1
|
Shah K, Guo B, Hicks SC. Addressing the mean-variance relationship in spatially resolved transcriptomics data with spoon. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.04.621867. [PMID: 39574747 PMCID: PMC11580860 DOI: 10.1101/2024.11.04.621867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/01/2024]
Abstract
An important task in the analysis of spatially resolved transcriptomics data is to identify spatially variable genes (SVGs), or genes that vary in a 2D space. Current approaches rank SVGs based on either p-values or an effect size, such as the proportion of spatial variance. However, previous work in the analysis of RNA-sequencing identified a technical bias, referred to as the "mean-variance relationship", where highly expressed genes are more likely to have a higher variance. Here, we demonstrate the mean-variance relationship in spatial transcriptomics data. Furthermore, we propose spoon, a statistical framework using Empirical Bayes techniques to remove this bias, leading to more accurate prioritization of SVGs. We demonstrate the performance of spoon in both simulated and real spatial transcriptomics data. A software implementation of our method is available on R/Bioconductor.
Collapse
Affiliation(s)
- Kinnary Shah
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Boyi Guo
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Stephanie C. Hicks
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, MD, USA
- Center for Computational Biology, Johns Hopkins University, Baltimore, MD, USA
- Malone Center for Engineering in Healthcare, Johns Hopkins University, MD, USA
| |
Collapse
|
2
|
Feng D, Wang J, Xiao Y, Wu R, Li D, Tuo Z, Yu Q, Ye L, MIYAMOTO A, Yoo KH, Wei W, Ye X, Zhang C, Han P. SKA3 targeted therapies in cancer precision surgery: bridging bench discoveries to clinical applications - review article. Int J Surg 2024; 110:2323-2337. [PMID: 38241327 PMCID: PMC11020031 DOI: 10.1097/js9.0000000000001123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 01/09/2024] [Indexed: 01/21/2024]
Abstract
Spindle and kinetochore-associated complex subunit 3 (SKA3) is a microtubule-binding subcomplex of the outer kinetochore, which plays a vital role in proper chromosomal segregation and cell division. Recently, SKA3 have been demonstrated its oncogenic role of tumorigenesis and development in cancers. In this review, the authors comprehensively deciphered SKA3 in human cancer from various aspects, including bibliometrics, pan-cancer analysis, and narrative summary. The authors also provided the top 10 predicted drugs targeting SKA3. The authors proposed that SKA3 was a potential target and brought new therapeutic opportunities for cancer patients.
Collapse
Affiliation(s)
- Dechao Feng
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
- Department of Rehabilitation, The Affiliated Hospital of Southwest Medical University, Luzhou
| | - Jie Wang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| | - Yuhan Xiao
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| | - Ruicheng Wu
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| | - Dengxiong Li
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| | - Zhouting Tuo
- Department of Urology, The Second Affiliated Hospital of Anhui Medical University, Hefei
| | - Qingxin Yu
- Department of Pathology, Ningbo Clinical Pathology Diagnosis Center, Ningbo City, Zhejiang Province
| | - Luxia Ye
- Department of Public Research Platform, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, People’s Republic of China
| | - Akira MIYAMOTO
- Department of Rehabilitation, West Kyushu University, Japan
| | - Koo Han Yoo
- Department of Urology, Kyung Hee University, South Korea
| | - Wuran Wei
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| | - Xing Ye
- Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Chi Zhang
- Department of Rehabilitation, The Affiliated Hospital of Southwest Medical University, Luzhou
| | - Ping Han
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu
| |
Collapse
|
3
|
Tuncel T, Ak G, Güneş HV, Metintaş M. Complex Genomic Rearrangement Patterns in Malignant Pleural Mesothelioma due to Environmental Asbestos Exposure. J Environ Pathol Toxicol Oncol 2024; 43:13-27. [PMID: 38505910 DOI: 10.1615/jenvironpatholtoxicoloncol.2023046200] [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: 03/21/2024] Open
Abstract
Malignant pleural mesothelioma (MPM) is a rare type of cancer, and its main risk factor is exposure to asbestos. Accordingly, our knowledge of the genomic structure of an MPM tumor is limited when compared to other cancers. In this study, we aimed to characterize complex genomic rearrangement patterns and variations to better understand the genomics of MPM tumors. We comparatively scanned 3 MPM tumor genomes by Whole-Genome Sequencing and High-Resolution SNP array. We also used various computational algorithms to detect both CNAs and complex chromosomal rearrangements. Genomic data obtained from each bioinformatics tool are interpreted comparatively to better understand CNAs and cancer-related Nucleotide variations in MPM tumors. In patients 1 and 2, we found pathogenic nucleotide variants of BAP1, RB1, and TP53. These two MPM genomes exhibited a highly rearranged chromosomal rearrangement pattern resembling Chromomanagesis particularly in the form of Chromoanasynthesis. In patient 3, we found nucleotide variants of important cancer-related genes, including TGFBR1, KMT2C, and PALLD, to have lower chromosomal rearrangement complexity compared with patients 1 and 2. We also detected several actionable nucleotide variants including XRCC1, ERCC2. We also discovered the SKA3-DDX10 fusion in two MPM genomes, which is a novel finding for MPM. We found that MPM genomes are very complex, suggesting that this highly rearranged pattern is strongly related to driver mutational status like BAP1, TP53 and RB1.
Collapse
Affiliation(s)
- Tunç Tuncel
- Health Institutes of Turkey, Turkish Biotechnology Institute, Ankara, Turkey
| | - Güntülü Ak
- Eskisehir Osmangazi University Medical Faculty, Department of Chest Diseases, Lung and Pleural Cancers Research and Clinical Center, Eskisehir, Turkey
| | - Hasan Veysi Güneş
- Eskisehir Osmangazi University Medical Faculty, Department of Medical Biology, Eskisehir, Turkey
| | - Muzaffer Metintaş
- Eskisehir Osmangazi University Medical Faculty, Department of Chest Diseases, Lung and Pleural Cancers Research and Clinical Center, Eskisehir, Turkey
| |
Collapse
|
4
|
Zheng LL, Wang YR, Liu ZR, Wang ZH, Tao CC, Xiao YG, Zhang K, Wu AK, Li HY, Wu JX, Xiao T, Rong WQ. High spindle and kinetochore-associated complex subunit-3 expression predicts poor prognosis and correlates with adverse immune infiltration in hepatocellular carcinoma. World J Gastrointest Surg 2023; 15:1600-1614. [PMID: 37701707 PMCID: PMC10494596 DOI: 10.4240/wjgs.v15.i8.1600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 06/14/2023] [Accepted: 07/17/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND Spindle and kinetochore-associated complex subunit 3 (SKA3) is a malignancy-associated gene that plays a critical role in the regulation of chromosome separation and cell division. However, the molecular mechanism through which SKA3 regulates tumor cell proliferation in hepatocellular carcinoma (HCC) has not been fully elucidated. AIM To investigate the molecular mechanisms underlying the role of SKA3 in HCC. METHODS SKA3 expression, clinicopathological, and survival analyses were performed using multiple public database platforms, and the results were verified by Western blot and immunohistochemistry staining using collected clinical samples. Functional enrichment analyses were performed to evaluate the biological functions and molecular mechanisms of SKA3 in HCC. Furthermore, the Tumor Immune Estimation Resource and single-sample Gene Set Enrichment Analysis (ssGSEA) algorithms were utilized to investigate the abundance of tumor-infiltrating immune cells in HCC. The response to chemotherapeutic drugs was evaluated by the R package "pRRophetic". RESULTS We found that upregulated SKA3 expression was significantly correlated with poor prognosis in patients with HCC. Multivariable Cox regression analysis indicated that SKA3 was an independent risk factor for survival. GSEA revealed that SKA3 expression may facilitate proliferation and migratory processes by regulating the cell cycle and DNA repair. Moreover, patients with high SKA3 expression had significantly decreased ratios of CD8+ T cells, natural killer cells, and dendritic cells. Drug sensitivity analysis showed that the high SKA3 group was more sensitive to sorafenib, sunitinib, paclitaxel, doxorubicin, gemcitabine, and vx-680. CONCLUSION High SKA3 expression led to poor prognosis in patients with HCC by enhancing HCC proliferation and repressing immune cell infiltration surrounding HCC. SKA3 may be used as a biomarker for poor prognosis and as a therapeutic target in HCC.
Collapse
Affiliation(s)
- Lin-Lin Zheng
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Ya-Ru Wang
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Zhen-Rong Liu
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Zhi-Hao Wang
- Department of Hepatobiliary Hernia Surgery, Liaocheng Dongcangfu People's Hospital, Liaocheng 252000, Shandong Province, China
| | - Chang-Cheng Tao
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Yong-Gang Xiao
- The Second Ward of Hepatobiliary Surgery, Qianxinan People's Hospital, Xingyi 562400, Guizhou Province, China
| | - Kai Zhang
- Department of Interventional Therapy, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin 300000, China
| | - An-Ke Wu
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Hai-Yang Li
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Jian-Xiong Wu
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Ting Xiao
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Wei-Qi Rong
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| |
Collapse
|
5
|
Dharanipragada P, Parekh N. In Silico Identification and Functional Characterization of Genetic Variations across DLBCL Cell Lines. Cells 2023; 12:cells12040596. [PMID: 36831263 PMCID: PMC9954129 DOI: 10.3390/cells12040596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 01/12/2023] [Accepted: 01/29/2023] [Indexed: 02/15/2023] Open
Abstract
Diffuse large B-cell lymphoma (DLBCL) is the most common form of non-Hodgkin lymphoma and frequently develops through the accumulation of several genetic variations. With the advancement in high-throughput techniques, in addition to mutations and copy number variations, structural variations have gained importance for their role in genome instability leading to tumorigenesis. In this study, in order to understand the genetics of DLBCL pathogenesis, we carried out a whole-genome mutation profile analysis of eleven human cell lines from germinal-center B-cell-like (GCB-7) and activated B-cell-like (ABC-4) subtypes of DLBCL. Analysis of genetic variations including small sequence variants and large structural variations across the cell lines revealed distinct variation profiles indicating the heterogeneous nature of DLBCL and the need for novel patient stratification methods to design potential intervention strategies. Validation and prognostic significance of the variants was assessed using annotations provided for DLBCL samples in cBioPortal for Cancer Genomics. Combining genetic variations revealed new subgroups between the subtypes and associated enriched pathways, viz., PI3K-AKT signaling, cell cycle, TGF-beta signaling, and WNT signaling. Mutation landscape analysis also revealed drug-variant associations and possible effectiveness of known and novel DLBCL treatments. From the whole-genome-based mutation analysis, our findings suggest putative molecular genetics of DLBCL lymphomagenesis and potential genomics-driven precision treatments.
