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Xu Z, Guan L, Wang Y, Niu MM, Ruan Y, Xu C, Yang L. Discovery of a novel PLK1 inhibitor with high inhibitory potency using a combined virtual screening strategy. J Enzyme Inhib Med Chem 2025; 40:2467798. [PMID: 40052927 PMCID: PMC11892073 DOI: 10.1080/14756366.2025.2467798] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2024] [Revised: 02/05/2025] [Accepted: 02/10/2025] [Indexed: 03/12/2025] Open
Abstract
PLK1 is essential for cell cycle regulation and proliferation, and its elevated expression in prostate cancer is associated with high tumour grade. Therefore, PLK1 inhibition is considered a promising strategy for the treatment of prostate cancer. Here, we identified five compounds (Hits 1-5) targeting the kinase domain (KD) of PLK1 using a combined virtual screening approach. Hits 1-5 all had picomolar (pM) inhibitory potency against PLK1. Notably, Hit-4 showed the strongest inhibitory activity against PLK1 (IC50 = 22.61 ± 1.12 pM) and displayed high selectivity for PLK1. Meanwhile, molecular dynamics (MD) simulations revealed that the complex formed by Hit-4 and PLK1 remained stable. Importantly, Hit-4 exhibited potent inhibitory effects on the proliferation of DU-145 prostate cancer cells (IC50 = 0.09 ± 0.01 nM). In conclusion, Hit-4 is a potent and highly selective antitumor candidate with therapeutic potential for prostate cancer.
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Affiliation(s)
- Zhen Xu
- Department of Oncology, Urology and Reproductive Medicine, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Lixia Guan
- Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, China
| | - Yuting Wang
- Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, China
| | - Miao-Miao Niu
- Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, China
| | - Yashi Ruan
- Department of Oncology, Urology and Reproductive Medicine, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Cen Xu
- Department of Oncology, Urology and Reproductive Medicine, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
| | - Li Yang
- Department of Oncology, Urology and Reproductive Medicine, The Affiliated Taizhou People’s Hospital of Nanjing Medical University, Taizhou, China
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Zhao X, Wang Z, Tang Z, Hu J, Zhou Y, Ge J, Dong J, Xu S. An anoikis-related gene signature for prediction of the prognosis in prostate cancer. Front Oncol 2023; 13:1169425. [PMID: 37664042 PMCID: PMC10469923 DOI: 10.3389/fonc.2023.1169425] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 06/21/2023] [Indexed: 09/05/2023] Open
Abstract
Purpose This study presents a novel approach to predict postoperative biochemical recurrence (BCR) in prostate cancer (PCa) patients which involves constructing a signature based on anoikis-related genes (ARGs). Methods In this study, we utilised data from TCGA-PARD and GEO databases to identify specific ARGs in prostate cancer. We established a signature of these ARGs using Cox regression analysis and evaluated their clinical predictive efficacy and immune-related status through various methods such as Kaplan-Meier survival analysis, subject work characteristics analysis, and CIBERSORT method. Our findings suggest that these ARGs may have potential as biomarkers for prostate cancer prognosis and treatment. To investigate the biological pathways of genes associated with anoikis, we utilised GSVA, GO, and KEGG. The expression of ARGs was confirmed by the HPA database. Furthermore, we conducted PPI analysis to identify the core network of ARGs in PCa. Results Based on analysis of the TCGA database, a set of eight ARGs were identified as prognostic signature genes for prostate cancer. The reliability and validity of this signature were well verified in both the TCGA and GEO codifications. Using this signature, patients were classified into two groups based on their risk for developing BCR. There was a significant difference in BCR-free time between the high and low risk groups (P < 0.05).This signature serves as a dependable and unbiased prognostic factor for predicting biochemical recurrence (BCR) in prostate cancer (PCa) patients. It outperforms clinicopathological characteristics in terms of accuracy and reliability. PLK1 may play a potential regulatory role as a core gene in the development of prostate cancer. Conclusion This signature suggests the potential role of ARGs in the development and progression of PCa and can effectively predict the risk of BCR in PCa patients after surgery. It also provides a basis for further research into the mechanism of ARGs in PCa and for the clinical management of patients with PCa.
