1
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Stathopoulou KM, Georgakopoulos S, Tasoulis S, Plagianakos VP. Investigating the overlap of machine learning algorithms in the final results of RNA-seq analysis on gene expression estimation. Health Inf Sci Syst 2024; 12:14. [PMID: 38435719 PMCID: PMC10904690 DOI: 10.1007/s13755-023-00265-4] [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: 06/04/2023] [Accepted: 12/05/2023] [Indexed: 03/05/2024] Open
Abstract
Advances in computer science in combination with the next-generation sequencing have introduced a new era in biology, enabling advanced state-of-the-art analysis of complex biological data. Bioinformatics is evolving as a union field between computer Science and biology, enabling the representation, storage, management, analysis and exploration of many types of data with a plethora of machine learning algorithms and computing tools. In this study, we used machine learning algorithms to detect differentially expressed genes between different types of cancer and showing the existence overlap to final results from RNA-sequencing analysis. The datasets were obtained from the National Center for Biotechnology Information resource. Specifically, dataset GSE68086 which corresponds to PMID:200,068,086. This dataset consists of 171 blood platelet samples collected from patients with six different tumors and healthy individuals. All steps for RNA-sequencing analysis (preprocessing, read alignment, transcriptome reconstruction, expression quantification and differential expression analysis) were followed. Machine Learning- based Random Forest and Gradient Boosting algorithms were applied to predict significant genes. The Rstudio statistical tool was used for the analysis.
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Affiliation(s)
- Kalliopi-Maria Stathopoulou
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Papasiopoulou 2-4, 35100 Lamia, Greece
| | | | - Sotiris Tasoulis
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Papasiopoulou 2-4, 35100 Lamia, Greece
| | - Vassilis P. Plagianakos
- Department of Computer Science and Biomedical Informatics, University of Thessaly, Papasiopoulou 2-4, 35100 Lamia, Greece
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2
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Iyer AS, Shaik MR, Raufman JP, Xie G. The Roles of Zinc Finger Proteins in Colorectal Cancer. Int J Mol Sci 2023; 24:10249. [PMID: 37373394 DOI: 10.3390/ijms241210249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 06/13/2023] [Accepted: 06/14/2023] [Indexed: 06/29/2023] Open
Abstract
Despite colorectal cancer remaining a leading worldwide cause of cancer-related death, there remains a paucity of effective treatments for advanced disease. The molecular mechanisms underlying the development of colorectal cancer include altered cell signaling and cell cycle regulation that may result from epigenetic modifications of gene expression and function. Acting as important transcriptional regulators of normal biological processes, zinc finger proteins also play key roles in regulating the cellular mechanisms underlying colorectal neoplasia. These actions impact cell differentiation and proliferation, epithelial-mesenchymal transition, apoptosis, homeostasis, senescence, and maintenance of stemness. With the goal of highlighting promising points of therapeutic intervention, we review the oncogenic and tumor suppressor roles of zinc finger proteins with respect to colorectal cancer tumorigenesis and progression.
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Affiliation(s)
- Aishwarya S Iyer
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Mohammed Rifat Shaik
- Department of Medicine, University of Maryland Medical Center Midtown Campus, Baltimore, MD 21201, USA
| | - Jean-Pierre Raufman
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- VA Maryland Healthcare System, Baltimore, MD 21201, USA
- Marlene and Stewart Greenebaum Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Guofeng Xie
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- VA Maryland Healthcare System, Baltimore, MD 21201, USA
- Marlene and Stewart Greenebaum Cancer Center, University of Maryland School of Medicine, Baltimore, MD 21201, USA
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3
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ZNF185 prevents stress fiber formation through the inhibition of RhoA in endothelial cells. Commun Biol 2023; 6:29. [PMID: 36631535 PMCID: PMC9834212 DOI: 10.1038/s42003-023-04416-x] [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: 06/02/2022] [Accepted: 01/03/2023] [Indexed: 01/13/2023] Open
Abstract
Signaling through cAMP/protein kinase A (PKA) promotes endothelial barrier function to prevent plasma leakage induced by inflammatory mediators. The discovery of PKA substrates in endothelial cells increases our understanding of the molecular mechanisms involved in vessel maturation. In this study, we evaluate a cAMP inducer, forskolin, and a phospho-PKA substrate antibody to identify ZNF185 as a PKA substrate. ZNF185 interacts with PKA and colocalizes with F-actin in endothelial cells. Both ZNF185 and F-actin accumulate in the plasma membrane region in response to forskolin to stabilize the cortical actin structure. By contrast, ZNF185 knockdown disrupts actin filaments and promotes stress fiber formation without inflammatory mediators. Constitutive activation of RhoA is induced by ZNF185 knockdown, which results in forskolin-resistant endothelial barrier dysfunction. Knockout of mouse Zfp185 which is an orthologous gene of human ZNF185 increases vascular leakage in response to inflammatory stimuli in vivo. Thrombin protease is used as a positive control to assemble stress fibers via RhoA activation. Unexpectedly, ZNF185 is cleaved by thrombin, resulting in an N-terminal actin-targeting domain and a C-terminal PKA-interacting domain. Irreversible dysfunction of ZNF185 protein potentially causes RhoA-dependent stress fiber formation by thrombin.