Collapse
|
6
|
Jayathirtha M, Neagu AN, Whitham D, Alwine S, Darie CC. Investigation of the effects of downregulation of jumping translocation breakpoint (JTB) protein expression in MCF7 cells for potential use as a biomarker in breast cancer. Am J Cancer Res 2022; 12:4373-4398. [PMID: 36225631 PMCID: PMC9548009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 06/18/2022] [Indexed: 06/16/2023] Open
Abstract
MCF7 is a commonly used luminal type A non-invasive/poor-invasive human breast cancer cell line that does not usually migrate or invade compared with MDA-MB-231 highly metastatic cells, which emphasize an invasive and migratory behavior. Under special conditions, MCF7 cells might acquire invasive features. The aberration in expression and biological functions of the jumping translocation breackpoint (JTB) protein is associated with malignant transformation of cells, based on mitochondrial dysfunction, inhibition of tumor suppressive function of TGF-β, and involvement in cancer cell cycle. To investigate new putative functions of JTB by cellular proteomics, we analyzed the biological processes and pathways that are associated with the JTB protein downregulation. The results demonstrated that MCF7 cell line developed a more "aggressive" phenotype and behavior. Most of the proteins that were overexpressed in this experiment promoted the actin cytoskeleton reorganization that is involved in growth and metastatic dissemination of cancer cells. Some of these proteins are involved in the epithelial-mesenchymal transition (EMT) process (ACTBL2, TUBA4A, MYH14, CSPG5, PKM, UGDH, HSP90AA2, and MIF), in correlation with the energy metabolism reprogramming (PKM, UGDH), stress-response (HSP10, HSP70A1A, HSP90AA2), and immune and inflammatory response (MIF and ERp57-TAPBP). Almost all upregulated proteins in JTB downregulated condition promote viability, motility, proliferation, invasion, survival into a hostile microenvironment, metabolic reprogramming, and escaping of tumor cells from host immune control, leading to a more invasive phenotype for MCF7 cell line. Due to their downregulated condition, four proteins, such as CREBZF, KMT2B, SELENOS and CACNA1I are also involved in maintenance of the invasive phenotype of cancer cells, promoting cell proliferation, migration, invasion and tumorigenesis. Other downregulated proteins, such as MAZ, PLEKHG2, ENO1, TPI2, TOR2A, and CNNM1, may promote suppression of cancer cell growth, invasion, EMT, tumorigenic abilities, interacting with glucose and lipid metabolism, disrupting nuclear envelope stability, or suppressing apoptosis and developing anti-angiogenetic activities. Therefore, the main biological processes and pathways that may increase the tumorigenic potential of the MCF7 cells in JTB downregulated condition are related to the actin cytoskeleton organization, EMT, mitotic cell cycle, glycolysis and fatty acid metabolism, inflammatory response and macrophage activation, chemotaxis and migration, cellular response to stress condition (oxidative stress and hypoxia), transcription control, histone modification and ion transport.
Collapse
Affiliation(s)
- Madhuri Jayathirtha
- Biochemistry & Proteomics Group, Department of Chemistry and Biomolecular Science, Clarkson UniversityPotsdam, NY 13699-5810, USA
| | - Anca-Narcisa Neagu
- Laboratory of Animal Histology, Faculty of Biology, “Alexandru Ioan Cuza” University of IasiCarol I bvd. No. 22, Iasi 700505, Romania
| | - Danielle Whitham
- Biochemistry & Proteomics Group, Department of Chemistry and Biomolecular Science, Clarkson UniversityPotsdam, NY 13699-5810, USA
| | - Shelby Alwine
- Biochemistry & Proteomics Group, Department of Chemistry and Biomolecular Science, Clarkson UniversityPotsdam, NY 13699-5810, USA
| | - Costel C Darie
- Biochemistry & Proteomics Group, Department of Chemistry and Biomolecular Science, Clarkson UniversityPotsdam, NY 13699-5810, USA
| |
Collapse
|
7
|
Bong IPN, Ng CC, Othman N, Esa E. Gene expression profiling and in vitro functional studies reveal RAD54L as a potential therapeutic target in multiple myeloma. Genes Genomics 2022; 44:957-966. [PMID: 35689754 PMCID: PMC9273556 DOI: 10.1007/s13258-022-01272-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 05/11/2022] [Indexed: 11/10/2022]
Abstract
Background Current advances in the molecular biology of multiple myeloma (MM) are not sufficient to fully delineate the genesis and development of this disease. Objective This study aimed to identify molecular targets underlying MM pathogenesis. Methods mRNA expression profiling for 29 samples (19 MM samples, 7 MM cell lines and 3 controls) were obtained using microarray. We evaluated the in vitro effects of RAD54L gene silencing on the proliferation, apoptosis and cell cycle distribution in KMS-28BM human MM cells using siRNA approach. Cell proliferation was determined by MTS assay while apoptosis and cell cycle distribution were analysed with flow cytometry. Gene and protein expression was evaluated using RT-qPCR and ELISA, respectively. Results Microarray results revealed a total of 5124 differentially expressed genes (DEGs), in which 2696 and 2428 genes were up-regulated and down-regulated in MM compared to the normal controls, respectively (fold change ≥ 2.0; P < 0.05). Up-regulated genes (RAD54L, DIAPH3, SHCBP1, SKA3 and ANLN) and down-regulated genes (HKDC1, RASGRF2, CYSLTR2) have never been reported in association with MM. Up-regulation of RAD54L was further verified by RT-qPCR (P < 0.001). In vitro functional studies revealed that RAD54L gene silencing significantly induced growth inhibition, apoptosis (small changes) and cell cycle arrest in G0/G1 phase in KMS-28BM (P < 0.05). Silencing of RAD54L also decreased its protein level (P < 0.05). Conclusions This study has identified possible molecular targets underlying the pathogenesis of MM. For the first time, we reveal RAD54L as a potential therapeutic target in MM, possibly functioning in the cell cycle and checkpoint control. Supplementary Information The online version contains supplementary material available at 10.1007/s13258-022-01272-7.
Collapse
Affiliation(s)
- Ivyna Pau Ni Bong
- Haematology Unit, Cancer Research Centre, Institute for Medical Research, National Institutes of Health, Ministry of Health Malaysia, 40170, Shah Alam, Selangor, Malaysia.
| | - Ching Ching Ng
- Faculty of Science, Institute of Biological Sciences, University of Malaya, Kuala Lumpur, Malaysia
| | - Norodiyah Othman
- Haematology Unit, Cancer Research Centre, Institute for Medical Research, National Institutes of Health, Ministry of Health Malaysia, 40170, Shah Alam, Selangor, Malaysia
| | - Ezalia Esa
- Haematology Unit, Cancer Research Centre, Institute for Medical Research, National Institutes of Health, Ministry of Health Malaysia, 40170, Shah Alam, Selangor, Malaysia
| |
Collapse
|
8
|
Wang C, Liu S, Zhang X, Wang Y, Guan P, Bu F, Wang H, Wang D, Fan Y, Hou S, Qiu Z. SKA3 is a prognostic biomarker and associated with immune infiltration in bladder cancer. Hereditas 2022; 159:20. [PMID: 35546682 PMCID: PMC9092687 DOI: 10.1186/s41065-022-00234-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 04/22/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Spindle and kinetochore‑associated complex subunit 3 (SKA3) has recently been considered a key regulator of carcinogenesis. However, the connection between SKA3 and immune cell infiltration remains unknown. METHODS The current study investigated the expression mode, prognostic effect, and functional role of SKA3 in different tumors, particularly bladder cancer using numerous databases, comprising TIMER, GEPIA, HPA, UALCAN, PrognoScan, and Kaplan-Meier Plotter. Differentially expressed gene and enrichment analyses were implemented on SKA3 using R packages "edgR" and "clusterProfiler". Immunohistochemistry was further used to validate the expression of SKA3 gene in bladder cancer. Following that, the relevance of SKA3 expression to immune infiltration level in bladder cancer was evaluated using TIMER. RESULTS Overall, the level of SKA3 expression in tumor tissue significantly increased than in normal tissue. In bladder cancer and other tumors, patients with high SKA3 expression levels had worse overall survival (OS) (p = 0.016), disease-specific survival (DSS) (p = 0.00004), and disease-free survival (DFS) (p = 0.032). Additionally, the major molecular functions for SKA3 included nuclear division, mitotic nuclear division, mitotic sister chromatid segregation, humoral immune response, and cell chemotaxis. Additionally, SKA3 expression was found to be positively associated with enhanced M2 macrophage and T helper (Th) 2 cell infiltration in bladder cancer. CONCLUSIONS Our study implies that SKA3 contributes to M2 macrophage and Th2 cell polarization by acting as an oncogene in bladder cancer. SKA3 might be a novel biomarker for evaluating prognosis and immune infiltration in bladder cancer.