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Affiliation(s)
- Xiaodong Zhao
- Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Zuheng Wang
- Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Zilu Tang
- Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Jun Hu
- Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Yulin Zhou
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Jingping Ge
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Jie Dong
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
| | - Song Xu
- Jinling School of Clinical Medicine, Nanjing Medical University, Nanjing, Jiangsu, China
- Department of Urology, Eastern Theater General Hospital of Medical School Of Nan Jing University, Nanjing, Jiangsu, China
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Cen S, Jiang D, Lv D, Xu R, Hou J, Yang Z, Wu P, Xiong X, Gao X. Comprehensive analysis of the biological functions of endoplasmic reticulum stress in prostate cancer. Front Endocrinol (Lausanne) 2023; 14:1090277. [PMID: 36967783 PMCID: PMC10036859 DOI: 10.3389/fendo.2023.1090277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 02/22/2023] [Indexed: 03/12/2023] Open
Abstract
Introduction Endoplasmic reticulum stress (ERS) has sizeable affect on cancer proliferation, metastasis, immunotherapy and chemoradiotherapy resistance. However, the effect of ERS on the biochemical recurrence (BCR) of prostate cancer patients remains elusive. Here, we generated an ERS-related genes risk signature to evaluate the physiological function of ERS in PCa with BCR. Methods We collected the ERS-related genes from the GeneCards. The edgeR package was used to screen the differential ERS-related genes in PCa from TCGA datasets. ERS-related gene risk signature was then established using LASSO and multivariate Cox regression models and validated by GEO data sets. Nomogram was developed to assess BCR-free survival possibility. Meanwhile, the correlations between ERS-related signature, gene mutations, drug sensitivity and tumor microenvironment were also investigated. Results We obtained an ERS risk signature consisting of five genes (AFP, COL10A1, DNAJB1, EGF and PTGS2). Kaplan Meier survival analysis and ROC Curve analysis indicated that the high risk score of ERS-related gene signature was associated with poor BCR-free prognosis in PCa patients. Besides, immune cell infiltration and immune checkpoint expression levels differed between high- and low-risk scoring subgroups. Moreover, drug sensitivity analyzed indicated that high-risk score group may be involved in apoptosis pathway. Discussion This study comprehensively analyzed the characteristics of ERS related genes in PCa, and created a five-gene signature, which could effectively predict the BCR time of PCa patients. Targeting ERS related genes and pathways may provide potential guidance for the treatment of PCa.
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Affiliation(s)
- Shengren Cen
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Dongmei Jiang
- Department of Pathology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Daojun Lv
- Department of Urology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Ran Xu
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Jiamao Hou
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Zixiang Yang
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Peng Wu
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xinhao Xiong
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xingcheng Gao
- Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
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Evolutionary Conserved Short Linear Motifs Provide Insights into the Cellular Response to Stress. Antioxidants (Basel) 2022; 12:antiox12010096. [PMID: 36670957 PMCID: PMC9854524 DOI: 10.3390/antiox12010096] [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: 08/24/2022] [Revised: 11/22/2022] [Accepted: 12/22/2022] [Indexed: 01/03/2023] Open
Abstract
Short linear motifs (SLiMs) are evolutionarily conserved functional modules of proteins composed of 3 to 10 residues and involved in multiple cellular functions. Here, we performed a search for SLiMs that exert sequence similarity to two segments of alpha-fetoprotein (AFP), a major mammalian embryonic and cancer-associated protein. Biological activities of the peptides, LDSYQCT (AFP14-20) and EMTPVNPGV (GIP-9), have been previously confirmed under in vitro and in vivo conditions. In our study, we retrieved a vast array of proteins that contain SLiMs of interest from both prokaryotic and eukaryotic species, including viruses, bacteria, archaea, invertebrates, and vertebrates. Comprehensive Gene Ontology enrichment analysis showed that proteins from multiple functional classes, including enzymes, transcription factors, as well as those involved in signaling, cell cycle, and quality control, and ribosomal proteins were implicated in cellular adaptation to environmental stress conditions. These include response to oxidative and metabolic stress, hypoxia, DNA and RNA damage, protein degradation, as well as antimicrobial, antiviral, and immune response. Thus, our data enabled insights into the common functions of SLiMs evolutionary conserved across all taxonomic categories. These SLiMs can serve as important players in cellular adaptation to stress, which is crucial for cell functioning.