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4
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Zheng Z, Zhang B, Yu H, Li S, Song N, Jin X, Li J. UBE3A activates the NOTCH pathway and promotes esophageal cancer progression by degradation of ZNF185. Int J Biol Sci 2021; 17:3024-3035. [PMID: 34421347 PMCID: PMC8375240 DOI: 10.7150/ijbs.61117] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 06/21/2021] [Indexed: 12/19/2022] Open
Abstract
Background: Esophageal cancer is the sixth-most common fatal malignant tumor worldwide. Little is known regarding the genetic drivers that influence targeted therapy outcomes in patients with esophageal cancer. Exploring the pathogenesis of this lethal tumor could provide clues for developing appropriate therapeutic drugs. Ubiquitin-protein ligase E3A (UBE3A) reportedly promotes or suppresses various types of malignant tumors. However, the cancer-related role of UBE3A in esophageal cancer remains unclear. Methods: The relationship of UBE3A with the clinicopathological features of pancreatic tumors was bioinformatically investigated in the TCGA dataset. The protein levels of UBE3A and ZNF185 were assessed by Western blot and immunohistochemistry. The role of UBE3A and ZNF185 in esophageal cancer growth was assessed by MTS assays, colony formation assays, and experiments in mouse xenograft models. The interaction between UBE3A and ZNF185 was investigated by co-immunoprecipitation. The relationship between UBE3A, ZNF185, and NOTCH signaling pathway was explored by Western blot and quantitative real-time PCR. Results: We found that UBE3A was upregulated in patients with esophageal cancer and enhanced the cellular progression of esophageal cancer. Moreover, we found that UBE3A degraded ZNF185 in esophageal cancer. Additionally, ZNF185 suppressed the progression of esophageal cancer by inactivating the NOTCH pathway. Conclusions: These data demonstrated that aberrant expression of UBE3A led to enhanced progression of esophageal cancer through the ZNF185/NOTCH signaling axis. Therefore, UBE3A might be an ideal therapeutic candidate for esophageal cancer.
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Affiliation(s)
- Zhikun Zheng
- Department of Thoracic Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
| | - Bin Zhang
- Cancer center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Haixin Yu
- Cancer center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Shoukang Li
- Department of Thoracic Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
| | - Naicheng Song
- Department of Thoracic Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
| | - Xin Jin
- Department of Urology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, 410011, China
| | - Jinsong Li
- Department of Thoracic Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
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5
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Gong Y, Liu Y, Wang T, Li Z, Gao L, Chen H, Shu Y, Li Y, Xu H, Zhou Z, Dai L. Age-Associated Proteomic Signatures and Potential Clinically Actionable Targets of Colorectal Cancer. Mol Cell Proteomics 2021; 20:100115. [PMID: 34129943 PMCID: PMC8441843 DOI: 10.1016/j.mcpro.2021.100115] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 05/04/2021] [Accepted: 06/08/2021] [Indexed: 02/06/2023] Open
Abstract
The occurrence and prevalence of colorectal cancer (CRC) is closely associated with age. More than 90% of patients with CRC are diagnosed after 50 years of age. However, CRC incidence of young individuals has been increasing since 1990s, whereas the overall CRC frequency is declining. Distinct overall survival rates between young and aged patients with CRC have been established. Tremendous efforts have been made to clarify the underlying mechanisms of age-dependent clinical differences, but it still remains elusive. Here, we performed proteomic profiling of 50 patients with CRC and revealed proteomic signatures of CRC across age groups. Gene set enrichment analysis showed that distinct age-dependent clinical outcomes might mainly attribute to varied MYC targets V1/V2, E2F targets and G2M checkpoint gene sets, which were associated with cancer cell proliferation, cell apoptosis, tumor growth, and tumor metastasis. Multiple linear regression analysis revealed a large number of functional proteins, such as NOP2, CSE1L, NHP2, NOC2L and CDK1, with adjusted expression significantly correlated with age (p < 0.05). Among them, NHP2 is a core component of the telomerase complex associated with age. High NHP2 expression predicted poor overall survival, with a more significant correlation in aged patients with CRC. Knockdown of NHP2 significantly suppressed cancer cell proliferation. In addition, we revealed some age-related potential clinically actionable targets, such as PSEN1, TSPO, and CDK1, which might be more suitable for patients with late-onset CRC. Collectively, this study identifies age-associated proteomic signatures and potential therapeutic targets of CRC and may help make a precise decision on CRC treatment. The proteomic signatures of early-onset CRC are disclosed. Alterations of some proteins between cancerous and normal tissues are age-correlated. NHP2, overexpressed in tumors especially in aged patients, predicts poor prognosis. Potential age-dependent druggable targets and their inhibitors are summarized.