Collapse
Affiliation(s)
- Chenyang Wang
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Shasha Liu
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Xinhong Zhang
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Yan Wang
- Department of Anesthesiology and Surgery, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Peng Guan
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Fanyou Bu
- Department of Traditional Chinese Medicine, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Hao Wang
- Department of Oncology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Dawen Wang
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Yi Fan
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Sichuan Hou
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China
| | - Zhilei Qiu
- Department of Urology, Qingdao Municipal Hospital, Qingdao University, 266071, Qingdao, Shandong, China.
| |
Collapse
|
9
|
Lin Y, An J, Zhuo X, Qiu Y, Xie W, Yao W, Yin D, Wu L, Lei D, Li C, Xie Y, Hu A, Li S. Integrative Multi-Omics Analysis of Identified SKA3 as a Candidate Oncogene Correlates with Poor Prognosis and Immune Infiltration in Lung Adenocarcinoma. Int J Gen Med 2022; 15:4635-4647. [PMID: 35535142 PMCID: PMC9078431 DOI: 10.2147/ijgm.s359987] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 04/05/2022] [Indexed: 11/23/2022] Open
Affiliation(s)
- Yuansheng Lin
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Jianzhong An
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Xingli Zhuo
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Yingzhuo Qiu
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Wenjing Xie
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Wei Yao
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Dan Yin
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Linpeng Wu
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Dian Lei
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Chenghui Li
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Yuanguang Xie
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| | - Ahu Hu
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
- Correspondence: Ahu Hu; Shengjun Li, Department of emergency and critical care medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, No. 1 Lijiang Road, Suzhou, 215000, People’s Republic of China, Email ;
| | - Shengjun Li
- Department of Emergency and Critical Care Medicine, Suzhou Science & Technology Town Hospital, Gusu School, Nanjing Medical University, Suzhou, People’s Republic of China
| |
Collapse
|
10
|
Zhang C, Zhao S, Tan Y, Pan S, An W, Chen Q, Wang X, Xu H. The SKA3-DUSP2 Axis Promotes Gastric Cancer Tumorigenesis and Epithelial-Mesenchymal Transition by Activating the MAPK/ERK Pathway. Front Pharmacol 2022; 13:777612. [PMID: 35295342 PMCID: PMC8918524 DOI: 10.3389/fphar.2022.777612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 02/11/2022] [Indexed: 12/24/2022] Open
Abstract
Background: Spindle and kinetochore-related complex subunit 3 (SKA3), a member of the SKA family of proteins, is associated with the progression of multiple cancers. However, the role of SKA3 in gastric cancer has not been studied.Methods: The expression levels of SKA3 and dual-specificity phosphatase 2 (DUSP2) proteins were detected by immunohistochemistry. The effects of SKA3 and DUSP2 on the proliferation, migration, invasion, adhesion, and epithelial-mesenchymal transition of gastric cancer were studied in vitro and in vivo.Results: Immunohistochemical analysis of 164 cases of gastric cancer revealed that high expression of SKA3 was negatively correlated with DUSP2 expression and related to N stage, peritoneal metastasis, and poor prognosis. In vitro studies showed that silencing SKA3 expression inhibited the proliferation, migration, invasion, adhesion and epithelial-mesenchymal transition of gastric cancer. In vivo experiments showed that silencing SKA3 inhibited tumor growth and peritoneal metastasis. Mechanistically, SKA3 negative regulates the tumor suppressor DUSP2 and activates the MAPK/ERK pathway to promote gastric cancer.Conclusion: Our results indicate that the SKA3-DUSP2-ERK1/2 axis is involved in the regulation of gastric cancer progression, and SKA3 is a potential therapeutic target for gastric cancer.
Collapse
Affiliation(s)
- Chao Zhang
- Department of Gastrointestinal Nutrition and Hernia Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Shutao Zhao
- Department of Gastrointestinal Nutrition and Hernia Surgery, The Second Hospital of Jilin University, Changchun, China
| | - Yuen Tan
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China
- Key Laboratory of Gastric Cancer Molecular Pathology of Liaoning Province, Shenyang, China
| | - Siwei Pan
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China
- Key Laboratory of Gastric Cancer Molecular Pathology of Liaoning Province, Shenyang, China
| | - Wen An
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China
- Key Laboratory of Gastric Cancer Molecular Pathology of Liaoning Province, Shenyang, China
| | - Qingchuan Chen
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China
- Key Laboratory of Gastric Cancer Molecular Pathology of Liaoning Province, Shenyang, China
| | - Xudong Wang
- Department of Gastrointestinal Nutrition and Hernia Surgery, The Second Hospital of Jilin University, Changchun, China
- *Correspondence: Xudong Wang, ; Huimian Xu,
| | - Huimian Xu
- Department of Surgical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China
- Key Laboratory of Gastric Cancer Molecular Pathology of Liaoning Province, Shenyang, China
- *Correspondence: Xudong Wang, ; Huimian Xu,
| |
Collapse
|
11
|
Zhou X, Liu Z, He T, Zhang C, Jiang M, Jin Y, Wu Z, Gu C, Zhang W, Yang X. DDX10 promotes the proliferation and metastasis of colorectal cancer cells via splicing RPL35. Cancer Cell Int 2022; 22:58. [PMID: 35109823 PMCID: PMC8812018 DOI: 10.1186/s12935-022-02478-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 01/19/2022] [Indexed: 12/24/2022] Open
Abstract
Background Colorectal cancer (CRC) has become the second deadliest cancer in the world and severely threatens human health. An increasing number of studies have focused on the role of the RNA helicase DEAD-box (DDX) family in CRC. However, the mechanism of DDX10 in CRC has not been elucidated. Methods In our study, we analysed the expression data of CRC samples from the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases. Subsequently, we performed cytological experiments and animal experiments to explore the role of DDX10 in CRC cells. Furthermore, we performed Gene Ontology (GO)/Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis and protein–protein interaction (PPI) network analyses. Finally, we predicted the interacting protein of DDX10 by LC–MS/MS and verified it by coimmunoprecipitation (Co-IP) and qPCR. Results In the present study, we identified that DDX10 mRNA was extremely highly expressed in CRC tissues compared with normal colon tissues in the TCGA and GEO databases. The protein expression of DDX10 was measured by immunochemistry (IHC) in 17 CRC patients. The biological roles of DDX10 were explored via cell and molecular biology experiments in vitro and in vivo and cell cycle assays. We found that DDX10 knockdown markedly reduced CRC cell proliferation, migration and invasion. Then, we constructed a PPI network with the Search Tool for the Retrieval of Interacting Genes/Proteins (STRING). GO and KEGG enrichment analysis and gene set enrichment analysis (GSEA) showed that DDX10 was closely related to RNA splicing and E2F targets. Using LC–MS/MS and Co-IP assays, we discovered that RPL35 is the interacting protein of DDX10. In addition, we hypothesize that RPL35 is related to the E2F pathway and the immune response in CRC. Conclusions In conclusion, provides a better understanding of the molecular mechanisms of DDX10 in CRC and provides a potential biomarker for the diagnosis and treatment of CRC. Supplementary Information The online version contains supplementary material available at 10.1186/s12935-022-02478-1.
Collapse
Affiliation(s)
- Xin Zhou
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Zhihong Liu
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Tengfei He
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Cuifeng Zhang
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Manman Jiang
- Soochow University, 1 Shizi Street, Suzhou, China
| | - Yuxiao Jin
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Ziyu Wu
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Changji Gu
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China
| | - Wei Zhang
- Department of Radiotherapy, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China.
| | - Xiaodong Yang
- Department of General Surgery, The Second Affiliated Hospital of Soochow University, 1055 Sanxiang Road, Suzhou, 215004, Jiangsu, China.
| |
Collapse
|
12
|
Zhong Y, Zhuang Z, Mo P, Lin M, Gong J, Huang J, Mo H, Lu Y, Huang M. Overexpression of SKA3 correlates with poor prognosis in female early breast cancer. PeerJ 2022; 9:e12506. [PMID: 34993016 PMCID: PMC8675262 DOI: 10.7717/peerj.12506] [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: 04/13/2021] [Accepted: 10/26/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Spindle and kinetochore associated complex subunit 3 (SKA3) plays an important role in tumorigenesis and the progression of various tumors. But the relationship between SKA3 and early breast cancer remains unclear. The study aimed to explore the prognostic significance of SKA3 in breast cancer. METHODS In the study, SKA3 expression was initially assessed using the Oncomine database and The Cancer Genome Atlas database (TCGA). Then, we presented validation results for RT-qPCR (quantitative reverse transcription PCR) and ELISA (enzyme-linked immunosorbent assay). The relationship between clinical characteristics and SKA3 expression was assessed by Chi-square test and Fisher's exact test. Kaplan-Meier method and Cox regression analysis were conducted to evaluate the prognostic value of SKA3. Gene set enrichment analysis (GSEA) was performed to screen biological pathways using the TCGA dataset. Besides, single sample gene set enrichment analysis (ssGSEA) was utilized to identify immune infiltration cells about SKA3. RESULTS SKA3 mRNA was expressed at high levels in breast cancer tissues compared with normal tissues. Chi-square test and Fisher's exact test showed SKA3 expression was related to age, tumor (T) classification, node (N) classification, tumor-node-metastasis (TNM) stage, estrogen receptor (ER), progesterone receptor (PR), molecular subtype, and race. RT-qPCR results showed that SKA3 expression was overexpressed in ER, PR status, and molecular subtype in Chinese people. Kaplan-Meier curves implicated that high SKA3 expression was related to a poor prognosis in female early breast cancer patients. Cox regression models showed that high SKA3 expression could be used as an independent risk factor for female early breast cancer. Four signaling pathways were enriched in the high SKA3 expression group, including mTORC1 signaling pathway, MYC targets v1, mitotic spindle, estrogen response early. Besides, the SKA3 expression level was associate with infiltrating levels of activated CD4 T cells and eosinophils in breast cancer. CONCLUSION High SKA3 expression correlates with poor prognosis and immune infiltrates in breast cancer. SKA3 may become a biomarker for the prognosis of breast cancer.
