. ATAD2 is a cancer driver gene with 37 mutational sites and a predictable factor for stomach cancer prognosis with high accuracy. The top canonical pathways of ATAD2 indicate its participation in stomach malignancy. The ATAD2-PPI in stomach cancer identify top-ranked partners; ESR1, SUMO2, SPTN2, and MYC show preference for the bromodomain whereas NCOA3 and HDA11 have preference for the ATPase domain of ATAD2. The oncogenic characterization of ATAD2 provides strong evidence to consider ATAD2 as a stomach cancer biomarker. These studies offer an insight for the first time into the ATAD2-PPI interface presenting a novel target for cancer therapeutics. Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Aditi Nayak
- School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha, India
| | - Sugandh Kumar
- Institute of Life Sciences, Bhubaneswar, Odisha, India
| | | | - Asima Bhattacharyya
- School of Biological Sciences, National Institute of Science Education and Research (NISER) Bhubaneswar, HBNI, Khurda, Odisha, India
| | | | - Anasuya Roychowdhury
- School of Basic Sciences, Indian Institute of Technology Bhubaneswar, Odisha, India
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Hu W, Zhang L, Dong Y, Tian Z, Chen Y, Dong S. Tumour dormancy in inflammatory microenvironment: A promising therapeutic strategy for cancer-related bone metastasis. Cell Mol Life Sci 2020; 77:5149-5169. [PMID: 32556373 PMCID: PMC11104789 DOI: 10.1007/s00018-020-03572-1] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2020] [Revised: 05/22/2020] [Accepted: 06/12/2020] [Indexed: 02/06/2023]
Abstract
Cancer metastasis is a unique feature of malignant tumours. Even bone can become a common colonization site due to the tendency of solid tumours, including breast cancer (BCa) and prostate cancer (PCa), to metastasize to bone. Currently, a previous concept in tumour metabolism called tumour dormancy may be a promising target for antitumour treatment. When disseminated tumour cells (DTCs) metastasize to the bone microenvironment, they form a flexible regulatory network called the "bone-tumour-inflammation network". In this network, bone turnover as well as metabolism, tumour progression, angiogenesis and inflammatory responses are highly unified and coordinated, and a slight shift in this balance can result in the disruption of the microenvironment, uncontrolled inflammatory responses and excessive tumour growth. The purpose of this review is to highlight the regulatory effect of the "bone-tumour-inflammation network" in tumour dormancy. Osteoblast-secreted factors, bone turnover and macrophages are emphasized and occupy in the main part of the review. In addition, the prospective clinical application of tumour dormancy is also discussed, which shows the direction of future research.
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Affiliation(s)
- Wenhui Hu
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China
| | - Lincheng Zhang
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China
| | - Yutong Dong
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China
| | - Zhansong Tian
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China
| | - Yueqi Chen
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China.
- Department of Orthopedics, Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, 400038, China.
| | - Shiwu Dong
- Department of Biomedical Materials Science, Third Military Medical University (Army Medical University), Chongqing, 400038, China.
- Department of Orthopedics, Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, 400038, China.
- State Key Laboratory of Trauma, Burns and Combined Injury, Third Military Medical University (Army Medical University), Chongqing, 400038, China.
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