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Affiliation(s)
- Yanqiu Gong
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Yu Liu
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Tian Wang
- Life Science Mass Spectrometry Service Department, Thermo Fisher Scientific (China) Co, Chengdu, China
| | - Zhigui Li
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Li Gao
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Haining Chen
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Yang Shu
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Yuan Li
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Heng Xu
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China
| | - Zongguang Zhou
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China.
| | - Lunzhi Dai
- Department of Gastrointestinal Surgery, National Clinical Research Center for Geriatrics and Department of General Practice, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, and Collaborative Innovation Center of Biotherapy, Chengdu, China.
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6
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Smirnov A, Cappello A, Lena AM, Anemona L, Mauriello A, Di Daniele N, Annicchiarico-Petruzzelli M, Melino G, Candi E. ZNF185 is a p53 target gene following DNA damage. Aging (Albany NY) 2019; 10:3308-3326. [PMID: 30446632 PMCID: PMC6286825 DOI: 10.18632/aging.101639] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Accepted: 11/01/2018] [Indexed: 12/17/2022]
Abstract
The transcription factor p53 is a key player in the tumour suppressive DNA damage response and a growing number of target genes involved in these pathways has been identified. p53 has been shown to be implicated in controlling cell motility and its mutant form enhances metastasis by loss of cell directionality, but the p53 role in this context has not yet being investigated. Here, we report that ZNF185, an actin cytoskeleton-associated protein from LIM-family of Zn-finger proteins, is induced following DNA-damage. ChIP-seq analysis, chromatin crosslinking immune-precipitation experiments and luciferase assays demonstrate that ZNF185 is a bona fide p53 target gene. Upon genotoxic stress, caused by DNA-damaging drug etoposide and UVB irradiation, ZNF185 expression is up-regulated and in etoposide-treated cells, ZNF185 depletion does not affect cell proliferation and apoptosis, but interferes with actin cytoskeleton remodelling and cell polarization. Bioinformatic analysis of different types of epithelial cancers from both TCGA and GTEx databases showed a significant decrease in ZNF185 mRNA level compared to normal tissues. These findings are confirmed by tissue micro-array IHC staining. Our data highlight the involvement of ZNF185 and cytoskeleton changes in p53-mediated cellular response to genotoxic stress and indicate ZNF185 as potential biomarker for epithelial cancer diagnosis.