Collapse
Affiliation(s)
- Yue Zhong
- Guangzhou University of Chinese Medicine, Guangzhou, China.,College of Basic Medicine, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Zhenjie Zhuang
- Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Peiju Mo
- Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Mandi Lin
- Galactophore Department, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jiaqian Gong
- Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jiarong Huang
- Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Haiyan Mo
- Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yuyun Lu
- Galactophore Department, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Mei Huang
- Galactophore Department, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| |
Collapse
|
13
|
Wang Y, Li N, Zheng Y, Wang A, Yu C, Song Z, Wang S, Sun Y, Zheng L, Wang G, Liu L, Yi J, Huang Y, Zhang M, Bao Y, Sun L. KIAA1217 Promotes Epithelial-Mesenchymal Transition and Hepatocellular Carcinoma Metastasis by Interacting with and Activating STAT3. Int J Mol Sci 2021; 23:104. [PMID: 35008530 PMCID: PMC8745027 DOI: 10.3390/ijms23010104] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/18/2021] [Accepted: 12/21/2021] [Indexed: 12/01/2022] Open
Abstract
The survival and prognosis of hepatocellular carcinoma (HCC) are poor, mainly due to metastasis. Therefore, insights into the molecular mechanisms underlying HCC invasion and metastasis are urgently needed to develop a more effective antimetastatic therapy. Here, we report that KIAA1217, a functionally unknown macromolecular protein, plays a crucial role in HCC metastasis. KIAA1217 expression was frequently upregulated in HCC cell lines and tissues, and high KIAA1217 expression was closely associated with shorter survival of patients with HCC. Overexpression and knockdown experiments revealed that KIAA1217 significantly promoted cell migration and invasion by inducing epithelial-mesenchymal transition (EMT) in vitro. Consistently, HCC cells overexpressing KIAA1217 exhibited markedly enhanced lung metastasis in vivo. Mechanistically, KIAA1217 enhanced EMT and accordingly promoted HCC metastasis by interacting with and activating JAK1/2 and STAT3. Interestingly, KIAA1217-activated p-STAT3 was retained in the cytoplasm instead of translocating into the nucleus, where p-STAT3 subsequently activated the Notch and Wnt/β-catenin pathways to facilitate EMT induction and HCC metastasis. Collectively, KIAA1217 may function as an adaptor protein or scaffold protein in the cytoplasm and coordinate multiple pathways to promote EMT-induced HCC metastasis, indicating its potential as a therapeutic target for curbing HCC metastasis.
Collapse
Affiliation(s)
- Yanhong Wang
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Na Li
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Yanping Zheng
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Anqing Wang
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Chunlei Yu
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Zhenbo Song
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Shuyue Wang
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Ying Sun
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Lihua Zheng
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Guannan Wang
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Lei Liu
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Jingwen Yi
- NMPA Key Laboratory for Quality of Cell and Gene Therapy Medicinal Products, Northeast Normal University, Changchun 130024, China; (Z.S.); (S.W.); (L.Z.); (G.W.); (L.L.); (J.Y.)
| | - Yanxin Huang
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Muqing Zhang
- School of Molecular and Cellular Biology, University of Illinois Urbana Champaign, Urbana, IL 61801, USA;
| | - Yongli Bao
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| | - Luguo Sun
- National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun 130024, China; (Y.W.); (N.L.); (Y.Z.); (A.W.); (C.Y.); (Y.S.); (Y.H.); (Y.B.)
| |
Collapse
|
14
|
Zhang M, Lan X, Chen Y. MiR-133b suppresses the proliferation, migration and invasion of lung adenocarcinoma cells by targeting SKA3. Cancer Biol Ther 2021; 22:571-578. [PMID: 34711122 DOI: 10.1080/15384047.2021.1973819] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
Spindle and Kinetochore Associated Complex Subunit 3 (SKA3) is crucial for anaphase mitosis. However, the relationship between SKA3 and lung adenocarcinoma (LUAD) has not been fully clarified. Differentially expressed genes were first identified by analyzing data from TCGA. It was found that miR-133b was significantly lowly expressed in LUAD, while SKA3 was remarkably highly expressed. Cell Counting Kit-8 (CCK8), wound healing assay and Transwell assay uncovered that overexpressing miR-133b could inhibit the proliferation, invasion and migration of LUAD cells. In addition, the targeting relationship between miR-133b and SKA3 was also verified by dual-luciferase analysis. Moreover, it was proved by the rescue assay that the overexpression of miR-133b significantly downregulated SKA3 in LUAD cells. All in all, these findings revealed the role of miR-133b and SKA3 in regulating the proliferation, migration, and invasion of LUAD cells. This study could yield new information about the mechanisms of LUAD.
Collapse
Affiliation(s)
- Ming Zhang
- Department of Respiratory, The First Hospital of Jiaxing (The Affiliated Hospital of Jiaxing University), Jiaxing, Zhejiang PR China
| | - Xiang Lan
- Department of Radiation Oncology, Lishui City People's Hospital, Lishui, Zhejiang PR China
| | - Yong Chen
- Department of Radiation Oncology, Lishui City People's Hospital, Lishui, Zhejiang PR China
| |
Collapse
|
15
|
Duan L, Wang Z, Zheng X, Li J, Yin H, Tang W, Deng D, Liu H, Wei J, Jin Y, Liu F, Shen J. Excavating the pathogenic gene of breast cancer based on high throughput data of tumor and somatic reprogramming. Cell Cycle 2021; 20:1708-1722. [PMID: 34384323 DOI: 10.1080/15384101.2021.1961410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
Abstract
Breast cancer (BC) is one of the most common malignancies in female, and has a high mortality rate. The mechanisms of tumorigenesis and reprogramming of somatic cells have a certain degree of similarity. Here, we focus on the relationship between gene expression, signaling pathways and functions in BC compared to induced pluripotent stem cells (iPSCs). We first identified differentially expressed genes (DEGs) common to BC and iPSCs in datasets from GEO and TCGA. We found 22 DEGs that were significantly associated with clinicopathological features and prognosis by performing Kaplan-Meier survival analysis and one-way ANOVA. The results of protein mass spectrometry of tumor stem cells (Mcfips) demonstrated that the proteins encoded by 8 of these DEGs were also differentially expressed. The functional enrichment analysis showed that most of the 30 DEGs were related to collagen and chromatin functions. Our results might offer targets for future studies into the mechanisms underlying tumor occurrence and progression, and our studies could provide valuable data for both basic research and clinical applications of BC.
Collapse
Affiliation(s)
- Lian Duan
- Central Laboratory, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,Department of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Zhendong Wang
- Key Laboratory of Interventional Pulmonology of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Xin Zheng
- Central Laboratory, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China
| | - Junjian Li
- Central Laboratory, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China
| | - Huamin Yin
- Central Laboratory, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.,College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China
| | - Weibo Tang
- College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Department of Histology and Embryology, Harbin Medical University, Harbin, China
| | - Dejian Deng
- College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Department of Histology and Embryology, Harbin Medical University, Harbin, China
| | - Hui Liu
- Department of Histology and Embryology, Harbin Medical University, Harbin, China
| | - Jiayu Wei
- Clinical Medicine, The Second Affiliated Hospital of Harbin Medical University, Harbin, China
| | - Yan Jin
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, China.,Key Laboratory of Medical Genetics, Harbin Medical University, Heilongjiang Higher Education Institutions, Harbin, China
| | - Feng Liu
- Department of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Jingling Shen
- College of Life and Environmental Sciences, Wenzhou University, Chashan University Town, Wenzhou, China.,Institute of Life Sciences, Wenzhou University, Chashan University Town, Wenzhou, China
| |
Collapse
|
16
|
Ivan J, Patricia G, Agustriawan D. In silico study of cancer stage-specific DNA methylation pattern in White breast cancer patients based on TCGA dataset. Comput Biol Chem 2021; 92:107498. [PMID: 33933781 DOI: 10.1016/j.compbiolchem.2021.107498] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 04/21/2021] [Indexed: 12/09/2022]
Abstract
BACKGROUND Breast cancer is one of the most common types of cancer among women. As current breast cancer treatments are still ineffective, we assess the methylation pattern of White breast cancer patients across cancer stage based on The Cancer Genome Atlas (TCGA) dataset. Significant hypermethylation and hypomethylation can regulate the gene expression, thus becoming potential biomarkers in breast cancer tumorigenesis. METHODS DNA methylation data was downloaded using TCGA Assembler 2 based on race-specific metadata of TCGA - Breast Invasive Carcinoma (TCGA-BRCA) project from Genomic Data Commons (GDC) Data Portal. After the data was divided into each cancer stage, duplicated data of each patient was removed using OMICSBind, while differentially-expressed probes were identified using edgeR. The resulting probes were validated based on correlation and regression analysis with the gene expression, ANOVA between cancer stages, ROC curve per stage, as well as databases. RESULTS Based on the White dataset, we found 66 significant hypermethylated genes with logFC > 1.8 between Stage I-III. From this number, three epigenetic-regulated, stage-specific genes are proposed to be the detection biomarkers of breast cancer due to significant aberrant gene expression and/or low mutation ratio among breast cancer patients: ABCC9 (Stage III), SHISA3 (Stage II), and POU4F1 (Stage I-II). CONCLUSIONS Our study shows that ABCC9, SHISA3, and POU4F1 are potential stage-specific detection biomarkers of breast cancer for White individuals, whereas their roles in other races need to be studied further.