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Fasano C, Grossi V, Forte G, Simone C. Short Linear Motifs in Colorectal Cancer Interactome and Tumorigenesis. Cells 2022; 11:3739. [PMID: 36496998 PMCID: PMC9737320 DOI: 10.3390/cells11233739] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/16/2022] [Accepted: 11/21/2022] [Indexed: 11/25/2022] Open
Abstract
Colorectal tumorigenesis is driven by alterations in genes and proteins responsible for cancer initiation, progression, and invasion. This multistage process is based on a dense network of protein-protein interactions (PPIs) that become dysregulated as a result of changes in various cell signaling effectors. PPIs in signaling and regulatory networks are known to be mediated by short linear motifs (SLiMs), which are conserved contiguous regions of 3-10 amino acids within interacting protein domains. SLiMs are the minimum sequences required for modulating cellular PPI networks. Thus, several in silico approaches have been developed to predict and analyze SLiM-mediated PPIs. In this review, we focus on emerging evidence supporting a crucial role for SLiMs in driver pathways that are disrupted in colorectal cancer (CRC) tumorigenesis and related PPI network alterations. As a result, SLiMs, along with short peptides, are attracting the interest of researchers to devise small molecules amenable to be used as novel anti-CRC targeted therapies. Overall, the characterization of SLiMs mediating crucial PPIs in CRC may foster the development of more specific combined pharmacological approaches.
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Affiliation(s)
- Candida Fasano
- Medical Genetics, National Institute of Gastroenterology-IRCCS “Saverio de Bellis”, Castellana Grotte, 70013 Bari, Italy; (V.G.); (G.F.)
| | - Valentina Grossi
- Medical Genetics, National Institute of Gastroenterology-IRCCS “Saverio de Bellis”, Castellana Grotte, 70013 Bari, Italy; (V.G.); (G.F.)
| | - Giovanna Forte
- Medical Genetics, National Institute of Gastroenterology-IRCCS “Saverio de Bellis”, Castellana Grotte, 70013 Bari, Italy; (V.G.); (G.F.)
| | - Cristiano Simone
- Medical Genetics, National Institute of Gastroenterology-IRCCS “Saverio de Bellis”, Castellana Grotte, 70013 Bari, Italy; (V.G.); (G.F.)
- Medical Genetics, Department of Precision and Regenerative Medicine and Jonic Area (DiMePRe-J), University of Bari Aldo Moro, 70124 Bari, Italy
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Sologova SS, Zavadskiy SP, Mokhosoev IM, Moldogazieva NT. Short Linear Motifs Orchestrate Functioning of Human Proteins during Embryonic Development, Redox Regulation, and Cancer. Metabolites 2022; 12:metabo12050464. [PMID: 35629968 PMCID: PMC9144484 DOI: 10.3390/metabo12050464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 05/18/2022] [Accepted: 05/19/2022] [Indexed: 11/16/2022] Open
Abstract
Short linear motifs (SLiMs) are evolutionarily conserved functional modules of proteins that represent amino acid stretches composed of 3 to 10 residues. The biological activities of two short peptide segments of human alpha-fetoprotein (AFP), a major embryo-specific and cancer-related protein, have been confirmed experimentally. This is a heptapeptide segment LDSYQCT in domain I designated as AFP14–20 and a nonapeptide segment EMTPVNPGV in domain III designated as GIP-9. In our work, we searched the UniprotKB database for human proteins that contain SLiMs with sequence similarity to the both segments of human AFP and undertook gene ontology (GO)-based functional categorization of retrieved proteins. Gene set enrichment analysis included GO terms for biological process, molecular function, metabolic pathway, KEGG pathway, and protein–protein interaction (PPI) categories. We identified the SLiMs of interest in a variety of non-homologous proteins involved in multiple cellular processes underlying embryonic development, cancer progression, and, unexpectedly, the regulation of redox homeostasis. These included transcription factors, cell adhesion proteins, ubiquitin-activating and conjugating enzymes, cell signaling proteins, and oxidoreductase enzymes. They function by regulating cell proliferation and differentiation, cell cycle, DNA replication/repair/recombination, metabolism, immune/inflammatory response, and apoptosis. In addition to the retrieved genes, new interacting genes were identified. Our data support the hypothesis that conserved SLiMs are incorporated into non-homologous proteins to serve as functional blocks for their orchestrated functioning.
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Affiliation(s)
- Susanna S. Sologova
- Nelyubin Institute of Pharmacy, Sechenov First Moscow State Medical University, (Sechenov University), 119991 Moscow, Russia; (S.S.S.); (S.P.Z.)
| | - Sergey P. Zavadskiy
- Nelyubin Institute of Pharmacy, Sechenov First Moscow State Medical University, (Sechenov University), 119991 Moscow, Russia; (S.S.S.); (S.P.Z.)
| | - Innokenty M. Mokhosoev
- Department of Biochemistry and Molecular Biology, Pirogov Russian National Research Medical University, 117997 Moscow, Russia;
| | - Nurbubu T. Moldogazieva
- Nelyubin Institute of Pharmacy, Sechenov First Moscow State Medical University, (Sechenov University), 119991 Moscow, Russia; (S.S.S.); (S.P.Z.)
- Correspondence:
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