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Affiliation(s)
- Artem Smirnov
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy
| | - Angela Cappello
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy
| | - Anna Maria Lena
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy
| | - Lucia Anemona
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy
| | - Alessandro Mauriello
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy
| | - Nicola Di Daniele
- Department of Systems Medicine, University of Rome "Tor Vergata", Rome 00133, Italy
| | | | - Gerry Melino
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy.,MRC-Toxicology Unit, University of Cambridge, Cambridge, UK
| | - Eleonora Candi
- Department of Experimental Medicine, TOR, University of Rome "Tor Vergata", Rome 00133, Italy.,Istituto Dermopatico dell'Immacolata-IRCCS, Rome 00163, Italy
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7
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Fan S, Zhao Y, Pan Z, Gao Z, Liang Z, Pan Z, Feng W. ZNF185-derived peptide induces fertility suppression in mice. J Pept Sci 2018; 24:e3121. [PMID: 30270484 DOI: 10.1002/psc.3121] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2018] [Revised: 08/02/2018] [Accepted: 08/12/2018] [Indexed: 01/21/2023]
Abstract
Zinc finger protein 185 (ZNF185) belongs to the ZNF family and is involved in male reproduction. However, it is unclear whether ZNF185 may be a target candidate for contraceptive vaccines. In this study, antigenic peptides derived from ZNF185 were prepared, and their immune contraceptive effects were investigated using mice. Results from enzyme-linked immunosorbent assay (ELISAs) showed that peptide immunization induced an antibody titre increase that reached a peak in week 12. Peptide-3 and peptide-4 were then chosen for subsequent experiments. The results of the fertility assays showed that peptide immunization inhibited the mating and fertility rates of the mice, whereas there were no obvious changes in the number of pups per litter. Subsequently, epididymal sperm was analysed. The results demonstrated that the sperm count and sperm motility were significantly decreased in the peptide group, while the amount of abnormal sperm was significantly increased in the peptide-3 group. The male reproductive organs were also evaluated. There were no obvious differences in testis or epididymal weights, in the diameters of the seminiferous tubules, or in the thicknesses of the seminiferous epithelium between the peptide group and the phosphate buffer saline (PBS) group. In addition, histological analysis indicated that there were no obvious pathologic changes in testis and epididymal histology in the peptide group; however, the number of spermatozoa present in the epididymal lumen of the peptide group was significantly decreased when compared with the PBS group. Our study demonstrates for the first time that peptides derived from ZNF185 may induce fertility suppression in mice without damaging reproductive organs. These peptides have the potential to be used as a male contraceptive vaccine.
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Affiliation(s)
- Shutong Fan
- College of Bioscience and Technology, Weifang Medical University, Weifang, China
| | - Yuhan Zhao
- College of Public Health and Management, Weifang Medical University, Weifang, China
| | - Zhiwei Pan
- Laizhou Development Zone Hospital, Yantai, China
| | - Zhiqin Gao
- College of Bioscience and Technology, Weifang Medical University, Weifang, China
| | - Zumu Liang
- College of Bioscience and Technology, Weifang Medical University, Weifang, China
| | - Zhifang Pan
- College of Bioscience and Technology, Weifang Medical University, Weifang, China
| | - Weiguo Feng
- College of Bioscience and Technology, Weifang Medical University, Weifang, China
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8
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Krøigård AB, Larsen MJ, Lænkholm AV, Knoop AS, Jensen JD, Bak M, Mollenhauer J, Thomassen M, Kruse TA. Identification of metastasis driver genes by massive parallel sequencing of successive steps of breast cancer progression. PLoS One 2018; 13:e0189887. [PMID: 29293529 PMCID: PMC5749725 DOI: 10.1371/journal.pone.0189887] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Accepted: 12/04/2017] [Indexed: 12/17/2022] Open
Abstract
Cancer results from alterations at essential genomic sites and is characterized by uncontrolled cell proliferation, invasion and metastasis. Identification of driver genes of metastatic progression is essential, as metastases, not primary tumors, are fatal. To gain insight into the mutational concordance between different steps of malignant progression we performed exome sequencing and validation with targeted deep sequencing of successive steps of malignant progression from pre-invasive stages to asynchronous distant metastases in six breast cancer patients. Using the ratio of non-synonymous to synonymous mutations, a surprisingly large number of cancer driver genes, ranging between 3 and 145, were estimated to confer a selective advantage in the studied primary tumors. We report a substantial amount of metastasis specific mutations and a number of novel putative metastasis driver genes. Most notable are the DCC, ABCA13, TIAM2, CREBBP, BCL6B and ZNF185 genes, mainly mutated exclusively in metastases and highly likely driver genes of metastatic progression. We find different genes and pathways to be affected at different steps of malignant progression. The Adherens junction pathway is affected in four of the six studied patients and this pathway most likely plays a vital role in the metastatic process.