Collapse
Affiliation(s)
- Jeremias Ivan
- Department of Bioinformatics, School of Life Sciences, Indonesia International Institute for Life Sciences, Pulomas Barat Street Kav 88, East Jakarta, 13210, Indonesia
| | - Gabriella Patricia
- Department of Bioinformatics, School of Life Sciences, Indonesia International Institute for Life Sciences, Pulomas Barat Street Kav 88, East Jakarta, 13210, Indonesia
| | - David Agustriawan
- Department of Bioinformatics, School of Life Sciences, Indonesia International Institute for Life Sciences, Pulomas Barat Street Kav 88, East Jakarta, 13210, Indonesia.
| |
Collapse
|
17
|
Li C, Yang J, Lei S, Wang W. SKA3 promotes glioblastoma proliferation and invasion by enhancing the activation of Wnt/β-catenin signaling via modulation of the Akt/GSK-3β axis. Brain Res 2021; 1765:147500. [PMID: 33895155 DOI: 10.1016/j.brainres.2021.147500] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 03/22/2021] [Accepted: 04/18/2021] [Indexed: 12/31/2022]
Abstract
Spindle and kinetochore-related complex subunit 3 (SKA3) is a key modulator of the progression of multiple tumor types. However, the involvement of SKA3 in glioblastoma (GBM) has not been well studied. The current study aimed to explore the role of SKA3 expression and the potential function of the protein in GBM. Our data showed that SKA3 expression was significantly up-regulated in GBM. Functional assays demonstrated that the knockdown of SKA3 impeded the proliferation, colony formation and invasion of GBM cells, while SKA3 overexpression produced the opposite effects. Further investigation revealed that SKA3 overexpression enhanced the activation of Wnt/β-catenin signaling, which was associated with the enhanced phosphorylation of Akt and glycogen synthase kinase-3β (GSK-3β). Notably, the inhibition of Akt markedly abrogated the SKA3 overexpression-induced promotion of Wnt/β-catenin signaling in GBM cells. Further, the inhibition of Wnt/β-catenin signaling markedly abrogated the SKA3 overexpression-induced promotion of tumor growth. In addition, the knockdown of SKA3 significantly retarded tumor formation and GBM progression in vivo. In summary, these data demonstrate that SKA3 exerts promotes tumor growth in GBM by enhancing the activation of Wnt/β-catenin signaling via modulation of the Akt/GSK-3β axis. This work highlights the pivotal role of SKA3/Akt/GSK-3β/Wnt/β-catenin signaling in the progression of GBM and suggests that SKA3 is an attractive therapeutic target with potential to be used to treat GBM.
Collapse
Affiliation(s)
- Chuankun Li
- Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China.
| | - Jingya Yang
- Department of Operation, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| | - Sen Lei
- Department of Anus and Intestine Surgery, ZiBo Central Hospital, Zibo 255036, China
| | - Wei Wang
- Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, China
| |
Collapse
|
18
|
SKA3 promotes lung adenocarcinoma metastasis through the EGFR-PI3K-Akt axis. Biosci Rep 2021; 40:222162. [PMID: 32068236 PMCID: PMC7048675 DOI: 10.1042/bsr20194335] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Revised: 02/11/2020] [Accepted: 02/12/2020] [Indexed: 12/21/2022] Open
Abstract
The processes that lead to lung adenocarcinoma (LUAD) metastasis are poorly characterized. Spindle and kinetochore associated complex subunit 3 (SKA3) plays a key role in cervical cancer development, but its contribution to LUAD is unknown. Here, we found that SKA3 is overexpressed in LUAD and its expression correlates with lymph node metastasis and poor prognosis. SKA3 silencing experiments identified SKA3 as an oncogene that promotes the metastasis of LUAD cell lines and tissues. SKA3 was found to induce the expression of matrix metalloproteinase (MMP)-2, -7, and -9, which activate PI3K–AKT. SKA3 was also found to bind and activate EGFR to activate PI3K–AKT. In summary, we identify a role for SKA3 in LUAD metastasis through its ability to bind EFGR and activate PI3K–AKT signaling.
Collapse
|
19
|
The DEAD-box protein family of RNA helicases: sentinels for a myriad of cellular functions with emerging roles in tumorigenesis. Int J Clin Oncol 2021; 26:795-825. [PMID: 33656655 DOI: 10.1007/s10147-021-01892-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 02/20/2021] [Indexed: 02/06/2023]
Abstract
DEAD-box RNA helicases comprise a family within helicase superfamily 2 and make up the largest group of RNA helicases. They are a profoundly conserved family of RNA-binding proteins, carrying a generic Asp-Glu-Ala-Asp (D-E-A-D) motif that gives the family its name. Members of the DEAD-box family of RNA helicases are engaged in all facets of RNA metabolism from biogenesis to decay. DEAD-box proteins ordinarily function as constituents of enormous multi-protein complexes and it is believed that interactions with other components in the complexes might be answerable for the various capacities ascribed to these proteins. Therefore, their exact function is probably impacted by their interacting partners and to be profoundly context dependent. This may give a clarification to the occasionally inconsistent reports proposing that DEAD-box proteins have both pro- and anti-proliferative functions in cancer. There is emerging evidence that DEAD-box family of RNA helicases play pivotal functions in various cellular processes and in numerous cases have been embroiled in cellular proliferation and/or neoplastic transformation. In various malignancy types, DEAD-box RNA helicases have been reported to possess pro-proliferation or even oncogenic roles as well as anti-proliferative or tumor suppressor functions. Clarifying the exact function of DEAD-box helicases in cancer is probably intricate, and relies upon the cellular milieu and interacting factors. This review aims to summarize the current data on the numerous capacities that have been ascribed to DEAD-box RNA helicases. It also highlights their diverse actions upon malignant transformation in the various tumor types.
Collapse
|
20
|
Spindle and kinetochore‑associated complex subunit 3 accelerates breast cancer cell proliferation and invasion through the regulation of Akt/Wnt/β-catenin signaling. Breast Cancer Res Treat 2021; 186:247-258. [PMID: 33423159 DOI: 10.1007/s10549-020-06078-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Accepted: 12/23/2020] [Indexed: 12/24/2022]
Abstract
PURPOSE Spindle and kinetochore‑associated complex subunit 3 (SKA3) has recently been identified as a novel regulator of carcinogenesis in multiple types of cancers. However, the function and potential regulatory mechanisms of SKA3 in breast cancer remain poorly understood. The present study was designed to gain a detailed relevance of SKA3 in breast cancer. METHODS Expression of SKA3 in breast cancer was examined via real-time quantitative PCR, western blotting and immunohistochemistry analysis. Malignant behaviors of breast cancer cells were investigated via cell counting kit-8, cell apoptosis, and transwell invasion assays. The activity of Wnt/β-catenin signaling was monitored via luciferase reporter assay. The tumorigenicity of breast cancer cells in vivo was assessed via xenograft tumor assay. RESULTS SKA3 expression was elevated in breast cancer tissue and was correlated with shorter survival rates in breast cancer patients. Knockdown of SKA3 caused marked reductions in cellular proliferation and invasion in breast cancer cells, whereas SKA3 overexpression accelerated proliferation and invasion. Knockdown of SKA3 resulted in decreased Akt and glycogen synthase kinase-3β phosphorylation, and decreased expression of active β-catenin, which lead to the inactivation of Wnt/β-catenin signaling. Inhibition of Akt significantly reversed the SKA3 overexpression-induced activation of Wnt/β-catenin signaling. Inhibition of Wnt/β-catenin signaling markedly abrogated SKA3 overexpression-induced tumor-promotion effects, while re-activation of Wnt/β-catenin signaling significantly reversed SKA3 knockdown-mediated tumor-inhibition effects. Knockdown of SKA3 resulted in a significant decrease in breast cancer tumor formation in vivo. CONCLUSIONS SKA3 accelerates proliferation and invasion in breast cancer through the modulation of Akt/Wnt/β-catenin signaling.
Collapse
|
21
|
Chen C, Guo Q, Song Y, Xu G, Liu L. SKA1/2/3 serves as a biomarker for poor prognosis in human lung adenocarcinoma. Transl Lung Cancer Res 2020; 9:218-231. [PMID: 32420061 PMCID: PMC7225159 DOI: 10.21037/tlcr.2020.01.20] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Background Spindle and kinetochore associated complex subunit 1/2/3 (SKA1/2/3), which stabilized spindle microtubules attaching to kinetochore (KT) in the middle stage of mitosis, were dysregulated, and closely related to prognosis in several malignant tumors. Nevertheless, the potential clinical value of SKA1/2/3, especially in terms of prognosis and development of NSCLC, had not been fully elucidated. Methods ONCOMINE, GEPIA, UALCAN, TCGA, STRING and other databases were used to analyze the expression of SKA1/2/3 in patients with lung adenocarcinoma (LUAD) and its clinical value, and to explore the possible regulatory mechanism of SKA in the occurrence and development of LUAD. Results In patients with LUAD, SKA1/2/3 mRNA expression level was significantly up-regulated, and AUC was 0.9558, 0.7034 and 0.9775, respectively. Increased SKA 1/2/3 expression was associated with smoking, tissue typing, and poor prognosis in LUAD patients. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genome (KEGG) showed that SKA1/2/3 was mainly enriched in DNA replication, cell cycle, homologous recombination, p53 signaling pathway, etc. Hub genes in protein-protein interactions are CDK1, BUB1, CCNA2, CDC20, CCNB2, CCNB1, BUB1B, AURKB, TOP2A and MAD2L1. Hub gene expression in LUAD is increased, and its increased expression is related to poor prognosis of LUAD patients. Finally, the expression of SKA1/2/3 and its correlation with clinicopathological features were verified in 30 clinical LUAD samples. Conclusions SKA1/2/3 may serve as a potential prognostic biomarker and target for LUAD. In addition, SKA 1/2/3 may affect the prognosis of LUAD through DNA replication, cell cycle, homologous recombination and p53 signaling pathway.
Collapse
Affiliation(s)
- Cheng Chen
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China.,Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi 563000, China
| | - Qiang Guo
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi 563000, China
| | - Yongxiang Song
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi 563000, China
| | - Gang Xu
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Zunyi 563000, China
| | - Lunxu Liu
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China
| |
Collapse
|
22
|
Ruan LW, Li PP, Jin LP. SKA3 Promotes Cell Growth in Breast Cancer by Inhibiting PLK-1 Protein Degradation. Technol Cancer Res Treat 2020; 19:1533033820947488. [PMID: 32799774 PMCID: PMC7436789 DOI: 10.1177/1533033820947488] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 06/30/2020] [Accepted: 07/09/2020] [Indexed: 12/15/2022] Open
Abstract
Breast cancer (Bca) remains the most common form of malignancy affecting females in China, leading to significant reductions in the mental and physical health of those with this condition. While spindle and kinetochore associated complex subunit 3 (SKA3) is known to be linked with cervical cancer progression, whether it is similarly associated with Bca progression remains unknown. Using shRNA, we specifically knocked down the expression of SKA3 in Bca cell lines and then assessed the resultant changes in cell proliferation using CCK-8 and colony formation assays. In addition, we used western blotting to quantify the expression levels of relevant proteins in these cells, and we assessed the interaction between SKA3 and polo-like kinase-1 (PLK-1) via co-immunoprecipitation.In this study, we observed elevated SKA3 expression in Bca tissues and cell lines. When we knocked down SKA3 expression in Bca cells, we were able to determine that it functions in an oncogenic manner so as to promote the growth and proliferation of these cells in vitro. From a mechanistic perspective, we were able to show that in Bca cells SKA functions at least in part via interacting with PLK-1 and preventing its degradation. In summary, we found that SKA3 is able to regulate PLK-1 degradation in Bca cells, thus controlling their growth and proliferation. These results highlight SKA3 as a potentially viable target for anti-cancer drug development aimed at combatting Bca.
Collapse
Affiliation(s)
- Li-wei Ruan
- Department of Breast and Thyroid, Shaoxing People’s Hospital, Shaoxing, Zhejiang, China
| | - Peng-peng Li
- Department of Breast and Thyroid, Shaoxing People’s Hospital, Shaoxing, Zhejiang, China
| | - Lang-ping Jin
- Department of Breast and Thyroid, Shaoxing People’s Hospital, Shaoxing, Zhejiang, China
| |
Collapse
|
23
|
Tang D, Zhao X, Zhang L, Wang Z, Wang C. Identification of hub genes to regulate breast cancer metastasis to brain by bioinformatics analyses. J Cell Biochem 2018; 120:9522-9531. [PMID: 30506958 DOI: 10.1002/jcb.28228] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Accepted: 11/15/2018] [Indexed: 12/30/2022]
Abstract
Breast cancer with metastasis especially brain metastasis represents a significant cause of morbidity and mortality in patients. In this study, we aimed to investigate the hub genes and potential molecular mechanism in brain metastasis breast cancer. Expression profiles of the genes were extracted from the Gene Expression Omnibus (GEO) database. GO and KEGG pathway enrichment analyses were conducted at Database for Annotation, Visualization, and Integrated Discovery. Protein-protein interaction (PPI) network was established by STRING database constructed by Cytoscape software. Hub genes were identified by the molecular complex detection (MCODE) plugin and the CytoHubba plugin. The transcription factor (TF) that regulates the expression of hub genes was analyzed using the NetworkAnalyst algorithm. Kaplan-Meier curve was used to analyze the effects of hub genes on overall survival. Two GEO databases (GSE100534 and GSE52604) were downloaded from GEO databases. A total of 102 overlapped genes were identified, and the top five KEGG pathways enriched were pathways in cancer, HTLV-I infection, focal adhesion, ECM-receptor interaction, and protein digestion and absorption. By combing the results of MCODE and CytoHubba, a total of 10 hub genes were selected. Kaplan-Meier curve showed that ANLN, BUB1, TTK, and SKA3 were closely associated with the overall survival of breast cancer patients. TF analysis results showed that E2F4, KDM5B, and MYC were crucial regulators for these four hub genes. The current study based on the GEO database provided novel understanding regarding the mechanism of breast cancer metastasis to brain and may provide novel therapeutic targets.
Collapse
Affiliation(s)
- Dongyang Tang
- Department of Experimental Management Center, Henan Institute of Science and Technology, Xinxiang, China
| | - Xin Zhao
- Department of Pharmacy, Xinxiang Central Hospital, Xinxiang, China
| | - Li Zhang
- Department of architecture, College of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
| | - Zhiwei Wang
- Department of Experimental Management Center, Henan Institute of Science and Technology, Xinxiang, China
| | - Cheng Wang
- Department of pharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China
| |
Collapse
|
24
|
Hu R, Wang MQ, Niu WB, Wang YJ, Liu YY, Liu LY, Wang M, Zhong J, You HY, Wu XH, Deng N, Lu L, Wei LB. SKA3 promotes cell proliferation and migration in cervical cancer by activating the PI3K/Akt signaling pathway. Cancer Cell Int 2018; 18:183. [PMID: 30459531 PMCID: PMC6236911 DOI: 10.1186/s12935-018-0670-4] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Accepted: 10/30/2018] [Indexed: 01/03/2023] Open
Abstract
Background Cervical cancer (CC) is one of the most common cancers among females worldwide. Spindle and kinetochore-associated complex subunit 3 (SKA3), located on chromosome 13q, was identified as a novel gene involved in promoting malignant transformation in cancers. However, the function and underlying mechanisms of SKA3 in CC remain unknown. Using the Oncomine database, we found that expression of SKA3 mRNA is higher in CC tissues than in normal tissues and is linked with poor prognosis. Methods In our study, immunohistochemistry showed increased expression of SKA3 in CC tissues. The effect of SKA3 on cell proliferation and migration was evaluated by CCK8, clone formation, Transwell and wound-healing assays in HeLa and SiHa cells with stable SKA3 overexpression and knockdown. In addition, we established a xenograft tumor model in vivo. Results SKA3 overexpression promoted cell proliferation and migration and accelerated tumor growth. We further identified that SKA3 is involved in regulating cell cycle progression and the PI3K/Akt signaling pathway via RNA-sequencing (RNA-Seq) and gene set enrichment analyses. Western blotting results revealed that SKA3 overexpression increased levels of p-Akt, cyclin E2, CDK2, cyclin D1, CDK4, E2F1 and p-Rb in HeLa cells. Additionally, the use of an Akt inhibitor (GSK690693) significantly reversed the cell proliferation capacity induced by SKA3 overexpression in HeLa cells. Conclusions We suggest that SKA3 overexpression contributes to CC cell growth and migration by promoting cell cycle progression and activating the PI3K-Akt signaling pathway, which may provide potential novel therapeutic targets for CC treatment.
Collapse
Affiliation(s)
- Rong Hu
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Ming-Qing Wang
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Wen-Bo Niu
- 5Cancer Research Institute, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Yan-Jing Wang
- 3Zhujiang Hospital of Southern Medical University, No. 253, Industrial Avenue, Haizhu District, Guangzhou, 510280 Guangdong China
| | - Yang-Yang Liu
- Zhongshan Huangpu People's Hospital, No. 32, Long'an Street, Huangpu Town, Zhongshan, 528429 Guangdong China
| | - Ling-Yu Liu
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Ming Wang
- 3Zhujiang Hospital of Southern Medical University, No. 253, Industrial Avenue, Haizhu District, Guangzhou, 510280 Guangdong China
| | - Juan Zhong
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Hai-Yan You
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Xiao-Hui Wu
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Ning Deng
- 2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| | - Lu Lu
- 4The First Affiliated Hospital, Guangzhou University of Chinese Medicine, No.16 Baiyun Airport Road, Baiyun District, Guangzhou, 510405 Guangdong China
| | - Lian-Bo Wei
- 1Shenzhen Hospital, Southern Medical University, No. 1333, Xinhu Road, Bao'an District, Shenzhen, 518101 Guangdong China.,2School of Traditional Chinese Medicine, Southern Medical University, No. 1838, Guangzhou Avenue North, Baiyun District, Guangzhou, 510515 Guangdong China
| |
Collapse
|
25
|
Lv T, Miao YF, Jin K, Han S, Xu TQ, Qiu ZL, Zhang XH. Dysregulated circular RNAs in medulloblastoma regulate proliferation and growth of tumor cells via host genes. Cancer Med 2018; 7:6147-6157. [PMID: 30402980 PMCID: PMC6308054 DOI: 10.1002/cam4.1613] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Revised: 04/18/2018] [Accepted: 05/10/2018] [Indexed: 12/20/2022] Open
Abstract
Circular RNAs (circRNAs) have been demonstrated to be involved in various biological processes. Nevertheless, the function of circRNAs in medulloblastoma (MB) is still unknown. The present study aimed to investigate the expression profiles of circRNAs and related mechanisms for regulating the proliferation and growth of tumor cells in MB. The expression profiles of circRNAs were screened from four normal cerebellum and four MB samples using a HiSeq Sequencer. Bioinformatic analysis was employed to predict the interaction between circRNAs and mRNAs in MB. Subsequently, the expression levels of eight differential circRNAs [circ-SKA3 (hsa_circ_0029696), circ-DTL (hsa_circ_0000179), circ-CRTAM, circ-MAP3K5 (hsa_circ_0006856), circ-RIMS1-1 (hsa_circ_0132250), circ-RIMS1-2 (hsa_circ_0076967), circ-FLT3-1 (hsa_circ_0100165), and circ-FLT3-2 (hsa_circ_0100168)] were validated using quantitative reverse transcription-polymerase chain reaction. Moreover, circ-SKA3 and circ-DTL were silenced using small interfering RNAs and their host genes were overexpressed to investigate their role in the pathogenesis of MB. A total of 33 circRNAs were found to be differentially expressed in MB tissues (fold change ≥ 2.0, FDR <0.05), of which three were upregulated and 30 were downregulated; six circRNAs were experimentally validated successfully. Upregulated circ-SKA3 and circ-DTL promoted the proliferation migration and invasion in vitro by regulating the expression of host genes. This novel study exploited the profiling of circRNAs in MB and demonstrated that circ-SKA3 and circ-DTL were crucial in the tumorigenesis and development of MB and might be considered as novel and potential biomarkers for the diagnosis and new targets for the intervention of MB.