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Affiliation(s)
- Anne Bruun Krøigård
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
- * E-mail:
| | - Martin Jakob Larsen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
| | | | - Ann S. Knoop
- Department of Oncology, Rigshospitalet, Copenhagen, Denmark
| | | | - Martin Bak
- Department of Pathology, Odense University Hospital, Odense, Denmark
| | - Jan Mollenhauer
- Lundbeckfonden Center of Excellence NanoCAN, University of Southern Denmark, Odense, Denmark
- Molecular Oncology Group, Institute of Molecular Medicine, University of Southern Denmark, Odense, Denmark
| | - Mads Thomassen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
- Lundbeckfonden Center of Excellence NanoCAN, University of Southern Denmark, Odense, Denmark
| | - Torben A. Kruse
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
- Lundbeckfonden Center of Excellence NanoCAN, University of Southern Denmark, Odense, Denmark
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9
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Cassandri M, Smirnov A, Novelli F, Pitolli C, Agostini M, Malewicz M, Melino G, Raschellà G. Zinc-finger proteins in health and disease. Cell Death Discov 2017; 3:17071. [PMID: 29152378 PMCID: PMC5683310 DOI: 10.1038/cddiscovery.2017.71] [Citation(s) in RCA: 390] [Impact Index Per Article: 55.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Revised: 08/28/2017] [Accepted: 08/29/2017] [Indexed: 02/07/2023] Open
Abstract
Zinc-finger proteins (ZNFs) are one of the most abundant groups of proteins and have a wide range of molecular functions. Given the wide variety of zinc-finger domains, ZNFs are able to interact with DNA, RNA, PAR (poly-ADP-ribose) and other proteins. Thus, ZNFs are involved in the regulation of several cellular processes. In fact, ZNFs are implicated in transcriptional regulation, ubiquitin-mediated protein degradation, signal transduction, actin targeting, DNA repair, cell migration, and numerous other processes. The aim of this review is to provide a comprehensive summary of the current state of knowledge of this class of proteins. Firstly, we describe the actual classification of ZNFs, their structure and functions. Secondly, we focus on the biological role of ZNFs in the development of organisms under normal physiological and pathological conditions.
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Affiliation(s)
- Matteo Cassandri
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy
| | - Artem Smirnov
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy
| | - Flavia Novelli
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy
| | - Consuelo Pitolli
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy
| | - Massimiliano Agostini
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy
| | - Michal Malewicz
- Medical Research Council, Toxicology Unit, Leicester University, Leicester LE1 9HN, UK
| | - Gerry Melino
- Department of Experimental Medicine and Surgery, University of Rome 'Tor Vergata', Rome 00133, Italy.,Medical Research Council, Toxicology Unit, Leicester University, Leicester LE1 9HN, UK
| | - Giuseppe Raschellà
- ENEA Research Center Casaccia, Laboratory of Biosafety and Risk Assessment, Via Anguillarese, Rome, Italy
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10
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Furukawa D, Chijiwa T, Matsuyama M, Mukai M, Matsuo EI, Nishimura O, Kawai K, Suemizu H, Nakagohri T, Ozawa S, Shimada K, Hiraoka N, Nakamura M. Plasma membrane expression of ZNF185 is a prognostic factor in pancreatic ductal carcinoma. Oncol Lett 2017; 14:3633-3640. [PMID: 28927124 PMCID: PMC5587964 DOI: 10.3892/ol.2017.6633] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 03/09/2017] [Indexed: 01/05/2023] Open
Abstract
Pancreatic ductal carcinoma (PDC) is one of the major causes of cancer-associated mortality globally due to its high potential for distant metastasis. To understand hematogenous metastasis, the molecular expression profiles of weak metastatic PDC cell subline BxPC-3 and highly liver-metastatic cell subline LM-BxPC-3 were compared, and zinc finger protein 185 (ZNF185) was identified as a molecule that is upregulated in LM-BxPC-3 cells. The aim of the present study was to evaluate the clinicopathological significance of ZNF185 in PDC. Using immunohistochemistry, ZNF185 expression was investigated in 182 patients with PDC, in association with numerous clinicopathological variables. The expression profile of ZNF185 was also characterized using xenograft models. In contrast to parent BxPC-3 cells in subcutaneous transplanted tumor foci, which only expressed ZNF185 on their plasma membrane (m)ZNF185, LM-BxPC-3 cells in liver-metastatic foci that were formed subsequent to transplantation all expressed cytoplasmic (c)ZNF185. Additionally, 51% of the cells at the periphery of the tumor foci expressed mZNF185. Expression of cZNF185, and of mZNF185 and cZNF185 combined was identified in 93 and 39% of clinical patients with PDC, respectively. Patients with mZNF185-negative and -positive PDC exhibited a median survival time of 30.2 months and 21.3 months, respectively. Multivariate analysis indicated that the expression of mZNF185 is closely associated with a shorter overall survival time. Increased marked venous invasion was more prevalent in patients who were mZNF185-positive, as compared with patients who were mZNF185-negative. These data suggest that the expression of mZNF185 is an independent and unfavorable prognosticator in patients with PDC. The results suggested that the amount and subcellular location of ZNF185 are correlated with the position of the cancer cells expressing it within the nests. Additionally, the subcellular location of ZNF185 may be important to its biological function.