Collapse
Affiliation(s)
- Tao Lv
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yi-Feng Miao
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ke Jin
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Shuo Han
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Tian-Qi Xu
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zi-Long Qiu
- Institute of Neuroscience, State Kay Laboratory of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, China
| | - Xiao-Hua Zhang
- Department of Neurosurgery, Ren Ji Hospital, Schoolof Medicine, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
26
|
McKeown MR, Corces MR, Eaton ML, Fiore C, Lee E, Lopez JT, Chen MW, Smith D, Chan SM, Koenig JL, Austgen K, Guenther MG, Orlando DA, Lovén J, Fritz CC, Majeti R. Superenhancer Analysis Defines Novel Epigenomic Subtypes of Non-APL AML, Including an RARα Dependency Targetable by SY-1425, a Potent and Selective RARα Agonist. Cancer Discov 2017; 7:1136-1153. [PMID: 28729405 PMCID: PMC5962349 DOI: 10.1158/2159-8290.cd-17-0399] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 06/22/2017] [Accepted: 07/18/2017] [Indexed: 01/11/2023]
Abstract
We characterized the enhancer landscape of 66 patients with acute myeloid leukemia (AML), identifying 6 novel subgroups and their associated regulatory loci. These subgroups are defined by their superenhancer (SE) maps, orthogonal to somatic mutations, and are associated with distinct leukemic cell states. Examination of transcriptional drivers for these epigenomic subtypes uncovers a subset of patients with a particularly strong SE at the retinoic acid receptor alpha (RARA) gene locus. The presence of a RARA SE and concomitant high levels of RARA mRNA predisposes cell lines and ex vivo models to exquisite sensitivity to a selective agonist of RARα, SY-1425 (tamibarotene). Furthermore, only AML patient-derived xenograft (PDX) models with high RARA mRNA were found to respond to SY-1425. Mechanistically, we show that the response to SY-1425 in RARA-high AML cells is similar to that of acute promyelocytic leukemia treated with retinoids, characterized by the induction of known retinoic acid response genes, increased differentiation, and loss of proliferation.Significance: We use the SE landscape of primary human AML to elucidate transcriptional circuitry and identify novel cancer vulnerabilities. A subset of patients were found to have an SE at RARA, which is predictive for response to SY-1425, a potent and selective RARα agonist, in preclinical models, forming the rationale for its clinical investigation in biomarker-selected patients. Cancer Discov; 7(10); 1136-53. ©2017 AACR.See related commentary by Wang and Aifantis, p. 1065.This article is highlighted in the In This Issue feature, p. 1047.
Collapse
Affiliation(s)
| | - M Ryan Corces
- Program in Cancer Biology, Cancer Institute, Institute for Stem Cell Biology and Regenerative Medicine, and Ludwig Center Stanford University School of Medicine, Stanford, California
| | | | - Chris Fiore
- Syros Pharmaceuticals, Cambridge, Massachusetts
| | - Emily Lee
- Syros Pharmaceuticals, Cambridge, Massachusetts
| | | | | | | | - Steven M Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Julie L Koenig
- Program in Cancer Biology, Cancer Institute, Institute for Stem Cell Biology and Regenerative Medicine, and Ludwig Center Stanford University School of Medicine, Stanford, California
| | | | | | | | - Jakob Lovén
- Syros Pharmaceuticals, Cambridge, Massachusetts
| | | | - Ravindra Majeti
- Program in Cancer Biology, Cancer Institute, Institute for Stem Cell Biology and Regenerative Medicine, and Ludwig Center Stanford University School of Medicine, Stanford, California.
- Department of Medicine, Division of Hematology, Stanford University School of Medicine, Stanford, California
| |
Collapse
|
27
|
Cai W, Xiong Chen Z, Rane G, Satendra Singh S, Choo Z, Wang C, Yuan Y, Zea Tan T, Arfuso F, Yap CT, Pongor LS, Yang H, Lee MB, Cher Goh B, Sethi G, Benoukraf T, Tergaonkar V, Prem Kumar A. Wanted DEAD/H or Alive: Helicases Winding Up in Cancers. J Natl Cancer Inst 2017; 109:2957323. [PMID: 28122908 DOI: 10.1093/jnci/djw278] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Revised: 09/08/2016] [Accepted: 10/20/2016] [Indexed: 12/23/2022] Open
Abstract
Cancer is one of the most studied areas of human biology over the past century. Despite having attracted much attention, hype, and investments, the search to find a cure for cancer remains an uphill battle. Recent discoveries that challenged the central dogma of molecular biology not only further increase the complexity but also demonstrate how various types of noncoding RNAs such as microRNA and long noncoding RNA, as well as their related processes such as RNA editing, are important in regulating gene expression. Parallel to this aspect, an increasing number of reports have focused on a family of proteins known as DEAD/H-box helicases involved in RNA metabolism, regulation of long and short noncoding RNAs, and novel roles as "editing helicases" and their association with cancers. This review summarizes recent findings on the roles of RNA helicases in various cancers, which are broadly classified into adult solid tumors, childhood solid tumors, leukemia, and cancer stem cells. The potential small molecule inhibitors of helicases and their therapeutic value are also discussed. In addition, analyzing next-generation sequencing data obtained from public portals and reviewing existing literature, we provide new insights on the potential of DEAD/H-box helicases to act as pharmacological drug targets in cancers.
Collapse
Affiliation(s)
- Wanpei Cai
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Zhi Xiong Chen
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Grishma Rane
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Shikha Satendra Singh
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Zhang'e Choo
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Chao Wang
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Yi Yuan
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Tuan Zea Tan
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Frank Arfuso
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Celestial T Yap
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Lorinc S Pongor
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Henry Yang
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Martin B Lee
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Boon Cher Goh
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Gautam Sethi
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Touati Benoukraf
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Vinay Tergaonkar
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| | - Alan Prem Kumar
- Affiliations of authors: Cancer Science Institute of Singapore, National University of Singapore, Singapore (WC, GR, SSS, CW, YY, TZT, HY, BCG, TB, APK); Departments of Pharmacology (WC, GR, SSS, CW, BCG, GS, APK), Physiology (ZXC, ZC, CTY), and Biochemistry (VT), Yong Loo Lin School of Medicine, National University of Singapore, Singapore; KK Women's and Children's Hospital, Singapore (ZXC); Stem Cell and Cancer Biology Laboratory (FA), School of Biomedical Sciences (GS, APK), Curtin Health Innovation Research Institute, Curtin Medical School (APK), Curtin University, Perth, WA, Australia; National University Cancer Institute, National University Health System, Singapore (CTY, BCG, APK); 2 Department of Pediatrics, Semmelweis University, Budapest, Hungary (LSP); MTA TTK Lendület Cancer Biomarker Research Group, Research Centre for Natural Sciences, Budapest, Hungary (LSP); Department of Renal Medicine (MBL) and Department of Haematology-Oncology (BCG), National University Health System, Singapore; Institute of Molecular and Cell Biology (IMCB), A*STAR (Agency for Science, Technology and Research), Singapore (VT); Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, Australia (VT); Department of Biological Sciences, University of North Texas, Denton, TX (APK)
| |
Collapse
|
28
|
Encinas G, Maistro S, Pasini FS, Katayama MLH, Brentani MM, Bock GHD, Folgueira MAAK. Somatic mutations in breast and serous ovarian cancer young patients: a systematic review and meta-analysis. Rev Assoc Med Bras (1992) 2016; 61:474-83. [PMID: 26603012 DOI: 10.1590/1806-9282.61.05.474] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Accepted: 05/16/2015] [Indexed: 12/31/2022] Open
Abstract
OBJECTIVE our aim was to evaluate whether somatic mutations in five genes were associated with an early age at presentation of breast cancer (BC) or serous ovarian cancer (SOC). METHODS COSMIC database was searched for the five most frequent somatic mutations in BC and SOC. A systematic review of PubMed was performed. Young age for BC and SOC patients was set at ≤ 35 and ≤ 40 years, respectively. Age groups were also classified in < 30 years and every 10 years thereafter. RESULTS twenty six (1,980 patients, 111 younger) and 16 studies (598, 41 younger), were analyzed for BC and SOC, respectively. In BC, PIK3CA wild type tumor was associated with early onset, not confirmed in binary regression with estrogen receptor (ER) status. In HER2-negative tumors, there was increased frequency of PIK3CA somatic mutation in older age groups; in ER-positive tumors, there was a trend towards an increased frequency of PIK3CA somatic mutation in older age groups. TP53 somatic mutation was described in 20% of tumors from both younger and older patients; PTEN, CDH1 and GATA3 somatic mutation was investigated only in 16 patients and PTEN mutation was detected in one of them. In SOC, TP53 somatic mutation was rather common, detected in more than 50% of tumors, however, more frequently in older patients. CONCLUSION frequency of somatic mutations in specific genes was not associated with early-onset breast cancer. Although very common in patients with serous ovarian cancer diagnosed at all ages, TP53 mutation was more frequently detected in older women.
Collapse
Affiliation(s)
- Giselly Encinas
- Department of Radiology and Oncology, Faculdade de Medicina, Universidade de São Paulo, São Paulo, SP, Brazil
| | - Simone Maistro
- Instituto do Câncer do Estado de São Paulo, FM, Universidade de São Paulo, São Paulo, SP, Brazil
| | | | | | | | - Geertruida Hendrika de Bock
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | | |
Collapse
|
29
|
Sawa M, Masuda M, Yamada T. Targeting the Wnt signaling pathway in colorectal cancer. Expert Opin Ther Targets 2015; 20:419-29. [PMID: 26439805 DOI: 10.1517/14728222.2016.1098619] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
INTRODUCTION The treatment of patients with advanced colorectal cancer still remains challenging, and identification of new target molecules and therapeutic avenues remains a priority. The great majority of colorectal cancers have mutations in one of two genes involved in the Wnt signaling pathway: the adenomatous polyposis coli (APC) and β-catenin (CTNNB1) genes. Up to now, however, no therapeutics for targeting this pathway have been established. AREAS COVERED This review article begins with a brief summary of Wnt signaling from the viewpoints of genetics, cancer stem cell biology, and drug development. We then overview current attempts to develop drugs directed at various components of the Wnt signaling pathway. EXPERT OPINION APC is a tumor suppressor, and therefore only downstream signal transducers of the APC protein can be considered as targets for pharmaceutical intervention. TRAF2 and NCK-interacting protein kinase (TNIK) was identified as the most downstream regulator of Wnt signaling by two independent research groups, and several classes of small-molecule inhibitors targeting this protein kinase have been developed. TNIK is a multifunctional protein with actions that extend beyond Wnt signaling regulation. Such TNIK inhibitors are expected to have a large variety of clinical applications.
Collapse
Affiliation(s)
- Masaaki Sawa
- a 1 Carna Biosciences, Inc. , BMA 3F 1-5-5 Minatojima-Minamimachi, Chuo-ku, Kobe 650-0047, Japan
| | - Mari Masuda
- b 2 National Cancer Center Research Institute, Division of Chemotherapy and Clinical Research , 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan
| | - Tesshi Yamada
- c 3 National Cancer Center Research Institute, Division of Chemotherapy and Clinical Research , 5-1-1 Tsukiji, Chuo-ku, Tokyo 104-0045, Japan ;
| |
Collapse
|
30
|
Lee M, Williams KA, Hu Y, Andreas J, Patel SJ, Zhang S, Crawford NPS. GNL3 and SKA3 are novel prostate cancer metastasis susceptibility genes. Clin Exp Metastasis 2015; 32:769-82. [PMID: 26429724 DOI: 10.1007/s10585-015-9745-y] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Accepted: 09/08/2015] [Indexed: 12/14/2022]
Abstract
Prostate cancer (PC) is very common in developed countries. However, the molecular determinants of PC metastasis are unclear. Previously, we reported that germline variation influences metastasis in the C57BL/6-Tg(TRAMP)8247Ng/J (TRAMP) mouse model of PC. These mice develop prostate tumors similar to a subset of poor outcome, treatment-associated human PC tumors. Here, we used TRAMP mice to nominate candidate genes and validate their role in aggressive human PC in PC datasets and cell lines. Candidate metastasis susceptibility genes were identified through quantitative trait locus (QTL) mapping in 201 (TRAMP × PWK/PhJ) F2 males. Two metastasis-associated QTLs were identified; one on chromosome 12 (LOD = 5.86), and one on chromosome 14 (LOD = 4.41). Correlation analysis using microarray data from (TRAMP × PWK/PhJ) F2 prostate tumors identified 35 metastasis-associated transcripts within the two loci. The role of these genes in susceptibility to aggressive human PC was determined through in silico analysis using multiple datasets. First, analysis of candidate gene expression in two human PC datasets demonstrated that five candidate genes were associated with an increased risk of aggressive disease and lower disease-free survival. Second, four of these genes (GNL3, MAT1A, SKA3, and ZMYM5) harbored SNPs associated with aggressive tumorigenesis in the PLCO/CGEMS GWAS of 1172 PC patients. Finally, over-expression of GNL3 and SKA3 in the PC-3 human PC cell line decreased in vitro cell migration and invasion. This novel approach demonstrates how mouse models can be used to identify metastasis susceptibility genes, and gives new insight into the molecular mechanisms of fatal PC.
Collapse
Affiliation(s)
- Minnkyong Lee
- Genetics and Molecular Biology Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA
| | - Kendra A Williams
- Genetics and Molecular Biology Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA
| | - Ying Hu
- Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, Rockville, MD, 20850, USA
| | - Jonathan Andreas
- Genetics and Molecular Biology Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA
| | - Shashank J Patel
- Genetics and Molecular Biology Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA
| | - Suiyuan Zhang
- Computational and Statistical Genomics Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA
| | - Nigel P S Crawford
- Genetics and Molecular Biology Branch, National Human Genome Research Institute, NIH, Bethesda, MD, 20892, USA. .,, 50 South Drive, Room 5154, Bethesda, MD, 20892, USA.
| |
Collapse
|
31
|
Li D, Jiao J, Zhou YM, Wang XX. Epigenetic regulation of traf2- and Nck-interacting kinase (TNIK) in polycystic ovary syndrome. Am J Transl Res 2015; 7:1152-1160. [PMID: 26279758 PMCID: PMC4532747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Accepted: 06/13/2015] [Indexed: 06/04/2023]
Abstract
Emerging evidence has led to considerable interest in the role of Traf2- and Nck-interacting kinase (TNIK) in polycystic ovary syndrome (PCOS) development. However, the epigenetic mechanism regulating TNIK transcription remains largely unknown. Here, we show that (i) TNIK mRNA expression is significantly increased in PCOS ovarian tissues, compared to normal ovarian tissues; (ii) PCOS ovarian tissues exhibit a hypermethylation pattern at the cg10180092 site, (iii) and cg10180092 is the critical site for the transcriptional regulation of TNIK. Mechanistically, hypermethylated cg10180092 site-mediated loss of holocarboxylase synthetase (HLCS)-related H3K9me enrichment activated TNIK transcription in PCOS ovarian tissues. Notably, a substantial body of evidence indicates that DNA hypermethylation is an alternative mechanism for gene inactivation, and a new role for DNA hypermethylationmediated TNIK activating was observed in this study. This may improve our understanding of divergent transcriptional regulation in the initiation and progression of TNIK-related PCOS.
Collapse
Affiliation(s)
- Da Li
- Department of Obstetrics and Gynecology, Shengjing Hospital of China Medical UniversityShenyang 110004, China
| | - Jiao Jiao
- Department of Obstetrics and Gynecology, Shengjing Hospital of China Medical UniversityShenyang 110004, China
| | - Yi-Ming Zhou
- Department of Medicine, Brigham and Women’s Hospital, Harvard Institutes of Medicine, Harvard Medical SchoolBoston, MA 02115, USA
| | - Xiu-Xia Wang
- Department of Obstetrics and Gynecology, Shengjing Hospital of China Medical UniversityShenyang 110004, China
| |
Collapse
|
32
|
Newton R, Wernisch L. A meta-analysis of multiple matched copy number and transcriptomics data sets for inferring gene regulatory relationships. PLoS One 2014; 9:e105522. [PMID: 25148247 PMCID: PMC4141782 DOI: 10.1371/journal.pone.0105522] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2014] [Accepted: 07/21/2014] [Indexed: 12/25/2022] Open
Abstract
Inferring gene regulatory relationships from observational data is challenging. Manipulation and intervention is often required to unravel causal relationships unambiguously. However, gene copy number changes, as they frequently occur in cancer cells, might be considered natural manipulation experiments on gene expression. An increasing number of data sets on matched array comparative genomic hybridisation and transcriptomics experiments from a variety of cancer pathologies are becoming publicly available. Here we explore the potential of a meta-analysis of thirty such data sets. The aim of our analysis was to assess the potential of in silico inference of trans-acting gene regulatory relationships from this type of data. We found sufficient correlation signal in the data to infer gene regulatory relationships, with interesting similarities between data sets. A number of genes had highly correlated copy number and expression changes in many of the data sets and we present predicted potential trans-acted regulatory relationships for each of these genes. The study also investigates to what extent heterogeneity between cell types and between pathologies determines the number of statistically significant predictions available from a meta-analysis of experiments.
Collapse
Affiliation(s)
- Richard Newton
- Biostatistics Unit, Medical Research Council, Cambridge, United Kingdom
- * E-mail:
| | - Lorenz Wernisch
- Biostatistics Unit, Medical Research Council, Cambridge, United Kingdom
| |
Collapse
|