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Affiliation(s)
- Daisuke Furukawa
- Division of Pathology and Clinical Laboratories, National Cancer Center Research Institute, Tokyo 1040045, Japan.,Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo 1040045, Japan.,Department of Surgery, Tokai University School of Medicine, Isehara, Kanagawa 2591193, Japan
| | - Tsuyoshi Chijiwa
- Central Institute for Experimental Animals, Kawasaki, Kanagawa 2100821, Japan
| | - Masahiro Matsuyama
- Department of Surgery, Tokai University School of Medicine, Isehara, Kanagawa 2591193, Japan
| | - Masaya Mukai
- Department of Surgery, Tokai University Hachioji Hospital, Hachioji, Tokyo 1920032, Japan
| | - Ei-Ichi Matsuo
- Global Application Development Center, Shimadzu Corporation, Kyoto 6048511, Japan
| | - Osamu Nishimura
- Institute for Protein Research, Osaka University, Suita, Osaka 5650871, Japan
| | - Kenji Kawai
- Central Institute for Experimental Animals, Kawasaki, Kanagawa 2100821, Japan
| | - Hiroshi Suemizu
- Central Institute for Experimental Animals, Kawasaki, Kanagawa 2100821, Japan
| | - Toshio Nakagohri
- Department of Surgery, Tokai University School of Medicine, Isehara, Kanagawa 2591193, Japan
| | - Soji Ozawa
- Department of Surgery, Tokai University School of Medicine, Isehara, Kanagawa 2591193, Japan
| | - Kazuaki Shimada
- Division of Hepatobiliary and Pancreatic Surgery, National Cancer Center Research Institute, Tokyo 1040045, Japan
| | - Nobuyoshi Hiraoka
- Division of Pathology and Clinical Laboratories, National Cancer Center Research Institute, Tokyo 1040045, Japan.,Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo 1040045, Japan
| | - Masato Nakamura
- Department of Regenerative Medicine, Tokai University School of Medicine, Isehara, Kanagawa 2591193, Japan
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11
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You X, Wei L, Fan S, Yang W, Liu X, Wang G, Man Y, Pan Z, Feng W. Expression pattern of Zinc finger protein 185 in mouse testis and its role in regulation of testosterone secretion. Mol Med Rep 2017. [DOI: 10.3892/mmr.2017.6797] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
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Krøigård AB, Larsen MJ, Brasch-Andersen C, Lænkholm AV, Knoop AS, Jensen JD, Bak M, Mollenhauer J, Thomassen M, Kruse TA. Genomic Analyses of Breast Cancer Progression Reveal Distinct Routes of Metastasis Emergence. Sci Rep 2017; 7:43813. [PMID: 28276460 PMCID: PMC5343450 DOI: 10.1038/srep43813] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 01/31/2017] [Indexed: 01/06/2023] Open
Abstract
A main controversy in cancer research is whether metastatic abilities are present in the most advanced clone of the primary tumor or result from independently acquired aberrations in early disseminated cancer cells as suggested by the linear and the parallel progression models, respectively. The genetic concordance between different steps of malignant progression is mostly unexplored as very few studies have included cancer samples separated by both space and time. We applied whole exome sequencing and targeted deep sequencing to 26 successive samples from six patients with metastatic estrogen receptor (ER)-positive breast cancer. Our data provide support for both linear and parallel progression towards metastasis. We report for the first time evidence of metastasis-to-metastasis seeding in breast cancer. Our results point to three distinct routes of metastasis emergence. This may have profound clinical implications and provides substantial novel molecular insights into the timing and mutational evolution of breast cancer metastasis.
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Affiliation(s)
- Anne Bruun Krøigård
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark.,Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Martin Jakob Larsen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark.,Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Charlotte Brasch-Andersen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark.,Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
| | | | - Ann S Knoop
- Department of Oncology, Rigshospitalet, Copenhagen, Denmark
| | | | - Martin Bak
- Department of Pathology, Odense University Hospital, Odense, Denmark
| | - Jan Mollenhauer
- Lundbeckfonden Center of Excellence NanoCAN, Odense, Denmark.,Molecular Oncology Group, Institute of Molecular Medicine, University of Southern Denmark, Odense, Denmark
| | - Mads Thomassen
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark.,Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark.,Lundbeckfonden Center of Excellence NanoCAN, Odense, Denmark
| | - Torben A Kruse
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark.,Human Genetics, Institute of Clinical Research, University of Southern Denmark, Odense, Denmark.,Lundbeckfonden Center of Excellence NanoCAN, Odense, Denmark
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